[{"data":1,"prerenderedAt":1603},["ShallowReactive",2],{"page-config-/news/emerging-funding-and-business-models-for-data-commons-a-comparison":3,"news-post-emerging-funding-and-business-models-for-data-commons-a-comparison":38,"all-faculty-news-detail":59},{"id":4,"title":5,"body":6,"description":10,"extension":13,"hero":14,"meta":32,"navigation":15,"path":33,"sections":34,"seo":35,"stem":36,"__hash__":37},"pages/pages/news.md","News",{"type":7,"value":8,"toc":9},"minimark",[],{"title":10,"searchDepth":11,"depth":11,"links":12},"",2,[],"md",{"showHero":15,"title":16,"badge":17,"description":18,"image":19,"imageCredit":20,"backgroundImage":21,"links":22},true,"Recent News & Updates","Latest Posts","Stay updated with the latest news, events, interviews, and videos from our community.","/images/news.webp","Sebastian Pfütze","/images/news-hero-bg.png",[23,28],{"label":24,"to":25,"target":26,"type":27},"Subscribe","https://mailchi.mp/4337f0e3e319/9262kjy9ck","_blank","primary",{"label":29,"to":30,"type":31},"Contact Us","/contact","secondary",{},"/pages/news",null,{"description":10},"pages/news","ATWPyIzBfpLDxYvll1Bbm4TfPyhAWlstJxCQJDVTKxs",{"id":39,"title":40,"author":41,"authorAvatar":34,"authors":42,"body":34,"category":43,"date":44,"description":45,"duration":34,"endTime":34,"extendedContent":34,"extension":46,"featured":47,"heading":40,"image":48,"location":34,"locationType":34,"mainContent":49,"meta":50,"navigation":15,"path":51,"registrationLink":34,"seo":52,"slug":53,"startTime":34,"stem":54,"tags":55,"videoUrl":34,"__hash__":58},"blogposts/blogposts/emerging-funding-and-business-models-for-data-commons-a-comparison.json","Emerging Funding and Business Models for Data Commons: A Comparison","Hannah Chafetz",[],"research","2024-10-29T00:00:00","As data becomes an essential input for innovation and AI training, questions of how to sustain its equitable and responsible reuse have gained urgency. Beyond technical infrastructure and governance frameworks, the long-term viability of data commons depends on the institutional and financial models that underpin them.","json",false,"https://cms.thegovlab.com/assets/46e60e97-e5cd-4610-bf8e-a21947a13a2d","\u003Ch2 dir=\"ltr\">Emerging Funding and Business Models for Data Commons: A Comparison\u003C/h2>\n\u003Cp dir=\"ltr\">As data becomes&nbsp;\u003Ca href=\"https://www.linkedin.com/pulse/data-commons-missing-infrastructure-public-interest-verhulst-phd-k8eec\">an essential input\u003C/a> for innovation and AI training, questions of how to sustain its equitable and responsible reuse have gained urgency. Beyond technical infrastructure and governance frameworks, the long-term viability of data commons depends on the institutional and financial models that underpin them.&nbsp;\u003C/p>\n\u003Cp dir=\"ltr\">Over the last year, The Open Data Policy Lab collected \u003Ca href=\"https://docs.google.com/spreadsheets/d/1GPzU4Pspi-XOmJU13LvOUUPxtfTuRXcZMBw7lxkQRyY/edit?gid=0#gid=0\">over 60 examples\u003C/a> of data commons that support public-interest AI. We analyzed different aspects of these commons including their governance structure, funding models, and the actors involved. We found that these initiatives are relying on an array of funding models ranging from philanthropic grants to government partnerships to donations to membership programs.&nbsp;\u003C/p>\n\u003Cp dir=\"ltr\">In what follows, we curated 10 of the data commons gathered. For each example, we briefly summarize the main focus of the commons, the geographic region, the funding model, and how data is accessed. We selected these examples based on the breadth of funding models being used. They are intended to be exemplary, not comprehensive and are listed in alphabetical order. The latter part of this blog outlines several patterns from these examples and reflections on how the data commons landscape is evolving.