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Welcome
IFLA-Academic & Research Libraries
Research Ethics in an Open
Research Environment
June 16-17, 2022
1
speaker
Su-Nee, GOH
Deputy Director and Lead, Open Science & Research Services
NTU Library, Office of Information, Knowledge & Library Services
Nanyang Technological University, Singapore
“Institutional Data Support in the NTU
Open Research Environment”
3
Institutional Data Support Landscape in NTU
• Research Integrity Policy (2008)
• Research Data Policy (2016)
• Data Governance Policy (2021)
Policies
• Data management planning (2016)
• Audit checks (2018)
• Key risk indicator reporting (2021)
Governance
• Infrastructure (2016)
• Education & consultation (2016)
• Recognition (2021)
Support
Research
Integrity
& Ethics
Office
Research
Support
Office
Enterpri
se Risk
Manage
ment
Internal
Audit
Office
Library
Centre
for IT
Services
Colleges
Schools
Funders
Principal
Investiga
tors
4
Institutional
Obligations
Open Data
Closed Data
Data User
Data
Producer
NTU
researcher
Lesson One: Make it easier for researchers to practise
FAIR data sharing and when using FAIR data
Research data storage system (intranet)
• For research data that are not suitable for sharing
• For handing over of research data from departing research project team members
5
THIRD-PARTY REQUESTORS
https://www.nmrc.gov.sg/docs/default-source/default-document-library/nmrc-research-data-governance-and-sharing-
framework_updates.pdf?sfvrsn=ccb213c3_0
Institutional Data
Access Committee
Singapore National Medical Research Council (2022)
7
Scaffolding through Data Management Planning
c. State the relevant NTU Research Data Classification level(s) for your
research data. You may choose more than one, if applicable.
☐ Level 1: Low or no sensitivity
☐ Level 2: Moderate
☐ Level 3: Moderate high
☐ Level 4: High
https://libguides.ntu.edu.sg/rdm/dmptemplate
d. Describe contractual/legal obligations including those towards consent
agreements and implications on how the data are to be
managed/used/shared.
Lesson Two: Clarifying the language
8
Lesson Three: Awareness & Recognition
9
Thank You
Email: sunee@ntu.edu.sg
Twitter: @yvettegoh
10
Sharing a toolkit for diversity
scholarship data guidance
Rachel Woodbrook
University of Michigan
Data Curation Librarian
woodbr@umich.edu
https://um-deia-data-toolkit.github.io/home/Toolkit.html
Acknowledgements
Our Team
Overview
“What implications do Diversity, Equity, Inclusion and
Accessibility considerations have for best practices in
each step of the data lifecycle?”
• Toolkit created in partnership between University of Michigan Library,
National Center for Institutional Diversity
• Project website (including toolkit, background research and
presentations; will include links to publications and data as these are
released).
Toolkit parameters
The toolkit must:
• Contain a highly curated set of useful resources
• Include easily understandable and widely applicable
resources
• Be easy to navigate
• Not overwhelm the researcher seeking guidance
Data stages/
lifecycle
Data stages/
lifecycle
Data Ethics Canvas
Description: The Data Ethics Canvas is a tool for anyone who collects, shares or uses
data. It helps identify and manage ethical issues – at the start of a project that uses
data, and throughout. It encourages you to ask important questions about projects
that use data, and reflect on their responses.
Creator(s): The Open Data Institute
Format: Document - table with questions and space for answers
Last updated: 2019
Applicable to discipline(s): Any
Applicable to methodologies: Any
Why we chose it: This tool can be used at multiple points throughout the research
without feeling redundant, and provides a clear outline through which to approach
various parts of the research process.
Applicable to data stage(s): Data planning, Data collection, Data sharing
Data stages/
lifecycle
Next steps
• Finish interviews and initial toolkit revision
• Survey Diversity Scholars Network
• Plan for sustainability
• Expansion? Crowdsourcing, broader directory?
• Application and use - by researchers and institutions
Thank you!
Rachel Woodbrook
University of Michigan
Data Curation Librarian
woodbr@umich.edu
https://um-deia-data-toolkit.github.io/home/Toolkit.html
speaker
Zehra Taşkın
Associate Professor, Hacettepe University, Turkey
Open Science Policy Advisor, Scientific and Technological
Research Council of Turkey (TÜBİTAK)
Researcher, Adam Mickiewicz University, Poland
Role of the organization
https://ulakbim.tubitak.gov.tr/en/kurumsal/about-us
collaboration started in 2017...
