{ "version": "2026.08-calibration-3", "reviewedAt": "2026-08-28", "status": "calibration", "releaseReadiness": { "reviewedCount": 50, "totalCount": 187, "minimumReviewed": 50, "secondReviewCount": 0, "correctionNoticeCount": 0, "checks": { "minimumEvidenceCoverage": true, "allAuditsTraceable": true, "secondReviewComplete": false, "correctedSecondReviewsTraceable": true, "correctionWindowComplete": false }, "requirementsMet": false, "publicIndexingEnabled": false }, "license": { "assessmentFields": { "name": "CC BY 4.0", "url": "https://creativecommons.org/licenses/by/4.0/" }, "samplingFrameFields": { "name": "Carnegie Classifications 2025 Research Activity Designations", "url": "https://carnegieclassifications.acenet.edu/carnegie-classification/classification-methodology/2025-research-activity-designations/", "license": "CC BY-NC-SA 4.0", "licenseUrl": "https://creativecommons.org/licenses/by-nc-sa/4.0/" }, "note": "CC BY 4.0 applies only to original Manusights assessments. Carnegie-derived classification, institution, location, and identifier fields retain the Carnegie source terms." }, "samplingFrameSource": { "name": "Carnegie Classifications 2025 Research Activity Designations", "url": "https://carnegieclassifications.acenet.edu/carnegie-classification/classification-methodology/2025-research-activity-designations/", "license": "CC BY-NC-SA 4.0", "licenseUrl": "https://creativecommons.org/licenses/by-nc-sa/4.0/" }, "methodologyUrl": "https://manusights.com/resources/research-publishing-support-index/methodology", "dimensions": [ { "id": "findability", "name": "Findability and navigation", "shortName": "Findability", "weight": 15, "description": "A researcher can find a coherent support hub, subject expertise, and a clear route to help." }, { "id": "evidence", "name": "Literature search and evidence synthesis", "shortName": "Evidence", "weight": 15, "description": "The institution offers practical help with searching, evidence synthesis, citations, and research discovery." }, { "id": "manuscript", "name": "Manuscript preparation and submission", "shortName": "Manuscript", "weight": 20, "description": "Researchers can find guidance for writing, reporting, publication strategy, and preparing work for submission." }, { "id": "publishing", "name": "Open access, copyright, and publishing", "shortName": "Publishing", "weight": 20, "description": "Public support covers publishing options, open access, rights, repositories, and author-cost questions." }, { "id": "integrity", "name": "Integrity, reproducibility, data, and AI", "shortName": "Integrity and data", "weight": 20, "description": "Researchers can access data-management, reproducibility, research-integrity, and responsible-AI guidance." }, { "id": "access", "name": "Practical access and maintenance", "shortName": "Access", "weight": 10, "description": "Help is actionable through consultations, workshops, templates, accessible pages, and current maintenance." } ], "versionHistory": [ { "version": "2026.08-calibration-3", "date": "2026-08-28", "phase": "calibration", "summary": "Expanded the first-pass evidence set to the 50-institution release floor and replaced manual review booleans with record-level second-review and correction-window gates." }, { "version": "2026.08-calibration-2", "date": "2026-08-27", "phase": "calibration", "summary": "Expanded the calibration set to ten institutions and added automated release gates, explicit audit status, shareable institution graphics, and a public correction log." }, { "version": "2026.08-calibration-1", "date": "2026-08-27", "phase": "calibration", "summary": "Created the complete 2025 Carnegie R1 sampling frame, six-dimension rubric, five calibration audits, evidence profiles, and open data contract." } ], "corrections": [], "secondReviews": [], "correctionWindow": { "openedAt": null, "closesAt": null, "notices": [] }, "institutions": [ { "unitId": "131159", "slug": "american-university", "name": "American University", "city": "Washington", "state": "DC", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/american-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "104151", "slug": "arizona-state-university-campus-immersion", "name": "Arizona State University Campus Immersion", "city": "Tempe", "state": "AZ", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/arizona-state-university-campus-immersion/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "arizona-state-university-campus-immersion", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team", "dimensions": [ { "id": "findability", "score": 15, "note": "A single researcher-support hub connects expertise, tools, publishing, policy help, and consultations." }, { "id": "evidence", "score": 12, "note": "The hub routes researchers to citation management, collaborative tools, and research support from the start of a project." }, { "id": "manuscript", "score": 17, "note": "Publication strategy and dissemination support are explicit, with a direct route to expert help." }, { "id": "publishing", "score": 17, "note": "Open scholarship, public-access compliance, and publication strategy are prominent public services." }, { "id": "integrity", "score": 16, "note": "The hub covers data, public-access requirements, and open-science practice, with some rubric elements requiring deeper verification." }, { "id": "access", "score": 9, "note": "A consultation route and current events make the support actionable rather than purely informational." } ], "evidence": [ { "title": "ASU Library researcher support", "url": "https://lib.asu.edu/research", "supports": [ "findability", "evidence", "manuscript", "publishing", "integrity", "access" ], "observation": "The official hub connects consultations, research tools, publication strategy, open science, and federal public-access guidance." } ], "summary": "ASU presents research and publishing support as one connected journey, with especially clear routes to consultations, publication strategy, and public-access compliance.", "strongestSignal": "One coherent researcher-support entry point spanning project planning through dissemination.", "clearestOpportunity": "Expose more reusable manuscript and reporting templates from the central hub." }, "score": 86, "band": "Exemplary" }, { "unitId": "100858", "slug": "auburn-university", "name": "Auburn University", "city": "Auburn", "state": "AL", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/auburn-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "223223", "slug": "baylor-college-of-medicine", "name": "Baylor College of Medicine", "city": "Houston", "state": "TX", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/baylor-college-of-medicine/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "223232", "slug": "baylor-university", "name": "Baylor University", "city": "Waco", "state": "TX", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/baylor-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "196079", "slug": "binghamton-university", "name": "Binghamton University", "city": "Vestal", "state": "NY", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/binghamton-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "164924", "slug": "boston-college", "name": "Boston College", "city": "Chestnut Hill", "state": "MA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/boston-college/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "164988", "slug": "boston-university", "name": "Boston University", "city": "Boston", "state": "MA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/boston-university/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "boston-university", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team — first evidence pass", "dimensions": [ { "id": "findability", "score": 14, "note": "The library help hub exposes consultations, subject specialists, data, and scholarly publishing routes." }, { "id": "evidence", "score": 12, "note": "Research help and citation support are clear, while structured evidence-synthesis support is less prominent in the reviewed pages." }, { "id": "manuscript", "score": 14, "note": "Faculty services support research and dissemination, with limited centralized manuscript-submission guidance." }, { "id": "publishing", "score": 17, "note": "OpenBU and scholarly-publishing services provide a clear route for open access and preservation." }, { "id": "integrity", "score": 16, "note": "Data and repository support cover important integrity and stewardship needs." }, { "id": "access", "score": 9, "note": "Direct research-help and specialist contact options are accessible." } ], "evidence": [ { "title": "Boston University Library help and research support", "url": "https://www.bu.edu/library/help-research-support/", "supports": [ "findability", "evidence", "manuscript", "access" ], "observation": "The hub connects research help, subject specialists, citations, data, and faculty support." }, { "title": "About OpenBU", "url": "https://www.bu.edu/library/help-research-support/scholarly-publishing/about-openbu/", "supports": [ "publishing", "integrity" ], "observation": "OpenBU preserves and disseminates the university's scholarly output through an institutional repository." } ], "summary": "Boston University provides a solid research-help foundation with clear repository and open-publishing infrastructure.", "strongestSignal": "OpenBU gives researchers a visible institutional route to preserve and share scholarship.", "clearestOpportunity": "Connect journal choice, reporting guidance, manuscript preparation, and publishing support in one workflow." }, "score": 82, "band": "Strong" }, { "unitId": "165015", "slug": "brandeis-university", "name": "Brandeis University", "city": "Waltham", "state": "MA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/brandeis-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "230038", "slug": "brigham-young-university", "name": "Brigham Young University", "city": "Provo", "state": "UT", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/brigham-young-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "217156", "slug": "brown-university", "name": "Brown University", "city": "Providence", "state": "RI", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/brown-university/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "brown-university", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team — first evidence pass", "dimensions": [ { "id": "findability", "score": 15, "note": "A central research-support page connects subject expertise, data, literature searching, publishing, copyright, and consultations." }, { "id": "evidence", "score": 13, "note": "Literature reviews, citation tools, and specialist research help are visible from the main support path." }, { "id": "manuscript", "score": 16, "note": "Publication strategy and repository support are explicit, although submission-stage templates are less prominent." }, { "id": "publishing", "score": 18, "note": "Open access, copyright, licensing, and repository services form a clear public publishing pathway." }, { "id": "integrity", "score": 17, "note": "Data management and responsible research workflows are well represented across the linked services." }, { "id": "access", "score": 9, "note": "Consultations, training, and direct service contacts make the support actionable." } ], "evidence": [ { "title": "Brown Library research support services", "url": "https://lib.brown.edu/research-teaching/research-support-services", "supports": [ "findability", "evidence", "manuscript", "publishing", "access" ], "observation": "The official hub links research consultations, literature review help, citation management, copyright, publishing, and repository services." }, { "title": "Brown research data management and publishing support", "url": "https://library.brown.edu/create/libnews/research-data-management-and-publishing-support-services-2024/", "supports": [ "publishing", "integrity", "access" ], "observation": "The library describes data-management, sharing, preservation, and publishing support available to Brown researchers." } ], "summary": "Brown exposes a connected research-support journey with particularly strong publishing, rights, data, and consultation services.", "strongestSignal": "A central hub routes researchers from evidence discovery through publication and preservation.", "clearestOpportunity": "Surface more manuscript-submission checklists and reporting-guideline support from the central hub." }, "score": 88, "band": "Exemplary" }, { "unitId": "110404", "slug": "california-institute-of-technology", "name": "California Institute of Technology", "city": "Pasadena", "state": "CA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/california-institute-of-technology/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "211440", "slug": "carnegie-mellon-university", "name": "Carnegie Mellon University", "city": "Pittsburgh", "state": "PA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/carnegie-mellon-university/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "carnegie-mellon-university", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team — first evidence pass", "dimensions": [ { "id": "findability", "score": 13, "note": "The services overview surfaces data, digital scholarship, consultations, and research support, though publishing help is distributed." }, { "id": "evidence", "score": 12, "note": "Subject help and research consultations are visible; evidence-synthesis support is not a central cross-disciplinary offer." }, { "id": "manuscript", "score": 14, "note": "Digital scholarship and research workflows support production, with modest public manuscript-submission guidance." }, { "id": "publishing", "score": 16, "note": "Repository, open scholarship, copyright, and publishing support are available across library services." }, { "id": "integrity", "score": 18, "note": "Data planning, sharing, preservation, and reproducible research receive detailed lifecycle coverage." }, { "id": "access", "score": 9, "note": "Consultations and service request routes make specialist help actionable." } ], "evidence": [ { "title": "Carnegie Mellon Libraries services overview", "url": "https://library.cmu.edu/services-overview", "supports": [ "findability", "evidence", "manuscript", "publishing", "access" ], "observation": "The services hub connects consultations, digital scholarship, data, publishing, and research tools." }, { "title": "Carnegie Mellon data management and sharing", "url": "https://www.library.cmu.edu/services/data-management-sharing", "supports": [ "integrity", "access" ], "observation": "The library supports data-management plans, documentation, sharing, repositories, and funder compliance." } ], "summary": "Carnegie Mellon is strongest in data-intensive and digital research support, backed by actionable consultation services.", "strongestSignal": "Research-data support spans planning, active work, sharing, preservation, and compliance.", "clearestOpportunity": "Create a single visible path from manuscript readiness through journal choice, rights, and dissemination." }, "score": 82, "band": "Strong" }, { "unitId": "201645", "slug": "case-western-reserve-university", "name": "Case Western Reserve University", "city": "Cleveland", "state": "OH", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/case-western-reserve-university/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "case-western-reserve-university", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team — first evidence pass", "dimensions": [ { "id": "findability", "score": 12, "note": "Faculty research help and data support are discoverable, but the cross-campus publishing journey is not fully unified." }, { "id": "evidence", "score": 12, "note": "Librarian consultations and research tools support evidence discovery, with synthesis services less explicit." }, { "id": "manuscript", "score": 13, "note": "Research and writing support are available, while manuscript submission guidance is distributed." }, { "id": "publishing", "score": 15, "note": "Copyright, open access, and repository support are present but not presented as one end-to-end workflow." }, { "id": "integrity", "score": 17, "note": "A university research-data hub provides clear planning, storage, sharing, and compliance guidance." }, { "id": "access", "score": 8, "note": "Consultation routes exist, though reusable researcher-facing templates could be more visible." } ], "evidence": [ { "title": "CWRU research data services", "url": "https://case.edu/researchdata/", "supports": [ "findability", "integrity", "access" ], "observation": "The official hub connects data planning, storage, security, sharing, preservation, and institutional services." }, { "title": "Kelvin Smith Library faculty and staff research help", "url": "https://case.edu/library/research-tools/get-research-help/faculty-and-staff", "supports": [ "evidence", "manuscript", "publishing", "access" ], "observation": "Faculty can access research consultations, instruction, citation support, and scholarly communication help." } ], "summary": "Case Western offers credible data and librarian support, with the public research-publishing journey spread across units.", "strongestSignal": "The research-data hub gives researchers a practical cross-campus route for stewardship and compliance.", "clearestOpportunity": "Unify evidence synthesis, manuscript preparation, journal strategy, and publishing rights on one public path." }, "score": 77, "band": "Strong" }, { "unitId": "217882", "slug": "clemson-university", "name": "Clemson University", "city": "Clemson", "state": "SC", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/clemson-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "126775", "slug": "colorado-school-of-mines", "name": "Colorado School of Mines", "city": "Golden", "state": "CO", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/colorado-school-of-mines/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "126818", "slug": "colorado-state-university-fort-collins", "name": "Colorado State University-Fort Collins", "city": "Fort Collins", "state": "CO", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/colorado-state-university-fort-collins/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "190150", "slug": "columbia-university-in-the-city-of-new-york", "name": "Columbia University in the City of New York", "city": "New York", "state": "NY", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/columbia-university-in-the-city-of-new-york/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "columbia-university-in-the-city-of-new-york", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team — first evidence pass", "dimensions": [ { "id": "findability", "score": 13, "note": "Research data and open-scholarship services are visible, though the full support journey is spread across several hubs." }, { "id": "evidence", "score": 13, "note": "Specialists support data discovery, analysis, and research consultations; systematic-review support is less central in the reviewed pages." }, { "id": "manuscript", "score": 15, "note": "Publishing platforms and project-workflow training support scholarly production, with limited public submission-checklist detail." }, { "id": "publishing", "score": 18, "note": "Open-access publishing infrastructure, journal partnerships, and dissemination support are unusually concrete." }, { "id": "integrity", "score": 18, "note": "Data planning, secure infrastructure, publishing, citation, and preservation are covered across the research lifecycle." }, { "id": "access", "score": 9, "note": "Consultations and tailored instruction offer clear routes to expert help." } ], "evidence": [ { "title": "Columbia research data management", "url": "https://library.columbia.edu/research-teaching/research-data/research-data-management.html", "supports": [ "findability", "evidence", "integrity", "access" ], "observation": "The Libraries offer consultations and training for