\u003C/p>\n\u003Ch3 dir=\"ltr\">Data Commons Examples\u003C/h3>\n\u003Cdiv dir=\"ltr\" align=\"left\">\n\u003Ctable>\u003Ccolgroup>\u003Ccol width=\"349\">\u003Ccol width=\"89\">\u003Ccol width=\"219\">\u003Ccol width=\"219\">\u003C/colgroup>\n\u003Ctbody>\n\u003Ctr>\n\u003Ctd>\n\u003Cp dir=\"ltr\">\u003Cstrong>Initiative\u003C/strong>\u003C/p>\n\u003C/td>\n\u003Ctd>\n\u003Cp dir=\"ltr\">\u003Cstrong>Country\u003C/strong>\u003C/p>\n\u003C/td>\n\u003Ctd>\n\u003Cp dir=\"ltr\">\u003Cstrong>Funding model\u003C/strong>\u003C/p>\n\u003C/td>\n\u003Ctd>\n\u003Cp dir=\"ltr\">\u003Cstrong>Data access model\u003C/strong>\u003C/p>\n\u003C/td>\n\u003C/tr>\n\u003Ctr>\n\u003Ctd>\n\u003Cp dir=\"ltr\">\u003Ca href=\"https://allofus.nih.gov/\">The All of Us Research Program\u003C/a> is an initiative from the National Institutes of Health (NIH) and based on the NIH Precision Medicine Initiative Working Group of the Advisory Committee to the Director. The initiative aims to crowdsource health data from 1 million people across the United States to improve needs-based healthcare and precision medicine.\u003C/p>\n\u003C/td>\n\u003Ctd>\n\u003Cp dir=\"ltr\">United States\u003C/p>\n\u003C/td>\n\u003Ctd>\n\u003Cp dir=\"ltr\">The program is funded by the U.S. government through the 21st Century Cures Act which set out 10 years of funding beginning in 2016 (total of $1.5 billion) and is managed by the NIH\u003C/p>\n\u003C/td>\n\u003Ctd>\n\u003Cp dir=\"ltr\">Tiered access using a cloud-based platform (\u003Ca href=\"https://www.researchallofus.org/data-tools/workbench/?_gl=1*1uoymoq*_ga*OTY0MjM4NDkyLjE3NjA5ODM4NTU.*_ga_MQVR5DG2C4*czE3NjA5ODM4NTQkbzEkZzAkdDE3NjA5ODM4NTUkajU5JGwwJGgyMTE2ODAxODc1\">Researcher Workbench\u003C/a>)\u003C/p>\n\u003C/td>\n\u003C/tr>\n\u003Ctr>\n\u003Ctd>\n\u003Cp dir=\"ltr\">\u003Ca href=\"https://datahub.aida.scilifelab.se/about/\">AIDA Data Hub\u003C/a> is an open data repository in Sweden for medical research led by the Link&ouml;ping University Center for Medical Image Science and Visualization (CMIV). The platform provides the infrastructure for researchers to share their own data and research using FAIR principles and DOI.\u003C/p>\n\u003C/td>\n\u003Ctd>\n\u003Cp dir=\"ltr\">Sweden\u003C/p>\n\u003C/td>\n\u003Ctd>\n\u003Cp dir=\"ltr\">Membership program that provides access to Base Service Data Science Platform, options to purchase additional services including compute and storage, certain groups can apply for discounts\u003C/p>\n\u003C/td>\n\u003Ctd>\n\u003Cp dir=\"ltr\">Member access through a secure platform\u003C/p>\n\u003C/td>\n\u003C/tr>\n\u003Ctr>\n\u003Ctd>\n\u003Cp dir=\"ltr\">\u003Ca href=\"https://indiaai.gov.in/datasets\">The India AI Platform\u003C/a> aims to accelerate access to non-personal data for AI researchers and startups. The platform is hosted by the Ministry of Electronics and Information Technology and Digital India.&nbsp;\u003C/p>\n\u003C/td>\n\u003Ctd>\n\u003Cp dir=\"ltr\">India\u003C/p>\n\u003C/td>\n\u003Ctd>\n\u003Cp dir=\"ltr\">Government funded and hosted by the Ministry of Electronics and Information Technology\u003C/p>\n\u003Cbr>\u003Cbr>\u003C/td>\n\u003Ctd>\n\u003Cp dir=\"ltr\">Maintains a repository of datasets hosted on external websites and platforms\u003C/p>\n\u003C/td>\n\u003C/tr>\n\u003Ctr>\n\u003Ctd>\n\u003Cp dir=\"ltr\">\u003Ca href=\"https://gainforest.earth/\">GainForest.Earth\u003C/a> is a decentralized science nonprofit that archives global biodiversity and environmental data. The initiative facilitates community-owned data commons for biodiversity, aiming to enable local and Indigenous communities to collect, manage, and share environmental data.