Task was: "Founding a national research data repository"
The need was to understand perceptions and practices of scholars
working in Turkey
Aydinoglu, A.U., Doğan, G. & Taşkın, Z. (2017). Research data management in Turkey: perceptions and practices. Library Hi-Tech, 32(2), 271-289.
How to solve "lack of skills" problem?
2-day training program for
research data management
to whom?
... a more comprehensive solution was needed
founding an open training portal for
research data management
... still not ready for national data repository
Doğan, G., Taşkın, Z. & Aydinoglu, A.U. (2021). Research Data Management in Turkey:
A Survey to Build an Effective National Data Repository. IFLA Journal, 47(1), 51-64.
... an effective national data repository
... training needs of scholars and a new brand
... courses
● Research data management
● Responsible research and innovation
● Open peer-review
● Open access
● Open citations
● Text and data mining
● Open and reproducible research
... more to come
● Diamond open access signature
○ DergiPark, which provides online hosting services and an editorial workflow management
system to academic journals published in Turkey
● Two new projects are about to start
○ Sustainable open citations and responsible university rankings
● A tool for creating research data management plan
... research excellence, open science and beyond
speaker
Zehra Taşkın
Associate Professor, Hacettepe University, Turkey
Open Science Policy Advisor, Scientific and Technological
Research Council of Turkey (TÜBİTAK)
Researcher, Adam Mickiewicz University, Poland
speaker
Associate Professor Spencer Lilley
School of Information Management
Victoria University of Wellington Te Herenga Waka
Aotearoa New Zealand
spencer.lilley@vuw.ac.nz
Research
Indigenous Perspectives
● Research is a dirty word
● Indigenous peoples have been researched
(on), analysed, misrepresented and
traumatised by Western forms of research
● Need for research that empowers, benefits
and involves Indigenous peoples and
perspectives
Ethics
The Academy or Indigenous?
● Who defines ethical behaviour?
● How are Indigenous values, customs and
beliefs represented?
● How does this sit with principles of
information freedom and open access
expectations?
Data Sovereignty
Indigenous views
● Differences between collection and
‘ownership’ of data
● Indigenous peoples have struggled to
ensure that data is used in an empowering
way
● Is not shared with 3rd parties without
permission
● Research data - not always appropriate to
share/deposit
● CARE principles
CARE
Principles
Indigenous Data Governance
● Collective Benefit
● Authority to Control
● Responsibility
● Ethics
https://www.gida-global.org/care
Guiding Open Research with Indigenous Perspectives

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Guiding Open Research with Indigenous Perspectives

  • 1. Welcome IFLA-Academic & Research Libraries Research Ethics in an Open Research Environment June 16-17, 2022 1
  • 2.
  • 3. speaker Su-Nee, GOH Deputy Director and Lead, Open Science & Research Services NTU Library, Office of Information, Knowledge & Library Services Nanyang Technological University, Singapore “Institutional Data Support in the NTU Open Research Environment” 3
  • 4. Institutional Data Support Landscape in NTU • Research Integrity Policy (2008) • Research Data Policy (2016) • Data Governance Policy (2021) Policies • Data management planning (2016) • Audit checks (2018) • Key risk indicator reporting (2021) Governance • Infrastructure (2016) • Education & consultation (2016) • Recognition (2021) Support Research Integrity & Ethics Office Research Support Office Enterpri se Risk Manage ment Internal Audit Office Library Centre for IT Services Colleges Schools Funders Principal Investiga tors 4
  • 5. Institutional Obligations Open Data Closed Data Data User Data Producer NTU researcher Lesson One: Make it easier for researchers to practise FAIR data sharing and when using FAIR data Research data storage system (intranet) • For research data that are not suitable for sharing • For handing over of research data from departing research project team members 5
  • 7. 7 Scaffolding through Data Management Planning c. State the relevant NTU Research Data Classification level(s) for your research data. You may choose more than one, if applicable. ☐ Level 1: Low or no sensitivity ☐ Level 2: Moderate ☐ Level 3: Moderate high ☐ Level 4: High https://libguides.ntu.edu.sg/rdm/dmptemplate d. Describe contractual/legal obligations including those towards consent agreements and implications on how the data are to be managed/used/shared. Lesson Two: Clarifying the language
  • 9. 9
  • 11. Sharing a toolkit for diversity scholarship data guidance Rachel Woodbrook University of Michigan Data Curation Librarian woodbr@umich.edu https://um-deia-data-toolkit.github.io/home/Toolkit.html
  • 13. Overview “What implications do Diversity, Equity, Inclusion and Accessibility considerations have for best practices in each step of the data lifecycle?” • Toolkit created in partnership between University of Michigan Library, National Center for Institutional Diversity • Project website (including toolkit, background research and presentations; will include links to publications and data as these are released).