collecting, managing, publishing, sharing, and preserving research data." }, { "title": "Publishing services from Columbia Libraries", "url": "https://library.columbia.edu/research-teaching/open-scholarship/libraries-publishing.html", "supports": [ "manuscript", "publishing", "access" ], "observation": "Columbia provides technical publishing support and hosts open-access journal and research-communication partnerships." } ], "summary": "Columbia combines strong data stewardship with substantial open-scholarship and publishing infrastructure.", "strongestSignal": "The Libraries support more than 30 open-access scholarly journals with publishing infrastructure and consultation.", "clearestOpportunity": "Present the distributed services as one researcher-facing publication journey with clearer manuscript-stage guidance." }, "score": 86, "band": "Exemplary" }, { "unitId": "190415", "slug": "cornell-university", "name": "Cornell University", "city": "Ithaca", "state": "NY", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/cornell-university/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "cornell-university", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team", "dimensions": [ { "id": "findability", "score": 14, "note": "The research-and-teaching hub exposes research support, scholarly publishing, evidence synthesis, and copyright from one page." }, { "id": "evidence", "score": 15, "note": "An evidence-synthesis service is explicitly available alongside broader research support." }, { "id": "manuscript", "score": 15, "note": "Scholarly publishing support is directly linked, though the central page provides limited submission-stage detail." }, { "id": "publishing", "score": 14, "note": "Scholarly publishing, copyright, and an open-access publishing fund are discoverable." }, { "id": "integrity", "score": 16, "note": "AI critical literacy, copyright, and evidence synthesis are visible; deeper research-integrity coverage needs confirmation." }, { "id": "access", "score": 8, "note": "The hub is concise and actionable, but maintenance and consultation details are less visible on the entry page." } ], "evidence": [ { "title": "Cornell University Library research and teaching", "url": "https://library.cornell.edu/research-teaching/", "supports": [ "findability", "evidence", "manuscript", "publishing", "integrity", "access" ], "observation": "The official hub links research support, evidence synthesis, scholarly publishing, copyright, open-access funding, and an AI critical-literacy program." } ], "summary": "Cornell makes an unusually broad set of research-support services discoverable, including evidence synthesis and AI literacy in addition to publishing and copyright help.", "strongestSignal": "Evidence synthesis and AI critical literacy are visible alongside conventional publishing support.", "clearestOpportunity": "Give researchers a more explicit manuscript-to-submission pathway on the central page." }, "score": 82, "band": "Strong" }, { "unitId": "190576", "slug": "cuny-graduate-school-and-university-center", "name": "CUNY Graduate School and University Center", "city": "New York", "state": "NY", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/cuny-graduate-school-and-university-center/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "182670", "slug": "dartmouth-college", "name": "Dartmouth College", "city": "Hanover", "state": "NH", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/dartmouth-college/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "212054", "slug": "drexel-university", "name": "Drexel University", "city": "Philadelphia", "state": "PA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/drexel-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "198419", "slug": "duke-university", "name": "Duke University", "city": "Durham", "state": "NC", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/duke-university/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "duke-university", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team — first evidence pass", "dimensions": [ { "id": "findability", "score": 14, "note": "Duke Libraries expose research help, subject expertise, data, publishing, and archiving through a coherent service structure." }, { "id": "evidence", "score": 13, "note": "Research consultations, guides, and citation support are easy to locate, with deeper synthesis help varying by discipline." }, { "id": "manuscript", "score": 15, "note": "Publishing and archiving routes are visible, while manuscript-preparation guidance is distributed across services." }, { "id": "publishing", "score": 17, "note": "Scholarly communication, open access, copyright, and repository support are prominent." }, { "id": "integrity", "score": 17, "note": "Data-management planning, sharing, and preservation guidance cover the research lifecycle." }, { "id": "access", "score": 9, "note": "Consultations and direct expert contacts provide clear next steps." } ], "evidence": [ { "title": "Duke Libraries research support", "url": "https://library.duke.edu/research", "supports": [ "findability", "evidence", "manuscript", "access" ], "observation": "The official research hub connects subject specialists, guides, research help, citation tools, and publishing pathways." }, { "title": "Duke Libraries data management", "url": "https://library.duke.edu/data/data-management", "supports": [ "integrity", "access" ], "observation": "The service provides planning, organization, documentation, sharing, and consultation support for research data." }, { "title": "Duke scholarly publishing and repositories", "url": "https://library.duke.edu/find/scholarly", "supports": [ "publishing", "manuscript" ], "observation": "The library links open-access, copyright, publishing, and institutional repository support." } ], "summary": "Duke provides a mature distributed support system spanning discovery, data stewardship, publishing rights, and preservation.", "strongestSignal": "Research-data and scholarly-communication services are both established and consultation-led.", "clearestOpportunity": "Unify manuscript preparation and journal-selection guidance into a more visible end-to-end route." }, "score": 85, "band": "Exemplary" }, { "unitId": "198464", "slug": "east-carolina-university", "name": "East Carolina University", "city": "Greenville", "state": "NC", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/east-carolina-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "139658", "slug": "emory-university", "name": "Emory University", "city": "Atlanta", "state": "GA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/emory-university/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "emory-university", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team — first evidence pass", "dimensions": [ { "id": "findability", "score": 13, "note": "Research data and scholarly communication services are easy to locate, though the broader journey spans several pages." }, { "id": "evidence", "score": 14, "note": "Research consultations and evidence-oriented support are available, with strong health-sciences depth." }, { "id": "manuscript", "score": 14, "note": "Publishing and research support help authors prepare outputs, while general submission-stage templates are less visible." }, { "id": "publishing", "score": 17, "note": "Scholarly communications covers open access, copyright, author rights, and publication choices." }, { "id": "integrity", "score": 18, "note": "Data support includes planning, organization, sharing, repositories, and responsible stewardship." }, { "id": "access", "score": 9, "note": "Consultations, training, and specialist contacts offer practical access." } ], "evidence": [ { "title": "Emory Libraries research data services", "url": "https://libraries.emory.edu/research/research-data", "supports": [ "findability", "evidence", "integrity", "access" ], "observation": "The official service supports data discovery, management, analysis, sharing, preservation, and consultation." }, { "title": "Emory scholarly communications", "url": "https://libraries.emory.edu/services/scholarly-communications", "supports": [ "manuscript", "publishing", "access" ], "observation": "The program advises on copyright, author rights, open access, publishing options, and research impact." } ], "summary": "Emory combines robust data services with strong scholarly-communication support and direct expert access.", "strongestSignal": "Publishing rights and data stewardship are both supported by identifiable specialist services.", "clearestOpportunity": "Present manuscript readiness and journal-selection help more explicitly in the cross-disciplinary pathway." }, "score": 85, "band": "Exemplary" }, { "unitId": "133669", "slug": "florida-atlantic-university", "name": "Florida Atlantic University", "city": "Boca Raton", "state": "FL", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/florida-atlantic-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "133951", "slug": "florida-international-university", "name": "Florida International University", "city": "Miami", "state": "FL", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/florida-international-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "134097", "slug": "florida-state-university", "name": "Florida State University", "city": "Tallahassee", "state": "FL", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/florida-state-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "232186", "slug": "george-mason-university", "name": "George Mason University", "city": "Fairfax", "state": "VA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/george-mason-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "131469", "slug": "george-washington-university", "name": "George Washington University", "city": "Washington", "state": "DC", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/george-washington-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "131496", "slug": "georgetown-university", "name": "Georgetown University", "city": "Washington", "state": "DC", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/georgetown-university/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "georgetown-university", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team — first evidence pass", "dimensions": [ { "id": "findability", "score": 13, "note": "Research services, instruction, and data-management routes are findable but distributed across library and research-office pages." }, { "id": "evidence", "score": 12, "note": "Librarian instruction and consultations support searching and citations; structured synthesis support is less prominent." }, { "id": "manuscript", "score": 13, "note": "Research instruction and scholarly support assist preparation, with limited central manuscript-submission guidance." }, { "id": "publishing", "score": 15, "note": "Copyright, open access, repositories, and scholarly communication are available through library services." }, { "id": "integrity", "score": 17, "note": "The research office provides clear data-management and compliance support alongside library expertise." }, { "id": "access", "score": 9, "note": "Instruction requests and consultations create actionable access points." } ], "evidence": [ { "title": "Georgetown Library research services", "url": "https://library.georgetown.edu/research-services", "supports": [ "findability", "evidence", "manuscript", "publishing", "access" ], "observation": "The official services page connects research help, instruction, scholarly communication, digital scholarship, and data support." }, { "title": "Georgetown research data management", "url": "https://researchservices.georgetown.edu/research-compliance/data-management/", "supports": [ "integrity", "access" ], "observation": "The research office explains planning, storage, sharing, retention, and funder expectations for research data." } ], "summary": "Georgetown offers dependable research and data support, with publishing help spread across multiple institutional units.", "strongestSignal": "Library and research-office routes together cover both discovery and data-compliance needs.", "clearestOpportunity": "Create one institution-wide publishing-support hub that connects manuscript preparation through dissemination." }, "score": 79, "band": "Strong" }, { "unitId": "139755", "slug": "georgia-institute-of-technology-main-campus", "name": "Georgia Institute of Technology-Main Campus", "city": "Atlanta", "state": "GA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/georgia-institute-of-technology-main-campus/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "georgia-institute-of-technology-main-campus", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team — first evidence pass", "dimensions": [ { "id": "findability", "score": 14, "note": "A clear research-help hub links consultations, subject librarians, data, and instruction." }, { "id": "evidence", "score": 12, "note": "Expert consultations and research guides are visible; systematic-review support is not a central general service." }, { "id": "manuscript", "score": 14, "note": "Instruction and research support help with scholarly workflows, with modest public journal-submission guidance." }, { "id": "publishing", "score": 15, "note": "Publishing, copyright, and repository support are available but less prominent than research and data services." }, { "id": "integrity", "score": 18, "note": "Research-data management guidance is detailed and tied to planning, storage, sharing, and compliance." }, { "id": "access", "score": 10, "note": "Consultation and instruction requests are direct and easy to use." } ], "evidence": [ { "title": "Georgia Tech Library research help and support", "url": "https://www.library.gatech.edu/research-help-support", "supports": [ "findability", "evidence", "manuscript", "publishing", "access" ], "observation": "The hub connects consultations, subject librarians, research guides, data, citation, and instruction services." }, { "title": "Georgia Tech research data management", "url": "https://research.gatech.edu/research-data-management", "supports": [ "integrity", "access" ], "observation": "The university provides lifecycle guidance for planning, storing, securing, sharing, and preserving research data." } ], "summary": "Georgia Tech provides an especially actionable research and data-support pathway, with room to strengthen manuscript-stage visibility.", "strongestSignal": "Clear consultation and instruction routes connect researchers quickly to data and subject expertise.", "clearestOpportunity": "Elevate journal choice, author rights, and manuscript-readiness support within the central hub." }, "score": 83, "band": "Strong" }, { "unitId": "139940", "slug": "georgia-state-university", "name": "Georgia State University", "city": "Atlanta", "state": "GA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/georgia-state-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "166027", "slug": "harvard-university", "name": "Harvard University", "city": "Cambridge", "state": "MA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/harvard-university/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "harvard-university", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team", "dimensions": [ { "id": "findability", "score": 15, "note": "A dedicated research-and-publishing hub organizes experts, tools, datasets, repositories, and partner services." }, { "id": "evidence", "score": 13, "note": "Research consultations, subject experts, dataset discovery, citation tools, and professional-school review services are easy to find." }, { "id": "manuscript", "score": 15, "note": "Publishing and review support is visible, although final-submission guidance is distributed across units." }, { "id": "publishing", "score": 17, "note": "Repositories, scholarly communication, copyright help, ORCID, and sharing infrastructure are prominent." }, { "id": "integrity", "score": 17, "note": "Data plans, data consultations, Dataverse, and OSF cover much of the reproducible research lifecycle." }, { "id": "access", "score": 9, "note": "Personal consultations and specialist routes are clear; some services remain school-specific." } ], "evidence": [ { "title": "Harvard Library support for research and publishing", "url": "https://library.harvard.edu/how-to/get-support-research-publishing", "supports": [ "findability", "evidence", "manuscript", "publishing", "integrity", "access" ], "observation": "The official hub links consultations, subject specialists, data help, publishing review services, repositories, citation tools, ORCID, OSF, and copyright resources." } ], "summary": "Harvard exposes a deep support network across research discovery, data, repositories, scholarly communication, and consultations, though the experience spans several university units.", "strongestSignal": "A broad, well-connected infrastructure for data stewardship and sharing research outputs.", "clearestOpportunity": "Unify school-specific manuscript review and final-submission help into a clearer university-wide path." }, "score": 86, "band": "Exemplary" }, { "unitId": "131520", "slug": "howard-university", "name": "Howard University", "city": "Washington", "state": "DC", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/howard-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "151351", "slug": "indiana-university-bloomington", "name": "Indiana University-Bloomington", "city": "Bloomington", "state": "IN", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/indiana-university-bloomington/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "indiana-university-bloomington", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team — first evidence pass", "dimensions": [ { "id": "findability", "score": 13, "note": "The library system exposes subject expertise, research help, data, and scholarly communication, though services span several entry points." }, { "id": "evidence", "score": 13, "note": "Research consultations, guides, and citation support are accessible, with discipline-specific depth." }, { "id": "manuscript", "score": 14, "note": "Digital scholarship and publishing services support scholarly production, while submission templates are not a central feature." }, { "id": "publishing", "score": 16, "note": "Open scholarship, copyright, repositories, and publishing support are established services." }, { "id": "integrity", "score": 17, "note": "Data-management guidance covers planning, documentation, sharing, preservation, and funder expectations." }, { "id": "access", "score": 9, "note": "Specialist consultations and workshops provide clear ways to obtain help." } ], "evidence": [ { "title": "IU Bloomington libraries and research", "url": "https://bloomington.iu.edu/research/libraries.html", "supports": [ "findability", "evidence", "manuscript", "access" ], "observation": "The university research page routes scholars to collections, subject librarians, specialized libraries, and research services." }, { "title": "IU Libraries scholarly communication", "url": "https://libraries.indiana.edu/scholarly-communication", "supports": [ "publishing", "integrity", "access" ], "observation": "The library supports open access, copyright, author rights, repositories, and scholarly publishing questions." } ], "summary": "Indiana University provides broad research and publishing expertise through a distributed but substantial library network.", "strongestSignal": "Scholarly communication and specialist librarians cover a wide range of publishing and rights questions.", "clearestOpportunity": "Create a single lifecycle view that joins evidence discovery, manuscript preparation, data, and publishing services." }, "score": 82, "band": "Strong" }, { "unitId": "151111", "slug": "indiana-university-purdue-university-indianapolis", "name": "Indiana University-Purdue