# Impact evidence and resources

> **Note:** This document uses RCM team's quarterly reports between 2022 and 2024. The Turing Way project reports and the team's briefing notes are not included in full in this document. Links may have moved or expired since then. Entries marked "Zenodo" are open deposits. 

## A. Team home and shared repositories

- [RCM team webpage](https://www.turing.ac.uk/research/research-programmes/tools-practices-and-systems/community-management-and-open-research)
- [Team materials](https://github.com/alan-turing-institute/open-community-building)
- [Team public repository](https://github.com/alan-turing-institute/open-research-community-management) with principles, goals, and briefing notes, including the [team briefing notes](https://github.com/alan-turing-institute/open-research-community-management/tree/main/team-related-comms)
- [Reproducible project template](https://github.com/alan-turing-institute/reproducible-project-template)
- [Infrastructure drop-ins](https://github.com/alan-turing-institute/infrastructure-drop-ins)

## B. Position papers, frameworks, and professionalisation

- [Professionalising Community Management Roles in Interdisciplinary Research Projects](https://arxiv.org/abs/2409.00108) (arXiv)
- [Unicorns Do Not Exist: Employing and Appreciating Community Managers in Open Source](https://arxiv.org/abs/2407.00345) (arXiv)
- [RCM skills framework and comparison with Alliance for Data Science standards](https://doi.org/10.5281/zenodo.8337627) (Zenodo)
- [Data Science Team Personas, case study from the Turing](https://doi.org/10.5281/zenodo.11658994) (Zenodo)
- [Evolving Professional Roles in Data Science across Industries and Academic Research](https://doi.org/10.5281/zenodo.13242360) (Zenodo)
- [Case Study Framework](https://doi.org/10.5281/zenodo.12568968) (Zenodo)
- [Skills Policy Award project repository](https://github.com/alan-turing-institute/professionalising-data-science-roles) and [project page](https://www.turing.ac.uk/research/research-projects/professionalising-traditional-and-infrastructure-research-roles-data)
- [Workshop summary](https://github.com/alan-turing-institute/professionalising-data-science-roles/blob/main/workshop-02-10-2023/TTW-Professionalising-DS-Workshop-Summary.pdf) (PDF)
- [ELIXIR focus group on professionalising careers](https://elixir-europe.org/focus-groups/professionalising-careers)
- People in Data: [project page](https://www.turing.ac.uk/research/research-projects/people-data), [press release](https://www.turing.ac.uk/news/turing-awarded-ps17m-convene-new-community-data-professionals), and [presentation](https://doi.org/10.5281/zenodo.10684380) (Zenodo)

## C. The Turing Way, Practitioners Hub, and training

- [Turing Way Practitioners Hub](https://www.turing.ac.uk/turing-way-practitioners-hub)
- Turing Way chapters on [academic-industry partnerships](https://the-turing-way.netlify.app/collaboration/academic-industry) and [ambassador schemes](https://book.the-turing-way.org/collaboration/ambassador-schemes.html)
- [Turing-Crick bioscience data training](https://github.com/alan-turing-institute/data-training-for-bioscience)
- Widening Participation GitHub training: [2023](https://zenodo.org/records/8221283) and ["Git Good" 2024](https://zenodo.org/records/12802974)
- [Illustrations from the training sprint](https://zenodo.org/record/6560477) (Zenodo)
- GitHub workshops: [version-control slides](https://doi.org/10.5281/zenodo.7078401) and [enrichment students](https://doi.org/10.5281/zenodo.8435227)
- [Book Dash index (May 2022)](https://hackmd.io/@turingway/bookdash-may2022-index) and [Fireside Chats](https://hackmd.io/@turingway/fireside-chats)
- [Community mapping issue](https://github.com/alan-turing-institute/the-turing-way/issues/2318), from the first-year Turing Way research