  • 14. Toolkit parameters The toolkit must: • Contain a highly curated set of useful resources • Include easily understandable and widely applicable resources • Be easy to navigate • Not overwhelm the researcher seeking guidance
  • 15.
  • 17.
  • 18.
  • 20. Data Ethics Canvas Description: The Data Ethics Canvas is a tool for anyone who collects, shares or uses data. It helps identify and manage ethical issues – at the start of a project that uses data, and throughout. It encourages you to ask important questions about projects that use data, and reflect on their responses. Creator(s): The Open Data Institute Format: Document - table with questions and space for answers Last updated: 2019 Applicable to discipline(s): Any Applicable to methodologies: Any Why we chose it: This tool can be used at multiple points throughout the research without feeling redundant, and provides a clear outline through which to approach various parts of the research process. Applicable to data stage(s): Data planning, Data collection, Data sharing
  • 22. Next steps • Finish interviews and initial toolkit revision • Survey Diversity Scholars Network • Plan for sustainability • Expansion? Crowdsourcing, broader directory? • Application and use - by researchers and institutions
  • 23. Thank you! Rachel Woodbrook University of Michigan Data Curation Librarian woodbr@umich.edu https://um-deia-data-toolkit.github.io/home/Toolkit.html
  • 24. speaker Zehra Taşkın Associate Professor, Hacettepe University, Turkey Open Science Policy Advisor, Scientific and Technological Research Council of Turkey (TÜBİTAK) Researcher, Adam Mickiewicz University, Poland
  • 25.
  • 26. Role of the organization https://ulakbim.tubitak.gov.tr/en/kurumsal/about-us
  • 27. collaboration started in 2017... Task was: "Founding a national research data repository"
  • 28. The need was to understand perceptions and practices of scholars working in Turkey Aydinoglu, A.U., Doğan, G. & Taşkın, Z. (2017). Research data management in Turkey: perceptions and practices. Library Hi-Tech, 32(2), 271-289.
  • 29. How to solve "lack of skills" problem? 2-day training program for research data management to whom?
  • 30. ... a more comprehensive solution was needed founding an open training portal for research data management
  • 31. ... still not ready for national data repository Doğan, G., Taşkın, Z. & Aydinoglu, A.U. (2021). Research Data Management in Turkey: A Survey to Build an Effective National Data Repository. IFLA Journal, 47(1), 51-64.
  • 32. ... an effective national data repository
  • 33. ... training needs of scholars and a new brand
  • 34. ... courses ● Research data management ● Responsible research and innovation ● Open peer-review ● Open access ● Open citations ● Text and data mining ● Open and reproducible research
  • 35. ... more to come ● Diamond open access signature ○ DergiPark, which provides online hosting services and an editorial workflow management system to academic journals published in Turkey ● Two new projects are about to start ○ Sustainable open citations and responsible university rankings ● A tool for creating research data management plan
  • 36. ... research excellence, open science and beyond
  • 37. speaker Zehra Taşkın Associate Professor, Hacettepe University, Turkey Open Science Policy Advisor, Scientific and Technological Research Council of Turkey (TÜBİTAK) Researcher, Adam Mickiewicz University, Poland
  • 38. speaker Associate Professor Spencer Lilley School of Information Management Victoria University of Wellington Te Herenga Waka Aotearoa New Zealand spencer.lilley@vuw.ac.nz
  • 39. Research Indigenous Perspectives ● Research is a dirty word ● Indigenous peoples have been researched (on), analysed, misrepresented and traumatised by Western forms of research ● Need for research that empowers, benefits and involves Indigenous peoples and perspectives
  • 40. Ethics The Academy or Indigenous? ● Who defines ethical behaviour? ● How are Indigenous values, customs and beliefs represented? ● How does this sit with principles of information freedom and open access expectations?