University-Indianapolis", "city": "Indianapolis", "state": "IN", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/indiana-university-purdue-university-indianapolis/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "153603", "slug": "iowa-state-university", "name": "Iowa State University", "city": "Ames", "state": "IA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/iowa-state-university/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "iowa-state-university", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team — first evidence pass", "dimensions": [ { "id": "findability", "score": 13, "note": "Research help and data services are visible, while the complete publishing journey is spread across service pages." }, { "id": "evidence", "score": 12, "note": "Subject librarians and citation support aid discovery; systematic-review services are less prominent publicly." }, { "id": "manuscript", "score": 13, "note": "Research and teaching support help scholarly workflows, with limited centralized submission guidance." }, { "id": "publishing", "score": 15, "note": "Open access, copyright, repository, and publishing information are available through library programs." }, { "id": "integrity", "score": 18, "note": "Data services provide strong lifecycle help for planning, documentation, sharing, and preservation." }, { "id": "access", "score": 9, "note": "Consultations, workshops, and direct data-service contacts are actionable." } ], "evidence": [ { "title": "Iowa State Library data services", "url": "https://www.lib.iastate.edu/research-and-teach/data-services", "supports": [ "findability", "evidence", "integrity", "access" ], "observation": "The official service supports finding, managing, analyzing, sharing, and preserving research data through consultations and instruction." }, { "title": "Iowa State scholarly communication", "url": "https://www.lib.iastate.edu/research-and-teach/publish-and-share/publish-open-access", "supports": [ "manuscript", "publishing" ], "observation": "The library provides guidance on open access, copyright, author rights, repositories, and research impact." } ], "summary": "Iowa State's public support is strongest in practical data services, complemented by scholarly-communication guidance.", "strongestSignal": "The data-services route combines consultation, training, analysis, sharing, and preservation.", "clearestOpportunity": "Bring manuscript readiness and journal-selection support into the same visible research lifecycle." }, "score": 80, "band": "Strong" }, { "unitId": "162928", "slug": "johns-hopkins-university", "name": "Johns Hopkins University", "city": "Baltimore", "state": "MD", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/johns-hopkins-university/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "johns-hopkins-university", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team — first evidence pass", "dimensions": [ { "id": "findability", "score": 14, "note": "A services hub connects consultations, data, digital scholarship, scholarly communication, and repositories." }, { "id": "evidence", "score": 13, "note": "Research consultations and specialist support are directly available, with synthesis services more visible in health-specific units." }, { "id": "manuscript", "score": 15, "note": "Scholarly communication and repository services support dissemination, but submission-stage templates are not central." }, { "id": "publishing", "score": 16, "note": "Copyright, open scholarship, repositories, and dissemination support are visible public services." }, { "id": "integrity", "score": 18, "note": "A dedicated data-services team supports planning, curation, analysis, sharing, and compliance." }, { "id": "access", "score": 10, "note": "Consultation booking and expert contact routes are explicit and easy to act on." } ], "evidence": [ { "title": "Johns Hopkins Libraries services", "url": "https://www.library.jhu.edu/library-services/", "supports": [ "findability", "evidence", "manuscript", "publishing", "access" ], "observation": "The official services page links research consultation, data and GIS, digital scholarship, scholarly communication, and repositories." }, { "title": "Johns Hopkins Data Services", "url": "https://dataservices.library.jhu.edu/about/", "supports": [ "integrity", "access" ], "observation": "The team supports data management, archiving, sharing, visualization, and reproducible research workflows." } ], "summary": "Johns Hopkins offers strong expert-led support, especially for research data, consultation, and scholarly dissemination.", "strongestSignal": "A dedicated data-services team provides practical lifecycle support and specialist consultations.", "clearestOpportunity": "Make manuscript preparation, reporting standards, and journal strategy more visible from the general services hub." }, "score": 86, "band": "Exemplary" }, { "unitId": "155399", "slug": "kansas-state-university", "name": "Kansas State University", "city": "Manhattan", "state": "KS", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/kansas-state-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "203517", "slug": "kent-state-university-at-kent", "name": "Kent State University at Kent", "city": "Kent", "state": "OH", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/kent-state-university-at-kent/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "213543", "slug": "lehigh-university", "name": "Lehigh University", "city": "Bethlehem", "state": "PA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/lehigh-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "159391", "slug": "louisiana-state-university-and-agricultural-mechanical-college", "name": "Louisiana State University and Agricultural & Mechanical College", "city": "Baton Rouge", "state": "LA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/louisiana-state-university-and-agricultural-mechanical-college/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "146719", "slug": "loyola-university-chicago", "name": "Loyola University Chicago", "city": "Chicago", "state": "IL", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/loyola-university-chicago/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "166683", "slug": "massachusetts-institute-of-technology", "name": "Massachusetts Institute of Technology", "city": "Cambridge", "state": "MA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/massachusetts-institute-of-technology/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "massachusetts-institute-of-technology", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team", "dimensions": [ { "id": "findability", "score": 15, "note": "A compact research-support hub routes researchers to consultations, expert librarians, research guides, writing tools, publishing, and data services." }, { "id": "evidence", "score": 12, "note": "Specialist help, research guides, citation tools, and computational resources are clear, while formal evidence-synthesis support is less prominent." }, { "id": "manuscript", "score": 15, "note": "Writing tools, citation guidance, thesis specifications, repositories, and scholarly-communication support cover important preparation stages." }, { "id": "publishing", "score": 18, "note": "Copyright, author identifiers, open-access policies, publishing agreements, repositories, and publisher-contract guidance are unusually concrete." }, { "id": "integrity", "score": 18, "note": "Data planning, documentation, storage, sharing, repository choice, funder requirements, and journal requirements form a strong lifecycle pathway." }, { "id": "access", "score": 9, "note": "Appointments, email help, expert contacts, current policy guidance, and reusable data-management resources make the support actionable." } ], "evidence": [ { "title": "MIT Libraries research support", "url": "https://libraries.mit.edu/research-support/", "supports": [ "findability", "evidence", "manuscript", "publishing", "integrity", "access" ], "observation": "The official hub connects consultations and research guides to writing tools, citation management, scholarly communication, repositories, and data support." }, { "title": "MIT Libraries publishing and research", "url": "https://libraries.mit.edu/scholarly/publishing/", "supports": [ "manuscript", "publishing", "integrity" ], "observation": "The publishing hub exposes open-access support, copyright and reuse guidance, author identifiers, publisher-contract guidance, and computational research resources." }, { "title": "MIT Libraries data management", "url": "https://libraries.mit.edu/data-management/", "supports": [ "integrity", "access" ], "observation": "The service covers data plans, funder requirements, documentation, storage, repositories, confidentiality, intellectual property, and journal data requirements." } ], "summary": "MIT makes the research-to-publication support path concise and practical, with particularly strong public guidance for scholarly communication, open-access costs, and research-data stewardship.", "strongestSignal": "Detailed, current operational help for both open-access publishing costs and research-data requirements.", "clearestOpportunity": "Make formal evidence-synthesis and manuscript-review services easier to discover from the central hub." }, "score": 87, "band": "Exemplary" }, { "unitId": "218335", "slug": "medical-university-of-south-carolina", "name": "Medical University of South Carolina", "city": "Charleston", "state": "SC", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/medical-university-of-south-carolina/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "171100", "slug": "michigan-state-university", "name": "Michigan State University", "city": "East Lansing", "state": "MI", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/michigan-state-university/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "michigan-state-university", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team — first evidence pass", "dimensions": [ { "id": "findability", "score": 13, "note": "Reference, data, and scholarly-communication services are discoverable, but the journey is distributed." }, { "id": "evidence", "score": 12, "note": "Liaison librarians, research help, and citation tools are visible; structured evidence synthesis is less prominent." }, { "id": "manuscript", "score": 13, "note": "Research workflow and publishing guidance exist, with limited central manuscript-submission support." }, { "id": "publishing", "score": 17, "note": "Open-access agreements, author rights, peer review, costs, and repositories are covered in detail." }, { "id": "integrity", "score": 18, "note": "Data-management guidance spans planning, collection, publishing, reuse, and long-term storage." }, { "id": "access", "score": 9, "note": "Consultations, training, chat, and liaison contacts provide multiple access routes." } ], "evidence": [ { "title": "MSU research data management guidance", "url": "https://lib.msu.edu/rdmg/servcat/rdmg", "supports": [ "findability", "integrity", "access" ], "observation": "The official service covers data planning, collection, analysis, publishing, reuse, preservation, and consultation." }, { "title": "MSU scholarly communication", "url": "https://lib.msu.edu/collections/scholcomm", "supports": [ "evidence", "manuscript", "publishing" ], "observation": "The library describes support for author rights, peer review, access, publishing costs, copyright, and compliance." } ], "summary": "Michigan State provides particularly transparent data and open-publishing support, backed by liaison and reference services.", "strongestSignal": "The public open-access agreements and decision support make author costs and eligibility unusually concrete.", "clearestOpportunity": "Add a central manuscript-preparation path that connects existing discovery, data, and publishing services." }, "score": 82, "band": "Strong" }, { "unitId": "171128", "slug": "michigan-technological-university", "name": "Michigan Technological University", "city": "Houghton", "state": "MI", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/michigan-technological-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "176080", "slug": "mississippi-state-university", "name": "Mississippi State University", "city": "Mississippi State", "state": "MS", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/mississippi-state-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "178411", "slug": "missouri-university-of-science-and-technology", "name": "Missouri University of Science and Technology", "city": "Rolla", "state": "MO", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/missouri-university-of-science-and-technology/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "180461", "slug": "montana-state-university", "name": "Montana State University", "city": "Bozeman", "state": "MT", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/montana-state-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "185828", "slug": "new-jersey-institute-of-technology", "name": "New Jersey Institute of Technology", "city": "Newark", "state": "NJ", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/new-jersey-institute-of-technology/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "188030", "slug": "new-mexico-state-university-main-campus", "name": "New Mexico State University-Main Campus", "city": "Las Cruces", "state": "NM", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/new-mexico-state-university-main-campus/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "193900", "slug": "new-york-university", "name": "New York University", "city": "New York", "state": "NY", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/new-york-university/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "new-york-university", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team — first evidence pass", "dimensions": [ { "id": "findability", "score": 14, "note": "A central research-services area connects expert help, data, digital scholarship, and research tools." }, { "id": "evidence", "score": 13, "note": "Research consultations, subject specialists, citations, and data discovery are directly available." }, { "id": "manuscript", "score": 14, "note": "Digital scholarship and research support aid production, though submission-stage guidance is distributed." }, { "id": "publishing", "score": 16, "note": "Open scholarship, copyright, repositories, and digital publishing services are visible." }, { "id": "integrity", "score": 17, "note": "Data and digital-library teams support management, preservation, access, and sustainable research infrastructure." }, { "id": "access", "score": 9, "note": "Consultations and direct service contacts make expert support accessible." } ], "evidence": [ { "title": "NYU Libraries research services", "url": "https://library.nyu.edu/services/research/", "supports": [ "findability", "evidence", "manuscript", "publishing", "access" ], "observation": "The official hub links research consultations, subject specialists, citation management, data, and digital scholarship." }, { "title": "NYU Digital Library Technology Services", "url": "https://library.nyu.edu/departments/digital-library-technology-services/", "supports": [ "publishing", "integrity" ], "observation": "The unit supports repositories, digital preservation, publishing systems, and sustainable access to research outputs." } ], "summary": "NYU offers a well-connected research-services environment with strong digital scholarship and preservation infrastructure.", "strongestSignal": "Research consultations and digital-library infrastructure connect human expertise with durable dissemination.", "clearestOpportunity": "Make manuscript readiness, journal selection, and reporting requirements first-class services in the central journey." }, "score": 83, "band": "Strong" }, { "unitId": "199193", "slug": "north-carolina-state-university-at-raleigh", "name": "North Carolina State University at Raleigh", "city": "Raleigh", "state": "NC", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/north-carolina-state-university-at-raleigh/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "200332", "slug": "north-dakota-state-university-main-campus", "name": "North Dakota State University-Main Campus", "city": "Fargo", "state": "ND", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/north-dakota-state-university-main-campus/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "167358", "slug": "northeastern-university", "name": "Northeastern University", "city": "Boston", "state": "MA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/northeastern-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "105330", "slug": "northern-arizona-university", "name": "Northern Arizona University", "city": "Flagstaff", "state": "AZ", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/northern-arizona-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "147767", "slug": "northwestern-university", "name": "Northwestern University", "city": "Evanston", "state": "IL", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/northwestern-university/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "northwestern-university", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team — first evidence pass", "dimensions": [ { "id": "findability", "score": 14, "note": "Research and teaching support is centralized, with health-sciences services adding substantial specialist depth." }, { "id": "evidence", "score": 14, "note": "Consultations, systematic-review help, and discipline-specific evidence support are publicly visible." }, { "id": "manuscript", "score": 15, "note": "Research support and scholarly communication cover preparation and dissemination, though submission templates vary by unit." }, { "id": "publishing", "score": 16, "note": "Open access, copyright, repositories, and publication guidance are available across the library system." }, { "id": "integrity", "score": 18, "note": "DataLab and research-data services support planning, analysis, sharing, reproducibility, and training." }, { "id": "access", "score": 10, "note": "Consultations, workshops, and direct specialist access are exceptionally clear." } ], "evidence": [ { "title": "Northwestern Libraries research and teaching support", "url": "https://www.library.northwestern.edu/use-the-libraries/research-teaching/", "supports": [ "findability", "evidence", "manuscript", "publishing", "access" ], "observation": "The official hub connects research consultations, subject specialists, data, citation, copyright, and teaching support." }, { "title": "Galter Library research support", "url": "https://www.galter.northwestern.edu/library-services/research-support/index.html", "supports": [ "evidence", "manuscript", "integrity", "access" ], "observation": "The health-sciences library offers systematic-review, data, metrics, and research consultations." } ], "summary": "Northwestern combines a coherent general research hub with unusually deep health-sciences evidence and data support.", "strongestSignal": "Systematic-review and DataLab services provide concrete, expert-led support beyond basic research help.", "clearestOpportunity": "Unify school-specific manuscript and publishing help into a single institution-wide pathway." }, "score": 87, "band": "Exemplary" }, { "unitId": "136215", "slug": "nova-southeastern-university", "name": "Nova Southeastern University", "city": "Fort Lauderdale", "state": "FL", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/nova-southeastern-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "204796", "slug": "ohio-state-university-main-campus", "name": "Ohio State University-Main Campus", "city": "Columbus", "state": "OH", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/ohio-state-university-main-campus/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "ohio-state-university-main-campus", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team — first evidence pass", "dimensions": [ { "id": "findability", "score": 14, "note": "Research help, tools, subject expertise, data, and publishing support are readily