Global Data and Insights Team

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Global Data & Insights Team
Operations Department
Share icon WHITE-01.svgLearning and Evaluation Hub

The Global Data & Insights Team (GD&I) helps monitor the impact of the work being done across the movement, and guides other Community Engagement teams in executing effective programs through ongoing analysis, learning and evaluation support.

Who we are[edit]

The Global Data & Insights team promotes the use of evaluation for learning and improving decision making that will better Wikimedia projects and communities. This includes:

  • developing the capacity of Foundation and movement leaders in program evaluation, design, and data use in decision-making;
  • facilitating the use and development of evaluation for creating shared frameworks, tools, and research;
  • providing a hub of learning and evaluation resources for our affiliates, grantees, volunteer program leaders, and the broader Wikimedia community to connect to resources and experienced people to help them exchange learning to be successful; and
  • executing and reflectively applying research and evaluation work to inform the Foundation's community engagement strategies.
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Jaime Anstee
Jaime began at the foundation in 2013 with the development of the program evaluation and design initiative. She has spent years organizing Learning Days, providing support for the AffCom as well as affiliate and movement data collection efforts. Jaime currently leads the teams efforts at identifying practices for evaluating with equity as well as in landscape research and the development of an equity index in which we can assess movement development and progress toward our 2030 aims in the context of related global progress. Jaime has an interdisciplinary Ph.D. in Social Psychology and more than 15 years of experience in evaluation.
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Dana McCurdy
Dana has a BA in Race, Class and Gender Studies and a Master of Public Health in Social and Behavioral Health Sciences. She has worked in the nonprofit sector as a program evaluator since 2007, supporting the measurement, learning and improvement of community health, prevention, and public education programs. Her specialties include evaluation training and capacity building, culturally responsive evaluation, data visualization, and strategic learning. Prior to working as an evaluator, Dana was a health educator in public schools and universities. She supports Wikimedia community members to learn and apply evaluation practices and she works to synthesize and report on movement-wide outcomes.
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Dumisani Ndubane
Dumisani has a Diploma in Electrical Engineering and extensive experience in System Analysis and data pattern recognition. He came to the Wikimedia Foundation from a strong background as a volunteer for the local chapter and convener of the African regional meeting. He works at the foundation to monitor, analyze, and share learning from affiliate and Program leaders.
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Rebecca Maung
Rebecca has a PhD in Sociology and an MHS in International Public Health. Before joining the Foundation in 2019, she taught courses in sociology and conducted mixed-methods research on the U.S. environmental movement while pursuing her PhD. Prior to this, she worked in household-level injury prevention research. She manages the annual Community Insights Survey and supports L&E's efforts to better understand how the Foundation can effectively support the Wikimedia movement.
Irene Florez
Irene supports the grants team's efforts with data analysis and data architecture system upgrades. Talk with me about article quality, editing metrics, knowledge gap tracking, search insights, reader insights, grants metrics, Python & Pandas for data analysis, Jupyter Notebooks, Superset.

What we do[edit]

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Foundation Data & Insights[edit]

Improve the effectiveness and equity of Foundation-led programs and events by collecting, collating, and reporting on data that helps us evaluate program inputs, outputs, and outcomes so that leaders have insights to shape planning and funding decisions.


Movement Data & Insights[edit]

Collect, analyze, and share data on the demographics, needs, and experiences of movement participants to inform ongoing decision making and determine whether we are meeting Foundation goals related to a thriving movement and so that ultimately, we can create a more equitable movement.

See: Community Insights and Wikimedia Affiliates Data Portal

Data Tools & Evaluation Resources[edit]

  • Developing quantitative and qualitative evaluation instruments, metrics, and data approaches (including surveys).
  • Providing access to the Qualtrics survey system: Providing account access, communicating with users, maintaining the Terms of Use, and supporting users with both Qualtrics technical questions, and survey design questions.
  • Collaborating with Program Officers, event coordinators, and grant committee members to review and assess grantee programs and evaluation plans.
  • Designing, implementing, and monitoring evaluation strategy, plans, and processes.
  • Collecting and analyzing quantitative and qualitative data from different populations
  • Providing internal design & development input to movement organizers tools

See: Evaluation Portal and Survey Support Desk.

Evaluation Capacity Development Review 2013-2017


AffCom at WMCon 2017



  • Participating in task and workflow tracking and management for quarterly reporting; weekly team stand-up and manager check-ins, monthly department meetings, as well as team and individual goals.
  • Supporting strategic planning & accountability through quarterly and annual planning and reporting of team efforts as well as participation in the Foundation's strategic planning.

Global Data & Insights team[edit]

To whom I go to about … L&E contact
Affiliate Data Dumisani, Jaime
Community Insights Becky, Jaime
Grants Data Irene, Jaime
Data Tools & Metrics Jaime, Becky
Evaluation Strategy Becky, Jaime
Global Landscape Data Jaime
Survey Design & Analysis Becky, Jaime