# Resources **URL:** https://community.weallcount.com/c/resources/16.md [Latest](https://community.weallcount.com/latest.md) · [Categories](https://community.weallcount.com/categories.md) · [Tags](https://community.weallcount.com/tags.md) --- ## [About the Resources category](https://community.weallcount.com/t/about-the-resources-category/28)
**Author:** [@Heather](https://community.weallcount.com/u/Heather)\ **Replies:** 0
Share useful tools, books, links, papers, and anything else that could help out your fellow data equity champions OR describe a resource you are looking for and can’t find. Resources should be free to access. Products o… --- ## [Guidance on paying community members without messing up government benefits](https://community.weallcount.com/t/guidance-on-paying-community-members-without-messing-up-government-benefits/4554)
**Author:** [@Heather](https://community.weallcount.com/u/Heather)\ **Replies:** 0\ **Last updated:** [September 22, 2026, 7:06pm UTC](https://community.weallcount.com/t/guidance-on-paying-community-members-without-messing-up-government-benefits/4554 "2026-09-22T19:06:59Z")
Paying community researchers is non-negotiable, and it is also where good intentions can do real damage. For someone receiving disability, income, food, or housing benefits, a well-meant check can trigger a claw-back tha… --- ## [Interesting paper about the inequities in algorithmic hiring tools](https://community.weallcount.com/t/interesting-paper-about-the-inequities-in-algorithmic-hiring-tools/4335)
**Author:** [@dshipley2](https://community.weallcount.com/u/dshipley2)\ **Replies:** 3\ **Last updated:** [June 12, 2026, 2:52pm UTC](https://community.weallcount.com/t/interesting-paper-about-the-inequities-in-algorithmic-hiring-tools/4335 "2026-06-12T14:52:36Z")
Hey y’all, I came across the paper “Algorithmic Monocultures in Hiring” from Stanford yesterday. I’ve already read the blog and am making my way through the research paper now. So far it’s a really interesting read abou… --- ## [Foundations of Data Equity Tool Guide](https://community.weallcount.com/t/foundations-of-data-equity-tool-guide/44)
**Author:** [@Heather](https://community.weallcount.com/u/Heather)\ **Replies:** 7\ **Last updated:** [March 31, 2026, 6:11am UTC](https://community.weallcount.com/t/foundations-of-data-equity-tool-guide/44 "2026-03-31T06:11:40Z")
The workshops can be a real whirlwind so we’re creating a prototype of a simplified, step-by-step summary of a few of the key tools and processes. Please reply to this topic if you’ve got any feedback, good or bad! We wa… --- ## [Regenerative Evaluation Living Paper](https://community.weallcount.com/t/regenerative-evaluation-living-paper/4313)
**Author:** [@themichellesmith](https://community.weallcount.com/u/themichellesmith)\ **Replies:** 0\ **Last updated:** [March 24, 2026, 2:42pm UTC](https://community.weallcount.com/t/regenerative-evaluation-living-paper/4313 "2026-03-24T14:42:06Z")
Hello Community, I’m listening right now to the launch of this paper. I’m wondering if any folks in this community joined the call or are familiar with this work. Sharing here in case it’s helpful. # Moving beyond e… --- ## [Installing the We All Count Community Forum on an iOS or Android device](https://community.weallcount.com/t/installing-the-we-all-count-community-forum-on-an-ios-or-android-device/2182)
**Author:** [@pacharanero](https://community.weallcount.com/u/pacharanero)\ **Replies:** 2\ **Last updated:** [February 17, 2026, 6:48pm UTC](https://community.weallcount.com/t/installing-the-we-all-count-community-forum-on-an-ios-or-android-device/2182 "2026-02-17T18:48:45Z")
You can install the We All Count Community Forum as a ‘native’ looking progressive web app (PWA) on Android or iOS mobile devices. In fact, the Discourse forum platform prompts you to do this on many devices! To get sta… --- ## [Position: The government dataset is still online but missing entire years](https://community.weallcount.com/t/position-the-government-dataset-is-still-online-but-missing-entire-years/4281)
**Author:** [@Heather](https://community.weallcount.com/u/Heather)\ **Replies:** 0\ **Last updated:** [December 8, 2025, 9:22pm UTC](https://community.weallcount.com/t/position-the-government-dataset-is-still-online-but-missing-entire-years/4281 "2025-12-08T21:22:34Z")
Example: The EPA’s Air Quality Data Disappearances. During the Trump administration, EPA pages that hosted particulate matter, ozone, and climate science datasets were removed, redesigned, or “redirected to nowhere” with… --- ## [Position : A previously public table is now “restricted access.”](https://community.weallcount.com/t/position-a-previously-public-table-is-now-restricted-access/4280)