  • 41. Data Sovereignty Indigenous views ● Differences between collection and ‘ownership’ of data ● Indigenous peoples have struggled to ensure that data is used in an empowering way ● Is not shared with 3rd parties without permission ● Research data - not always appropriate to share/deposit ● CARE principles
  • 42. CARE Principles Indigenous Data Governance ● Collective Benefit ● Authority to Control ● Responsibility ● Ethics https://www.gida-global.org/care

Notas del editor

  1. Hello, everyone, I’m Su Nee from the Nanyang Technological University in Singapore. I’m currently the Deputy Director and Team Lead for Open Science and Research Services. The topic of my presentation is “Institutional Data Support in the NTU Open Research Environment”.
  2. Hello, everyone, I’m Su Nee from the Nanyang Technological University in Singapore. I’m currently the Deputy Director and Team Lead for Open Science and Research Services. The topic of my presentation is “Institutional Data Support in the NTU Open Research Environment”.
  3. The three main components of the NTU institutional data support are primarily policies, governance and researcher support. The policies have helped to articulate and rationalise the university’s expectations in research data management which includes data management planning, sharing and retention. However, having the policies alone may not be sufficient. The compulsory submission of data management plans using the university research information management system has provided a basis for internal audit checks and enterprise key risk indicator reporting on data archival compliance rates. That has really helped to raise a good amount of awareness. Last but not least, the workshops, consultation and curation services that surround the use of the institution-supported data sharing and data retention platforms aim to make it easier for researchers to adopt best practices and reap maximum benefits, including getting recognition for their data sharing efforts. Based on this understanding of the NTU’s institutional data support landscape, one can see that scaffolding is not just helpful but pretty necessary.
  4. I’d now like to share with you three takeaways from the journey thus far. Lesson One: Make it easier for researchers to practise FAIR data sharing. The NTU researcher is both a data producer and a data user. As a data producer, he/she would potentially have data that needs to be made open as well as data that cannot be shared but to remain closed. The University’s data repository aims to scaffold by providing options such as: Embargo or lock up files. activate a customisable guestbook share with peer reviewers a private link to unpublished dataset indicate appropriate terms of reuse for dataset In addition, the built-in pre-publishing reminders help to remind data depositors about obtaining prior applicable approvals, that the dataset must be void of identifiable information, and once published, the dataset must remain published and would become publicly available. They are encouraged to contact the data librarians or attend data curation workshops. According to the H2020 Program Guidelines on FAIR Data, data should be “as open as possible and as closed as necessary”. In NTU, we’re currently piloting an intranet based research data storage system for principal investigators to keep a copy of research data that are not suitable for sharing. This platform not only complements the open access data repository but also provides a safe place for the hand over of research data from departing research project team members. On the other hand, the same researcher could be a data user who is using someone else’s data. Over the past few years, the University has seen more requests from NTU researchers for institutional support for their use of third-party data. For example, Databrary, which is a restricted access data library that is specialized for sharing video and audio recordings collected as research data in various social sciences areas, requires the authorised investigator, and his/her institution to sign Databrary Access Agreement. In this case, before the University signs the Agreement, it requires the PI to submit a form that is similar to that of a data management plan though it’ll be specific to Databrary data. https://databrary.org/about/policies/terms.html
  5. As data sharing begins to gain traction in NTU, there will more non-NTU parties who may be interested in accessing and reusing NTU research data. During a recent engagement by the National Medical Research Council in Singapore (aka NMRC), institutions are expected to set up their institutional data access committee who will be making decisions on the granting of access to the datasets that are shared by the institution on the NMRC’s upcoming data repository.
  6. Lesson Two: To make the institutional support sustainable and effective, the understanding and use of a common language is essential. The University’s Data Management Plan template has a question that asks the PI to identify the relevant levels of the sensitive data. There’s a link that leads to the university research data classification system, which is aligned with the university’s Data Governance Policy.
  7. The third takeaway is that adopting open science practices does require additional effort and resources. While it may take some time for norms and incentives to align with the desired behaviour, it is never too early to encourage cultural change by making behaviour change visible and inspiring. The Library enables this by encouraging faculty members to include a link to their data sharing pages, such as their dataverse page that showcases the list of their datasets.
  8. Another instance is when the university’s research integrity office incorporated open science in their recent grant call. The grant call funds research proposals to study open science for reproducibility, develop open science datasets to enhance societal impact, and recommend strategies for the wider adoption of open science practices among researchers.