discoverable." }, { "id": "evidence", "score": 13, "note": "Specialists, guides, and citation services support evidence discovery, with synthesis depth varying by field." }, { "id": "manuscript", "score": 14, "note": "Research and scholarly support aid preparation, but manuscript-submission guidance is not fully centralized." }, { "id": "publishing", "score": 16, "note": "Copyright, open access, repositories, author rights, and publishing services are visible." }, { "id": "integrity", "score": 17, "note": "Data-management and reproducibility resources cover core lifecycle and compliance needs." }, { "id": "access", "score": 9, "note": "Consultation, chat, and workshop routes make services accessible." } ], "evidence": [ { "title": "Ohio State University Libraries research support", "url": "https://library.osu.edu/research-support", "supports": [ "findability", "evidence", "manuscript", "publishing", "integrity", "access" ], "observation": "The official research-support pages connect subject expertise, data, digital scholarship, copyright, publishing, and consultations." } ], "summary": "Ohio State provides broad, accessible research support with strong data and scholarly-communication coverage.", "strongestSignal": "The public research-support structure exposes both specialist expertise and practical scholarly services.", "clearestOpportunity": "Add a single manuscript-to-submission workflow with reporting and journal-selection guidance." }, "score": 83, "band": "Strong" }, { "unitId": "204857", "slug": "ohio-university-main-campus", "name": "Ohio University-Main Campus", "city": "Athens", "state": "OH", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/ohio-university-main-campus/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "207388", "slug": "oklahoma-state-university-main-campus", "name": "Oklahoma State University-Main Campus", "city": "Stillwater", "state": "OK", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/oklahoma-state-university-main-campus/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "232982", "slug": "old-dominion-university", "name": "Old Dominion University", "city": "Norfolk", "state": "VA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/old-dominion-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "209542", "slug": "oregon-state-university", "name": "Oregon State University", "city": "Corvallis", "state": "OR", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/oregon-state-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "214777", "slug": "pennsylvania-state-university-main-campus", "name": "Pennsylvania State University-Main Campus", "city": "University Park", "state": "PA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/pennsylvania-state-university-main-campus/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "pennsylvania-state-university-main-campus", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team — first evidence pass", "dimensions": [ { "id": "findability", "score": 14, "note": "Research informatics, publishing, data, and subject support are clearly represented in the library structure." }, { "id": "evidence", "score": 13, "note": "Research consultations, evidence services, citation tools, and specialists support discovery and synthesis." }, { "id": "manuscript", "score": 15, "note": "Publishing and research-informatics units help scholarly production, with some manuscript guidance distributed by discipline." }, { "id": "publishing", "score": 17, "note": "A dedicated research-informatics and publishing unit supports open access, repositories, rights, and publishing infrastructure." }, { "id": "integrity", "score": 18, "note": "Research-data services cover planning, curation, sharing, preservation, and reproducibility." }, { "id": "access", "score": 9, "note": "Expert consultations and workshops provide actionable access." } ], "evidence": [ { "title": "Penn State Research Informatics and Publishing", "url": "https://libraries.psu.edu/about/departments/research-informatics-and-publishing", "supports": [ "findability", "evidence", "manuscript", "publishing", "access" ], "observation": "The department combines research informatics, scholarly communication, publishing, repositories, and digital scholarship." }, { "title": "Penn State research data services", "url": "https://libraries.psu.edu/research/research-data-services", "supports": [ "integrity", "access" ], "observation": "The library supports data-management planning, organization, sharing, preservation, and consultation." } ], "summary": "Penn State's organizational structure explicitly joins research informatics, publishing, and research-data services.", "strongestSignal": "A dedicated publishing and informatics unit makes cross-lifecycle expertise institutionally visible.", "clearestOpportunity": "Surface more reusable manuscript-readiness and journal-submission tools from the central service path." }, "score": 86, "band": "Exemplary" }, { "unitId": "186131", "slug": "princeton-university", "name": "Princeton University", "city": "Princeton", "state": "NJ", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/princeton-university/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "princeton-university", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team", "dimensions": [ { "id": "findability", "score": 13, "note": "The services directory and faculty page expose a broad support network, although researchers must assemble the full pathway across several pages." }, { "id": "evidence", "score": 15, "note": "Subject specialists, research guides, data and statistical consulting, and an explicit systematic-review service are public and actionable." }, { "id": "manuscript", "score": 12, "note": "Publishing consultations and lifecycle support are visible, but public manuscript-writing and submission-preparation guidance is comparatively limited." }, { "id": "publishing", "score": 17, "note": "Copyright advice, author rights, repositories, open-access funding and agreements, and scholarly-communication consultations are well documented." }, { "id": "integrity", "score": 18, "note": "Research-data consultations, training, curation, quantitative methods, statistical interpretation, and digital-scholarship support are substantial." }, { "id": "access", "score": 8, "note": "Consultations and workshops are available, but the support journey is more distributed than at the strongest calibration institutions." } ], "evidence": [ { "title": "Princeton University Library services", "url": "https://library.princeton.edu/services", "supports": [ "findability", "evidence", "publishing", "integrity", "access" ], "observation": "The official directory documents copyright advice, statistical consulting, data curation, digital scholarship, open-access agreements, and scholarly communication across the publishing lifecycle." }, { "title": "Princeton University Library faculty support", "url": "https://library.princeton.edu/you/faculty", "supports": [ "evidence", "manuscript", "publishing", "integrity" ], "observation": "The faculty pathway links subject specialists, systematic-review assistance, research-data support, copyright help, the repository, and open-access publishing support." } ], "summary": "Princeton exposes unusually strong systematic-review, quantitative-methods, data-curation, and scholarly-communication support, though the end-to-end pathway remains distributed.", "strongestSignal": "Systematic-review assistance sits alongside statistical consulting and research-data curation.", "clearestOpportunity": "Create a more explicit manuscript-preparation and journal-submission journey that unifies the existing services." }, "score": 83, "band": "Strong" }, { "unitId": "243780", "slug": "purdue-university-main-campus", "name": "Purdue University-Main Campus", "city": "West Lafayette", "state": "IN", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/purdue-university-main-campus/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "purdue-university-main-campus", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team — first evidence pass", "dimensions": [ { "id": "findability", "score": 12, "note": "Data and research support are visible, while publishing services are more distributed across institutional units." }, { "id": "evidence", "score": 11, "note": "Subject and research help support discovery; structured evidence-synthesis services are less evident centrally." }, { "id": "manuscript", "score": 13, "note": "Research workflows receive support, but public manuscript-preparation guidance is limited." }, { "id": "publishing", "score": 14, "note": "Repositories, copyright, and open-access information are available but not presented as one prominent author pathway." }, { "id": "integrity", "score": 18, "note": "Data-management, retention, sharing, storage, and compliance guidance is extensive." }, { "id": "access", "score": 8, "note": "Consultations are available, though navigation between units requires researcher effort." } ], "evidence": [ { "title": "Purdue research data services", "url": "https://www.rcac.purdue.edu/services/data", "supports": [ "findability", "evidence", "integrity", "access" ], "observation": "Purdue provides data-management planning, storage, sharing, preservation, and computational support." }, { "title": "Purdue data management and retention guidance", "url": "https://research.purdue.edu/resources-for-researchers/compliance-and-security/research-integrity/data-management-and-retention/", "supports": [ "integrity", "publishing" ], "observation": "The research office documents institutional expectations for research-data stewardship, retention, and integrity." } ], "summary": "Purdue provides strong research-data infrastructure, while public manuscript and publishing support is less unified.", "strongestSignal": "Detailed institutional data-management and retention guidance supports compliance and research integrity.", "clearestOpportunity": "Build a single author-facing hub for evidence synthesis, manuscript readiness, publishing rights, and journal strategy." }, "score": 76, "band": "Strong" }, { "unitId": "194824", "slug": "rensselaer-polytechnic-institute", "name": "Rensselaer Polytechnic Institute", "city": "Troy", "state": "NY", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/rensselaer-polytechnic-institute/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "227757", "slug": "rice-university", "name": "Rice University", "city": "Houston", "state": "TX", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/rice-university/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "rice-university", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team — first evidence pass", "dimensions": [ { "id": "findability", "score": 13, "note": "Digital scholarship, faculty assistance, and data services are visible but distributed across several pages." }, { "id": "evidence", "score": 12, "note": "Librarian consultations and research support aid evidence discovery; synthesis services are less central." }, { "id": "manuscript", "score": 14, "note": "Digital scholarship and faculty services support production and dissemination, with modest submission guidance." }, { "id": "publishing", "score": 16, "note": "Publishing, copyright, open access, and repository support are available through library services." }, { "id": "integrity", "score": 18, "note": "Research-data services cover planning, management, sharing, repositories, and responsible stewardship." }, { "id": "access", "score": 9, "note": "Consultations and direct service contacts provide practical access." } ], "evidence": [ { "title": "Rice Digital Scholarship Services", "url": "https://library.rice.edu/places/digital-scholarship-services", "supports": [ "findability", "evidence", "manuscript", "publishing", "access" ], "observation": "The service supports digital research, scholarly communication, repositories, and project consultations." }, { "title": "Rice Research Data Services", "url": "https://library.rice.edu/places/research-data-services", "supports": [ "integrity", "access" ], "observation": "The library supports data-management planning, organization, documentation, sharing, and preservation." } ], "summary": "Rice offers strong data and digital-scholarship services with clear expert access, though the author journey is distributed.", "strongestSignal": "Research Data Services gives scholars a practical route for planning, sharing, and preserving data.", "clearestOpportunity": "Connect existing digital and data support to a clear manuscript-submission and journal-selection workflow." }, "score": 82, "band": "Strong" }, { "unitId": "186380", "slug": "rutgers-university-new-brunswick", "name": "Rutgers University-New Brunswick", "city": "New Brunswick", "state": "NJ", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/rutgers-university-new-brunswick/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "rutgers-university-new-brunswick", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team — first evidence pass", "dimensions": [ { "id": "findability", "score": 14, "note": "A central research-support page connects consultations, data, scholarly communication, and specialized services." }, { "id": "evidence", "score": 13, "note": "Research consultations, guides, and citation support are visible, with evidence-synthesis depth in specialist units." }, { "id": "manuscript", "score": 14, "note": "Research services aid scholarly production, while manuscript-submission guidance is distributed." }, { "id": "publishing", "score": 16, "note": "Open access, copyright, repositories, publishing, and impact support are established services." }, { "id": "integrity", "score": 18, "note": "Research-data support spans planning, finding, analyzing, sharing, preserving, and compliance." }, { "id": "access", "score": 9, "note": "Consultations and specialist contacts give researchers clear next steps." } ], "evidence": [ { "title": "Rutgers Libraries research support", "url": "https://www.libraries.rutgers.edu/research-support", "supports": [ "findability", "evidence", "manuscript", "publishing", "access" ], "observation": "The official hub connects research consultations, data, scholarly communication, digital scholarship, and citation tools." }, { "title": "Rutgers research data support", "url": "https://www.libraries.rutgers.edu/research-support/research-data-support", "supports": [ "integrity", "access" ], "observation": "The library supports data-management plans, discovery, organization, analysis, sharing, repositories, and preservation." } ], "summary": "Rutgers presents a broad research-support system with strong data and scholarly-communication services.", "strongestSignal": "The central research-support hub makes multiple specialist services discoverable from one place.", "clearestOpportunity": "Add a more explicit manuscript-readiness and journal-selection route to the central hub." }, "score": 84, "band": "Strong" }, { "unitId": "179159", "slug": "saint-louis-university", "name": "Saint Louis University", "city": "Saint Louis", "state": "MO", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/saint-louis-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "122409", "slug": "san-diego-state-university", "name": "San Diego State University", "city": "San Diego", "state": "CA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/san-diego-state-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "149222", "slug": "southern-illinois-university-carbondale", "name": "Southern Illinois University-Carbondale", "city": "Carbondale", "state": "IL", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/southern-illinois-university-carbondale/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "228246", "slug": "southern-methodist-university", "name": "Southern Methodist University", "city": "Dallas", "state": "TX", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/southern-methodist-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "243744", "slug": "stanford-university", "name": "Stanford University", "city": "Stanford", "state": "CA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/stanford-university/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "stanford-university", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team", "dimensions": [ { "id": "findability", "score": 15, "note": "The research-support page provides direct routes to specialists, guides, workshops, publishing, and data services." }, { "id": "evidence", "score": 11, "note": "Subject specialists and guides are prominent, while evidence-synthesis support is not explicit on the entry page." }, { "id": "manuscript", "score": 14, "note": "Publishing-landscape support is explicit but manuscript-preparation details require a deeper page audit." }, { "id": "publishing", "score": 12, "note": "Publishing and research-impact help is easy to find; rights and author-cost support need deeper verification." }, { "id": "integrity", "score": 15, "note": "Data support spans research conception through publication, with other integrity elements still to be verified." }, { "id": "access", "score": 9, "note": "Specialists and workshops are actionable, and the page displays a recent update date." } ], "evidence": [ { "title": "Stanford Libraries research support", "url": "https://library.stanford.edu/research-support", "supports": [ "findability", "evidence", "manuscript", "publishing", "integrity", "access" ], "observation": "The official page routes researchers to more than fifty subject specialists, guides, workshops, publishing and impact help, and data services from conception through publication." } ], "summary": "Stanford offers a particularly clean discovery layer for specialists, workshops, publishing guidance, and lifecycle-wide data support.", "strongestSignal": "A concise, recently maintained hub with direct routes to human help and workshops.", "clearestOpportunity": "Surface copyright, open-access funding, and manuscript-specific support on the main hub." }, "score": 76, "band": "Strong" }, { "unitId": "196097", "slug": "stony-brook-university", "name": "Stony Brook University", "city": "Stony Brook", "state": "NY", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/stony-brook-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "196413", "slug": "syracuse-university", "name": "Syracuse University", "city": "Syracuse", "state": "NY", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/syracuse-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "216339", "slug": "temple-university", "name": "Temple University", "city": "Philadelphia", "state": "PA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/temple-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "228723", "slug": "texas-am-university-college-station", "name": "Texas A&M University-College Station", "city": "College Station", "state": "TX", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/texas-am-university-college-station/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "texas-am-university-college-station", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team — first evidence pass", "dimensions": [ { "id": "findability", "score": 13, "note": "Library services expose research help, scholarly communication, and data support, though the journey spans multiple units." }, { "id": "evidence", "score": 12, "note": "Librarian expertise and citation help support discovery; synthesis services are less visible centrally." }, { "id": "manuscript", "score": 14, "note": "Scholarly communication and research support assist authors, with limited centralized submission-stage tools." }, { "id": "publishing", "score": 17, "note": "Open access, publishing agreements, copyright, repositories, and public-access compliance are well represented." }, { "id": "integrity", "score": 18, "note": "The university provides detailed research-data planning, security, sharing, and retention support." }, { "id": "access", "score": 9, "note": "Consultations and service