\u003C/p>\n\u003C/td>\n\u003Ctd>\n\u003Cp dir=\"ltr\">Switzerland\u003C/p>\n\u003C/td>\n\u003Ctd>\n\u003Cp dir=\"ltr\">\u003Ca href=\"https://solana.com/news/case-study-gainforest\">Donations\u003C/a> from organizations and individuals through a decentralized payment system using blockchain technology and \u003Ca href=\"https://www.canva.com/design/DAGNpwdK0jo/QkBOQ1gfl0gy8jDTBAo10g/view?utm_content=DAGNpwdK0jo&amp;utm_campaign=designshare&amp;utm_medium=link&amp;utm_source=editor#33\">partners\u003C/a> with philanthropic foundations and other organizations\u003C/p>\n\u003C/td>\n\u003Ctd>\n\u003Cp dir=\"ltr\">Available through the GainForest application\u003C/p>\n\u003C/td>\n\u003C/tr>\n\u003Ctr>\n\u003Ctd>\n\u003Cp dir=\"ltr\">\u003Ca href=\"https://www.insight.hdrhub.org/secure-research-environment\">INSIGHT\u003C/a> is a repository of 35 million eye images that is made available for research purposes only. By providing image data, it allows researchers to use advanced analytics and AI on anonymized patient records. This initiative is led by Moorfields Eye Hospital NHS Foundation Trust in collaboration with University Hospitals Birmingham NHS Foundation Trust.\u003C/p>\n\u003C/td>\n\u003Ctd>\n\u003Cp dir=\"ltr\">United Kingdom\u003C/p>\n\u003C/td>\n\u003Ctd>\n\u003Cp dir=\"ltr\">Funded as a digital innovation hub within UK Research and Innovation Industrial Strategy Challenge Fund (2019) in collaboration with \u003Ca href=\"https://www.insight.hdrhub.org/about-insight\">several organizations\u003C/a> with support from Health Data Research UK\u003C/p>\n\u003Cbr>\n\u003Cp dir=\"ltr\">In 2022, Moorfields Eye Hospital became the lead partner and is supported by NHS, continues to collaborate with several partners\u003C/p>\n\u003Cbr>\n\u003Cp dir=\"ltr\">Researcher data access applications are \u003Ca href=\"https://www.insight.hdrhub.org/faq\">priced\u003C/a> based on their use (including potential commercial value)\u003C/p>\n\u003C/td>\n\u003Ctd>\n\u003Cp dir=\"ltr\">Access through a trusted research environment (\u003Ca href=\"https://www.insight.hdrhub.org/secure-research-environment\">Secure Research Environment\u003C/a>)\u003C/p>\n\u003C/td>\n\u003C/tr>\n\u003Ctr>\n\u003Ctd>\n\u003Cp dir=\"ltr\">\u003Ca href=\"https://data.midrc.org/\">The Medical Imaging &amp; Data Resource Center\u003C/a> (MIDRC) facilitates and curates a data commons of medical imaging data, patient demographics and outcomes, and other clinical data. The MIDRC Data Commons, a subset of the MIDRC data, provides researchers with AI-ready data that can be accessed via an online portal.\u003C/p>\n\u003C/td>\n\u003Ctd>\n\u003Cp dir=\"ltr\">United States\u003C/p>\n\u003C/td>\n\u003Ctd>\n\u003Cp dir=\"ltr\">Follows a multi-institutional collaborative model\u003C/p>\n\u003Cbr>\n\u003Cp dir=\"ltr\">Funded by the National Institute of Biomedical Imaging and Bioengineering, hosted at the University of Chicago, co-led by the American College of Radiology, the Radiological Society of North America, and the American Association of Physicists in Medicine\u003C/p>\n\u003Cbr>\n\u003Cp dir=\"ltr\">Received a grant from the Chan Zuckerberg Initiative to expand globally\u003C/p>\n\u003C/td>\n\u003Ctd>\n\u003Cp dir=\"ltr\">After making an account, data can be accessed through \u003Ca href=\"https://data.midrc.org/dashboard/Public/documentation/Gen3_MIDRC_GetStarted.pdf\">the Gen3 client application\u003C/a>\u003C/p>\n\u003C/td>\n\u003C/tr>\n\u003Ctr>\n\u003Ctd>\n\u003Cp dir=\"ltr\">\u003Ca href=\"https://mlcommons.org/datasets/\">MLCommons\u003C/a> is an AI benchmarking organization that provides open datasets for machine learning research and testing. Its objective is to support engineers in building AI technologies for the public good.