**Author:** [@Heather](https://community.weallcount.com/u/Heather)\ **Replies:** 0\ **Last updated:** [December 8, 2025, 9:20pm UTC](https://community.weallcount.com/t/position-a-previously-public-table-is-now-restricted-access/4280 "2025-12-08T21:20:50Z")
Example: The Removal of OSHA Injury/Illness Data. OSHA rolled back public access to establishment-level injury and illness logs that had been published annually. Suddenly, researchers and journalists couldn’t see workpla… --- ## [Position: The data I use appears to be gone, and I need that exact dataset](https://community.weallcount.com/t/position-the-data-i-use-appears-to-be-gone-and-i-need-that-exact-dataset/4255)
**Author:** [@Heather](https://community.weallcount.com/u/Heather)\ **Replies:** 1\ **Last updated:** [November 27, 2025, 5:19pm UTC](https://community.weallcount.com/t/position-the-data-i-use-appears-to-be-gone-and-i-need-that-exact-dataset/4255 "2025-11-27T17:19:01Z")
Example: In recent years, dozens of federal datasets temporarily disappeared from agency websites during redesigns, policy transitions, or CMS template changes. During the Biden–Trump handover, many climate, health, and … --- ## [Position: The data I use appears to be gone, and I need a substitute](https://community.weallcount.com/t/position-the-data-i-use-appears-to-be-gone-and-i-need-a-substitute/4256)
**Author:** [@Heather](https://community.weallcount.com/u/Heather)\ **Replies:** 0\ **Last updated:** [November 21, 2025, 6:18pm UTC](https://community.weallcount.com/t/position-the-data-i-use-appears-to-be-gone-and-i-need-a-substitute/4256 "2025-11-21T18:18:19Z")
Example: The ACS 2020 Non-Release Crisis. The American Community Survey (ACS) 1-year 2020 dataset was not released due to pandemic disruptions and nonresponse bias. The Census Bureau determined that response rates were t… --- ## [Any resources for best practices using AI tools with an equity lens?](https://community.weallcount.com/t/any-resources-for-best-practices-using-ai-tools-with-an-equity-lens/4253)
**Author:** [@rachellynn](https://community.weallcount.com/u/rachellynn)\ **Replies:** 4\ **Last updated:** [November 20, 2025, 4:44pm UTC](https://community.weallcount.com/t/any-resources-for-best-practices-using-ai-tools-with-an-equity-lens/4253 "2025-11-20T16:44:24Z")
Hi all, My organization collaborates with partners across several sectors that work with sensitive data, including medical, education, and environmental fields. Many of our projects run on the Nonprofit Google Workspace… --- ## [Talking Data Equity Evergreen Resource List](https://community.weallcount.com/t/talking-data-equity-evergreen-resource-list/3971)
**Author:** [@Heather](https://community.weallcount.com/u/Heather)\ **Replies:** 0\ **Last updated:** [May 8, 2025, 7:37pm UTC](https://community.weallcount.com/t/talking-data-equity-evergreen-resource-list/3971 "2025-05-08T19:37:52Z")
Hi there. This is the Google Doc where we store the running list of resources that are shared during Talking Data Equity. Feel free to comment if you have some links we missed. This list is updated every few weeks. --- ## [Accessing federal data from the USA](https://community.weallcount.com/t/accessing-federal-data-from-the-usa/3738)
**Author:** [@Heather](https://community.weallcount.com/u/Heather)\ **Replies:** 6\ **Last updated:** [February 7, 2025, 3:47pm UTC](https://community.weallcount.com/t/accessing-federal-data-from-the-usa/3738 "2025-02-07T15:47:39Z")
If you’re looking to access data from the US and you can’t find it in it’s usual place, here are some resources for helping you find the data you might be looking for: The End of Term Web Archive Internet Archive blog… --- ## [Help me spend $475 on books, courses, memberships!](https://community.weallcount.com/t/help-me-spend-475-on-books-courses-memberships/3249)
**Author:** [@Janicedsouza](https://community.weallcount.com/u/Janicedsouza)\ **Replies:** 1\ **Last updated:** [October 15, 2024, 1:16pm UTC](https://community.weallcount.com/t/help-me-spend-475-on-books-courses-memberships/3249 "2024-10-15T13:16:22Z")
Hi all, I have a good problem - I still have $475 remaining in my company-issued professional development fund. I have already decided to buy Queer Data by Kevin Guyan and Thinking Clearly with Data. Open to any and al… --- ## [Looking for Community of Practices for Gender responsive M&E](https://community.weallcount.com/t/looking-for-community-of-practices-for-gender-responsive-m-e/3181)