contacts are actionable." } ], "evidence": [ { "title": "Texas A&M University Libraries services", "url": "https://library.tamu.edu/services/", "supports": [ "findability", "evidence", "manuscript", "access" ], "observation": "The services hub connects research help, subject librarians, instruction, citations, and scholarly services." }, { "title": "Texas A&M scholarly communication", "url": "https://library.tamu.edu/services/scholarly_communication/", "supports": [ "publishing", "manuscript" ], "observation": "The library covers open access, publishing agreements, copyright, author rights, repositories, and public access." }, { "title": "Texas A&M research data management", "url": "https://research.tamu.edu/research-support/research-data-management/", "supports": [ "integrity", "access" ], "observation": "The research division explains planning, storage, security, sharing, preservation, and compliance responsibilities." } ], "summary": "Texas A&M offers strong publishing and data-compliance support through a distributed but evidence-rich service network.", "strongestSignal": "Public guidance makes both open-access agreements and research-data responsibilities concrete.", "clearestOpportunity": "Unify the services around a researcher-facing manuscript and submission journey." }, "score": 83, "band": "Strong" }, { "unitId": "229115", "slug": "texas-tech-university", "name": "Texas Tech University", "city": "Lubbock", "state": "TX", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/texas-tech-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "131283", "slug": "the-catholic-university-of-america", "name": "The Catholic University of America", "city": "Washington", "state": "DC", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/the-catholic-university-of-america/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "100751", "slug": "the-university-of-alabama", "name": "The University of Alabama", "city": "Tuscaloosa", "state": "AL", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/the-university-of-alabama/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "180489", "slug": "the-university-of-montana", "name": "The University of Montana", "city": "Missoula", "state": "MT", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/the-university-of-montana/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "487010", "slug": "the-university-of-tennessee-health-science-center", "name": "The University of Tennessee Health Science Center", "city": "Memphis", "state": "TN", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/the-university-of-tennessee-health-science-center/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "221759", "slug": "the-university-of-tennessee-knoxville", "name": "The University of Tennessee-Knoxville", "city": "Knoxville", "state": "TN", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/the-university-of-tennessee-knoxville/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "228769", "slug": "the-university-of-texas-at-arlington", "name": "The University of Texas at Arlington", "city": "Arlington", "state": "TX", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/the-university-of-texas-at-arlington/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "228778", "slug": "the-university-of-texas-at-austin", "name": "The University of Texas at Austin", "city": "Austin", "state": "TX", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/the-university-of-texas-at-austin/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "the-university-of-texas-at-austin", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team — first evidence pass", "dimensions": [ { "id": "findability", "score": 13, "note": "Scholarly communication and research-data services are discoverable, though often through subject guides rather than one central hub." }, { "id": "evidence", "score": 12, "note": "Subject specialists, research help, data discovery, and citation tools support evidence work." }, { "id": "manuscript", "score": 14, "note": "Scholarly-communication experts assist the publication process, with limited general manuscript-submission templates." }, { "id": "publishing", "score": 17, "note": "Open access, author rights, copyright, Texas ScholarWorks, and publishing guidance are explicit." }, { "id": "integrity", "score": 18, "note": "Research Data Services cover management plans, curation, software, repositories, publishing data, and workshops." }, { "id": "access", "score": 9, "note": "Specialist consultations and workshops provide practical access." } ], "evidence": [ { "title": "UT Austin scholarly communication and data services", "url": "https://guides.lib.utexas.edu/c.php?g=527368&p=10622938", "supports": [ "findability", "evidence", "manuscript", "publishing", "integrity", "access" ], "observation": "The official guide connects scholarly communication, open access, the institutional repository, data services, GIS, and copyright help." } ], "summary": "UT Austin offers substantial publishing, repository, copyright, and data support, but the public path is fragmented across guides.", "strongestSignal": "Scholarly-communication specialists and Research Data Services cover both publication rights and research-data publishing.", "clearestOpportunity": "Create a central researcher lifecycle hub with explicit manuscript-readiness and journal-selection steps." }, "score": 83, "band": "Strong" }, { "unitId": "228787", "slug": "the-university-of-texas-at-dallas", "name": "The University of Texas at Dallas", "city": "Richardson", "state": "TX", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/the-university-of-texas-at-dallas/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "228796", "slug": "the-university-of-texas-at-el-paso", "name": "The University of Texas at El Paso", "city": "El Paso", "state": "TX", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/the-university-of-texas-at-el-paso/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "229027", "slug": "the-university-of-texas-at-san-antonio", "name": "The University of Texas at San Antonio", "city": "San Antonio", "state": "TX", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/the-university-of-texas-at-san-antonio/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "229300", "slug": "the-university-of-texas-health-science-center-at-houston", "name": "The University of Texas Health Science Center at Houston", "city": "Houston", "state": "TX", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/the-university-of-texas-health-science-center-at-houston/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "228644", "slug": "the-university-of-texas-health-science-center-at-san-antonio", "name": "The University of Texas Health Science Center at San Antonio", "city": "San Antonio", "state": "TX", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/the-university-of-texas-health-science-center-at-san-antonio/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "168148", "slug": "tufts-university", "name": "Tufts University", "city": "Medford", "state": "MA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/tufts-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "160755", "slug": "tulane-university-of-louisiana", "name": "Tulane University of Louisiana", "city": "New Orleans", "state": "LA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/tulane-university-of-louisiana/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "196060", "slug": "university-at-albany", "name": "University at Albany", "city": "Albany", "state": "NY", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-at-albany/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "196088", "slug": "university-at-buffalo", "name": "University at Buffalo", "city": "Buffalo", "state": "NY", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-at-buffalo/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "100663", "slug": "university-of-alabama-at-birmingham", "name": "University of Alabama at Birmingham", "city": "Birmingham", "state": "AL", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-alabama-at-birmingham/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "104179", "slug": "university-of-arizona", "name": "University of Arizona", "city": "Tucson", "state": "AZ", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-arizona/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "106397", "slug": "university-of-arkansas", "name": "University of Arkansas", "city": "Fayetteville", "state": "AR", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-arkansas/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "110635", "slug": "university-of-california-berkeley", "name": "University of California-Berkeley", "city": "Berkeley", "state": "CA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-california-berkeley/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "university-of-california-berkeley", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team — first evidence pass", "dimensions": [ { "id": "findability", "score": 13, "note": "Data and scholarly-communication services are prominent, though the full support journey is distributed." }, { "id": "evidence", "score": 13, "note": "Subject expertise, research consultations, and data discovery support evidence work across disciplines." }, { "id": "manuscript", "score": 14, "note": "Publishing consultations and scholarly-policy expertise assist authors, with less emphasis on manuscript editing or submission templates." }, { "id": "publishing", "score": 19, "note": "Scholarly Communication and Information Policy provides unusually broad expertise in open access, rights, contracts, privacy, and AI." }, { "id": "integrity", "score": 18, "note": "Data-management consultation covers planning, security, metadata, publishing, sharing, and reproducibility." }, { "id": "access", "score": 9, "note": "Direct specialist email and consultation routes are clearly available." } ], "evidence": [ { "title": "UC Berkeley Scholarly Communication and Information Policy", "url": "https://www.lib.berkeley.edu/research/scholarly-communication", "supports": [ "findability", "manuscript", "publishing", "integrity", "access" ], "observation": "The office advises on open access, copyright, author rights, contracts, licensing, privacy, text and data mining, and AI-related information policy." }, { "title": "UC Berkeley research data management guidance", "url": "https://www.lib.berkeley.edu/research/data-services", "supports": [ "evidence", "integrity", "access" ], "observation": "The program offers consultation and training before, during, and after research on plans, security, metadata, workflows, publishing, and sharing." } ], "summary": "Berkeley stands out for the breadth of its scholarly-communication and information-policy expertise, backed by lifecycle data support.", "strongestSignal": "The library explicitly covers author rights, contracts, privacy, text and data mining, and responsible AI alongside open access.", "clearestOpportunity": "Create a central author journey that adds visible manuscript readiness and journal-submission support." }, "score": 86, "band": "Exemplary" }, { "unitId": "110644", "slug": "university-of-california-davis", "name": "University of California-Davis", "city": "Davis", "state": "CA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-california-davis/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "university-of-california-davis", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team — first evidence pass", "dimensions": [ { "id": "findability", "score": 14, "note": "The research-and-write hub connects discovery, writing, data, and publishing services from one starting point." }, { "id": "evidence", "score": 13, "note": "Subject expertise, consultations, citation tools, and evidence support are easy to locate." }, { "id": "manuscript", "score": 14, "note": "Writing and scholarly support are visible, though detailed journal-submission checklists vary by field." }, { "id": "publishing", "score": 17, "note": "A dedicated scholarly-communications program covers rights, open access, publishing costs, and policy." }, { "id": "integrity", "score": 18, "note": "Data analysis and management services support planning, documentation, sharing, repositories, and reproducibility." }, { "id": "access", "score": 9, "note": "Consultations and workshops make services actionable." } ], "evidence": [ { "title": "UC Davis Library research and writing support", "url": "https://library.ucdavis.edu/research-write/", "supports": [ "findability", "evidence", "manuscript", "access" ], "observation": "The official hub connects subject experts, research consultations, citation tools, writing support, data, and publishing." }, { "title": "UC Davis scholarly communications program", "url": "https://library.ucdavis.edu/scholarly-communications-program/", "supports": [ "publishing", "manuscript" ], "observation": "The program supports open access, copyright, author rights, publishing agreements, and policy compliance." }, { "title": "UC Davis data analysis and management", "url": "https://library.ucdavis.edu/data-analysis-and-management/", "supports": [ "integrity", "access" ], "observation": "The library provides data-management, analysis, visualization, sharing, and consultation services." } ], "summary": "UC Davis presents a coherent research-and-writing entry point backed by mature publishing and data programs.", "strongestSignal": "The central hub makes research, writing, data, and scholarly-communication support mutually discoverable.", "clearestOpportunity": "Add more reusable reporting-guideline and journal-submission tools to the central workflow." }, "score": 85, "band": "Exemplary" }, { "unitId": "110653", "slug": "university-of-california-irvine", "name": "University of California-Irvine", "city": "Irvine", "state": "CA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-california-irvine/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "university-of-california-irvine", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team — first evidence pass", "dimensions": [ { "id": "findability", "score": 13, "note": "Digital scholarship and data-management services are visible, while broader author support is distributed." }, { "id": "evidence", "score": 12, "note": "Research and digital-scholarship consultations support discovery and methods; synthesis support is less prominent." }, { "id": "manuscript", "score": 14, "note": "Digital projects and scholarly outputs receive support, with limited centralized manuscript-submission guidance." }, { "id": "publishing", "score": 16, "note": "Repository, open access, copyright, and scholarly-communication services are available." }, { "id": "integrity", "score": 18, "note": "Data-management support covers plans, storage, security, sharing, preservation, and funder compliance." }, { "id": "access", "score": 9, "note": "Consultations and project support provide practical routes to expertise." } ], "evidence": [ { "title": "UCI Digital Scholarship Services", "url": "https://www.lib.uci.edu/dpds/what-we-do", "supports": [ "findability", "evidence", "manuscript", "publishing", "access" ], "observation": "The library supports digital research, project planning, publishing, repositories, and scholarly communication." }, { "title": "UCI data management plan support", "url": "https://research.uci.edu/shared-facility/data-management-plan-support/", "supports": [ "integrity", "access" ], "observation": "The university provides help with data-management plans, storage, sharing, security, preservation, and compliance." } ], "summary": "UC Irvine offers strong digital and data support, with the overall manuscript-to-publication journey spread across services.", "strongestSignal": "Data-management plan support connects institutional infrastructure to funder requirements.", "clearestOpportunity": "Create a visible cross-campus path for manuscript readiness, journal choice, rights, and dissemination." }, "score": 82, "band": "Strong" }, { "unitId": "110662", "slug": "university-of-california-los-angeles", "name": "University of California-Los Angeles", "city": "Los Angeles", "state": "CA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-california-los-angeles/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "university-of-california-los-angeles", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team", "dimensions": [ { "id": "findability", "score": 15, "note": "The research-help surface connects consultations, subject specialists, writing tutorials, scholarly communication, data, open science, and systematic reviews." }, { "id": "evidence", "score": 15, "note": "Research-strategy consultations, guides, evidence-synthesis help, citation workshops, and data expertise are easy to identify." }, { "id": "manuscript", "score": 16, "note": "Writing tutorials and workshops cover literature reviews, preprints, journal selection, citations, and sharing research, though individualized manuscript review is less explicit." }, { "id": "publishing", "score": 17, "note": "Open access, fee support, repositories, preprints, copyright, author rights, and journal-finding workshops provide a broad publishing layer." }, { "id": "integrity", "score": 17, "note": "Open-science services cover reproducibility, protocols, data, code, funder mandates, repositories, AI, and open-source practice." }, { "id": "access", "score": 9, "note": "Online and in-person consultations, help desks, quarterly workshops, guides, and practical tools make the support highly actionable." } ], "evidence": [ { "title": "UCLA Library research help", "url": "https://www.library.ucla.edu/help/research-help/", "supports": [ "findability", "evidence", "manuscript", "publishing", "integrity", "access" ], "observation": "The official hub connects consultations, subject specialists, writing tutorials, data services, scholarly communication, publishing, copyright, and open science." }, { "title": "UCLA Library systematic review service", "url": "https://www.library.ucla.edu/help/services-resources/systematic-review-service/", "supports": [ "evidence", "access" ], "observation": "Researchers can request consultation and use a dedicated guide for rigorous systematic-review methods." }, { "title": "UCLA Library open science services", "url": "https://www.library.ucla.edu/help/services-resources/open-science-services/", "supports": [ "publishing", "integrity", "access" ], "observation": "The service covers open publishing, reproducibility, repositories, protocols, data and code, funder mandates, workshops, and practical research tools." }, { "title": "UCLA Library research workshops", "url": "https://www.library.ucla.edu/help/services-resources/research-workshops/", "supports": [ "evidence", "manuscript", "publishing", "integrity", "access" ], "observation": "Recent workshops include literature reviews, systematic reviews, citations, preprints, journal selection, open access, and ethical use of AI in research." } ], "summary": "UCLA combines a clear central research-help experience with unusually broad workshops and practical services spanning evidence synthesis, writing, journal selection, open science, and data.", "strongestSignal": "A recurring workshop program turns publishing and open-science guidance into concrete researcher actions.", "clearestOpportunity": "Make one-on-one manuscript critique and reporting-guideline support as visible as workshops and research consultations." }, "score": 89, "band": "Exemplary" }, { "unitId": "445188", "slug": "university-of-california-merced", "name": "University of California-Merced", "city": "Merced", "state": "CA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-california-merced/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "110671", "slug": "university-of-california-riverside", "name": "University of California-Riverside", "city": "Riverside", "state": "CA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-california-riverside/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "110680", "slug": "university-of-california-san-diego", "name": "University