3 July 2026 · MCP Service
Data Papers Explained: Making Datasets Citable
A data paper is a peer-reviewed publication that makes a dataset citable and FAIR — not just a data availability statement.
Editorial · Practical
Guides & Explainers
Hands-on guidance for research administrators, authors, and institutional teams — compliance walkthroughs, funder templates, certification pathways, and plain-language explainers of the standards vocabulary.
357 articles
- 3 July 2026 · MCP Service
Research Data Manager Job Description, Skills and Career Path
What a research data manager does, how it differs from data stewards and research administrators, and the career path into the role.
- 3 July 2026 · MCP Service
ADR UK Explained: Administrative Data Access for Social Scientists
ADR UK gives accredited researchers secure, de-identified access to linked UK government data via Trusted Research Environments.
- 3 July 2026 · MCP Service
UK Data Service vs ICPSR: Choosing an Archive
UK Data Service vs ICPSR: deposit routes, access tiers and citation rules compared for social science researchers.
- 3 July 2026 · MCP Service
CC0 for Data: CC-BY and Custom Licence Guide
A practical guide to choosing CC0, CC-BY, or custom terms for FAIR-compliant dataset licensing, with a decision framework for repositories.
- 3 July 2026 · MCP Service
Genomic Data Repository Guide: ENA vs GEO vs SRA
ENA, GEO or SRA? Compare deposit rules, metadata standards and funder mandates before you submit.
- 3 July 2026 · MCP Service
EU-US Data Privacy Framework for Research Data
How the EU-US Data Privacy Framework, UK Extension and SCCs govern lawful research data transfers to US collaborators post-Brexit.
- 3 July 2026 · MCP Service
Research Data Management Policy: Not Just a DMP
How an institutional research data management policy differs from a per-grant DMP, with a ready template structure.
- 3 July 2026 · MCP Service
DMPonline vs DMPTool vs Argos: DMP Tool Guide
Compare DMPonline, DMPTool and Argos on funder templates, branding and API export before picking a DMP tool.
- 3 July 2026 · MCP Service
Research Data Steward Job Description and Skills
How the research data steward role differs from data owner and custodian, and where it fits in an institutional RDM team.
- 3 July 2026 · MCP Service
NERC Large Grants vs Standard Grant Eligibility
How NERC’s two-stage Large Grant scheme differs from UKRI’s council-specific Standard Grant routes in eligibility, review and funding.
- 3 July 2026 · MCP Service
BA/Leverhulme Small Research Grants: Field Guide
A practical field guide to BA/Leverhulme Small Research Grants: eligibility, budget rules, fEC status and reporting.
- 3 July 2026 · MCP Service
EPSRC Grants on the Web: Practical Search Guide
EPSRC’s grant records now sit inside UKRI’s Gateway to Research — here is how to search it like an administrator.
- 3 July 2026 · MCP Service
UK Research and Innovation (UKRI) Funding Service: A New Applicant’s Walkthrough
A step-by-step UKRI Funding Service walkthrough: account setup, application steps and research-office submission.
- 3 July 2026 · MCP Service
UKRI Standard Grant Compared: 4 Core Grant Types
Compare UKRI’s Standard, Frontier Research, Programme and Block grants by team size, duration and reporting burden.
- 3 July 2026 · MCP Service
UKRI Open Access Block Grant: How It Works
How UKRI’s OA block grant is allocated, what it funds, and institutions’ Final Expenditure Statement duties.
- 3 July 2026 · MCP Service
UKRI Training Grant Terms and Conditions Guide
How UKRI training grant terms and conditions diverge from standard grant T&Cs on transfer, extension and cohort reporting rules.
- 3 July 2026 · MCP Service
UKRI FEC Grant Guidance: The 80% Recovery Rule
UKRI FEC grant guidance explained: how the 80% cost-recovery rule and TRAC set what institutions can claim.
- 3 July 2026 · MCP Service
Research Governance Framework for Health and Social Care: What It Requires
The Research Governance Framework for health and social care was withdrawn in 2017 — here’s what replaced it and what sponsors must do now.
- 3 July 2026 · MCP Service
Research Governance Officer: Role and Remit
What a research governance officer does, how it differs from research integrity, and where it reports.
- 3 July 2026 · MCP Service
What Is Research Governance? Beyond NHS Ethics
Research governance is broader than NHS ethics review; explore the sponsorship, data, finance and integrity framework.
- 3 July 2026 · MCP Service
NIH R21 Eligibility vs R01: What ESIs Need to Know
NIH R21 vs R01 eligibility compared: budgets, ESI paylines, and institutional sign-off for first-time PIs.
- 3 July 2026 · MCP Service
NIH Activity Codes Explained: A Grants Administrator’s Field Guide
A field guide to NIH’s R, U, K, F and P activity codes: what each series means and how to read a full grant number.
- 3 July 2026 · MCP Service
NIH Matchmaker: Find Peers and Study Sections
NIH Matchmaker matches your abstract to funded peers, activity codes, and likely study sections.
- 3 July 2026 · MCP Service
U01 vs R01 Grant: NIH Governance Difference
U01 cooperative agreements bring NIH programme staff into the research; R01 leaves the investigator in full control.
- 3 July 2026 · MCP Service
NIH Grants Policy Statement: What It Requires of Institutions
The NIH Grants Policy Statement sets the compliance terms behind every NIH award, from cost rules to effort reporting.
- 3 July 2026 · MCP Service
eRA Commons Guide: Roles, JIT, RPPR & Closeout
A practical walkthrough of eRA Commons: registration roles, JIT, RPPR and closeout for NIH award administrators.
- 3 July 2026 · MCP Service
Research Misconduct Federal Funding: Grant Risk
What happens to a federal grant during a research misconduct investigation: suspension, cost recovery and funder notice rules.
- 3 July 2026 · MCP Service
GMC Research Misconduct: Process Explained
How the GMC investigates research misconduct: fitness-to-practise stages, sanctions, and how it differs from NHS and university routes.
- 3 July 2026 · MCP Service
NHMRC Research Misconduct: The Australian Code
NHMRC does not investigate misconduct itself. See how the Australian Code defines breaches and who does.
- 3 July 2026 · MCP Service
Research Misconduct Allegation Phases (3 Stages)
The three formal phases of a research misconduct allegation: inquiry, investigation and adjudication, explained.
- 3 July 2026 · MCP Service
ORI Research Misconduct Case Summaries Database: What It Publishes and Removes
ORI publishes named misconduct findings and penalties online — then removes them once sanctions expire.
- 3 July 2026 · MCP Service
Research Integrity Jobs: Roles, Salaries and How to Start
Research integrity officer roles, UK salary bands (£31k-£80k+) and how to get into research integrity careers.
- 3 July 2026 · MCP Service
Research Misconduct Lawyer: Do You Need One?
A practical guide to when accused researchers need legal counsel, the investigation phases, and respondent due-process rights.
- 3 July 2026 · MCP Service
Retraction Statement: 5 Elements COPE Requires
COPE and NISO define five required elements for a compliant retraction statement, from reason codes to author sign-off.
- 3 July 2026 · MCP Service
Retraction Watch Database: Hiring Due Diligence
How research offices, tenure committees and funders can screen candidates with the Retraction Watch Database and ORI case summaries.
- 3 July 2026 · MCP Service
Diamond Open Access Journals List: Vetting Guide
No APC does not mean no risk. Verify DOAJ status, editorial board and COPE/OASPA ties before you submit.
- 3 July 2026 · MCP Service
Diamond Open Access vs Gold Open Access in 2026
cOAlition S’s 2026 strategy favours diamond OA over gold. Here is the author decision guide.
- 3 July 2026 · MCP Service
Open Policy Finder: The Sherpa Romeo Successor
Open Policy Finder replaced Sherpa Romeo as Jisc’s tool for checking publisher self-archiving and Plan S compliance.
- 3 July 2026 · MCP Service
REF 2029 Open Access Policy vs Plan S Rules
REF 2029 open access policy vs Plan S: embargo limits, licence tiers, exceptions and the 2029 convergence date compared.
- 3 July 2026 · MCP Service
Rights Retention Strategy: Authors Keep Rights
How the Rights Retention Strategy lets authors licence their manuscript CC BY and keep reuse rights under Plan S and UKRI mandates.
- 3 July 2026 · MCP Service
Read and Publish Agreements: UK Compliance Guide
Read and publish vs transformative agreements explained, with a UK librarian compliance checklist.
- 3 July 2026 · MCP Service
AI Governance Framework for Research Offices: NIST, ISO 42001 and In-House Approaches Compared
No house style for an AI governance framework? Compare NIST, ISO 42001 and McKinsey models, then adapt this research-office template.
- 3 July 2026 · MCP Service
AI Act Annex III Education Systems Explained
Annex III makes exam-scoring, admissions and proctoring AI high-risk under the EU AI Act — here is what follows.
- 3 July 2026 · MCP Service
General-Purpose AI Model Rules for Universities
A general-purpose AI model under the AI Act triggers Article 53 duties that differ sharply from a narrow research tool.
- 3 July 2026 · MCP Service
Research Contract Template UK: 4 Types Compared
Compare UK research contract templates — MTA, mCTA, MNCA and collaboration agreement — to pick the right one for your project type.
- 3 July 2026 · MCP Service
Sponsored Programs Office: Pre vs Post-Award Roles
What a sponsored programs office does, pre-award vs post-award roles, staffing models, and US vs UK equivalents.
- 3 July 2026 · MCP Service
Grant Closeout Report: A Step-by-Step Checklist for Research Offices
A checklist for financial reconciliation, final reports, and equipment disposition at grant closeout, plus the pitfalls that trigger audit findings.
- 3 July 2026 · MCP Service
Grant Budget Justification: Surviving Scrutiny
Why funders reject budget justifications, and how to structure one that survives NIH, NSF, UKRI or Horizon Europe review.
- 3 July 2026 · MCP Service
No-Cost Extension Grant: Funder Rules Guide
A no-cost extension lets researchers finish the work without new funds. Learn funder rules, deadlines and how to document justification.
- 3 July 2026 · MCP Service
Data Transfer Agreement vs MTA and CTA Explained
A data transfer agreement governs clinical trial data movement, distinct from the MTA (materials) and CTA (trial conduct).
- 3 July 2026 · MCP Service
IRAS PIC Agreement vs CTA: When You Need One
An IRAS PIC agreement covers recruitment-only sites, not full trial delivery. Here’s when you need one instead of a CTA.
- 3 July 2026 · MCP Service
MNCA Template: 2026 UK Non-Commercial Agreement
What the MNCA template covers, how it differs from the mCTA, and when NHS research sites must use the April 2026 version unmodified.
- 3 July 2026 · MCP Service
Model Clinical Trial Agreement UK Guide (2026)
How the UK ABPI/HRA model clinical trial agreement (mCTA) works, when a bespoke contract applies, and how IRAS routes studies.
- 3 July 2026 · MCP Service
Clinical Trial Agreements Explained: Structure, Parties and Sign-Off
What a clinical trial agreement covers, who signs it, and how indemnity, IP and publication clauses get negotiated.