## D. Project and programme community infrastructure

### Turing-Roche partnership

- [Repository](https://github.com/alan-turing-institute/turing-roche-partnership) and [Community Scholars](https://github.com/alan-turing-institute/turing-roche-partnership/tree/main/community-scholars)
- [Scholars open call](https://www.turing.ac.uk/work-turing/open-call-turing-roche-community-scholar-scheme-2023-2024) and [yearbook](https://www.turing.ac.uk/sites/default/files/2024-10/turing-roche_yearbook.pdf) (PDF)
- [Partnership page](https://www.turing.ac.uk/research/research-projects/alan-turing-institute-roche-strategic-partnership) and [Knowledge Share series](https://www.turing.ac.uk/events/turing-roche-knowledge-share-series)
- [Structured missingness explainer](https://alan-turing-institute.github.io/structured-missingness-explainer/) ([code](https://github.com/alan-turing-institute/structured-missingness-explainer))
- [AI in Pathology event](https://www.turing.ac.uk/events/ai-pathology-event-research-meets-reality)

### Health and Clinical AI

- [Clinical AI interest group](https://www.turing.ac.uk/research/interest-groups/clinical-ai) and [meeting videos](https://youtube.com/playlist?list=PLuD_SqLtxSdVYhpzD428r9SuyMVmM_lFR)
- [Summer school](https://www.turing.ac.uk/events/clinical-ai-summer-school) and [AIUK fringe 2024](https://www.turing.ac.uk/events/clinical-ai-interest-group-aiuk-fringe-event-2024)
- [AI for Women's Health](https://www.turing.ac.uk/events/ai-womens-health-group-meeting)
- [Health LinkedIn page](https://uk.linkedin.com/showcase/health-and-medical-sciences/)

### AIM-RSF

- [Glossary of Terms](https://aim-rsf.github.io/Glossary-of-Terms/pages/homepage.html)
- [ECR day materials](https://github.com/aim-rsf/ecr-day)
- Slides: [grant-writing talk](https://doi.org/10.5281/zenodo.12583402) and [narrative CV](https://doi.org/10.5281/zenodo.12727647) (Zenodo)

### EDoN, Data Safe Haven, and SATRE

- [Data Safe Haven](https://github.com/alan-turing-institute/data-safe-haven) and [SATRE specification](https://github.com/sa-tre/satre-specification)
- [SATRE Collaboration Café blog](https://medium.com/satre/community-lead-collaboration-on-the-satre-project-via-collaboration-caf%C3%A9s-e279fb17f586)
- [EDoN MLOps slides](https://edon-initiative.gitlab.io/mlops-presentation/#/title-slide) and [container specifications](https://gitlab.com/arronlacey/r_miniconda_container/-/tree/main)

### Data-Centric Engineering and ADViCE

- [DCE community repository](https://github.com/alan-turing-institute/dce-community) and [EDI strategy](https://github.com/alan-turing-institute/dce-community/blob/GabinWK-patch-2/community-documentation/DCE's%20EDI%20Strategy.md)
- [ADViCE page](https://www.turing.ac.uk/research/research-projects/advice) and [Knowledge Base](https://alan-turing-institute.github.io/ADViCE/)
- [DCE Singapore workshop](http://www.turing.ac.uk/research/research-projects/singapore-workshop)

### Environment and Sustainability and TRIC:DT

- [Public stakeholder map](https://kumu.io/cassgvp/turing-environment-and-sustainability-grand-challenge-public)
- [Community strategy](https://github.com/alan-turing-institute/environment-and-sustainability-gc-community/blob/main/docs/strategy/community-strategy.md) and [round-up archive](https://github.com/alan-turing-institute/environment-and-sustainability-gc-community/blob/main/slack/round-up-archive.md)
- [Climate Informatics 2024](https://alan-turing-institute.github.io/climate-informatics-2024/) and its [artefact evaluation](https://github.com/alan-turing-institute/climate-informatics-2024-ae)
- [TRIC-DT page](https://www.turing.ac.uk/research/research-projects/tric-dt) ([repository](https://github.com/alan-turing-institute/tric-dt))
- [Trustworthy and Ethical Assurance platform](https://github.com/alan-turing-institute/AssurancePlatform/wiki/Upcoming-workshops)