of California-San Diego", "city": "La Jolla", "state": "CA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-california-san-diego/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "university-of-california-san-diego", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team — first evidence pass", "dimensions": [ { "id": "findability", "score": 13, "note": "Data support is highly visible, while the broader research-publishing journey is more distributed." }, { "id": "evidence", "score": 12, "note": "Research and data consultations support discovery and analysis; evidence synthesis is less prominent centrally." }, { "id": "manuscript", "score": 13, "note": "Researchers receive workflow and output support, with modest public manuscript-submission guidance." }, { "id": "publishing", "score": 15, "note": "Open access, repositories, copyright, and publication support are available through library programs." }, { "id": "integrity", "score": 19, "note": "Data Nexus and Research IT provide unusually deep planning, storage, computing, security, sharing, and preservation support." }, { "id": "access", "score": 9, "note": "Service catalogs and specialist contacts offer clear access routes." } ], "evidence": [ { "title": "UC San Diego Data Nexus services", "url": "https://datanexus.ucsd.edu/services/index.html", "supports": [ "findability", "evidence", "integrity", "access" ], "observation": "The campus data-services catalog connects consulting, storage, computing, analysis, sharing, and stewardship resources." }, { "title": "UC San Diego research data management", "url": "https://research-it.ucsd.edu/data-management/index.html", "supports": [ "integrity", "publishing" ], "observation": "Research IT provides lifecycle guidance for data plans, storage, security, collaboration, sharing, and preservation." } ], "summary": "UC San Diego's public support is strongest in its deep, connected research-data infrastructure.", "strongestSignal": "Data Nexus provides a campus-level service map for researchers navigating complex data needs.", "clearestOpportunity": "Apply the same service-map clarity to evidence synthesis, manuscript preparation, and scholarly publishing." }, "score": 81, "band": "Strong" }, { "unitId": "110699", "slug": "university-of-california-san-francisco", "name": "University of California-San Francisco", "city": "San Francisco", "state": "CA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-california-san-francisco/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "university-of-california-san-francisco", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team — first evidence pass", "dimensions": [ { "id": "findability", "score": 14, "note": "The health-sciences library exposes research help, data science, publishing, and expert consultations clearly." }, { "id": "evidence", "score": 14, "note": "Specialist consultations and health-sciences evidence support are strong and directly accessible." }, { "id": "manuscript", "score": 14, "note": "Research and publishing guidance aid authors, while submission-stage tools could be more centralized." }, { "id": "publishing", "score": 16, "note": "Open access, copyright, repositories, and scholarly communication are established public services." }, { "id": "integrity", "score": 19, "note": "Data-management support covers planning, privacy, security, sharing, preservation, and reproducibility in a clinical context." }, { "id": "access", "score": 10, "note": "Ask-an-expert and consultation routes are direct and practical." } ], "evidence": [ { "title": "UCSF Library", "url": "https://www.library.ucsf.edu/", "supports": [ "findability", "evidence", "manuscript", "publishing", "access" ], "observation": "The official library hub connects research help, data science, scholarly communication, education, and expert services." }, { "title": "UCSF research data management", "url": "https://www.library.ucsf.edu/ask-an-expert/data-science/data-management/", "supports": [ "integrity", "access" ], "observation": "The library supports data-management plans, privacy, security, documentation, sharing, repositories, and preservation." } ], "summary": "UCSF provides a clear health-research support environment with especially strong data and expert-consultation services.", "strongestSignal": "Clinical and research-data guidance addresses privacy, security, sharing, and funder requirements together.", "clearestOpportunity": "Surface a more explicit manuscript-readiness and journal-selection workflow from the central hub." }, "score": 87, "band": "Exemplary" }, { "unitId": "110705", "slug": "university-of-california-santa-barbara", "name": "University of California-Santa Barbara", "city": "Santa Barbara", "state": "CA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-california-santa-barbara/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "110714", "slug": "university-of-california-santa-cruz", "name": "University of California-Santa Cruz", "city": "Santa Cruz", "state": "CA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-california-santa-cruz/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "132903", "slug": "university-of-central-florida", "name": "University of Central Florida", "city": "Orlando", "state": "FL", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-central-florida/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "144050", "slug": "university-of-chicago", "name": "University of Chicago", "city": "Chicago", "state": "IL", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-chicago/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "university-of-chicago", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team — first evidence pass", "dimensions": [ { "id": "findability", "score": 13, "note": "The Center for Digital Scholarship connects data, reproducibility, publishing, and project support, though the wider journey is distributed." }, { "id": "evidence", "score": 12, "note": "Research consultations and data support aid discovery and analysis; synthesis services are less central in the reviewed pages." }, { "id": "manuscript", "score": 14, "note": "Collaborative writing and digital-scholarship tools support production, with limited submission-stage guidance." }, { "id": "publishing", "score": 16, "note": "Open-access publishing, repositories, copyright, and digital publishing are visible services." }, { "id": "integrity", "score": 18, "note": "Data planning, privacy, ethics, reproducibility, code, notebooks, and repositories receive detailed coverage." }, { "id": "access", "score": 9, "note": "Specialist contacts and Center services provide practical access." } ], "evidence": [ { "title": "UChicago Center for Digital Scholarship research management", "url": "https://www.lib.uchicago.edu/research/scholar/our-services/store-share-manage-research/", "supports": [ "findability", "manuscript", "publishing", "integrity", "access" ], "observation": "The official service connects data plans, reproducibility, collaborative writing, open-access publishing, repositories, privacy, and ethics." }, { "title": "UChicago data support services", "url": "https://www.lib.uchicago.edu/crerar/science-research-services/data-support-services/", "supports": [ "evidence", "integrity", "access" ], "observation": "Science librarians provide data consultation, analysis support, management planning, repositories, and preservation guidance." } ], "summary": "UChicago's Center for Digital Scholarship offers a mature data and reproducibility pathway with strong digital-publishing support.", "strongestSignal": "Reproducibility, privacy, data, code, collaborative writing, and open publishing appear in one service framework.", "clearestOpportunity": "Add prominent evidence-synthesis and journal-submission readiness support to the same framework." }, "score": 82, "band": "Strong" }, { "unitId": "201885", "slug": "university-of-cincinnati-main-campus", "name": "University of Cincinnati-Main Campus", "city": "Cincinnati", "state": "OH", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-cincinnati-main-campus/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "126614", "slug": "university-of-colorado-boulder", "name": "University of Colorado Boulder", "city": "Boulder", "state": "CO", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-colorado-boulder/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "126562", "slug": "university-of-colorado-denver-anschutz-medical-campus", "name": "University of Colorado Denver/Anschutz Medical Campus", "city": "Denver", "state": "CO", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-colorado-denver-anschutz-medical-campus/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "129020", "slug": "university-of-connecticut", "name": "University of Connecticut", "city": "Storrs", "state": "CT", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-connecticut/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "202480", "slug": "university-of-dayton", "name": "University of Dayton", "city": "Dayton", "state": "OH", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-dayton/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "130943", "slug": "university-of-delaware", "name": "University of Delaware", "city": "Newark", "state": "DE", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-delaware/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "127060", "slug": "university-of-denver", "name": "University of Denver", "city": "Denver", "state": "CO", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-denver/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "134130", "slug": "university-of-florida", "name": "University of Florida", "city": "Gainesville", "state": "FL", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-florida/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "university-of-florida", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team — first evidence pass", "dimensions": [ { "id": "findability", "score": 15, "note": "Academic Research Consulting and Services presents a single, unusually comprehensive research-support hub." }, { "id": "evidence", "score": 15, "note": "Systematic reviews, search strategy, citation support, and co-authorship are explicit services." }, { "id": "manuscript", "score": 15, "note": "Publishing, research impact, and reproducibility support help authors prepare and position scholarly work." }, { "id": "publishing", "score": 18, "note": "Open access, public-access mandates, dissemination, archiving, and publishing support are directly available." }, { "id": "integrity", "score": 20, "note": "Data, statistics, AI, reproducibility, research integrity, and privacy are covered as named service areas." }, { "id": "access", "score": 10, "note": "Consultations and training are embedded across the service model." } ], "evidence": [ { "title": "UF Academic Research Consulting and Services", "url": "https://arcs.uflib.ufl.edu/", "supports": [ "findability", "evidence", "manuscript", "publishing", "integrity", "access" ], "observation": "The official hub lists systematic reviews, publishing and archiving, data, AI, reproducibility, integrity, impact, and consultation services." }, { "title": "UF research data management support", "url": "https://datamgmt.uflib.ufl.edu/", "supports": [ "integrity", "access" ], "observation": "The library supports plans, repositories, preservation, discoverability, security, privacy, and funder requirements." } ], "summary": "Florida offers the most explicitly comprehensive cross-disciplinary research-support hub in this first-pass expansion set.", "strongestSignal": "One service model names systematic reviews, publishing, data, reproducibility, integrity, AI, and impact support together.", "clearestOpportunity": "Add more public manuscript-submission templates and reporting-guideline tools to an already strong service framework." }, "score": 93, "band": "Exemplary" }, { "unitId": "139959", "slug": "university-of-georgia", "name": "University of Georgia", "city": "Athens", "state": "GA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-georgia/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "141574", "slug": "university-of-hawaii-at-manoa", "name": "University of Hawaii at Manoa", "city": "Honolulu", "state": "HI", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-hawaii-at-manoa/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "225511", "slug": "university-of-houston", "name": "University of Houston", "city": "Houston", "state": "TX", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-houston/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "142285", "slug": "university-of-idaho", "name": "University of Idaho", "city": "Moscow", "state": "ID", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-idaho/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "145600", "slug": "university-of-illinois-chicago", "name": "University of Illinois Chicago", "city": "Chicago", "state": "IL", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-illinois-chicago/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "145637", "slug": "university-of-illinois-urbana-champaign", "name": "University of Illinois Urbana-Champaign", "city": "Champaign", "state": "IL", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-illinois-urbana-champaign/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "university-of-illinois-urbana-champaign", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team — first evidence pass", "dimensions": [ { "id": "findability", "score": 15, "note": "A central research-services hub connects subject experts, data, publishing, citations, and specialized support." }, { "id": "evidence", "score": 14, "note": "Research consultations, citation tools, data services, and specialist support aid discovery and synthesis." }, { "id": "manuscript", "score": 16, "note": "Journal selection and publishing workflows are explicit, though manuscript editing is not presented as a general service." }, { "id": "publishing", "score": 19, "note": "A dedicated scholarly-communication and publishing unit provides consultations, workshops, repositories, and publishing infrastructure." }, { "id": "integrity", "score": 19, "note": "Data management, privacy, sharing, licensing, repositories, reproducibility, and ethical practice receive detailed coverage." }, { "id": "access", "score": 10, "note": "Consultations, workshops, and service requests are clear and actionable." } ], "evidence": [ { "title": "Illinois Library research services", "url": "https://www.library.illinois.edu/help-services/research-services/", "supports": [ "findability", "evidence", "manuscript", "publishing", "access" ], "observation": "The hub links subject specialists, citations, research data, scholarly communication, publishing, and consultations." }, { "title": "Illinois scholarly communication and publishing", "url": "https://www.library.illinois.edu/scp/", "supports": [ "manuscript", "publishing", "integrity", "access" ], "observation": "The unit provides publishing, open-access, copyright, repository, impact, consultation, and instructional services." } ], "summary": "Illinois presents a mature, connected public pathway spanning research discovery, journal choice, publishing, data, and ethics.", "strongestSignal": "Journal selection and publishing workflows are explicitly supported alongside substantial publishing infrastructure.", "clearestOpportunity": "Expose more discipline-neutral reporting and manuscript-readiness templates from the central hub." }, "score": 93, "band": "Exemplary" }, { "unitId": "153658", "slug": "university-of-iowa", "name": "University of Iowa", "city": "Iowa City", "state": "IA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-iowa/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "155317", "slug": "university-of-kansas", "name": "University of Kansas", "city": "Lawrence", "state": "KS", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-kansas/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "157085", "slug": "university-of-kentucky", "name": "University of Kentucky", "city": "Lexington", "state": "KY", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-kentucky/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "160658", "slug": "university-of-louisiana-at-lafayette", "name": "University of Louisiana at Lafayette", "city": "Lafayette", "state": "LA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-louisiana-at-lafayette/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "157289", "slug": "university-of-louisville", "name": "University of Louisville", "city": "Louisville", "state": "KY", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-louisville/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "161253", "slug": "university-of-maine", "name": "University of Maine", "city": "Orono", "state": "ME", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-maine/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "163268", "slug": "university-of-maryland-baltimore-county", "name": "University of Maryland-Baltimore County", "city": "Baltimore", "state": "MD", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-maryland-baltimore-county/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "163286", "slug": "university-of-maryland-college-park", "name": "University of Maryland-College Park", "city": "College Park", "state": "MD", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-maryland-college-park/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "university-of-maryland-college-park", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team — first evidence pass", "dimensions": [ { "id": "findability", "score": 11, "note": "Repository and open-data services are visible, while the current researcher-facing support journey is difficult to reconstruct from central pages." }, { "id": "evidence", "score": 11, "note": "Subject expertise and research help exist, but structured evidence-synthesis support is not prominent in the reviewed public path." }, { "id": "manuscript", "score": 12, "note": "Digital scholarship and repository services support outputs, with limited central manuscript-preparation guidance." }, { "id": "publishing", "score": 15, "note": "DRUM and open-scholarship services provide dissemination and preservation infrastructure." }, { "id": "integrity", "score": 15, "note": "Open-data and repository services support transparency, sharing, and preservation, though lifecycle guidance is fragmented." }, { "id": "access", "score": 7, "note": "Contact routes exist, but researchers must navigate between services to assemble the full pathway." } ], "evidence": [ { "title": "University of Maryland Libraries Open Data", "url": "https://opendata.lib.umd.edu/", "supports": [ "findability", "evidence", "integrity", "access" ], "observation": "The official site promotes open and transparent scholarship and routes readers to data and open-scholarship services." }, { "title": "University of Maryland data repositories guidance", "url": "https://researchdata.umd.edu/share-preserve/data-repositories", "supports": [ "manuscript", "publishing", "integrity" ], "observation": "The official guidance explains how researchers can use DRUM to share data and connect it with articles, white papers, conference proceedings, and other research outputs." } ], "summary": "Maryland has credible repository and open-data infrastructure, but its public end-to-end research-publishing pathway is comparatively fragmented.", "strongestSignal": "DRUM provides a durable, public institutional route for scholarly dissemination and preservation.", "clearestOpportunity": "Create one current support hub connecting research help, data planning, manuscript preparation, rights, and publishing." }, "score": 71, "band": "Strong" }, { "unitId": "163259", "slug": "university-of-maryland-baltimore", "name": "University of