- 3 July 2026 · MCP Service
When Is a Material Transfer Agreement Required? A Decision Framework
Use this decision framework to work out whether a transfer needs a full MTA, a simple loan letter, or no agreement at all.
- 3 July 2026 · MCP Service
Material Transfer Agreement: A UK & US Guide for Research Administrators
What a material transfer agreement covers, when it’s required, and how UK vs US institutional practice differs.
- 3 July 2026 · MCP Service
How to Delete an ORCID Account: What Happens to Your Research Record
ORCID has no delete button, only deactivation. See what data is removed vs retained, and when visibility settings work better.
- 3 July 2026 · MCP Service
Update a bioRxiv Manuscript via the Author Area
How bioRxiv’s Author Area handles manuscript revisions, DOI continuity and version history before journal publication.
- 3 July 2026 · MCP Service
bioRxiv Review Process: Screening Explained
What bioRxiv’s screening checks for, and what to do if your preprint is held, escalated, or declined.
- 3 July 2026 · MCP Service
CRediT Taxonomy Generator Tools: A Vetting Guide
Auto-generated CRediT statements can misstate role scope — here’s how to vet generator tools before recommending them.
- 3 July 2026 · MCP Service
UK Research Council PhD Funding Governance Guide
A governance primer on UK Research Council PhD funding: how DTP and CDT co-investment and reporting duties differ.
- 3 July 2026 · MCP Service
UKRI Funding Eligibility Rules: Who Can Apply and What Counts as an Eligible Cost
A compliance breakdown of UKRI funding eligibility: who can apply, what costs qualify, and how rules differ by council.
- 3 July 2026 · MCP Service
Editorial Expression of Concern vs Retraction
An expression of concern flags research under review — a distinct, less final step than retraction.
- 3 July 2026 · MCP Service
Springer Open Access Agreement vs ACS and IEEE for Plan S Compliance
A side-by-side comparison of Springer, ACS and IEEE open access agreements, mapped against Plan S compliance routes for research-office staff.
- 3 July 2026 · MCP Service
Retraction Watch Hijacked Journal Checker Guide
How to use Retraction Watch’s hijacked journal checker with Think.Check.Submit and DOAJ to vet journals.
- 3 July 2026 · MCP Service
AI Labeling Act: Article 50 for Research Tools
Article 50 of the EU AI Act sets labelling duties for chatbots and synthetic content — here is what university research tools must disclose.
- 3 July 2026 · MCP Service
NHS Research Ethics Committee: REC Review Guide
Practical IRAS/HRA walkthrough for research admins: proportionate vs full NHS REC review, committee makeup and realistic approval timelines.
- 3 July 2026 · MCP Service
New Investigator Award: 5 UKRI Councils Compared
A funder-by-funder comparison of UKRI new investigator routes: MRC, BBSRC, EPSRC, ESRC and NERC eligibility, value and host rules.
- 3 July 2026 · MCP Service
What Is Research Integrity? Principles, Not Misconduct
Research integrity means proactive honesty and rigour, not the reactive violations of research misconduct. Here’s the difference.
- 3 July 2026 · MCP Service
What Is a Data Management Plan? UKRI, NIH and EU Essentials
A data management plan sets out how research data is collected, stored, shared, and preserved.
- 3 July 2026 · MCP Service
What Is Horizon Europe? An RA’s Guide to FP9
A plain-English guide to Horizon Europe: what it is, its three pillars, UK eligibility, and open-science rules.
- 3 July 2026 · MCP Service
What Is a NICRA? Indirect Cost Rate Explained
A NICRA fixes the indirect cost rate for US federal grants, negotiated with a cognizant agency.
- 3 July 2026 · MCP Service
Central IRB vs Local IRB: A US Research Guide
Central IRB vs local IRB review compared: NIH’s single-IRB mandate, reliance agreements, and turnaround trade-offs explained.
- 3 July 2026 · MCP Service
Grant Funding Agreement: A Research Administrator’s Guide
What a grant funding agreement covers, how it differs from a contract, and what to check in UK/EU model agreements before signing.
- 3 July 2026 · MCP Service
ESRC Postdoctoral Fellowship 2026: Eligibility, Host Institution Duties and How to Apply
ESRC Postdoctoral Fellowship 2026: eligibility windows, DTP host duties, deadlines and how it fits ESRC’s grants.
- 3 July 2026 · MCP Service
ERC Starting Grant Deadline: 4 Schemes Compared
How ERC Starting, Consolidator, Advanced and Synergy grants differ on eligibility, panels and deadlines.
- 3 July 2026 · MCP Service
Research Administrator Job Description Guide: Roles, Duties and Career Pathways
What a research administrator actually does: pre- and post-award duties, entry routes, courses and career pathways explained.
- 3 July 2026 · MCP Service
Grant Management Software Standards Checklist
A due-diligence checklist for research offices: test grant management software for ORCID, ROR, RAiD and CERIF fit.
- 3 July 2026 · MCP Service
How to Choose a Preprint Server: A Framework
A five-criteria framework for comparing preprint servers: screening, licensing, DOIs, indexing, and journal-submission integration.
- 3 July 2026 · MCP Service
What Is Flexi-Grant? A Guide for UK Research Funders
Flexi-Grant is the shared SaaS portal behind British Academy, Royal Society and CRUK funding — here’s what research administrators need to know.
- 3 July 2026 · MCP Service
Quantitative Indicators in Research Assessment: A Hiring and Promotion Panel Guide
How DORA, CoARA and the Forum for Responsible Research Metrics translate into hiring and promotion panel criteria.
- 3 July 2026 · MCP Service
DORA Signatories: A Checklist for Institutions
What institutions actually commit to when signing DORA — and how it differs from CoARA’s reform requirements.
- 3 July 2026 · MCP Service
Forum for Responsible Research Metrics Explained
The UK’s national body for responsible metrics use, its DORA/REF remit, and what it means for research office policy.
- 3 July 2026 · MCP Service
What Is CoARA? Research Assessment Reform Guide
CoARA is the EU-launched coalition reforming research assessment beyond journal metrics.
- 3 July 2026 · MCP Service
Horizon Europe Open Access Policy: Gold vs Green
Gold or green open access under Horizon Europe: how each route affects APC reimbursement and embargo compliance.
- 3 July 2026 · MCP Service
Horizon Europe Funded Projects: A CORDIS Guide
How research offices and journalists find and verify Horizon Europe funded projects using CORDIS and EU open data.
- 3 July 2026 · MCP Service
Horizon Europe Calls 2026: Deadlines & OA Rules
A pre-award guide to tracking 2026 Horizon Europe calls and verifying each call’s open access and data-sharing obligations.
- 3 July 2026 · MCP Service
CoARA Signatories: What Institutions Commit To
The ten commitments, reporting duties, and realistic timeline institutions should know before signing the CoARA agreement.
- 3 July 2026 · MCP Service
What Is CoARA? The Coalition Reshaping Research Assessment
CoARA is the coalition reforming how research is assessed. Here is its origin, principles, and what signing means for hiring committees.
- 3 July 2026 · MCP Service
Horizon Europe Data Management Plan Template: A Field-by-Field Guide
A field-by-field walkthrough of the Horizon Europe DMP template for pre-award staff completing it for the first time.
- 3 July 2026 · MCP Service
Open Research Europe Impact Factor & Indexing
ORE has no Clarivate Impact Factor by design. Here’s what its Scopus indexing and SJR data actually mean.
- 3 July 2026 · MCP Service
Open Research Europe: 2026 Grantee Guide
Open Research Europe is the EU’s fee-free OA platform for Horizon grantees, meeting the open access mandate.
- 3 July 2026 · MCP Service
Widening Participation in Horizon Europe: A Practical Guide for New Institutions
Widening Participation lets under-represented states join Horizon Europe, and the same open access rules apply from day one.
- 3 July 2026 · MCP Service
Horizon Europe Work Programme 2026-2027 Guide: Open Access and FAIR Data Changes
What the Horizon Europe Work Programme 2026-2027 changes — and doesn’t — for open access, FAIR data and DMP clauses.
- 3 July 2026 · MCP Service
UKRI New Investigator Award: First-Time PI Guide
A guide to UKRI’s New Investigator Award: eligibility, funding limits, and how it complements postdoctoral fellowships.
- 3 July 2026 · MCP Service
UKRI Research Councils Explained: Who Funds What
A reference explainer mapping UKRI’s nine councils — seven research councils plus Research England and Innovate UK — to their remits.
- 3 July 2026 · MCP Service
UKRI Proof of Concept Funding: Routes Explained
How UKRI Proof of Concept funding routes work, connect to Innovate UK, and what research offices should check first.
- 3 July 2026 · MCP Service
UKRI Policy Internships vs Fellowships Compared
UKRI policy internships (3 months, PhD students) vs policy fellowships (18 months, postdocs) — compared.
- 3 July 2026 · MCP Service
UKRI Funding Finder: Building a Grant Pipeline
A practical guide to building a UKRI grant pipeline from Funding Finder, the future-opportunities timeline and the Funding Service.
- 3 July 2026 · MCP Service
UKRI Gateway to Research: A Reporting Guide
A practical guide to using UKRI’s Gateway to Research for tracking funded projects, peer benchmarking and institutional reporting.
- 3 July 2026 · MCP Service
UKRI Stipend 2026/27: Research Budget Guide for Institutions
UKRI’s confirmed 2026/27 PhD stipend is £21,805, up 4.9% from 2025/26 — here’s what research offices must budget for.
- 3 July 2026 · MCP Service
REF Impact Case Study Template for REF 2029
Map REF2021 impact case study evidence onto the REF 2029 template using the new Continued ICS route and 2025 weighting changes.
- 3 July 2026 · MCP Service
REF 2029 Units of Assessment: What’s Changing From REF 2021
REF 2029 keeps all 34 units of assessment from REF 2021 — but scoring weights and criteria are changing.
- 3 July 2026 · MCP Service
REF 2029 Census Date: No Single Date, New Rules
REF 2029 drops the single census date for a two-year FTE average. Key dates and eligibility rules for research offices.
- 3 July 2026 · MCP Service
REF 2029 Impact Case Studies: What’s Changing From REF 2021
REF 2029 impact case studies cut the word limit to 2,200, drop the 2* threshold, and ease minimum submission counts.
- 3 July 2026 · MCP Service
Adding an ORCID iD to a Manuscript, CV or Grant
How to display your ORCID iD correctly on a manuscript byline, CV and grant biosketch, using the official ORCID icon and URL format.
- 3 July 2026 · MCP Service
ORCID iD Search Returns No Results: 5 Fixes
Why an ORCID iD search returns no results — privacy settings, name variants, unclaimed records — and how to fix each.
- 3 July 2026 · MCP Service
How to Get an ORCID iD: PhD and Postdoc Guide
Register your ORCID iD before your first paper: the 5-step signup plus what PhD students should add first.
- 3 July 2026 · MCP Service
ORCID Information at Elsevier Submission: How Publishers Verify Authors
How Elsevier, Wiley and Taylor & Francis authenticate ORCID iDs at submission, and what editorial offices must check.