\u003C/p>\n\u003C/td>\n\u003Ctd>\n\u003Cp dir=\"ltr\">United States\u003C/p>\n\u003C/td>\n\u003Ctd>\n\u003Cp dir=\"ltr\">\u003Ca href=\"https://mlcommons.org/get-involved/\">Membership fees\u003C/a> (fees are waived for academics, individuals, and small startups), founded with several corporate members\u003C/p>\n\u003C/td>\n\u003Ctd>\n\u003Cp dir=\"ltr\">Datasets housed on Github or available for download through the website, limited member access only for specific datasets\u003C/p>\n\u003C/td>\n\u003C/tr>\n\u003Ctr>\n\u003Ctd>\n\u003Cp dir=\"ltr\">Mozilla&rsquo;s \u003Ca href=\"https://commonvoice.mozilla.org/en\">Common Voice\u003C/a> is a crowdsourced open voice dataset that can be used to train AI-driven voice applications. The initiative aims to broaden access to voice data for non-English languages and other groups typically underrepresented in voice datasets. The initiative is led by the Mozilla Foundation.\u003C/p>\n\u003C/td>\n\u003Ctd>\n\u003Cp dir=\"ltr\">International\u003C/p>\n\u003C/td>\n\u003Ctd>\n\u003Cp dir=\"ltr\">Hosted by the Mozilla Foundation\u003C/p>\n\u003Cbr>\n\u003Cp dir=\"ltr\">Funded through philanthropic grants and donations, partners include NVIDIA (\u003Ca href=\"https://www.mozillafoundation.org/en/blog/mozilla-common-voice-dataset-grows-by-30-and-reaches-87-languages/\">2022\u003C/a>), the Gates Foundation, and GIZ (\u003Ca href=\"https://www.bmz-digital.global/wp-content/uploads/2023/03/Creating-Community-Driven-Datasets-Report-032023-GIZ-Mozilla.pdf\">2023\u003C/a>)\u003C/p>\n\u003Cbr>\n\u003Cp dir=\"ltr\">Meets with \u003Ca href=\"https://docs.google.com/document/d/1QHDhdJzBQzWRzjw88Br674OINtok09znq0vmpgVBZQo/edit?tab=t.0\">funders\u003C/a> on a quarterly basis\u003C/p>\n\u003C/td>\n\u003Ctd>\n\u003Cp dir=\"ltr\">Available through an external platform (\u003Ca href=\"https://community.mozilladatacollective.com/about/\">Mozilla Data Collective\u003C/a>)\u003C/p>\n\u003C/td>\n\u003C/tr>\n\u003Ctr>\n\u003Ctd>\n\u003Cp dir=\"ltr\">\u003Ca href=\"https://www.openstreetmap.org/#map=2/75.7/-42.0\">OpenStreetMap\u003C/a> (OSM) is a free, editable map of the world, collaboratively created by a global community of nearly 5 million registered users. The project aims to provide free and accessible geospatial data for everyone, including individuals, organizations, and governments. Supported by \u003Ca href=\"https://osmfoundation.org/wiki/Main_Page\">the OSM Foundation\u003C/a>, this initiative fosters the growth, development, and distribution of open geospatial data.\u003C/p>\n\u003C/td>\n\u003Ctd>\n\u003Cp dir=\"ltr\">International\u003C/p>\n\u003C/td>\n\u003Ctd>\n\u003Cp dir=\"ltr\">Donations and membership fees to the OSM Foundation\u003C/p>\n\u003Cbr>\n\u003Cp dir=\"ltr\">The OSM Foundation has \u003Ca href=\"https://osmfoundation.org/wiki/Membership\">tiered membership fees\u003C/a> that can be waived for active contributors, members help set the direction of OSM Foundation\u003C/p>\n\u003Cbr>\n\u003Cp dir=\"ltr\">The Foundation also generates revenue from its annual \u003Ca href=\"https://blog.openstreetmap.org/#:~:text=The%20OpenStreetMap%20Foundation%20owns%20and%20maintains%20the,annual%2C%20international%20State%20of%20the%20Map%20conference\">State of the Map conference\u003C/a> which is supported by donations\u003C/p>\n\u003C/td>\n\u003Ctd>\n\u003Cp dir=\"ltr\">Available through the OpenStreetMap database\u003C/p>\n\u003C/td>\n\u003C/tr>\n\u003Ctr>\n\u003Ctd>\n\u003Cp dir=\"ltr\">\u003Ca href=\"https://posmo.coop/about-us/wer-wir-sind\">POSMO\u003C/a> is a data cooperative that collects and manages mobility data, which includes GPS and sensor-based movement information about how people travel through cities. This data is used in urban planning and transportation research. Contributors share their mobility data, which is governed collectively rather than by a single company.