  9. With these takeaways, I thank you for your time. I now hand it back to Marisa/Karen.
  10. Hi, my name is…. Before I start, I want to mention that I’m on land belonging to Coast Salish peoples, specifically the Duwamish, the host tribe of Seattle and King County. If anyone else lives in the area or feels connected to it and hasn’t yet heard about the real rent campaign, it’s a material way to acknowledge and support the tribe, who have been custodians of this land for thousands of years. You can also find out more about supporting their petition for state and federal recognition as a tribe, at https://www.duwamishtribe.org/
  11. I want to give a wholehearted thanks to the sponsors of our project, without whom most of this would not have been possible. Lyrasis’s Catalyst Fund is an amazing opportunity that I encourage anyone with a wish list project idea to consider applying for; and the ALA Office for Diversity, Literacy and Outreach Services awarded us a Diversity Research Grant that allowed us to keep on one of our amazing student assistants, Emma De Vera, to help with the toolkit creation and revision. (You can see our entire team, past and present, and what they have focused on on our website).
  12. Lastly, before starting I want to apologize that this is going to be very similar to the talk I gave a month or two ago at the RDAP Summit; we have not made as much progress as we were expecting to since then. If it would be helpful for you to follow along, those slides can be seen at https://tinyurl.com/WoodbrookRDAP2022 Very briefly: the overarching question shaping our project was, “What implications do Diversity, Equity, Inclusion and Accessibility considerations have for best practices in each step of the data lifecycle?” This project was based at the University of Michigan Library, and conducted in partnership with the National Center for Institutional Diversity, which is an organization supporting scholars doing diversity scholarship. Diversity scholarship is scholarship that is examines and seeks to affect social issues such as identity, representation, oppression, and inequality — at the individual, group, community, and institutional level. (https://lsa.umich.edu/ncid/engagement-opportunities/diversity-scholars-network.html) The first part of the project consisted of conducting qualitative and quantitative research with scholars who are part of a diversity scholars network created by NCID; reporting on these results can be found on the project website and will be updated as we publish. The second part, which I’ll focus on today, was about building the toolkit resource.  The basis of this project was a recognition that there is a disconnect between conversations about open data and data sharing requirements, and support for scholars to feel confident in sharing their data, knowing that they have been able to take all the necessary steps to make sure they are doing so appropriately. At the time the project started (fall 2018), there were almost no resources explicitly tying data ethics to the data lifecycle for management purposes, which was a framework we thought would be useful. (I’ll talk a little more about the data lifecycle after showing part of the toolkit).
  13. We came up with parameters for the toolkit based on on interviews with researchers, and did an environmental scan of available resources online while we were doing our research. We ended up with about 60 resources to review from about Fall 2018-Spring 2020 (we’ve continued to add to this, but would like to update). Although we didn’t see a correlation between demographics and desire for support, we posited that such a resource could be especially useful for scholars earlier in their careers, with fewer resources at their disposal (or not associated with an institution), and/or with minoritized identities that might leave them open to greater scrutiny or consequences. Our goal, then, was to identify the most useful resources, and find a way to collate and make these available that was not overwhelming or difficult to wade through, so that scholars could quickly and easily identify the resource(s) that might be helpful for them. 
  14. https://tinyurl.com/deia-data-toolkit-v1 So this is what the initial version of the toolkit looks like currently; I will try to also drop the URL in the chat so you can explore it yourself. As you can see it’s pretty basic; we have a few pieces of metadata visible, and more behind the scenes. There are filters for data stage, format, and date the resource was last updated. We ended up using Google Data Studio for the platform; although this had some advantages (especially since we didn’t have a budget for web design or execution) and passed muster with our accessibility folks, it’s not the most intuitive tool to navigate, and is more oriented toward data analysis, which is slightly different than what we are doing. You can also see that there’s a big block of text here that’s a little intimidating, and the color scheme should probably change.
  15. I wanted to spend a little bit of time introducing some of the resources in the toolkit, so I’m going to show a few examples of resources in the “Data sharing” category.  For example, the first resource listed here, the Data Ethics Canvas…
  16. …walks users through a series of questions in table format to interrogate intention, potential uses, and the consent of research participants to consider when preparing data for sharing. This corresponds with the data sharing lifecycle and could be used by any researcher who intends or may want to share their data outside of their project. 