- 3 July 2026 · MCP Service
Link ORCID to Google Scholar, Scopus and Web of Science
Step-by-step guide to linking ORCID iD to Google Scholar, Scopus and Web of Science, and fixing mismatched lists.
- 3 July 2026 · MCP Service
ORCID Account Visibility Settings: Public, Limited and Private Data Explained
A practical walkthrough of ORCID visibility settings and how each tier affects auto-updates and funder reporting compliance.
- 3 July 2026 · MCP Service
ORCID Authentication Explained: How Trust Markers Verify Publication Records
ORCID authentication lets publishers push verified publication records to researcher accounts automatically via Crossref and DataCite.
- 3 July 2026 · MCP Service
medRxiv Submission for Clinical Research: What’s Different
medRxiv submission for clinical research requires IRB approval, trial registration and a disclaimer distinct from bioRxiv.
- 3 July 2026 · MCP Service
How to Cite bioRxiv: APA, Vancouver, EndNote
Citing bioRxiv? Get the exact APA and Vancouver formats, DOI/version rules, and EndNote/Zotero setup.
- 3 July 2026 · MCP Service
bioRxiv Preprint DOI: How Versions Are Cited
How bioRxiv and medRxiv DOIs work across preprint versions — and how to correctly cite v1 vs v3 in your reference list.
- 3 July 2026 · MCP Service
bioRxiv API: A Developer’s Guide to Metadata
A developer’s guide to pulling DOIs, versions, and subject categories from the bioRxiv and medRxiv APIs.
- 3 July 2026 · MCP Service
BioRxiv Submission Guidelines: A 5-Step Process for First-Time Authors
A first-time-author walkthrough of bioRxiv submission: format, template, author area setup and screening.
- 3 July 2026 · MCP Service
Does bioRxiv Count as a Publication? A Guide for Tenure and Promotion Committees
bioRxiv preprints are citable via DOI but not peer-reviewed — here’s how tenure committees should evaluate them.
- 3 July 2026 · MCP Service
Is bioRxiv Peer-Reviewed? What Screening Checks
bioRxiv preprints undergo basic screening, not peer review. Here is what the checks cover, and what they do not.
- 3 July 2026 · MCP Service
Author Contributions at Nature: Beyond CRediT
Why Nature’s flagship journal still uses a free-text author contributions paragraph, not CRediT dropdowns, and how to translate between the two.
- 3 July 2026 · MCP Service
Author Contribution Statement Template Guide
Compare the CRediT grid, free-text and footnote formats journals use, then build one master contribution statement template.
- 3 July 2026 · MCP Service
CRediT Taxonomy Investigation: Not Misconduct
CRediT’s Investigation role means data/evidence collection, not a misconduct inquiry. See how the terms differ.
- 3 July 2026 · MCP Service
Authorship and Contributorship: A Policy Guide
Authorship and contributorship are distinct concepts under ICMJE and COPE guidance for editors drafting policy language.
- 3 July 2026 · MCP Service
MDPI Author Contributions: Compliance Guide
MDPI mandates a CRediT-based author contributions statement for every submission; here is the exact format required.
- 3 July 2026 · MCP Service
Statement of Equal Author Contribution Template
A copy-paste template, CRediT role table, and discipline rules for a defensible statement of equal author contribution.
- 3 July 2026 · MCP Service
Contributorship Statement: What BMJ, ICMJE and CRediT Require
Compares BMJ’s contributorship model, ICMJE authorship criteria and CRediT statements, with a reconciliation table for editorial staff.
- 3 July 2026 · MCP Service
Data Management Plan Templates by Discipline
Data management plan templates differ by discipline. Compare physical, life and social science DMP checklists.
- 3 July 2026 · MCP Service
NSF Data Management Plan: A Directorate Guide
NSF data management plan rules now differ by directorate. Compare BIO, ENG, GEO, MPS, OPP and SBE requirements in one guide.
- 3 July 2026 · MCP Service
MRC Data Management Plan vs Wellcome Rules for Bioscience Grantees
How MRC’s data management plan compares with Wellcome’s outputs management plan for bioscience grantees.
- 3 July 2026 · MCP Service
Research Data Repository: Generalist vs Subject
Generalist or discipline-specific repository? A decision framework covering discovery, funder rules and long-term curation.
- 3 July 2026 · MCP Service
FAIR Principles Data Maturity: Score Against RDA
A practical walkthrough for scoring institutional datasets against the RDA FAIR Data Maturity Model’s 41 indicators.
- 3 July 2026 · MCP Service
Data Sharing Agreement Template UK: Research Collaboration Guide
UK GDPR requires a data sharing agreement for joint-controller research collaborations. See when one applies and what to include.
- 3 July 2026 · MCP Service
Data Sharing Policy: A Research Office Template
A practical template for institutional data sharing policies, covering FAIR mandates, core sections, and roles for research offices.
- 3 July 2026 · MCP Service
Data Management Plans for Qualitative Research: FAIR Meets Consent and Anonymisation
How qualitative research DMPs meet FAIR data mandates while protecting consent, anonymisation and GDPR duties.
- 3 July 2026 · MCP Service
DCC Data Management Plan Tool vs US Options
DMPonline vs US DMP tools: how UK funder template coverage, institutional branding and export formats compare for research administrators.
- 3 July 2026 · MCP Service
Horizon Europe Data Management Plan: Field Guide
A field-by-field breakdown of the Horizon Europe DMP template and how each section maps to FAIR data obligations.
- 3 July 2026 · MCP Service
UKRI Data Management Plan Template Guide for Multi-Council Grants
A field-by-field guide to completing UKRI’s data management plan template consistently across MRC, BBSRC, NERC and EPSRC grants.
- 3 July 2026 · MCP Service
Data Availability Statement Not Applicable Rules
When does “not applicable” satisfy a data availability statement, and when does it draw an editorial query?
- 3 July 2026 · MCP Service
Data Availability Statement: 5 Publisher Templates
Compliant DAS templates for Nature, Elsevier, Wiley, Springer and MDPI, plus what makes one non-compliant.
- 3 July 2026 · MCP Service
Wellcome Trust Grants vs CRUK: Compliance Guide
Wellcome Trust and CRUK grant rules diverge on open access funding, data sharing and reporting. Compare both funders’ requirements.
- 3 July 2026 · MCP Service
Innovate UK Smart Grants: Spinout Eligibility
How university spinouts meet Innovate UK Smart Grants eligibility, IP and consortium governance rules, plus 2026 funding status.
- 3 July 2026 · MCP Service
Small Research Grants vs Large: Funding Tiers
How NERC, EPSRC and BA/Leverhulme size small versus large research grants — limits, review stages and reporting compared.
- 3 July 2026 · MCP Service
UKRI Funded Projects Database: A Grant Office Guide
How grant offices mine UKRI’s funded projects database (GtR) for benchmarking, competitor tracking and due diligence.
- 3 July 2026 · MCP Service
UKRI Funding Service: Migrating from Je-S for Grants Teams
A practical guide to the UKRI Funding Service for institutional grants teams still adjusting workflows after Je-S.
- 3 July 2026 · MCP Service
NIH SBIR Grant vs R01 Grant: Eligibility Rules Compared for Tech-Transfer Offices
How NIH SBIR/STTR small-business grants differ from R01 research grants in eligibility, governance and commercialisation rules.
- 3 July 2026 · MCP Service
F31 NIH Grant Administration: F32, K, DP2
A research-office governance guide to NIH F31, F32, K and DP2 awards: eligibility, sponsor duties, effort rules and transfers.
- 3 July 2026 · MCP Service
Is Grants.gov Legit? Checking UKRI & NIH Grants
A due-diligence checklist for research offices to verify UKRI, NIH and Grants.gov funding opportunities and spot scam red flags.
- 3 July 2026 · MCP Service
Grants.gov Explained: SF-424 Forms and AOR Roles
A structural walkthrough of Grants.gov: SF-424 form families, AOR roles and what Simpler.Grants.gov changes for administrators.
- 3 July 2026 · MCP Service
NIH Grant Deadlines 2026: A Cycle Calendar for Administrators
A working 2026 reference to NIH standard due dates, resubmission windows and cycle changes for research administrators.
- 3 July 2026 · MCP Service
NIH Grant Types: R01, R21, K and T32 Compared
A plain-English guide to NIH grant activity codes — how R01, R21, K and T32 differ in scope, funding caps, duration and eligibility.
- 3 July 2026 · MCP Service
Research Integrity Training: UKRIO vs Epigeum Compared
UKRIO, Epigeum and UCL’s bespoke modules compared — what each research integrity training programme actually covers, and how to choose.
- 3 July 2026 · MCP Service
Duplicate Publication vs. Salami Slicing: A COPE Guide for Editors
When is splitting one dataset into several papers legitimate, and when does it become duplicate publication? COPE case guidance explained.
- 3 July 2026 · MCP Service
Research Integrity Office: A Governance Model
How institutions should structure a research integrity office: reporting lines, panel composition and independence from HR.
- 3 July 2026 · MCP Service
Plagiarism Detection: iThenticate vs Turnitin
iThenticate vs Turnitin: how research integrity offices should weigh coverage, false positives and licensing.
- 3 July 2026 · MCP Service
Corrigendum vs Erratum: A Decision Framework
A COPE-aligned decision framework for choosing a corrigendum, erratum, or retraction — for editors and research offices.
- 3 July 2026 · MCP Service
Self-Plagiarism Policy: A Research Office Guide
How UK universities define and detect self-plagiarism, and where COPE journal rules diverge from institutional policy.
- 3 July 2026 · MCP Service
cOAlition S Funders: Who’s In, Who Has Left
A reference guide to which funders back cOAlition S and Plan S today, and which, like Gates Foundation, have diverged.
- 3 July 2026 · MCP Service
Plan S Green Open Access: Zero-Embargo Deposit Rules
Plan S green open access explained: the zero-embargo deposit rules, qualifying repositories, and how it differs from rights retention.
- 3 July 2026 · MCP Service
What Was a Transformative Journal? (2021-2024)
cOAlition S’s Transformative Journal model ran 2021-2024. Here is what qualified, why it was retired, and what replaced it in Plan S compliance.
- 3 July 2026 · MCP Service
Read and Publish Agreements: Meeting Plan S
How read and publish agreements let institutions meet Plan S without per-article APCs, and where they fit against APC waivers.
- 3 July 2026 · MCP Service
APC Waiver Guide: How 7 Major Publishers Compare
How APC waiver and discount schemes work across seven major publishers under Plan S equity rules.
- 3 July 2026 · MCP Service
Deemed Export Rule and AI Research Compliance
How the deemed export rule applies when foreign national researchers access AI models, weights and training infrastructure at US universities.
- 3 July 2026 · MCP Service
EU AI Act Compliance: University AI Checklist
University AI tools lose EU AI Act research-exemption status on deployment. What governance and documentation universities must put in place.
- 3 July 2026 · MCP Service
NIST AI Risk Management Framework for Research Offices
How research offices apply the NIST AI RMF’s four functions and AI 600-1’s GenAI profile to grant compliance.