### BridgeAI, Data/Culture, and People in Data

- BridgeAI: [repository](https://github.com/alan-turing-institute/BridgeAI) and [AI Insight Chat series](https://iuk.ktn-uk.org/events/ai-insight-chat-series/)
- [Data/Culture project page](https://www.turing.ac.uk/research/research-projects/dataculture-building-sustainable-communities-around-arts-and-humanities)
- [Empowering People in Data](https://www.turing.ac.uk/events/empowering-people-data) (London Data Week)

## E. Selected publications

- Mitra et al. (2023). [Learning from data with structured missingness](https://doi.org/10.1038/s42256-022-00596-z). *Nature Machine Intelligence*.
- Stannard et al. (2023). [A conceptual framework for life-course determinants of multiple long-term conditions multimorbidity](https://doi.org/10.1177/26335565231193951).
- Coppock et al. (2024). [Audio-based AI classifiers and COVID-19 screening](https://doi.org/10.1038/s42256-023-00773-8). *Nature Machine Intelligence*.
- Budd et al. (2024). [A vocal audio dataset for COVID-19](https://doi.org/10.1038/s41597-024-03492-w). *Scientific Data*.
- Hall et al. (2024). Ten simple rules for pushing boundaries of inclusion at academic events. DOI: 10.1371/journal.pcbi.1011797.
- Stoudt et al. (2024). [Ten simple rules for a responsible data science workflow](https://doi.org/10.1371/journal.pcbi.1012232).
- Ruiz-Pérez et al. (2024). [Open Practices in Phytolith Research](https://doi.org/10.5334/oq.125).
- Burr et al. (2024). [Trustworthy and Ethical Assurance of Digital Health and Healthcare](https://doi.org/10.5281/zenodo.10532573).
- Bioacoustic Markers data, statistics, and machine learning papers on arXiv: [2212.07738](http://arxiv.org/abs/2212.07738), [2212.08571](https://doi.org/10.48550/arXiv.2212.08571), and [2212.08570](http://arxiv.org/abs/2212.08570).
- [Hidden REF Manifesto](https://doi.org/10.5281/zenodo.8112953) and [white paper](https://hidden-ref.org/2024/04/08/the-hidden-ref-white-paper/).
- Sharan (2024). [Aligning open science with Do No Harm](https://www.urban.org/research/publication/do-no-harm-guide-global-perspectives-equity). Urban Institute.

## F. Policy, institutional reports, and external evidence

- [Turing Annual Report 2023–24](https://www.turing.ac.uk/sites/default/files/2024-09/the-alan-turing-institute-annual-report-2324_1.pdf)
- [House of Lords LLM inquiry written evidence](https://committees.parliament.uk/writtenevidence/124407/pdf/)
- [Royal Society, *Science in the age of AI*](https://royalsociety.org/news-resources/projects/science-in-the-age-of-ai/)
- [Praxis Auril KE Awards 2023](https://www.praxisauril.org.uk/news/news/ke-awards-2023-celebrates-outstanding-achievements-knowledge-exchange)
- [MarRI-UK shipbuilding report](https://marri-uk.org/index.php/2023/12/13/the-uks-academic-capacity-capability-for-shipbuilding)
- [NHS Confederation, AI in healthcare guide](https://www.nhsconfed.org/publications/ai-healthcare), to whose draft an RCM contributed
- [UKRN local network retreat blog](https://www.ukrn.org/2023/09/05/2023-ukrn-local-network-lead-retreat/)
- A climate and public health workshop summary is internal and not public.