  17. You can see from the Equitable Open Data Report, the second resource, that in some cases we had to go outside academia to find good resources. Many resources come from a particular frame of reference–big data, indigenous data, government open data–but include perspectives and questions that provide useful starting points in other situations as well. Curating these resources to form a finished product was challenging, as it is ultimately a patchwork. Our multidisciplinary and introductory-level approach meant that many high-quality resources we did find that were very relevant to the issues we were concerned with (e.g., Traditional Knowledge labels for metadata) were too specific to include in a general toolkit. And some challenges researchers undoubtedly need support with, such as true data de-identification, are also just too complex to really address in this type of a resource.  However, I do feel that we were able to come up with a number of useful resources for those looking for an entry point, or somewhere to direct others when questions arise. (In particular, I also want to point to the resource we indicate in the toolkit’s introduction, the Principles for Advancing Equitable Data Practice report from the Urban Institute: https://www.urban.org/research/publication/principles-advancing-equitable-data-practice
  18. Text description of image: The data lifecycle is depicted as eight stages in a circle leading into each other. The first two stages, which take place before starting a research project, are “Finding data (for secondary research)” then “Data planning.” The next three stages take place during the project: “Data collection,” “Data processing/analysis,” then “Active data management.” The final three stages are undertaken after the project is completed: “Data curation,” “Data sharing,” then “Data archiving/preservation.” This final stage may lead back into finding data. —-------- I know the toolkit so far still looks pretty rough; a lot more time and effort went into building what we currently have than what it probably looks like! But I do believe that we are at a point now where the toolkit is usable and feedback would be helpful, so if this is something that interests you I encourage you to take a look and feel free to use it if it can be incorporated into your work, or to send us any comments or suggestions. One direction we may go in is a more visual representation of the Data stages as an entry point to navigate the tools. This is the Research Data Lifecycle (or “data stages” as we ended up calling it with our participants. Basically it divides up the research process according to different actions and concerns around managing data. Users could then select a lifecycle stage, such as Data sharing…
  19. …and be directed to something more like a webpage, with all of the metadata we assigned to each resource for that lifecycle stage displayed.
  20. Text version of donut chart: Data stage (Number of resources in toolkit) Finding data (2) Data planning (15) Data collection (10) Data processing & analysis (5) Data management (3) Data curation (3) Data sharing (11) Data archiving & preservation (7) ------- In the end, the first version of the toolkit has 17 resources total. (Our initial goal was 3-5 for each stage, or 25-35 total). Both data sharing and data archiving and preservation, the areas researchers indicated least comfort with, are fairly well-represented. However, you can see that there are only 2 resources on finding data; these were the only 2 we were able to find so far that were specifically oriented towards those wanting to work with data that can be reused. Similarly, we found very little on accessibility of data as it relates to assistive technology, etc. For researchers (or others) who wish to dig deeper into the range of resources available, we do provide access to the full Google spreadsheet with all the resources identified via a link on the toolkit. We do also have a mechanism for suggesting additional resources, which is a Google form I hope to have linked soon. Please, if you do have any feedback or resources you think we have missed and should consider adding, feel free to contact me directly via my email at the end of this presentation, or through the project website.
  21. Once we complete collecting feedback and implementing initial revisions, we will be sending out a short feedback survey to NCID’s Diversity Scholars Network to obtain additional impressions and suggestions from researchers. In terms of planning for the future, the dissemination and incorporation of the toolkit for use is a new phase and will be partly determined by what we hear back, and/or how others want to use the toolkit. We will continue to talk with NCID about effective ways to introduce the toolkit to the Network, and I’m excited to keep working on this and find out what shape it might take next! For example, In addition to the highly-curated list I think something like a broader directory could be manageable and useful. Of course, one of the biggest questions for whatever we do next is sustainability; at this point, our student researchers have cycled off the team so we need to figure out what is manageable, and potentially find new partners. Thinking big, I would love to find a way to crowdsource experiences with particular tools, or to facilitate rating tools, and to make the tool more interactive to further engage the research community in academia and beyond. We could also expand to incorporate more research participant perspective and go beyond the academic setting to data application as well. The toolkit is not meant to be a static, finished resource but instead a catalyst for conversations and interaction, and a tool where helpful for workshops, classes, etc. I could even see either the toolkit or some of the resources within it becoming something incorporated more institutionally into approaches to data ethics and research education modules beyond the library’s influence. Of course, that would take a lot of additional work and buy in, but when I think about what we’ve been able to do so far and conversations happening now across our field, I think this shift is a matter of “when” rather than “if,” and our work could be part of this progress.
  22. Thank you!