Maryland, Baltimore", "city": "Baltimore", "state": "MD", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-maryland-baltimore/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "166629", "slug": "university-of-massachusetts-amherst", "name": "University of Massachusetts-Amherst", "city": "Amherst", "state": "MA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-massachusetts-amherst/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "166638", "slug": "university-of-massachusetts-boston", "name": "University of Massachusetts-Boston", "city": "Boston", "state": "MA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-massachusetts-boston/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "166513", "slug": "university-of-massachusetts-lowell", "name": "University of Massachusetts-Lowell", "city": "Lowell", "state": "MA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-massachusetts-lowell/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "220862", "slug": "university-of-memphis", "name": "University of Memphis", "city": "Memphis", "state": "TN", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-memphis/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "135726", "slug": "university-of-miami", "name": "University of Miami", "city": "Coral Gables", "state": "FL", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-miami/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "170976", "slug": "university-of-michigan-ann-arbor", "name": "University of Michigan-Ann Arbor", "city": "Ann Arbor", "state": "MI", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-michigan-ann-arbor/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "university-of-michigan-ann-arbor", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team", "dimensions": [ { "id": "findability", "score": 14, "note": "Research help navigation exposes specialists, guides, formatting, impact, open access, preservation, and publishing services." }, { "id": "evidence", "score": 11, "note": "Specialists, research guides, and citation management are visible; systematic evidence support needs deeper verification." }, { "id": "manuscript", "score": 18, "note": "Formatting and a substantial publishing-services operation cover editorial, production, and dissemination needs." }, { "id": "publishing", "score": 18, "note": "Open-access help, copyright services, preservation, Michigan Publishing Services, and the university press are directly connected." }, { "id": "integrity", "score": 15, "note": "Data sharing and preservation are visible; reproducibility and AI guidance require further audit." }, { "id": "access", "score": 8, "note": "The service menu and direct publishing contact are actionable, though workshop and freshness signals are less prominent." } ], "evidence": [ { "title": "University of Michigan Library publishing services", "url": "https://www.lib.umich.edu/research-and-scholarship/help-research/publish-us/", "supports": [ "findability", "evidence", "manuscript", "publishing", "integrity", "access" ], "observation": "The official publishing page and research-help navigation expose editorial and production services, formatting, impact, open-access support, copyright, and preservation." } ], "summary": "Michigan combines conventional library research support with unusually concrete publishing infrastructure, including editorial and production services.", "strongestSignal": "A real publishing operation that can help move work from an idea through production and dissemination.", "clearestOpportunity": "Make reproducibility and responsible-AI guidance as visible as publishing and open-access support." }, "score": 84, "band": "Strong" }, { "unitId": "174066", "slug": "university-of-minnesota-twin-cities", "name": "University of Minnesota-Twin Cities", "city": "Minneapolis", "state": "MN", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-minnesota-twin-cities/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "university-of-minnesota-twin-cities", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team — first evidence pass", "dimensions": [ { "id": "findability", "score": 14, "note": "Research-data and publishing services are clearly organized and cross-linked within the Libraries." }, { "id": "evidence", "score": 13, "note": "Data discovery, subject support, citations, and consultations aid evidence work; synthesis depth varies by field." }, { "id": "manuscript", "score": 15, "note": "Publishing consultations and research support help scholarly production, though general submission checklists are less prominent." }, { "id": "publishing", "score": 18, "note": "Publishing Services supports consultations and university-hosted journals, books, and dynamic scholarship." }, { "id": "integrity", "score": 20, "note": "Research-data services provide training, consultations, plan review, curation, repository deposit, ethics, and FAIR support." }, { "id": "access", "score": 10, "note": "Researchers can request training, consultations, and three-business-day data-plan feedback." } ], "evidence": [ { "title": "University of Minnesota research data services", "url": "https://www.lib.umn.edu/services/data", "supports": [ "findability", "evidence", "integrity", "access" ], "observation": "The service provides education, consultations, plan feedback, data discovery, curation, sharing, and a trusted repository." }, { "title": "University of Minnesota publishing services", "url": "https://www.lib.umn.edu/services/publishing", "supports": [ "manuscript", "publishing", "access" ], "observation": "The Libraries provide publishing consultations and publish journals, books, serials, and educational works." } ], "summary": "Minnesota combines unusually detailed research-data services with substantive library publishing infrastructure.", "strongestSignal": "Researchers can receive expert review of a data-management plan within three business days and deposit in a curated repository.", "clearestOpportunity": "Add an equally concrete manuscript-readiness and journal-submission service-level pathway." }, "score": 90, "band": "Exemplary" }, { "unitId": "176017", "slug": "university-of-mississippi", "name": "University of Mississippi", "city": "University", "state": "MS", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-mississippi/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "178396", "slug": "university-of-missouri-columbia", "name": "University of Missouri-Columbia", "city": "Columbia", "state": "MO", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-missouri-columbia/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "178402", "slug": "university-of-missouri-kansas-city", "name": "University of Missouri-Kansas City", "city": "Kansas City", "state": "MO", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-missouri-kansas-city/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "181428", "slug": "university-of-nebraska-medical-center", "name": "University of Nebraska Medical Center", "city": "Omaha", "state": "NE", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-nebraska-medical-center/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "181464", "slug": "university-of-nebraska-lincoln", "name": "University of Nebraska-Lincoln", "city": "Lincoln", "state": "NE", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-nebraska-lincoln/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "182281", "slug": "university-of-nevada-las-vegas", "name": "University of Nevada-Las Vegas", "city": "Las Vegas", "state": "NV", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-nevada-las-vegas/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "182290", "slug": "university-of-nevada-reno", "name": "University of Nevada-Reno", "city": "Reno", "state": "NV", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-nevada-reno/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "183044", "slug": "university-of-new-hampshire-main-campus", "name": "University of New Hampshire-Main Campus", "city": "Durham", "state": "NH", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-new-hampshire-main-campus/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "187985", "slug": "university-of-new-mexico-main-campus", "name": "University of New Mexico-Main Campus", "city": "Albuquerque", "state": "NM", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-new-mexico-main-campus/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "199120", "slug": "university-of-north-carolina-at-chapel-hill", "name": "University of North Carolina at Chapel Hill", "city": "Chapel Hill", "state": "NC", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-north-carolina-at-chapel-hill/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "university-of-north-carolina-at-chapel-hill", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team — first evidence pass", "dimensions": [ { "id": "findability", "score": 14, "note": "Research, data, evidence synthesis, and publishing support are highly visible through the library system." }, { "id": "evidence", "score": 15, "note": "Systematic-review and expert-search services provide substantial evidence-synthesis depth." }, { "id": "manuscript", "score": 15, "note": "Writing, research, and scholarly-communication support help authors prepare outputs, with some submission guidance discipline-specific." }, { "id": "publishing", "score": 17, "note": "Open access, copyright, repositories, author rights, and publishing guidance are prominent." }, { "id": "integrity", "score": 18, "note": "Data services cover planning, analysis, sharing, repositories, reproducibility, and compliance." }, { "id": "access", "score": 10, "note": "Consultations, workshops, and specialist teams offer direct access." } ], "evidence": [ { "title": "UNC Libraries systematic review service", "url": "https://library.unc.edu/services/systematic-reviews/", "supports": [ "findability", "evidence", "manuscript", "publishing", "access" ], "observation": "The official service provides expert consultation and collaboration for systematic and related evidence reviews." }, { "title": "UNC Research Data Management Core", "url": "https://researchdata.unc.edu/", "supports": [ "integrity", "access" ], "observation": "The university supports data-management planning, storage, security, sharing, and compliance across the research lifecycle." } ], "summary": "UNC combines strong evidence-synthesis, publishing, and data support with actionable specialist access.", "strongestSignal": "Evidence-synthesis support goes beyond basic searching and is integrated with specialist research services.", "clearestOpportunity": "Bundle reporting guidelines and journal-submission readiness into the same visible author journey." }, "score": 89, "band": "Exemplary" }, { "unitId": "199139", "slug": "university-of-north-carolina-at-charlotte", "name": "University of North Carolina at Charlotte", "city": "Charlotte", "state": "NC", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-north-carolina-at-charlotte/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "200280", "slug": "university-of-north-dakota", "name": "University of North Dakota", "city": "Grand Forks", "state": "ND", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-north-dakota/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "227216", "slug": "university-of-north-texas", "name": "University of North Texas", "city": "Denton", "state": "TX", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-north-texas/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "152080", "slug": "university-of-notre-dame", "name": "University of Notre Dame", "city": "Notre Dame", "state": "IN", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-notre-dame/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "207500", "slug": "university-of-oklahoma-norman-campus", "name": "University of Oklahoma-Norman Campus", "city": "Norman", "state": "OK", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-oklahoma-norman-campus/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "209551", "slug": "university-of-oregon", "name": "University of Oregon", "city": "Eugene", "state": "OR", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-oregon/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "215062", "slug": "university-of-pennsylvania", "name": "University of Pennsylvania", "city": "Philadelphia", "state": "PA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-pennsylvania/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "university-of-pennsylvania", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team", "dimensions": [ { "id": "findability", "score": 15, "note": "The research-and-scholarship hub connects subject experts, consultations, research guides, data, copyright, and publishing support." }, { "id": "evidence", "score": 15, "note": "A multidisciplinary evidence-synthesis team offers consultations, search-strategy support, advanced searching, citation management, and methodological contribution." }, { "id": "manuscript", "score": 18, "note": "Publishing support covers venue selection, goals, preprints, citations, plagiarism, author profiles, contracts, workshops, and manuscript review within advanced synthesis collaborations." }, { "id": "publishing", "score": 18, "note": "Open access, copyright advice, Creative Commons, publisher contracts, digital publishing, repositories, and venue evaluation are public and actionable." }, { "id": "integrity", "score": 17, "note": "Research-data management, evidence-synthesis methods, source evaluation, research design, and funder-policy workshops cover major integrity needs." }, { "id": "access", "score": 9, "note": "Subject librarians, matched consultations, live chat, workshops, online guides, and specialist services provide several routes to help." } ], "evidence": [ { "title": "Penn Libraries research and scholarship", "url": "https://www.library.upenn.edu/research-and-scholarship", "supports": [ "findability", "evidence", "manuscript", "publishing", "integrity", "access" ], "observation": "The official hub connects subject librarians, research guides, citations, scholarly communication, copyright, data management, publishing support, appointments, and chat." }, { "title": "Penn Libraries publishing process support", "url": "https://www.library.upenn.edu/services/navigate-publishing-process", "supports": [ "manuscript", "publishing", "integrity", "access" ], "observation": "The service covers journal selection, publishing goals, open access, copyright, citation practice, licenses, preprints, contracts, author profiles, plagiarism, workshops, and consultations." }, { "title": "Penn Libraries evidence synthesis", "url": "https://www.library.upenn.edu/services/synthesize-knowledge", "supports": [ "evidence", "manuscript", "integrity", "access" ], "observation": "A cross-disciplinary team supports systematic and scoping reviews from search design through citation management, methods writing, manuscript review, and advanced collaboration." } ], "summary": "Penn presents one of the most complete public support pathways in the calibration set, including multidisciplinary evidence synthesis, publishing strategy, copyright, data, and direct manuscript contribution.", "strongestSignal": "The advanced evidence-synthesis service can contribute searches, methods text, and manuscript review as part of the research team.", "clearestOpportunity": "Bring responsible-AI and reproducibility guidance into the same central publishing workflow." }, "score": 92, "band": "Exemplary" }, { "unitId": "215293", "slug": "university-of-pittsburgh-pittsburgh-campus", "name": "University of Pittsburgh-Pittsburgh Campus", "city": "Pittsburgh", "state": "PA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-pittsburgh-pittsburgh-campus/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "university-of-pittsburgh-pittsburgh-campus", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team — first evidence pass", "dimensions": [ { "id": "findability", "score": 15, "note": "The services catalog makes evidence synthesis, data, publishing, impact, and consultations highly discoverable." }, { "id": "evidence", "score": 15, "note": "Evidence synthesis is a named cross-disciplinary service alongside research consultations and citation tools." }, { "id": "manuscript", "score": 15, "note": "Author, publishing, impact, and digital-project services support scholarly preparation and dissemination." }, { "id": "publishing", "score": 17, "note": "Open-access publishing, repositories, author services, and digital publishing are explicit offerings." }, { "id": "integrity", "score": 19, "note": "Data planning, privacy, ethics, version control, reproducibility, sharing, and preservation receive detailed support." }, { "id": "access", "score": 10, "note": "Consultations, workshops, and service snapshots give researchers clear next steps." } ], "evidence": [ { "title": "University of Pittsburgh Library services", "url": "https://library.pitt.edu/services", "supports": [ "findability", "evidence", "manuscript", "publishing", "access" ], "observation": "The catalog lists evidence synthesis, author services, open-access publishing, research data, impact, and consultations." }, { "title": "Pitt data management and digital project support", "url": "https://library.pitt.edu/data-management", "supports": [ "integrity", "manuscript", "access" ], "observation": "The service covers data plans, privacy, ethics, reproducibility, version control, sharing, preservation, and training." } ], "summary": "Pittsburgh presents one of the clearest service catalogs in the sample, with evidence synthesis and data integrity as first-class offerings.", "strongestSignal": "Evidence synthesis, author services, publishing, data, and impact are all named and directly accessible.", "clearestOpportunity": "Add reusable journal-submission and reporting-guideline tools to the already coherent service catalog." }, "score": 91, "band": "Exemplary" }, { "unitId": "217484", "slug": "university-of-rhode-island", "name": "University of Rhode Island", "city": "Kingston", "state": "RI", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-rhode-island/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "195030", "slug": "university-of-rochester", "name": "University of Rochester", "city": "Rochester", "state": "NY", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-rochester/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "university-of-rochester", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team — first evidence pass", "dimensions": [ { "id": "findability", "score": 14, "note": "The research hub organizes planning, data, scholarly publishing, and specialist help around recognizable researcher tasks." }, { "id": "evidence", "score": 13, "note": "Consultations, citation management, and data discovery support evidence work across disciplines." }, { "id": "manuscript", "score": 15, "note": "The scholarly-publishing pathway includes platforms, citations, academic SEO, rights, and consultation." }, { "id": "publishing", "score": 18, "note": "Author rights, open scholarship, repositories, public-access compliance, and publishing platforms are explicit." }, { "id": "integrity", "score": 18, "note": "Data-management services support planning, storage, sharing, publishing, citation, and funder requirements." }, { "id": "access", "score": 9, "note": "Consultation routes are visible across research, data, and publishing services." } ], "evidence": [ { "title": "University of Rochester Libraries research hub", "url": "https://www.library.rochester.edu/research", "supports": [ "findability", "evidence", "manuscript", "integrity", "access" ], "observation": "The hub organizes planning, data, primary sources, scholarly publishing, and research consultations." }, { "title": "Rochester scholarly publishing", "url": "https://www.library.rochester.edu/research/scholarly-publishing", "supports": [ "manuscript", "publishing", "access" ], "observation": "The service covers author rights, open scholarship, citation