- 3 July 2026 · MCP Service
ISO 42001 Certification for Research Offices
How ISO 42001 AI-management certification works, differs from ISO 27001, and relates to EU AI Act compliance.
- 3 July 2026 · MCP Service
Research England QR Funding vs Project Grants
QR funding is Research England’s REF-linked block grant. See how it differs from project grants and what changed for 2025-26.
- 3 July 2026 · MCP Service
Athena Swan Charter Explained: UK Requirements
A practical explainer of the Athena Swan charter: transformed principles, award tiers and the evidence institutions must submit.
- 3 July 2026 · MCP Service
Institutional Review Board vs REC: A US-UK Glossary for Research Offices
IRB (US) and REC (UK) both review human-subjects research under different legal frameworks and routes.
- 3 July 2026 · MCP Service
Researcher Development Concordat Action Plan
The Researcher Development Concordat is distinct from the Research Integrity Concordat, with its own action-plan reporting cycle.
- 3 July 2026 · MCP Service
REF Impact Case Study: Evidence for REF 2029
A practical guide to REF impact case study evidence: the underpinning-research link, REF 2029 thresholds and template pitfalls.
- 3 July 2026 · MCP Service
Concordat to Support Research Integrity: A Signatory Self-Assessment Guide for 2026
The Concordat’s five commitments, the annual self-assessment duty, and what the 2025 refresh changed for 2026.
- 3 July 2026 · MCP Service
Global Talent Visa UK: Endorsement Routes Guide
How UKRI, Royal Society and British Academy endorsement routes differ for the UK Global Talent visa.
- 2 July 2026 · MCP Service
Research Governance Framework Explained: What UK Institutions Must Comply With
The Research Governance Framework (2005) was replaced in 2017. Here’s what UK institutions must comply with now.
- 2 July 2026 · MCP Service
Clinical Data Management Plan vs Research Data Management Plan: What’s the Difference
A CDMP governs trial data operations; an RDMP satisfies funder compliance. Here is how the two differ.
- 2 July 2026 · MCP Service
UK Policy Framework for Health and Social Care Research: A Governance Primer
A governance primer on the HRA’s UK Policy Framework — sponsor duties, REC review, and NHS approval steps.
- 2 July 2026 · MCP Service
Research Misconduct Investigations: How ORI and UKRIO Procedures Compare
A comparative guide to how the US Office of Research Integrity and UK Research Integrity Office handle misconduct allegations tied to funded research.
- 2 July 2026 · MCP Service
UKRI Funding Pause 2026: An Administrator’s Planning Calendar
UKRI paused MRC and BBSRC calls in 2026; here’s the reopening timeline and a planning calendar for administrators.
- 2 July 2026 · MCP Service
Cooperative Agreement vs Grant: What the Law Actually Requires
Federal law splits grants, cooperative agreements and contracts on one test: substantial involvement. Here is what it means for compliance.
- 2 July 2026 · MCP Service
NIH Biosketch Rules in 2026: The SciENcv Common Form Compliance Guide
NIH biosketches must now be built in SciENcv under the Biographical Sketch Common Form. Here is what changed and how to verify compliance.
- 2 July 2026 · MCP Service
NIH RePORTER Explained: How to Search, Track, and Analyse Federal Grant Awards
A practical walkthrough of NIH RePORTER’s search, filters, and API for portfolio analysis and funding prospecting.
- 2 July 2026 · MCP Service
Whose Responsibility Is It to Identify and Report Research Misconduct? UK and US Duties Explained
Authors, supervisors and institutions each carry a distinct duty to report suspected research misconduct under UK and US frameworks.
- 2 July 2026 · MCP Service
Retraction in Academic Publishing: A Terminology Guide for Editors and Research Offices
A plain-terms guide to retraction, correction, expression of concern and redaction — and when editors should use each.
- 2 July 2026 · MCP Service
Becoming a Research Integrity Officer: Role, Remit and Career Pathway
What a research integrity officer actually does, how the role differs from research ethics posts, and realistic UK career and salary pathways.
- 2 July 2026 · MCP Service
Procedure for the Investigation of Misconduct in Research: A Step-by-Step Committee Guide
A practical, UKRIO- and ORI-aligned procedure for institutional committees: intake, inquiry, formal investigation and reporting phases explained.
- 2 July 2026 · MCP Service
Types of Research Misconduct: The FFP Framework Explained
Test excerpt.
- 2 July 2026 · MCP Service
Retraction Watch Database Free: How to Use It for Institutional Due Diligence
How to query the free Retraction Watch database for hiring, grant, and co-author checks — and where its coverage falls short.
- 2 July 2026 · MCP Service
cOAlition S EU-Funded Projects: What Horizon Europe Grantees Must Still Do
cOAlition S’s own EU-funded projects page lists infrastructure grants, not grantee rules. Here’s what still applies on top of Horizon Europe’s OA mandate.
- 2 July 2026 · MCP Service
Plan S Journal Checker Tool: A Step-by-Step Compliance Guide
Step-by-step guide to using cOAlition S’s Journal Checker Tool to verify Plan S compliance across gold, green and transformative routes.
- 2 July 2026 · MCP Service
Registry of Open Access Repository Mandates and Policies: A ROARMAP Guide for Research Administrators
ROARMAP is the searchable registry cataloguing institutional and funder open access mandates worldwide, including cOAlition S members’ policies.
- 2 July 2026 · MCP Service
Jisc Open Access Agreements: A cOAlition S Compliance Route Map
UK research offices: a route map showing how Jisc read-and-publish deals map to the three cOAlition S Plan S compliance routes.
- 2 July 2026 · MCP Service
Budapest Open Access Initiative vs Plan S: Comparing Two Open Access Blueprints
BOAI’s voluntary 2002 principles versus Plan S’s binding funder mandate — a practical comparison of open access’s two founding blueprints.
- 2 July 2026 · MCP Service
cOAlition S Leaders Group Explained: Governance, Executive Steering Group and Funders
How cOAlition S is governed: the Leaders Group, Executive Steering Group, secretariat and the funders who set Plan S policy.
- 2 July 2026 · MCP Service
What Is cOAlition S? A Guide to the Funder Coalition Behind Plan S
cOAlition S is the funder coalition behind Plan S, not the mandate itself. Here is who it is, who funds it, and why the distinction matters.
- 2 July 2026 · MCP Service
AI Grant Application Rules: A Compliance Checklist for Research Offices
A funder-by-funder compliance checklist for AI use in grant applications, covering NIH, UKRI, ERC and NHMRC, with disclosure templates.
- 2 July 2026 · MCP Service
UNESCO Recommendation on the Ethics of Artificial Intelligence: A Practical Guide for Research Offices
What the 2021 UNESCO AI ethics Recommendation commits states to, and how UK 2025 guidance applies to research offices.
- 2 July 2026 · MCP Service
AI Growth Zones Explained: What They Mean for University Research Infrastructure
AI Growth Zones bundle grid priority, energy discounts and fast-track planning for data centres. Here is what zone status means for university partners.
- 2 July 2026 · MCP Service
AI Act High-Risk Classification: Annex III for Academic AI Systems
A step-by-step Annex III walkthrough for admissions, proctoring, and biometric-profiling tools used in academic research.
- 2 July 2026 · MCP Service
AI Literacy Obligation Article 4: Staff Training Checklist
What Article 4’s AI literacy duty means for research institutions: who counts as staff, what training suffices, and how to document it.
- 2 July 2026 · MCP Service
Sponsored Research Administration: A Glossary for New Research Administrators
A plain-English glossary of core sponsored research administration terms for early-career research administrators.
- 2 July 2026 · MCP Service
Electronic Research Administration: What to Evaluate in 2026
How to evaluate ERA platforms for proposal routing, compliance, and effort reporting under 2026 Uniform Guidance.
- 2 July 2026 · MCP Service
Pre-Award vs Post-Award Research Administration: Where Compliance Risk Concentrates
A risk-heatmap guide to where audit findings cluster across pre-award and post-award research administration under 2 CFR 200.
- 2 July 2026 · MCP Service
Grant Administration vs Grant Management: A Research-Office Guide
Grant administration handles compliance; grant management spans the full funding lifecycle. Here’s how research offices split the two.
- 2 July 2026 · MCP Service
Grants Functional Standard: What UK Funders and Institutions Need to Know
GovS 015 update strengthens fraud-risk and security guidance for UK grant-funded bodies.
- 2 July 2026 · MCP Service
The De Minimis Indirect Cost Rate: When the 15% Safe Harbor Works for Your Institution
The de minimis indirect cost rate rose from 10% to 15% of MTDC in 2024 — here’s who qualifies and how it compares to a negotiated rate.
- 2 July 2026 · MCP Service
Indirect Cost Rate Negotiation: A Step-by-Step NICRA Guide
A practical, step-by-step guide to building an indirect cost rate proposal and negotiating a NICRA with a federal cognizant agency.
- 1 July 2026 · MCP Service
Writing a Data Management Plan That Satisfies NIH, NSF, and Horizon Europe
A crosswalk of NIH, NSF, Horizon Europe, and UKRI data management plan rules, with a modular template structure for multi-funder portfolios.
- 1 July 2026 · MCP Service
FAIR Data Principles in 2026: A Practical Guide for Research Administrators
A decade after Wilkinson et al.’s 2016 framework, FAIR data principles remain unevenly applied — here is a practical map from principle to institutional practice.
- 1 July 2026 · MCP Service
No-Cost Extensions, Carryover, and Prior Approval: A Glossary for NIH Grant Administrators
A working glossary of NIH Grants Policy Statement terms — no-cost extension, carryover, consortium agreements, and program income — for research administrators.