## G. Podcasts, blogs, and media

- Code for Thought: [Building Data Science Teams (Skills Policy Award, Part I)](https://codeforthought.buzzsprout.com/1326658/episodes/14761258-en-building-data-science-teams-alan-turing-institute-skills-and-policy-award-part-i) and [Changing the Landscape (Part II)](https://www.buzzsprout.com/1326658/episodes/15073663)
- Code for Thought, The Turing Way: [Part 1](https://codeforthought.buzzsprout.com/1326658/episodes/15156473-en-happy-birthday-the-turing-way-part-1) and [Part 2](https://codeforthought.buzzsprout.com/1326658/episodes/15355230-en-the-turing-way-part-2-from-handbook-to-community)
- Code for Thought: [Hidden no more](https://codeforthought.buzzsprout.com/1326658/13685481-en-hidden-no-more-the-hiddenref-festival-sep-23) and [Mind the Gap!](https://codeforthought.buzzsprout.com/1326658/12453462-en-mind-the-gap)
- [CHAOSScast, Turing and open source](https://podcast.chaoss.community/86)
- [Kumu podcast on stakeholder mapping](https://intoodeep.buzzsprout.com/248820/episodes/15593203-uncovering-networks-the-future-of-ai-in-research-episode-12)
- diginomica coverage of the Do No Harm talk: `diginomica.com/why-do-no-harm-principle-can-be-key-open-source-sustainability-and-equality`
- Press coverage of Data Science Without Borders: `www.ena.et/web/eng/w/eng_4053430`
- [Collaborations Workshop sponsorship blog](https://www.software.ac.uk/blog/alan-turing-institute-sponsor-collaborations-workshop-2023)

## H. Selected talks and keynotes

All are open deposits.

- [Collaborations Workshop 2023, research infrastructure roles](https://zenodo.org/record/7885859)
- [UCL Open Science keynote, open leadership](https://zenodo.org/record/7848675)
- [Sheffield Open Science Festival](https://zenodo.org/record/8326021)
- [Funders Workshop, Do No Harm principles](https://zenodo.org/record/8361334)
- [German RSE Unconference](https://zenodo.org/record/8379470)
- [State of Open Con 2024, Do No Harm](https://zenodo.org/records/10625799)
- [Open Research Conference 2024 keynote](https://zenodo.org/records/11061745)
- [Women in Data Science Worldwide keynote](https://zenodo.org/records/10888503)
- [Data Science Without Borders kickoff session](https://zenodo.org/records/10716363)
- [Environmental Digital Twins forum, RCM practices](https://zenodo.org/doi/10.5281/zenodo.10015827)
- [BEACON keynote on open research practices](https://zenodo.org/doi/10.5281/zenodo.8346540)
- [Stakeholder mapping, DEFRA Ignite](https://zenodo.org/records/13771785)
- [Turing-Roche on public-private partnerships](https://zenodo.org/records/13380414)
- People in Data talks: [12654357](https://doi.org/10.5281/zenodo.12654357), [11048125](https://doi.org/10.5281/zenodo.11048125), [11125052](https://doi.org/10.5281/zenodo.11125052), and [13838566](https://doi.org/10.5281/zenodo.13838566)
- 2022 conference talks, as Zenodo records 10.5281/zenodo.6737966, 6627260, 6587260, 6596452, 6533251, 6516871, and 6475654

## I. Awards and recognition

- Praxis Auril Strategic Partnership Award (Turing-Roche), November 2023, and KEA finalist
- NASA TOPS Community Panel and OpenCore subject matter expert (2022–23)
- JISC Community Champions Award nomination (2022)
- Software Sustainability Institute Fellowship (2022 round)
- Open Life Science fellowship (AIM-RSF community managers)
- Invitation to chair IEEE CAI 2025 (DCE)

## J. Partners and external requests

Organisations named in the reports as partners or as having requested advice on RCM practices include Genomics England (Diverse Data team, Link23), 2i2c, OpenUK, the Michael J. Fox Foundation, OpenRefine, the Carpentries, Open Life Science, the Software Sustainability Institute, SciLifeLab, NWO, PLOS, the Netherlands eScience Center, Cancer Research UK, the Oxford Big Data Institute, the Chan Zuckerberg Initiative, UCL OSPO, and the UN OSPOs for Good events.