management, publishing platforms, academic SEO, and consultations." } ], "summary": "Rochester organizes research support around the scholarly lifecycle and gives publishing strategy unusually practical visibility.", "strongestSignal": "Academic SEO, publishing platforms, citations, rights, and open scholarship appear in one author-facing service.", "clearestOpportunity": "Extend the strong publishing pathway with reporting-guideline and manuscript-submission readiness tools." }, "score": 87, "band": "Exemplary" }, { "unitId": "218663", "slug": "university-of-south-carolina-columbia", "name": "University of South Carolina-Columbia", "city": "Columbia", "state": "SC", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-south-carolina-columbia/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "137351", "slug": "university-of-south-florida", "name": "University of South Florida", "city": "Tampa", "state": "FL", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-south-florida/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "123961", "slug": "university-of-southern-california", "name": "University of Southern California", "city": "Los Angeles", "state": "CA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-southern-california/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "university-of-southern-california", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team — first evidence pass", "dimensions": [ { "id": "findability", "score": 12, "note": "Faculty research help and subject librarians are easy to find, while advanced publishing and data support are less unified publicly." }, { "id": "evidence", "score": 12, "note": "Reference librarians, guides, and subject specialists support discovery and research strategy." }, { "id": "manuscript", "score": 13, "note": "Publishing-impact guidance is available, with limited central manuscript-preparation support." }, { "id": "publishing", "score": 14, "note": "Open access, scholarly communication, copyright, and repositories are available but distributed." }, { "id": "integrity", "score": 14, "note": "Data-management and responsible-research support are present in specialist resources rather than one central lifecycle hub." }, { "id": "access", "score": 8, "note": "Ask-a-librarian and subject-specialist routes are clear, but advanced service navigation takes more effort." } ], "evidence": [ { "title": "USC Libraries faculty services", "url": "https://libraries.usc.edu/faculty-students/faculty", "supports": [ "findability", "evidence", "manuscript", "publishing", "access" ], "observation": "The official page connects faculty to research consultations, subject librarians, guides, journal and impact resources, and instructional support." }, { "title": "USC scholarly communication toolkit", "url": "https://libraries.usc.edu/databases/association-college-and-research-libraries-acrl-scholarly-communication-toolkit", "supports": [ "publishing", "integrity" ], "observation": "The library provides access to publishing, copyright, open-access, data-management, and repository guidance." } ], "summary": "USC provides accessible subject and faculty research help, while its advanced publishing and data journey is less centralized.", "strongestSignal": "Subject librarians offer a clear human entry point for research and discipline-specific support.", "clearestOpportunity": "Build one visible advanced-research hub spanning synthesis, manuscript readiness, data, rights, and publishing." }, "score": 73, "band": "Strong" }, { "unitId": "176372", "slug": "university-of-southern-mississippi", "name": "University of Southern Mississippi", "city": "Hattiesburg", "state": "MS", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-southern-mississippi/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "228635", "slug": "university-of-texas-southwestern-medical-center", "name": "University of Texas Southwestern Medical Center", "city": "Dallas", "state": "TX", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-texas-southwestern-medical-center/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "206084", "slug": "university-of-toledo", "name": "University of Toledo", "city": "Toledo", "state": "OH", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-toledo/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "230764", "slug": "university-of-utah", "name": "University of Utah", "city": "Salt Lake City", "state": "UT", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-utah/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "231174", "slug": "university-of-vermont", "name": "University of Vermont", "city": "Burlington", "state": "VT", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-vermont/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "234076", "slug": "university-of-virginia-main-campus", "name": "University of Virginia-Main Campus", "city": "Charlottesville", "state": "VA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-virginia-main-campus/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "university-of-virginia-main-campus", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team — first evidence pass", "dimensions": [ { "id": "findability", "score": 15, "note": "One research-support hub connects discovery, experts, data, writing, publishing, repositories, and consultations." }, { "id": "evidence", "score": 13, "note": "Subject liaisons, research consultations, data discovery, and Library Sprints support evidence work." }, { "id": "manuscript", "score": 17, "note": "Writing support, Library Sprints, citation tools, repositories, and publishing opportunities provide substantive author help." }, { "id": "publishing", "score": 18, "note": "Open-access agreements, author support, repositories, Pressbooks, and an open press are clearly documented." }, { "id": "integrity", "score": 19, "note": "Data planning, storage, FAIR practice, sharing, preservation, analysis, and repositories receive detailed support." }, { "id": "access", "score": 10, "note": "Consultations, Library Sprints, workshops, and direct team contacts make support highly actionable." } ], "evidence": [ { "title": "UVA Library research support", "url": "https://library.virginia.edu/research-and-teaching/research", "supports": [ "findability", "evidence", "manuscript", "publishing", "integrity", "access" ], "observation": "The hub connects discovery, subject liaisons, data, publishing, writing, repositories, research impact, and consultations." }, { "title": "UVA writing and publishing resources", "url": "https://library.virginia.edu/research-and-teaching/write", "supports": [ "manuscript", "publishing", "access" ], "observation": "The library lists Library Sprints, publishing tools, repositories, open-access agreements, citation help, and rights guidance." } ], "summary": "UVA presents an unusually coherent public research journey with strong writing, publishing, data, and direct project support.", "strongestSignal": "Library Sprints can provide intensive support for literature reviews, proposals, and scholarly projects.", "clearestOpportunity": "Add more explicit journal-selection and reporting-guideline decision tools to the central pathway." }, "score": 92, "band": "Exemplary" }, { "unitId": "236948", "slug": "university-of-washington-seattle-campus", "name": "University of Washington-Seattle Campus", "city": "Seattle", "state": "WA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-washington-seattle-campus/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "university-of-washington-seattle-campus", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team — first evidence pass", "dimensions": [ { "id": "findability", "score": 12, "note": "ResearchWorks and library research services are visible, while the complete support journey is spread across guides and units." }, { "id": "evidence", "score": 12, "note": "Subject librarians and research help support discovery; systematic evidence-synthesis support is less central publicly." }, { "id": "manuscript", "score": 13, "note": "Repository and research support aid scholarly production, with limited centralized manuscript-readiness guidance." }, { "id": "publishing", "score": 16, "note": "ResearchWorks provides a durable dissemination route, complemented by open-access and copyright guidance." }, { "id": "integrity", "score": 16, "note": "Data-management and repository resources support sharing, preservation, and funder compliance." }, { "id": "access", "score": 8, "note": "Consultation routes exist, though the path between data, publishing, and manuscript help could be clearer." } ], "evidence": [ { "title": "University of Washington ResearchWorks", "url": "https://digital.lib.washington.edu/researchworks/", "supports": [ "findability", "manuscript", "publishing", "integrity" ], "observation": "The official institutional repository disseminates faculty papers, research data, theses, and other scholarly work." }, { "title": "University of Washington research data management guide", "url": "https://guides.lib.uw.edu/research/dmg", "supports": [ "evidence", "integrity", "access" ], "observation": "The Libraries provide guidance for data-management planning, organization, storage, sharing, and preservation." } ], "summary": "Washington offers solid repository and data infrastructure, but its public end-to-end author support is comparatively distributed.", "strongestSignal": "ResearchWorks supplies an institutional home for both papers and research data.", "clearestOpportunity": "Create one researcher-facing hub joining evidence synthesis, manuscript preparation, data, publishing, and consultations." }, "score": 77, "band": "Strong" }, { "unitId": "240444", "slug": "university-of-wisconsin-madison", "name": "University of Wisconsin-Madison", "city": "Madison", "state": "WI", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-wisconsin-madison/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "university-of-wisconsin-madison", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team — first evidence pass", "dimensions": [ { "id": "findability", "score": 13, "note": "Research and data support are visible across general and health-sciences libraries, though the full journey is distributed." }, { "id": "evidence", "score": 14, "note": "Literature searching, systematic-review, and research-impact support provide strong evidence depth in specialist units." }, { "id": "manuscript", "score": 14, "note": "Publishing and research support aid authors, with submission guidance varying by discipline." }, { "id": "publishing", "score": 16, "note": "Open access, scholarly communication, author agreements, and publishing support are established." }, { "id": "integrity", "score": 19, "note": "Data planning, dataset review, metadata, repositories, ethics, licensing, and publisher compliance are detailed services." }, { "id": "access", "score": 9, "note": "Consultations, plan feedback, and specialist contacts make advanced help actionable." } ], "evidence": [ { "title": "UW–Madison Ebling Library data services", "url": "https://ebling.library.wisc.edu/services/data-services/", "supports": [ "findability", "evidence", "integrity", "access" ], "observation": "The service offers data-management planning, dataset review, metadata, repository selection, and funder or publisher compliance guidance." }, { "title": "UW–Madison Libraries scholarly communication", "url": "https://www.library.wisc.edu/research-support/scholarly-communication/", "supports": [ "manuscript", "publishing", "integrity" ], "observation": "The Libraries support open access, author rights, copyright, publishing choices, and scholarly communication." } ], "summary": "Wisconsin combines deep health-sciences evidence and data services with established open-scholarship support.", "strongestSignal": "Dataset review and curation support go beyond planning to improve data intended for reuse and discovery.", "clearestOpportunity": "Unify general and specialist services around one manuscript-to-publication journey." }, "score": 85, "band": "Exemplary" }, { "unitId": "240453", "slug": "university-of-wisconsin-milwaukee", "name": "University of Wisconsin-Milwaukee", "city": "Milwaukee", "state": "WI", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-wisconsin-milwaukee/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "240727", "slug": "university-of-wyoming", "name": "University of Wyoming", "city": "Laramie", "state": "WY", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/university-of-wyoming/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "230728", "slug": "utah-state-university", "name": "Utah State University", "city": "Logan", "state": "UT", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/utah-state-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "221999", "slug": "vanderbilt-university", "name": "Vanderbilt University", "city": "Nashville", "state": "TN", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/vanderbilt-university/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "vanderbilt-university", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team — first evidence pass", "dimensions": [ { "id": "findability", "score": 13, "note": "A research-support page routes scholars to subject expertise, data, digital labs, AI, and consultations." }, { "id": "evidence", "score": 12, "note": "Subject specialists, guides, citation management, and research consultations support evidence discovery." }, { "id": "manuscript", "score": 14, "note": "Overleaf, research workflows, and scholarly communication assist writing and production, with limited central submission guidance." }, { "id": "publishing", "score": 17, "note": "Open-access agreements, author rights, repositories, and scholarly communication are visible across library services." }, { "id": "integrity", "score": 16, "note": "Data expertise, curation, responsible AI, and research workflow support are represented, though lifecycle guidance is distributed." }, { "id": "access", "score": 9, "note": "A direct research-support form and training routes make expert help accessible." } ], "evidence": [ { "title": "Vanderbilt Libraries research support", "url": "https://www.library.vanderbilt.edu/research-support/", "supports": [ "findability", "evidence", "manuscript", "integrity", "access" ], "observation": "The official hub links subject expertise, research guides, data and digital labs, responsible AI, and a direct support form." }, { "title": "Vanderbilt faculty research support", "url": "https://www.library.vanderbilt.edu/management/faculty-staff-services/", "supports": [ "manuscript", "publishing", "integrity" ], "observation": "The library describes research consultation, author rights, open access, data curation, and specialist support." } ], "summary": "Vanderbilt offers an accessible human-support model backed by tools for writing, data, digital research, and open publishing.", "strongestSignal": "The research-support form provides one direct route to librarian expertise across research and data needs.", "clearestOpportunity": "Turn the distributed services into a visible author workflow from evidence search through journal submission." }, "score": 81, "band": "Strong" }, { "unitId": "234030", "slug": "virginia-commonwealth-university", "name": "Virginia Commonwealth University", "city": "Richmond", "state": "VA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/virginia-commonwealth-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "233921", "slug": "virginia-polytechnic-institute-and-state-university", "name": "Virginia Polytechnic Institute and State University", "city": "Blacksburg", "state": "VA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/virginia-polytechnic-institute-and-state-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "236939", "slug": "washington-state-university", "name": "Washington State University", "city": "Pullman", "state": "WA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/washington-state-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "179867", "slug": "washington-university-in-st-louis", "name": "Washington University in St Louis", "city": "Saint Louis", "state": "MO", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/washington-university-in-st-louis/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "172644", "slug": "wayne-state-university", "name": "Wayne State University", "city": "Detroit", "state": "MI", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/wayne-state-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "190424", "slug": "weill-medical-college-of-cornell-university", "name": "Weill Medical College of Cornell University", "city": "New York", "state": "NY", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/weill-medical-college-of-cornell-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "238032", "slug": "west-virginia-university", "name": "West Virginia University", "city": "Morgantown", "state": "WV", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/west-virginia-university/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "231624", "slug": "william-mary", "name": "William & Mary", "city": "Williamsburg", "state": "VA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/william-mary/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "168421", "slug": "worcester-polytechnic-institute", "name": "Worcester Polytechnic Institute", "city": "Worcester", "state": "MA", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/worcester-polytechnic-institute/", "auditStatus": "awaiting_review", "score": null, "band": null }, { "unitId": "130794", "slug": "yale-university", "name": "Yale University", "city": "New Haven", "state": "CT", "carnegieUrl": "https://carnegieclassifications.acenet.edu/institution/yale-university/", "auditStatus": "calibration_reviewed", "audit": { "institutionSlug": "yale-university", "reviewedAt": "2026-08-28", "reviewer": "Manusights research team", "dimensions": [ { "id": "findability", "score": 15, "note": "One central page organizes human help, research tools, data services, publishing resources, workshops, and subject expertise." }, { "id": "evidence", "score": 15, "note": "Search help, subject specialists, research guides, citation tools, datasets, and quantitative and mixed-methods consultations are directly visible." }, { "id": "manuscript", "score": 16, "note": "Citation support, scholarly publishing infrastructure, author rights, and explicit journal-selection guidance address major preparation decisions." }, { "id": "publishing", "score": 17, "note": "Copyright, author rights, open-access options, a publishing platform, and journal-selection guidance are connected from the main hub." }, { "id": "integrity", "score": 18, "note": "Data planning, code documentation, visualization, Dataverse preservation, statistics support, and responsible AI guidance cover a broad integrity pathway." }, { "id": "access", "score": 9, "note": "Consultation requests, named specialist routes, workshops, and public guides make the support easy to act on." } ], "evidence": [ { "title": "Yale Library research support", "url": "https://www.library.yale.edu/help-and-research-support", "supports": [ "findability", "evidence", "manuscript", "publishing", "integrity", "access" ], "observation": "The official hub links research consultations, subject experts, data and statistical support, workshops, AI guidance, citation tools, copyright, author rights, open access, and journal selection." } ], "summary": "Yale offers one of the clearest public maps of the entire research lifecycle, connecting evidence discovery, methods and data support, responsible AI, and practical publishing decisions.", "strongestSignal": "A single support page combines journal selection with data, statistics, AI, copyright, and open-access guidance.", "clearestOpportunity": "Add more manuscript-stage templates and reporting-guideline support to the central publishing pathway." }, "score": 90, "band": "Exemplary" } ] }