\u003C/p>\n\u003Cbr>\n\u003Cp dir=\"ltr\">*Note: Translated using an online translator\u003C/p>\n\u003C/td>\n\u003Ctd>\n\u003Cp dir=\"ltr\">Switzerland\u003C/p>\n\u003C/td>\n\u003Ctd>\n\u003Cp dir=\"ltr\">Seed funding from \u003Ca href=\"https://medium.com/@posmo_coop/the-data-cooperative-an-new-business-model-for-the-digital-economy-83b3f523152a\">the Migros Pioneer Fund\u003C/a> (2021)\u003C/p>\n\u003Cbr>\n\u003Cp dir=\"ltr\">Data cooperative membership model (\u003Ca href=\"https://medium.com/@posmo_coop/the-data-cooperative-an-new-business-model-for-the-digital-economy-83b3f523152a\">purchase shares\u003C/a> of the cooperative)\u003C/p>\n\u003Cbr>\n\u003Cp dir=\"ltr\">Works with several partner organizations to deliver projects such as \u003Ca href=\"https://posmo.coop/\">the city of Zurich\u003C/a>\u003C/p>\n\u003C/td>\n\u003Ctd>\n\u003Cp dir=\"ltr\">Available through the POSMO App&nbsp;\u003C/p>\n\u003C/td>\n\u003C/tr>\n\u003C/tbody>\n\u003C/table>\n\u003C/div>\n\u003Ch3 dir=\"ltr\">Patterns\u003C/h3>\n\u003Cp dir=\"ltr\">The examples above reveal that while most initiatives aspire to enable equitable data reuse, their underlying business and governance models vary significantly across contexts, reflecting differences in policy priorities, sectoral focus, and maturity of data ecosystems.\u003C/p>\n\u003Cp dir=\"ltr\">Three broad patterns emerge:\u003C/p>\n\u003Ch4 dir=\"ltr\" role=\"presentation\">\u003Cstrong>Government-led Models\u003C/strong>\u003C/h4>\n\u003Cp dir=\"ltr\" role=\"presentation\">Initiatives such as All of Us, AIDA Data Hub, MIDRC, and India AI Platform exemplify state-backed infrastructures, where governments act as both funders and conveners. These models benefit from long term funding commitments. For instance, All of Us was enabled through a 10-year funding commitment through the 21st Century Cures Act. They often combine public investment with partnerships across academia and industry, positioning the commons as a public good to be leveraged for research and innovation. Sustainability here depends on continued political and fiscal commitment rather than direct revenue streams.\u003C/p>\n\u003Ch4 dir=\"ltr\" role=\"presentation\">\u003Cstrong>Philanthropy and Hybrid Cooperation Models\u003C/strong>\u003C/h4>\n\u003Cp dir=\"ltr\" role=\"presentation\">Efforts like Mozilla&rsquo;s Common Voice and GainForest.Earth illustrate philanthropic and multi-donor ecosystems where open data creation and stewardship are sustained by donations and grants. Such commons blend donor capital with community participation, aligning with the indirect benefit model identified in the literature: the value lies in mission fulfillment and ecosystem engagement rather than monetization.\u003C/p>\n\u003Ch4 dir=\"ltr\" role=\"presentation\">\u003Cstrong>Membership and Cooperative Models\u003C/strong>\u003C/h4>\n\u003Cp dir=\"ltr\" role=\"presentation\">OpenStreetMap, POSMO, and MLCommons demonstrate membership-based and cooperative financing, where users or contributors (including governments) become shareholders or members, effectively co-owning the commons. These models internalize governance and sustainability through collective ownership, echoing the freemium and razor-blade business archetypes where access is open but added services, tools, or governance privileges require contribution or fees.\u003C/p>\n\u003Cp dir=\"ltr\">Across these categories, the government&rsquo;s role shifts from funder (All of Us) to facilitator (Mozilla) to partner (POSMO). This spectrum underscores that financial models alone do not define sustainability: legitimacy, trust, and shared value creation mechanisms are equally critical.