- 27 June 2026
Packaging Research Assets with RO-Crate: Lightweight Linked Data Metadata
1. Introduction to the Role of RO-Crate in Scholarly Infrastructure In the contemporary landscape of global science, open research practices, and institutional data governance, establishing robust standards is crucial. The integration of RO-Crate represents a landmark advancement in addressing long-standing hurdles in scholarly communication, administrative reporting, and metadata curation. This extensive guide provides an expert-level […]
- 27 June 2026
Implementing the DART Rubric: A Standardised Method for Evaluating Data Management Plans
1. Introduction to the Role of DART Rubric in Scholarly Infrastructure In the contemporary landscape of global science, open research practices, and institutional data governance, establishing robust standards is crucial. The integration of DART Rubric represents a landmark advancement in addressing long-standing hurdles in scholarly communication, administrative reporting, and metadata curation. This extensive guide provides […]
- 26 June 2026
Unlocking the ORCID Member API: Automating Institutional Research Reporting
1. Introduction to the Role of ORCID Member API in Scholarly Infrastructure In the contemporary landscape of global science, open research practices, and institutional data governance, establishing robust standards is crucial. The integration of ORCID Member API represents a landmark advancement in addressing long-standing hurdles in scholarly communication, administrative reporting, and metadata curation. This extensive […]
- 26 June 2026
Applying the DCC Curation Lifecycle Model: A Guide to Professional Data Stewardship
1. Introduction to the Role of DCC Curation Lifecycle Model in Scholarly Infrastructure In the contemporary landscape of global science, open research practices, and institutional data governance, establishing robust standards is crucial. The integration of DCC Curation Lifecycle Model represents a landmark advancement in addressing long-standing hurdles in scholarly communication, administrative reporting, and metadata curation. […]
- 25 June 2026
Implementing the CoARA Commitments: A Roadmap for Reforming Research Evaluation
1. Introduction to the Role of CoARA Commitments in Scholarly Infrastructure In the contemporary landscape of global science, open research practices, and institutional data governance, establishing robust standards is crucial. The integration of CoARA Commitments represents a landmark advancement in addressing long-standing hurdles in scholarly communication, administrative reporting, and metadata curation. This extensive guide provides […]
- 25 June 2026
Integrating ORCID APIs with CRIS Systems: Streamlining Institutional Reporting
Introduction The strategic advancement of Integrating ORCID APIs with CRIS Systems: Streamlining Institutional Reporting is transforming how modern academic institutions catalog, preserve, and evaluate scientific outputs. In an era dominated by rapid open-science transitions and complex funding mandates, establishing unified metadata frameworks, secure persistent identifiers, and collaborative repositories is essential for ensuring institutional transparency and […]
- 22 June 2026
DSCSA Enhanced Drug Traceability: A Process Explainer
The Drug Supply Chain Security Act’s enhanced traceability requirements move the US pharmaceutical supply chain toward serialised, electronic, interoperable tracing. With phased stabilisation deadlines after November 2024, this explainer describes serialisation, interoperability and how the unit-level tracing model works.
- 22 June 2026
NIST AI RMF & the Generative AI Profile Explained
The NIST AI Risk Management Framework is a voluntary US framework for managing AI risk; its Generative AI Profile (AI 600-1) adapts it to generative systems. A neutral explainer of how organisations use them.
- 21 June 2026
GitHub and Zenodo Integration: Minting DOIs for Research Code Releases
Introduction The strategic advancement of GitHub and Zenodo Integration: Minting DOIs for Research Code Releases is transforming how modern academic institutions catalog, preserve, and evaluate scientific outputs. In an era dominated by rapid open-science transitions and complex funding mandates, establishing unified metadata frameworks, secure persistent identifiers, and collaborative repositories is essential for ensuring institutional transparency […]
- 21 June 2026
Identifying trustworthy journals: Think. Check. Submit., DOAJ and the trouble with blacklists
Predatory publishers take fees while skipping the editorial and peer-review services that legitimate journals provide, trapping the unwary, particularly early-career and Global South researchers. This article sets out a positive way to evaluate a venue: the Think. Check. Submit. checklist, the DOAJ inclusion criteria, and COPE membership. It also examines the troubled history of Beall’s list and why curated allow-lists and education have largely displaced blacklists.
- 21 June 2026
Anonymising research data: k-anonymity, differential privacy and the re-identification risk
Sharing data about people without exposing the people themselves is one of the hardest problems in research data management. This article distinguishes anonymisation from pseudonymisation, explains the privacy models researchers actually use, k-anonymity, l-diversity and differential privacy, and introduces the practical guidance from the UK Anonymisation Network (UKAN) and the ICO’s anonymisation code. It also confronts the uncomfortable reality that re-identification is often easier than it looks.
- 20 June 2026
Reporting Molecular Methods: PCR, qPCR and the MIQE Guidelines
PCR and quantitative PCR are core molecular methods, and the MIQE guidelines define what must be reported for results to be reproducible. This guide explains PCR at a high level and the minimum information MIQE requires for transparent qPCR experiments.
- 20 June 2026
The h-index and Author-Level Metrics Explained
The h-index, proposed by Hirsch in 2005, measures a researcher’s productivity and citation impact in a single number. This explainer defines it with a worked example, sets out its limitations, and introduces complementary metrics for responsible use.
- 20 June 2026
Avoiding Accidental Plagiarism: Paraphrasing, Quoting and Citing
Paraphrasing means restating a source’s idea in your own words and structure while still citing it. This guide distinguishes quoting, paraphrasing and summarising, shows how to paraphrase properly, and flags the traps that lead to accidental plagiarism.
- 20 June 2026
Good Clinical Practice (GCP) and the ICH Guidelines
Good Clinical Practice is the international standard for designing, conducting and reporting clinical trials. This explainer covers the ICH E6 guideline, its principles and why GCP protects both participants and data.
- 20 June 2026
Self-Plagiarism, Text Recycling and Duplicate Publication
Self-plagiarism is reusing your own previously published work without disclosure. Learn how it relates to text recycling and duplicate publication, COPE guidance, acceptable reuse, and how to disclose prior work.
- 20 June 2026
Outliers in Statistics: Definition, Detection and Principled Handling
An outlier is a data point that lies an unusual distance from the bulk of a distribution. This guide defines outliers, separates measurement error from genuine extremes, and sets out detection methods and principled handling that you report rather than delete silently.
- 20 June 2026
Chicago and Vancouver Referencing Styles Explained
Chicago and Vancouver are two contrasting referencing systems: Chicago offers a notes-bibliography and an author–date variant for the humanities and sciences, while Vancouver uses numeric citations for biomedicine. This guide explains how each works, with worked examples.
- 20 June 2026
How FDA Drug Recalls Work: Classes and Process
A drug recall removes a defective or potentially unsafe product from the market. This explainer describes the FDA recall classes, how recalls are initiated and how traceability makes them possible.
- 20 June 2026
Anatomy of a Journal Article: The IMRaD Structure
Most empirical research papers follow the IMRaD structure: Introduction, Methods, Results and Discussion, framed by an abstract, references and metadata. This guide explains each section, how to read it and how to write it, plus the role of DOIs.
- 20 June 2026
Citation Styles Compared: APA, MLA, Chicago, Vancouver
Citation styles are standardised systems for formatting in-text citations and references. Compare APA 7, MLA 9, Chicago 17 and Vancouver, the disciplines that use them, and when to choose each.
- 20 June 2026
How to Write a Research Abstract
A research abstract is a short, self-contained summary of a whole study. This step-by-step guide explains structured versus unstructured abstracts, the IMRaD-aligned content to include, typical word limits, keywords and the mistakes to avoid.
- 20 June 2026
Big Data and the Vs of Data Explained for Research
Big data describes datasets so large, fast or varied that traditional tools cannot handle them. This guide explains the defining Vs, from volume and velocity to veracity and value, how distributed processing copes, and what big data means for research and FAIR data.
- 20 June 2026
Mean, Median and Mode: Measures of Central Tendency
Measures of central tendency summarise a dataset with a single typical value. This explainer defines the mean, median and mode, explains when each is appropriate, and shows how skew and outliers affect them, with a worked example.
- 20 June 2026
Preregistration and Registered Reports Explained
Preregistration commits researchers to their hypotheses and analysis plan before data collection, while Registered Reports add peer review and in-principle acceptance up front. This guide explains how both curb p-hacking and publication bias, and the role of the Center for Open Science.
- 20 June 2026
Eigenfactor and Altmetrics: Beyond the Impact Factor
Altmetrics track the online attention a paper receives, while the Eigenfactor and Article Influence score weight citations by the standing of the citing journals. This guide explains what each measures, the gap between attention and impact, and how to read them responsibly.
- 20 June 2026
Citing Secondary Sources: The ‘As Cited In’ Rule
A secondary citation is when you cite a source you have not read, encountered only through another work. The as-cited-in convention lets you do so honestly, while pointing to the original wherever possible. Worked APA, MLA, Harvard and Chicago examples follow below.
- 20 June 2026
Plagiarism Detection Software: How It Works and Its Limits
Plagiarism detection software compares a document against a large corpus and reports matching text as a similarity score. It flags overlap; it does not judge intent or prove plagiarism. This guide explains how text-matching works, its limits and responsible use.
- 20 June 2026
Correlation vs Causation in Research: Knowing the Difference
Correlation measures how two variables move together; causation means one variable produces a change in another. This guide explains Pearson’s r, why correlation does not imply causation, confounding, and the criteria used to support causal inference.
- 20 June 2026
Confidence Intervals in Research, Explained Precisely
A confidence interval is a range of plausible values for a population parameter, produced by a procedure that captures the true value in a stated proportion of repeated samples. This guide explains the correct interpretation and why intervals often beat bare p-values.
- 20 June 2026
Cloud Computing for Research Infrastructure
Cloud computing delivers on-demand, elastic, measured computing resources over a network. This explainer defines it using the NIST model, distinguishes IaaS, PaaS and SaaS, and weighs its role in reproducible research alongside cost and governance considerations.
- 20 June 2026
Quantum Computing: Principles and Research Implications
Quantum computing uses qubits, superposition and entanglement to process information in ways classical computers cannot. This explainer defines the principles, situates the NISQ era, and assesses realistic research implications without overstating present-day capabilities.
- 20 June 2026
AI Model Documentation: Datasheets and Model Cards
Model cards and datasheets for datasets are structured documentation that record what an AI model or dataset is, how it was built and where it should not be used. This article explains each, what they record, and how they support reproducibility and accountability.
- 20 June 2026
Reliability and Validity in Psychological Measurement
Reliability and validity are the foundations of sound psychological measurement. This guide defines test-retest, inter-rater and internal-consistency reliability alongside construct, content and criterion validity, and explains why a measure can be reliable yet not valid.
- 20 June 2026
Incidence vs Prevalence: Key Epidemiological Measures
Incidence counts new cases over time, while prevalence counts existing cases at a point or over a period. This guide defines each measure, shows how they are calculated, explains the relationship between them, and clarifies when to use which.
- 20 June 2026
Mass Spectrometry in Research: An Explainer
Mass spectrometry measures molecules by converting them to ions, separating those ions by mass-to-charge ratio, and detecting them. This explainer covers ionisation, separation, detection, reading a mass spectrum and common research uses in proteomics and metabolomics.
- 20 June 2026
Reporting Analytical Methods Reproducibly
Reproducible research depends on reporting analytical methods in enough detail that others can repeat them. This article sets out what to record about instruments, parameters, calibration, reference materials and validation, and how reporting guidelines and protocol repositories help.
- 19 June 2026
CRISPR-Cas9: How Gene Editing Works as a Research Tool
CRISPR-Cas9 is a programmable gene-editing tool widely used in research. This guide explains how the guide RNA and Cas9 enzyme work, its bacterial origin, and the reproducibility and governance considerations of using it as a laboratory method.
- 19 June 2026
What Is an Academic Journal? Definition and How It Works
An academic journal is a peer-reviewed periodical that publishes original scholarly research. This explainer covers peer review, the editorial board, the ISSN, volumes and issues, the version of record, and the difference between open-access and subscription models.
- 19 June 2026
How to Cite Sources: A Practitioner’s Step-by-Step Guide
Learn how to cite any source in five repeatable steps: identify the source type, capture its metadata, choose a style, build the in-text citation and reference entry, then verify accuracy. A practical, style-agnostic workflow grounded in real standards.