**Author:** [@Janicedsouza](https://community.weallcount.com/u/Janicedsouza)\ **Replies:** 0\ **Last updated:** [September 10, 2024, 6:24pm UTC](https://community.weallcount.com/t/looking-for-community-of-practices-for-gender-responsive-m-e/3181 "2024-09-10T18:24:55Z")
Hi all, I am an evaluator working in the international education and gender space. I am looking for CoPs or forums on gender-responsive M&E. I’ve been looking at resources from UN Women, etc. and I am hoping to find oth… --- ## [Seeking Resources: Data Equity Courses, Events, and Learning Opportunities](https://community.weallcount.com/t/seeking-resources-data-equity-courses-events-and-learning-opportunities/2692)
**Author:** [@cierrao](https://community.weallcount.com/u/cierrao)\ **Replies:** 1\ **Last updated:** [March 26, 2024, 9:01pm UTC](https://community.weallcount.com/t/seeking-resources-data-equity-courses-events-and-learning-opportunities/2692 "2024-03-26T21:01:16Z")
Hi all, I’m a recent graduate, and I’ve started my journey in a nonprofit organization dedicated to pretrial justice. My academic background is in computer science, data science, and policy. I’m eager to delve deeper in… --- ## [Qualitative data and Project Management?](https://community.weallcount.com/t/qualitative-data-and-project-management/2613)
**Author:** [@Edwin.Nyasani](https://community.weallcount.com/u/Edwin.Nyasani)\ **Replies:** 0\ **Last updated:** [March 1, 2024, 10:18pm UTC](https://community.weallcount.com/t/qualitative-data-and-project-management/2613 "2024-03-01T22:18:17Z")
Recently, I attended a meeting with our Data Management Advisory Team today. I am a member of the team. We were talking about Qualitative data. I must confess it was not very clear to me how this work would be integrated… --- ## [Communicating data findings with equity in mind](https://community.weallcount.com/t/communicating-data-findings-with-equity-in-mind/2524)
**Author:** [@AlissaMarchant](https://community.weallcount.com/u/AlissaMarchant)\ **Replies:** 2\ **Last updated:** [February 13, 2024, 3:37pm UTC](https://community.weallcount.com/t/communicating-data-findings-with-equity-in-mind/2524 "2024-02-13T15:37:41Z")
My colleagues and I recently published the Equitable Communications Guide. The Guide is designed for evaluators in the social sector, but has relevant lessons for anyone looking to improve their communications! The guide… --- ## [Seeking resources re: principles for data collection](https://community.weallcount.com/t/seeking-resources-re-principles-for-data-collection/2514)
**Author:** [@OakSlater](https://community.weallcount.com/u/OakSlater)\ **Replies:** 3\ **Last updated:** [February 7, 2024, 6:17pm UTC](https://community.weallcount.com/t/seeking-resources-re-principles-for-data-collection/2514 "2024-02-07T18:17:05Z")
I work at the Colorado Dept. of Health, and our team is putting together a list of principles of data collection as part of an internal demographic data justice guidance document, mostly for state level public health sur… --- ## [Seeking community health assessments with equity lens (USA)](https://community.weallcount.com/t/seeking-community-health-assessments-with-equity-lens-usa/1267)
**Author:** [@kbaker](https://community.weallcount.com/u/kbaker)\ **Replies:** 6\ **Last updated:** [December 7, 2023, 8:30pm UTC](https://community.weallcount.com/t/seeking-community-health-assessments-with-equity-lens-usa/1267 "2023-12-07T20:30:16Z")
Hi! I work at a place-based health funder in the US. My team is undergoing a community health assessment (CHA) to understand the health issues affecting the cities and towns that we fund. In some ways this will be an upd… --- ## [Data storytelling resources](https://community.weallcount.com/t/data-storytelling-resources/2189)
**Author:** [@jenrose](https://community.weallcount.com/u/jenrose)\ **Replies:** 4\ **Last updated:** [October 30, 2023, 11:04pm UTC](https://community.weallcount.com/t/data-storytelling-resources/2189 "2023-10-30T23:04:04Z")
Hi all. I am looking for favorite data storytelling resources that center equity. Please share any you have found useful! --- ## [Peer-reviewed data equity publication](https://community.weallcount.com/t/peer-reviewed-data-equity-publication/2112)