\u003C/p>\n\u003Ch3 dir=\"ltr\">Reflections and Looking Forward\u003C/h3>\n\u003Cp dir=\"ltr\">Building on the above and complementing it with other \u003Ca href=\"https://data.europa.eu/sites/default/files/report/New%20Business%20Models%20for%20Data-Driven%20Services_ENG.pdf\">research and past experiences\u003C/a>, several cross-cutting reflections and predictions emerge on how data commons may evolve robust, equitable, and sustainable business models:\u003C/p>\n\u003Ch4 dir=\"ltr\">1. From Cost Centers to Value Platforms\u003C/h4>\n\u003Cp dir=\"ltr\">Traditional open data initiatives often operated under the assumption that releasing data was a compliance cost or public good with minimal return. The emerging paradigm reframes data commons as platforms for value creation, where investments yield operational efficiencies, innovation spillovers, and measurable social returns. This requires moving from legal obligation to operational necessity&mdash;embedding openness and reuse in core processes rather than as afterthoughts.\u003C/p>\n\u003Ch4 dir=\"ltr\">2. Plural Revenue Streams and &ldquo;Layered Openness&rdquo;\u003C/h4>\n\u003Cp dir=\"ltr\">Following the traditional freemium&ndash;premium&ndash;indirect benefit typology, commons can adopt layered access models:\u003C/p>\n\u003Cul>\n\u003Cli dir=\"ltr\" aria-level=\"1\">\n\u003Cp dir=\"ltr\" role=\"presentation\">Freemium tiers (basic public access, with value-added services such as data quality assurance or curation).\u003C/p>\n\u003C/li>\n\u003Cli dir=\"ltr\" aria-level=\"1\">\n\u003Cp dir=\"ltr\" role=\"presentation\">Premium tiers (tailored APIs, enriched datasets, analytical dashboards).\u003C/p>\n\u003C/li>\n\u003Cli dir=\"ltr\" aria-level=\"1\">\n\u003Cp dir=\"ltr\" role=\"presentation\">Indirect models (where open data supports core business functions, e.g., transportation or health platforms leveraging open mobility data).\u003C/p>\n\u003C/li>\n\u003C/ul>\n\u003Cp dir=\"ltr\">This mirrors the razor-and-blades logic&mdash;open access as entry, with monetization through complementary services.\u003C/p>\n\u003Ch4 dir=\"ltr\">3. Cooperative and Mutualized Models\u003C/h4>\n\u003Cp dir=\"ltr\">The cooperative mechanisms in projects like POSMO echo a broader movement toward data cooperatives and membership-based stewardship, where users and contributors collectively govern data resources. These models blur the line between producers and consumers of data and create incentives for contribution, trust, and shared value capture&mdash;an operationalization of &ldquo;data as a commons.&rdquo;\u003C/p>\n\u003Ch4 dir=\"ltr\">4. Public&ndash;Private&ndash;Philanthropic Hybrids\u003C/h4>\n\u003Cp dir=\"ltr\">Hybrid financing&mdash;where governments provide infrastructure, philanthropy underwrites experimentation, and private actors co-invest through services or technology partnerships&mdash;is increasingly viable. Such tri-sectoral approaches ensure both legitimacy and flexibility while reducing dependency on single revenue sources.\u003C/p>\n\u003Ch4 dir=\"ltr\">5. Sustainability Through Service Design\u003C/h4>\n\u003Cp dir=\"ltr\">Sustainable commons shift from &ldquo;data release&rdquo; to data services. Data is costly to produce but cheap to reproduce; hence, viable models rely on scaling re-use, not access fees. Commons can provide support, visualization, integration, and analytics services&mdash;monetizing added value rather than access itself.\u003C/p>\n\u003Ch4 dir=\"ltr\">6. Governance as a Differentiator\u003C/h4>\n\u003Cp dir=\"ltr\">In a landscape where technical barriers are declining, governance becomes the new competitive advantage. Trusted intermediaries, transparent access processes, and demonstrable compliance with ethical and legal standards enable commons to attract users and funders. When openness increases, differentiation shifts from data access to governance and algorithmic quality.