- 19 June 2026
Systematic Review vs Meta-Analysis: The Difference Explained
A systematic review is a structured synthesis of all eligible studies; a meta-analysis is the statistical pooling of their results. This guide explains the difference, the role of PRISMA reporting, heterogeneity and forest plots, and when pooling is appropriate.
- 19 June 2026
Science Journal vs Academic Journal Explained
A science journal is a scholarly periodical focused on the sciences, while an academic journal is the broader category spanning all disciplines. This explainer distinguishes the two, separates peer-reviewed journals from magazines, and explains what makes a journal scholarly.
- 19 June 2026
The FDA: Its Role in Drug Approval and the Research Record
The Food and Drug Administration regulates medicines, devices and food in the United States. This explainer outlines how its approval pathway works and why its evidence requirements shape the research record.
- 19 June 2026
In-Text Citations vs Reference List Explained
An in-text citation is a brief marker in the body of a text that points to a full entry in the reference list. Learn how author-date and numeric systems work and how markers map to entries.
- 19 June 2026
Evidence-Based Medicine and the Hierarchy of Evidence
Evidence-based medicine is the conscientious, explicit and judicious use of current best evidence in decisions, integrating research with clinical expertise and patient values. This article defines EBM, explains the hierarchy of evidence and shows how GRADE rates certainty.
- 19 June 2026
The Placebo and the Placebo Effect in Controlled Trials
A placebo is an inactive comparator used to isolate the true effect of a treatment. This explainer covers the placebo effect, blinding, and why placebo controls are central to rigorous trial design.
- 19 June 2026
MLA Format Essentials and the Works Cited List
MLA format uses author–page in-text citations and a Works Cited list built from a single template of core elements. This guide explains the MLA 9th edition container model, Works Cited anatomy and how MLA differs from APA.
- 19 June 2026
What Is Plagiarism? Definition, Types and How to Avoid It
Plagiarism is presenting another’s words, ideas or data as your own without proper attribution. Learn the main types of plagiarism, why it breaches research integrity, and how correct citation prevents it.
- 19 June 2026
The Journal Impact Factor: Meaning and Critique
The Journal Impact Factor measures the average citations to a journal’s recent articles. This explainer shows how it is calculated from the Journal Citation Reports, what it does and does not measure, Garfield’s own caveats, and why DORA warns against misuse.
- 19 June 2026
Scopus vs Web of Science: Bibliographic Databases Compared
Scopus and Web of Science are the two leading multidisciplinary citation databases. This comparison weighs coverage, their headline metrics CiteScore and the Journal Impact Factor, and how each is used in research assessment, with a side-by-side table.
- 19 June 2026
Cohort and Case-Control Study Designs
Cohort and case-control studies are the two classic observational designs. This methodology guide explains prospective and retrospective cohorts, the case-control logic of looking back from outcome to exposure, and the difference between relative risk and odds ratio at a conceptual level.
- 19 June 2026
How to Cite a Website Correctly
Citing a website means capturing the right metadata and formatting it for your style. This step-by-step guide shows what to record, gives worked examples in APA, MLA and Harvard, and explains how to handle missing dates and authors.
- 19 June 2026
Overfitting and Underfitting in Machine Learning Explained
Overfitting happens when a model memorises training data instead of learning general patterns, while underfitting means it is too simple to capture them. This guide explains the bias-variance trade-off, regularisation, cross-validation and the threat to reproducible ML.
- 19 June 2026
Effect Size: Why It Matters Beyond Statistical Significance
Effect size measures how large a difference or relationship actually is, independent of sample size. This guide explains Cohen’s d, eta-squared and correlation r, why they complement p-values, and how reporting standards now expect them.
- 19 June 2026
Sample Size and Statistical Power Explained
Statistical power is the probability that a study will detect a real effect. This explainer covers Type I and Type II errors, the power = 1 minus beta relationship, the 0.8 convention, a priori power analysis, and why underpowered studies harm reproducibility.
- 19 June 2026
T-Tests Explained: Comparing Two Means
A t-test assesses whether the difference between means is statistically significant. This explainer covers the one-sample, independent-samples and paired t-tests, their assumptions, and how the test relates to p-values and significance.
- 19 June 2026
CiteScore, SNIP and SJR: Journal Metrics Compared
CiteScore, SNIP and SJR are journal-level metrics that move beyond a simple citation count. This guide explains how each is conceptually calculated, what it adds — from field normalisation to prestige weighting — and how to use them responsibly under DORA.
- 19 June 2026
Double-Blind Studies and Bias Control
A double-blind study conceals group assignment from both participants and the researchers who treat and assess them, neutralising the expectations that distort results. This guide explains single, double and triple blinding and the specific biases each design controls.
- 19 June 2026
Citation Accuracy: Why Generated References Always Need Checking
A citation generator builds a formatted reference from metadata you supply or it retrieves, but the output is only as good as that metadata. This guide explains how generators work, the errors they commonly introduce and how to check every reference.
- 19 June 2026
Reference Management Software Compared: Zotero, Mendeley and EndNote
Reference management software collects, stores and formats citations so researchers can build bibliographies and cite as they write. This neutral comparison of Zotero, Mendeley and EndNote covers collecting references, citation styles, cite-while-you-write and sharing libraries.
- 19 June 2026
P-Values and Statistical Significance Explained Correctly
A p-value is the probability of observing data at least as extreme as those seen, assuming the null hypothesis is true. This guide explains p-values precisely, summarises the ASA 2016 statement, and corrects common misinterpretations.
- 19 June 2026
What Is Research? Meaning, Types and the Research Lifecycle
Research is the systematic investigation undertaken to establish facts and create new knowledge. This guide defines research, distinguishes basic from applied work, and walks through the research lifecycle from question to dissemination and the lasting scholarly record.
- 19 June 2026
Supervised vs Unsupervised Learning Explained
Supervised learning trains on labelled data to predict outcomes; unsupervised learning finds structure in unlabelled data. This explainer defines both paradigms, notes reinforcement learning as a third, and compares their tasks, methods and research uses.
- 19 June 2026
Principal Component Analysis (PCA) in Research
Principal component analysis (PCA) is a dimensionality-reduction technique that re-expresses correlated variables as uncorrelated principal components ordered by variance. This explainer defines PCA conceptually, covers eigenvectors, scree plots, and how it is properly used and frequently misused.
- 19 June 2026
Neural Networks and Deep Learning Explained
A neural network is a machine-learning model of interconnected units that transform inputs through weighted layers. This explainer covers neurons, weights and activations, training by backpropagation and gradient descent, and what makes a network “deep”.
- 19 June 2026
What Is Generative AI and Research Disclosure Norms?
Generative AI is a class of models that produce new text, images or other content rather than only predicting labels. This explainer defines foundation models, LLMs and diffusion, contrasts them with predictive ML, and sets out the COPE and ICMJE disclosure norms for research.
- 19 June 2026
DISC and Personality Assessment as Measurement Science
The DISC test sorts behaviour into Dominance, Influence, Steadiness and Conscientiousness. This article traces its origins in Marston’s work and evaluates such instruments through a measurement lens of reliability, validity and appropriate use.
- 19 June 2026
The Dunning-Kruger Effect: The Study and Its Measurement Critique
The Dunning-Kruger effect describes how low performers tend to overestimate their ability. This guide explains the original 1999 study by Kruger and Dunning and the methodological critiques, including regression to the mean and statistical artefacts.
- 19 June 2026
Death Rate and Mortality Statistics: Definitions
A death rate measures deaths relative to a population, but a crude rate and an age-standardised rate answer different questions. This guide defines both, explains why standardisation is needed for comparison, and outlines cause-of-death coding and data sources.
- 19 June 2026
PCR Testing: The Molecular Technique Explained
The polymerase chain reaction copies a chosen DNA sequence millions of times through repeated heating and cooling. This explainer covers thermal cycling, primers, Taq polymerase, exponential amplification and what real-time quantitative PCR adds, strictly as molecular technique.
- 19 June 2026
Time-Domain Spectroscopy: Principles and Applications
Terahertz time-domain spectroscopy records the electric-field waveform of an ultrashort pulse directly in time, then Fourier transforms it to amplitude and phase spectra. This explainer covers the physics of the technique and its research applications in materials science.
- 18 June 2026
Statistical Software in Research: R, SPSS, SAS, Stata and Python Compared
Statistical software is the toolset researchers use to analyse data — chiefly R, SPSS, SAS, Stata and Python. This guide compares them for research, explains the reproducibility benefits of scripted analysis, and shows why citing software and reporting versions matters.
- 18 June 2026
Genomic Data-Sharing Standards: GA4GH and Responsible Access Explained
Genomic data sharing relies on common standards for formats, metadata, consent and controlled access. This guide explains the role of the Global Alliance for Genomics and Health, FAIR principles and controlled-access archives in moving genetic data responsibly.
- 18 June 2026
Web of Science: What It Indexes and How It Works
Web of Science is Clarivate’s selective citation-indexing platform built on the Core Collection. This explainer covers what it indexes, the citation-index concept pioneered by Eugene Garfield, its link to the Journal Citation Reports and how it differs from a search engine.
- 18 June 2026
APA Reference List Format: Worked Examples
An APA reference list is the alphabetical, hanging-indented record of every source cited in a paper. This guide builds one step by step, with worked examples for journal articles, books, chapters, websites and datasets, plus DOI and ordering rules.
- 18 June 2026
What Is Peer Review? Types, Process and Ethical Standards
Peer review is the evaluation of scholarly work by independent experts before publication. This explainer defines peer review, walks through the editorial process, compares single-blind, double-blind, open and post-publication models, and outlines COPE ethics and reform.
- 18 June 2026
Clinical Trial Phases I to IV: Structure and Governance
A clinical trial is a planned investigation that tests a medical intervention in people. This explainer describes the four phases, how trials are registered and governed, and why transparency standards matter to the research record.
- 18 June 2026
What Is a Bibliography? Definition, Types and How to Compile
A bibliography is an organised list of sources relevant to a work. Learn what a bibliography is, its main types, how it differs from a reference list, and how to compile and order one correctly.
- 18 June 2026
APA Referencing Style Essentials (7th Edition)
APA referencing uses an author–date system: brief in-text citations point to full entries in an alphabetical reference list. This guide explains APA 7th edition essentials, reference-list anatomy, DOI formatting and what changed in the latest edition.
- 18 June 2026
Amino Acids: Notation, Protein Data and How Sequences Are Recorded
Amino acids are the chemical building blocks of proteins. This guide explains the 20 standard amino acids, their one- and three-letter notation, and how protein sequence and structure data are recorded and shared through UniProt and the Protein Data Bank.
- 18 June 2026
What Is a DOI? The Handle System and DOI Resolution Explained
A Digital Object Identifier (DOI) is a persistent, unique string that identifies a research output and resolves to its current online location. This explainer covers DOI structure, the Handle System, ISO 26324 and the agencies that assign them.
- 18 June 2026
What Is Open Access? Routes, Licences and Policy Explained
Open access means free, online, unrestricted access to peer-reviewed research. This explainer defines open access through the Budapest and Berlin declarations and sets out the gold, green, diamond and hybrid routes, Creative Commons licences and Plan S policy.