**Author:** [@susan.havercamp](https://community.weallcount.com/u/susan.havercamp)\ **Replies:** 8\ **Last updated:** [October 2, 2023, 2:37pm UTC](https://community.weallcount.com/t/peer-reviewed-data-equity-publication/2112 "2023-10-02T14:37:47Z")
Please tell me you have published a description of your Data Equity Framework? Preferable in a peer-reviewed outlet? I am writing a paper on health equity in marginalized and multiply marginalized populations and will c… --- ## [Gender-responsive M&E and indicators](https://community.weallcount.com/t/gender-responsive-m-e-and-indicators/2158)
**Author:** [@efrost](https://community.weallcount.com/u/efrost)\ **Replies:** 1\ **Last updated:** [September 15, 2023, 6:58pm UTC](https://community.weallcount.com/t/gender-responsive-m-e-and-indicators/2158 "2023-09-15T18:58:27Z")
I really like this report, which details ways to measure / articulate movement towards gender equality. the table on page 4 - types of gender indicators - is especially helpful. --- ## [Contextual Determinants of Health IPUMS Database Data Biography](https://community.weallcount.com/t/contextual-determinants-of-health-ipums-database-data-biography/2069)
**Author:** [@Heather](https://community.weallcount.com/u/Heather)\ **Replies:** 0\ **Last updated:** [July 28, 2023, 1:11pm UTC](https://community.weallcount.com/t/contextual-determinants-of-health-ipums-database-data-biography/2069 "2023-07-28T13:11:30Z")
--- ## [Baby's First Year Data Biography](https://community.weallcount.com/t/babys-first-year-data-biography/2068)
**Author:** [@Heather](https://community.weallcount.com/u/Heather)\ **Replies:** 0\ **Last updated:** [July 28, 2023, 1:10pm UTC](https://community.weallcount.com/t/babys-first-year-data-biography/2068 "2023-07-28T13:10:39Z")
--- ## [US Current Population Survey Data Biography](https://community.weallcount.com/t/us-current-population-survey-data-biography/1990)
**Author:** [@Heather](https://community.weallcount.com/u/Heather)\ **Replies:** 1\ **Last updated:** [July 6, 2023, 2:12am UTC](https://community.weallcount.com/t/us-current-population-survey-data-biography/1990 "2023-07-06T02:12:35Z")
--- ## [Resources to embed data equity in research and analysis](https://community.weallcount.com/t/resources-to-embed-data-equity-in-research-and-analysis/1861)
**Author:** [@gwendobson](https://community.weallcount.com/u/gwendobson)\ **Replies:** 2\ **Last updated:** [June 21, 2023, 3:20pm UTC](https://community.weallcount.com/t/resources-to-embed-data-equity-in-research-and-analysis/1861 "2023-06-21T15:20:34Z")
Good morning everyone! My team and I are looking for ways that we can embed equity in our decision making processes when working with data. For example, when setting a goal for a measure of population health, we want to… --- ## [Data Biography for Behavioral Risk Factor Surveillance System 2021](https://community.weallcount.com/t/data-biography-for-behavioral-risk-factor-surveillance-system-2021/1953)
**Author:** [@Hans](https://community.weallcount.com/u/Hans)\ **Replies:** 0\ **Last updated:** [June 20, 2023, 2:10pm UTC](https://community.weallcount.com/t/data-biography-for-behavioral-risk-factor-surveillance-system-2021/1953 "2023-06-20T14:10:40Z")
--- ## [Looking for a data mentor!](https://community.weallcount.com/t/looking-for-a-data-mentor/1858)
**Author:** [@asherrill22](https://community.weallcount.com/u/asherrill22)\ **Replies:** 4\ **Last updated:** [June 12, 2023, 4:13am UTC](https://community.weallcount.com/t/looking-for-a-data-mentor/1858 "2023-06-12T04:13:29Z")
Looking for a data mentor! I work in an academic health center and was hired in a project coordinator role. My interests are more data management and analysis. I do have a background in quant and qual analysis, so I hav… --- ## [Looking for a Data Collection and Mapping Jobs](https://community.weallcount.com/t/looking-for-a-data-collection-and-mapping-jobs/1864)
**Author:** [@Ahmadmukhtar7](https://community.weallcount.com/u/Ahmadmukhtar7)\ **Replies:** 0\ **Last updated:** [June 6, 2023, 9:25am UTC](https://community.weallcount.com/t/looking-for-a-data-collection-and-mapping-jobs/1864 "2023-06-06T09:25:43Z")
Hello! I’m looking for opportunities (even a freelance job) related to Research, Mapping and Data Collection. My volunteering and work experiences have equipped me with a range of skills that would be valuable for thi… [Next page](https://community.weallcount.com/c/resources/16.md?page=1)