- 18 June 2026
Good Manufacturing Practice (GMP): The Standards Explained
Good Manufacturing Practice is the quality-assurance system that ensures medicinal products are consistently produced to defined standards. This explainer sets out what GMP covers, who enforces it, and why it underpins trustworthy research.
- 18 June 2026
What Is a Citation? Definition, Purpose and Components
A citation is a formal reference identifying a source used in a work. Learn what a citation is, its two halves, why it underpins the scholarly record, and how it differs from a reference and a bibliography.
- 18 June 2026
Funder open-access mandates: Plan S, rights retention and what authors must do
Plan S requires immediate open access to funded research, and its rights retention strategy changes what authors sign away. A plain-English guide to cOAlition S, the compliant routes, and the practical steps an author needs to take.
- 18 June 2026
The narrative CV in practice: writing about contribution, not counting outputs
The narrative CV asks researchers to describe what they contributed rather than list how many papers they published. How R4RI, the Royal Society format, DORA and CoARA reshape assessment, and how to write a narrative CV that actually works.
- 18 June 2026
Footnotes and Endnotes in Academic Writing
Footnotes and endnotes carry citations and commentary in note-based styles such as Chicago and Oxford. This guide explains the difference between the two, citation versus content notes, and when notes are preferable to author-date referencing.
- 18 June 2026
IEEE and AMA Citation Styles Explained
IEEE and AMA are both numeric citation systems but they look and behave differently. This guide explains IEEE square brackets for engineering and computing, AMA superscript numbers for medicine, and how each handles in-text references and reference lists.
- 18 June 2026
Natural Language Processing (NLP) in Research: A Plain Guide
Natural language processing makes human language machine-processable, from tokenisation and embeddings to transformer models. This guide explains the core building blocks, common tasks such as classification and translation, and what researchers should watch for when using NLP.
- 18 June 2026
The Chi-Square Test for Categorical Data: A Practical Guide
The chi-square test compares observed counts with the counts expected under a hypothesis, making it the standard tool for categorical data. This guide covers goodness-of-fit versus independence, assumptions, and how to interpret results for reproducible research.
- 18 June 2026
Regression Analysis: An Introduction for Researchers
Regression analysis models the relationship between an outcome and one or more predictors. This introduction explains linear regression, slope and intercept, least squares, R-squared and the all-important caveat that correlation is not causation.
- 18 June 2026
The Normal Distribution Explained
The normal distribution is a symmetric, bell-shaped curve defined by its mean and standard deviation. This explainer covers the 68-95-99.7 rule, the central limit theorem, and what is and is not normally distributed in research.
- 18 June 2026
Randomised Controlled Trials: The Gold Standard Explained
A randomised controlled trial assigns participants to intervention or comparison groups by chance, using allocation concealment, control and blinding to isolate cause from coincidence. This guide defines the RCT, explains why it is the methodological gold standard, and notes its limits.
- 18 June 2026
The Pharmaceutical Research and Development Pipeline Explained
The pharmaceutical R&D pipeline is the staged journey a candidate medicine travels from discovery and preclinical testing through phased clinical trials, regulatory review and post-market surveillance. This guide explains each stage and the standards and data that govern it.
- 18 June 2026
Annotated Bibliography: How to Write One (Step-by-Step)
An annotated bibliography is a list of sources in which each citation is followed by a short paragraph that summarises, evaluates and explains the relevance of the work. This step-by-step guide shows how to write one, with a worked example.
- 18 June 2026
DOI vs URL: Why Permanent Links Persist and Web Addresses Decay
A DOI is a persistent identifier that resolves to a resource’s current location through the Handle System, while a plain URL points to a fixed web address that can break when a page moves. Here is how each works and when to use them.
- 18 June 2026
What Is Statistics? The Discipline and Its Role in Research
Statistics is the science of collecting, analysing and interpreting data under uncertainty. This authoritative definition distinguishes descriptive from inferential statistics, explains populations and samples, and sets out why statistical reasoning underpins credible research.
- 18 June 2026
Standard Deviation in Research: A Clear Statistical Definition
Standard deviation measures how far observations typically sit from the mean. This guide defines it precisely, distinguishes population from sample formulas, explains the 68-95-99.7 rule, and clarifies when to report standard deviation rather than standard error.
- 18 June 2026
FAIR Principles for Research Data Explained
The FAIR principles make research data Findable, Accessible, Interoperable and Reusable. Published by Wilkinson et al. in 2016, they emphasise persistent identifiers and rich metadata. This explainer defines each principle and clarifies how FAIR differs from open data.
- 18 June 2026
Large Language Models in Research: An Explainer
A large language model is a neural network trained on vast text to predict tokens and generate language. This explainer defines transformers, tokens, pretraining and fine-tuning, and addresses capabilities, limitations such as hallucination, and responsible disclosure in research.
- 18 June 2026
What Is Machine Learning? Concepts and Methods
Machine learning is the study of algorithms that improve at a task by learning from data rather than following hand-written rules. This explainer defines features and labels, the supervised, unsupervised and reinforcement paradigms, and the train/validation/test split that guards against overfitting.
- 18 June 2026
What Is Artificial Intelligence? Definition and History
Artificial intelligence is the field concerned with building systems that perform tasks requiring human-like intelligence. This explainer defines AI, distinguishes narrow from general AI, contrasts symbolic and statistical approaches, and traces its history from Dartmouth 1956 to the deep-learning era.
- 18 June 2026
What Is Psychology? Scope, Methods and the Scientific Discipline
Psychology is the scientific study of mind and behaviour. This definitional guide outlines its scope, major subfields, research methods such as experiments and psychometrics, the role of the scientific method, and the ethical standards that govern the discipline.
- 18 June 2026
The MBTI: A Measurement-Science Critique of the Myers-Briggs Type Indicator
The Myers-Briggs Type Indicator sorts people into 16 personality types across four dichotomies. From a measurement-science viewpoint, its reliability and validity raise concerns, and personality researchers favour the continuous Big Five model instead.
- 18 June 2026
Census and Population Data: Sources and Standards
A census is a complete enumeration of a population at a defined moment, the backbone of official population statistics. This guide explains how the data are collected and standardised, the roles of national statistics offices and the UN, and the shift toward register-based methods.
- 18 June 2026
Life Expectancy: How It Is Calculated and the Data Behind It
Life expectancy is the average number of years a population is expected to live, estimated from a life table built on mortality data. This guide explains the method, the difference between period and cohort measures, and the data sources involved.
- 18 June 2026
Ultrasound: How the Technique Works
Ultrasound is a measurement technique that sends high-frequency sound pulses into a material and times the returning echoes. This explainer covers piezoelectric transducers, pulse-echo timing, depth calculation and the Doppler principle as instrumentation physics.
- 18 June 2026
MRI: The Physics of the Measurement Explained
Magnetic resonance imaging is a measurement technique that maps the behaviour of nuclear spins in a strong magnetic field. This explainer covers the physics of resonance, relaxation and spatial encoding, treating MRI strictly as instrumentation and signal generation.
- 17 June 2026
A Research Administrator’s Guide to CRIS (Current Research Information Systems)
Introduction to CRIS in Scholarly Spaces Current Research Information Systems (CRIS) are the software backbones of university research administration. They collect, integrate, and showcase institutional research activities, linking researchers, publications, funding, and equipment in a single relational database. The Structural Anatomy of a CRIS System A CRIS system integrates data from payroll, student records, finance, […]
- 17 June 2026
ORCID for researchers: connecting your identifier to your contributions
An ORCID iD is only useful when it is connected to your work. A practical guide to setting up your identifier, letting trusted systems write to your record, and linking ORCID to ROR, CRediT and the wider identifier ecosystem.
- 17 June 2026
Harvard Referencing Style: A Complete Guide
Harvard referencing is an author-date system, not a single fixed standard. This guide explains in-text citations, reference-list formatting, the institutional variants you will meet and worked examples to keep your citations consistent.
- 17 June 2026
ANOVA (Analysis of Variance) Explained: Comparing Means Across Groups
ANOVA, or analysis of variance, tests whether the means of three or more groups differ more than chance would predict. This guide explains the F-statistic, one-way and two-way designs, family-wise error, and post-hoc tests for reproducible research.
- 17 June 2026
Variance in Statistics: Definition and Formula
Variance is the average squared deviation of values from their mean. This explainer defines variance, distinguishes population from sample formulas, and shows how it relates to the standard deviation, with a clear worked example for researchers.
- 16 June 2026
Research costing and full economic costing: calculating the true cost of research
A grant rarely covers what research actually costs. Beyond salaries and equipment lie the indirect costs — buildings, administration, infrastructure — that keep research possible. Full economic costing, TRAC and funder cost policies determine how the true cost is calculated and recovered.
- 16 June 2026
Ethics review and the IRB/REC process: what researchers should expect
For research involving people, ethics review is a gateway, not a formality. A plain-language guide to what an IRB or REC does, the review tiers researchers will encounter, and how the Declaration of Helsinki underpins it all.
- 16 June 2026
Data management plan examples: from narrative DMP to maDMP
Most data management plans are written once and filed away. A worked progression from a narrative DMP to a machine-actionable maDMP shows what structured planning makes possible across the research lifecycle.
- 16 June 2026
Resolving author-order disputes: prevention and the COPE approach
Author-order disputes are among the most common and bitter conflicts in research. Why they happen, how to prevent them with early agreement and CRediT, and how the COPE flowcharts guide editors when prevention fails.
- 15 June 2026
FAIR data in practice: making research data findable and reusable
FAIR is widely cited and often misunderstood. What Findable, Accessible, Interoperable and Reusable actually require in practice, why FAIR is not the same as open, and the concrete steps that move a dataset from a hard drive to a genuinely reusable output.
- 15 June 2026
Licensing research data: CC-BY, CC0 and when to use each
A dataset without a clear licence is data nobody can confidently reuse. The difference between CC0 and CC BY for data, why software needs different licences, and how to choose a licence that makes your data genuinely reusable.
- 15 June 2026
Ghost, guest and honorary authorship: what they are and how to avoid them
Honorary names added for status, and the real writers left off entirely, both corrupt the authorship record. What ghost, guest and honorary authorship are, why they matter, and how the ICMJE criteria and CRediT together prevent them.
- 13 June 2026
Conducting research-security risk assessments: proportionate due diligence
Research security is not about closing the lab door — it is about asking proportionate questions before entering partnerships, accepting funding or recruiting personnel. How institutions can build risk assessment into research administration without strangling legitimate collaboration.
- 13 June 2026
GDPR and research data: lawful bases, consent and pseudonymisation
Personal data is central to vast swathes of research, and the GDPR governs how it may be used. Lawful bases, the special rules for sensitive categories, the research exemptions and the distinction between anonymisation and pseudonymisation all shape what researchers may lawfully do.
- 13 June 2026
Research-misconduct investigations: roles, due process and outcomes
An allegation of research misconduct sets in motion a structured process with distinct stages, defined roles and procedural safeguards. A plain-language guide to how inquiries and investigations work, why due process matters, and what outcomes can follow.
- 12 June 2026
Greening the lab: practical steps toward sustainable research
Laboratories are among the most resource-intensive spaces on any campus. A practical guide to reducing the environmental footprint of research — from LEAF and My Green Lab to understanding greenhouse-gas scopes — without compromising scientific quality.
- 12 June 2026
Green, gold and diamond open access: routes explained
Open access is not one thing but several routes, each with different costs, licences and equity consequences. Green, gold, diamond and the colours in between — what each means, who pays, and how Plan S reshaped the landscape.
- 12 June 2026
Conflict-of-interest disclosure: a practical guide for authors
Conflict-of-interest disclosure protects the reader, not the author. A practical guide to what counts as a competing interest, the ICMJE disclosure model, and how COI sits alongside AI-use and contribution disclosures.
- 12 June 2026
NSPM-33 Disclosure and Compliance: A Roadmap for US Research Security and Administrative Teams
Introduction to NSPM-33 and Research Security National Security Presidential Memorandum 33 (NSPM-33) directs key United States federal funding agencies to establish unified, robust requirements for research security. Primarily targeting academic institutions receiving more than $50 million in annual federal research and development funding, NSPM-33 mandates the implementation of standardized disclosure requirements and formal Research Security […]
- 12 June 2026
Implementing the CRediT Taxonomy: Practical Guide for Journals, Libraries, and Research Administrators
Introduction to the Contributor Roles Taxonomy (CRediT) The traditional model of academic authorship—which ranks researchers in a linear sequence (first author, co-author, corresponding author)—fails to reflect the multi-faceted reality of modern scientific collaboration. Large-scale research requires specialized roles, including software development, data curation, project administration, and hardware calibration. To provide granular, machine-readable attribution, CASRAI pioneered […]
- 11 June 2026
Data availability statements: what to write and where to deposit
A data availability statement is now a routine journal requirement, but “available on request” statements rarely deliver. What to write, how to make data genuinely FAIR, and how to choose between generalist and domain repositories.
- 10 June 2026
CRediT degree-of-contribution qualifiers: using lead, equal and supporting correctly
CRediT does more than list fourteen contribution roles. Its standard, ANSI/NISO Z39.104-2022, lets each role carry a degree qualifier — lead, equal or supporting — that conveys how much someone contributed. Used well, these qualifiers turn a flat list into a meaningful account of who did what.
- 10 June 2026
The DMP tools landscape: comparing DMPTool, DMPonline and Argos
Machine-actionable data management planning needs more than a standard — it needs tools. DMPTool, DMPonline and Argos are the three best-known platforms, each rooted in a major open-science infrastructure, and each building towards the RDA DMP Common Standard.
- 10 June 2026
How to write a CRediT author statement: a step-by-step guide
A CRediT author statement is now a routine submission requirement, but many authors still draft it as an afterthought. A practical, step-by-step method for assigning the fourteen roles accurately and producing a statement editors can use.
- 9 June 2026
CRediT in JATS XML: a technical primer for production teams
How production teams should encode CRediT contributor roles in JATS XML so that contribution data survives the journey from manuscript to deposited article. A practical look at the JATS4R recommendations for contrib, role and the credit taxonomy.
- 9 June 2026
Co-first authorship and equal contribution: marking shared credit correctly
Shared first authorship is now common in team science, but it is recorded inconsistently and often invisibly. How to mark equal contribution correctly using author-order conventions, the equal-contribution note, and the CRediT degree-of-contribution qualifier.
- 6 June 2026
Keeping your ORCID record current: a maintenance guide for researchers
An ORCID iD is only as useful as the record behind it. A practical guide to auto-update, trusted organisations, validated assertions and the handful of habits that keep your ORCID profile accurate without manual effort.
- 5 June 2026
Disclosing generative AI use in research: what to declare and where
Generative AI now touches drafting, analysis, coding and image work, and most journals now require it to be declared. A practical guide to what counts as disclosable use and where the declaration belongs.
- 4 June 2026
What a CRIS does: the research-information backbone explained
A Current Research Information System is the institutional backbone that ties together people, projects, funding and outputs. A plain-language account of what a CRIS does and why it depends on shared vocabulary.
- 3 June 2026
ISBN, ISSN and identifiers for books and journals
Long before the DOI, books and journals had their own persistent identifiers — the ISBN and the ISSN. Understanding what these international standards identify, how they differ from article-level identifiers, and how they now connect to DOIs is essential to navigating the scholarly record.
- 31 May 2026
Finding research data: dataset discovery and data search engines
Depositing data in a repository is only half the battle — if no one can find it, it might as well not exist. Registries of repositories, dataset search engines and structured metadata are what turn a deposited dataset into a discoverable one.
- 15 May 2026
How the Software role applies to code-only outputs
When a paper’s main output is code, the CRediT Software role bears the load. A practical guide to assigning Software for code-only research outputs.
- 1 January 1970
Choosing Where to Put Your Data: re3data and the Landscape of Research Data Repositories
Depositing research data in a suitable repository is now an expectation of most major funders, but with thousands of repositories in existence — institutional, disciplinary, and general-purpose — choosing the right one is not straightforward. re3data, the Registry of Research Data Repositories, is the principal tool for navigating this landscape: a searchable, indexed registry of more than 3,000 research data repositories worldwide, operated under the auspices of DataCite. This article examines re3data, its metadata schema and badge system for signalling repository properties such as data access, licensing, and persistent identifier support, the main types of repository, how funders including the NIH, Wellcome, and Horizon Europe point researchers towards repository registries for repository selection, and the complementary role of FAIRsharing as a registry of databases, standards, and policies.
- 1 January 1970
DOI Versioning: Concept DOIs, Version DOIs and Citing the Right Thing
Research outputs are no longer static. Datasets are corrected and extended, software is released in successive versions, and preprints are revised in response to feedback. This dynamism creates a persistent identifier problem: should a citation point to a specific, frozen version, or to the evolving work as a whole? The DataCite concept DOI and version DOI model, implemented most prominently by Zenodo, answers this by minting a concept DOI that always resolves to the latest version alongside distinct version DOIs for each release. This article examines the DataCite concept and version DOI model, Crossref’s handling of versioned content, how preprint servers manage versions, the isVersionOf and hasVersion relationship types in the DataCite Metadata Schema, software versioning through the Zenodo-GitHub integration, and why citing a specific version matters for reproducibility.
- 1 January 1970
The EU AI Act and Research: Exemptions, High-Risk Obligations, and What Researchers Need to Know
Regulation (EU) 2024/1689 — the EU AI Act — entered into force on 1 August 2024 and introduces a tiered risk framework for artificial intelligence systems deployed in the European Union. For researchers and research institutions, the Act creates a landscape that is more nuanced than either “AI is banned” or “AI is unrestricted”: a scientific research exemption under Article 2(6) removes most obligations from AI developed or used for R&D purposes, but high-risk AI systems deployed in domains such as education, employment, and essential services remain subject to strict requirements regardless of the research context. General-purpose AI models under Title VI carry their own transparency and copyright obligations. This article examines the Act’s provisions as they apply to research institutions, distinguishes between developing AI and using AI as a research tool, and identifies the obligations that universities and research organisations must meet.
- 1 January 1970
AI Literature Review and Research Synthesis Tools: Elicit, Consensus, Rayyan and Disclosure Requirements
A new generation of artificial intelligence tools has entered the research workflow at the literature review and evidence synthesis stage. Elicit, developed by Ought (now the Elicit PBC), uses language models to extract findings from papers and assist with systematic reviews. Consensus provides AI-driven synthesis of evidence from published research. Rayyan offers machine learning-assisted screening for systematic review teams. SciSpace and Perplexity offer research assistant capabilities drawing on published literature. As these tools become more capable and more widely used, the question of when and how their use should be disclosed in research outputs has become urgent. COPE guidance, emerging journal AI tools policies, and funder transparency expectations all point towards a disclosure norm, but the details remain contested and inconsistently applied across disciplines and publishers.
- 1 January 1970
Horizon Europe ERC and MSCA Funding: Instruments, Eligibility and UK Association
Horizon Europe supports European research through two complementary but fundamentally different funding pillars: the European Research Council, which funds investigator-driven frontier research through Starting, Consolidator, Advanced and Synergy grants, and the Marie Skłodowska-Curie Actions, which fund researcher mobility and training through Doctoral Networks, Postdoctoral Fellowships and COFUND schemes. The two instruments differ in purpose, eligibility, host institution requirements and the career stages they target. Understanding how ERC grants fund visionary individual researchers pursuing their own scientific ideas, while MSCA schemes prioritise cross-border mobility and structured doctoral and postdoctoral training, helps institutions and researchers identify which instrument best fits their ambitions. This article examines both pillars in depth, including the significance of the UK’s association to Horizon Europe and what this means in practice for researchers based at UK institutions.
- 1 January 1970
Whistleblowing and Research Misconduct Reporting: UKRIO, COPE and Legal Protections
Reporting research misconduct requires courage. Despite formal institutional mechanisms and legal protections for whistleblowers in the UK and United States, researchers who raise concerns about fabrication, falsification, plagiarism, or other serious integrity violations frequently face significant personal and professional risk. The UK Research Integrity Office (UKRIO) and the Committee on Publication Ethics (COPE) provide guidance on how investigations should be conducted fairly and transparently. Legal frameworks — including the UK Public Interest Disclosure Act 1998 and US protections under the Federal False Claims Act and Title VII — offer important but imperfect protections for those who report concerns. This article outlines what constitutes reportable misconduct, the barriers researchers face when considering reporting, available legal protections, and how institutional investigations should proceed according to recognised good practice frameworks.
- 1 January 1970
Green Laboratory Certification: Sustainable Lab Practices for Researchers
Laboratories are among the most resource-intensive spaces in the university estate, consuming several times more energy per square metre than standard office buildings. Green laboratory certification programmes — including the Laboratory Efficiency Assessment Framework (LEAF) developed at the Universities of Exeter and Cambridge, and the My Green Lab certification programme originating in the United States — provide structured pathways for research teams to audit, improve, and formally recognise sustainable practice. As funders including UKRI incorporate sustainability into their expectations of grant holders, and as institutions pursue net-zero commitments, these frameworks offer researchers practical tools for reducing environmental impact without compromising scientific output. This article examines what LEAF and My Green Lab certification involve, the role of energy-intensive equipment, and how researcher behaviour change underpins lasting improvement.
- 1 January 1970
Clinical Trial Registration and Transparency Mandates: A Compliance Guide
Clinical trial registration has evolved from a voluntary practice into a legal and ethical obligation in most major research jurisdictions. The WHO International Clinical Trials Registry Platform, ClinicalTrials.gov, and the EU Clinical Trials Regulation 536/2014 together create a near-universal expectation that all interventional trials are publicly registered before participant enrolment begins. The AllTrials campaign and CONSORT 2010 reporting guidelines reinforce these requirements at the publication stage, while the US Food and Drug Administration Amendments Act 2007 introduced enforceable penalties for non-compliance. This article outlines what registration requires, explains the AllTrials transparency agenda, and describes how CONSORT reporting standards interact with registration obligations for research teams and clinical investigators.