\u003C/p>\n\u003Ch4 dir=\"ltr\">7. AI-Ready and Trust-Based Commons\u003C/h4>\n\u003Cp dir=\"ltr\">Finally, as AI transforms data value chains, data commons will increasingly function as AI training and testing ecosystems. Business models will depend on their capacity to ensure data quality, representativeness, and explainability. Initiatives that align openness with responsible AI development&mdash;through privacy-preserving infrastructures, social license mechanisms, and domain-specific curation&mdash;will define the next generation of commons.\u003C/p>\n\u003Ch3 dir=\"ltr\">Conclusion\u003C/h3>\n\u003Cp dir=\"ltr\">The evolution from open data portals to fully fledged data commons ecosystems represents both an economic and institutional shift: from data as a public artifact to data as a shared asset. The emerging business models underpinning these commons&mdash;whether government-backed, cooperative, or hybrid&mdash; may signal a maturation of the data economy toward shared data stewardship, layered value creation, and mission-oriented sustainability.&nbsp;\u003C/p>\n\u003Cp dir=\"ltr\">However, it is important to note that the above comparison is not fully comprehensive and many other funding models may exist. Our analysis summarizes several funding models that data commons initiatives are using and does not comment on the effectiveness of these models and whether they are sustainable over time. The information above was gathered through secondary research and was limited to the information made public on the initiatives&rsquo; websites. Additionally, we selected the examples from our repository where the majority are published in English. As such, we likely did not include funding models typically used in non-English speaking regions.&nbsp;\u003C/p>\n\u003Cp dir=\"ltr\">To build on this work, future research may focus on the following questions:\u003C/p>\n\u003Ch4 dir=\"ltr\">1. Catalytic and Enabling Roles\u003C/h4>\n\u003Cul>\n\u003Cli dir=\"ltr\" aria-level=\"1\">\n\u003Cp dir=\"ltr\" role=\"presentation\">What roles do governments, development agencies, and philanthropic funders play in initiating and de-risking data commons?\u003C/p>\n\u003C/li>\n\u003Cli dir=\"ltr\" aria-level=\"1\">\n\u003Cp dir=\"ltr\" role=\"presentation\">How do policy frameworks, public investment, and regulatory incentives shape the emergence of sustainable data commons ecosystems?\u003C/p>\n\u003C/li>\n\u003C/ul>\n\u003Ch4 dir=\"ltr\">2. Funding Models and Sustainability\u003C/h4>\n\u003Cul>\n\u003Cli dir=\"ltr\" aria-level=\"1\">\n\u003Cp dir=\"ltr\" role=\"presentation\">Which funding and revenue models (e.g., government-backed, cooperative, public&ndash;private, subscription-based, or blended finance) have proven most effective in scaling and sustaining data commons&mdash;and under what conditions?\u003C/p>\n\u003C/li>\n\u003Cli dir=\"ltr\" aria-level=\"1\">\n\u003Cp dir=\"ltr\" role=\"presentation\">How do these models balance economic viability, openness, and public value over time?\u003C/p>\n\u003C/li>\n\u003Cli dir=\"ltr\" aria-level=\"1\">\n\u003Cp dir=\"ltr\" role=\"presentation\">What mechanisms exist to reinvest value generated by commons (e.g., through data dividends, shared infrastructure funds, or tiered access)?\u003Cbr>\u003Cbr>\u003C/p>\n\u003C/li>\n\u003C/ul>\n\u003Ch4 dir=\"ltr\">3. Institutional and Governance Dynamics\u003C/h4>\n\u003Cul>\n\u003Cli dir=\"ltr\" aria-level=\"1\">\n\u003Cp dir=\"ltr\" role=\"presentation\">How do governance structures (e.g., cooperative boards, data trusts, federated management) interact with funding models to influence accountability and long-term resilience?\u003C/p>\n\u003C/li>\n\u003Cli dir=\"ltr\" aria-level=\"1\">\n\u003Cp dir=\"ltr\" role=\"presentation\">Which institutional arrangements best mitigate collective action failures, such as underinvestment or the &ldquo;tragedy of the commons&rdquo;?\u003Cbr>\u003Cbr>\u003C/p>\n\u003C/li>\n\u003C/ul>\n\u003Ch4 dir=\"ltr\">4. Equity, Inclusion, and Global Diversity\u003C/h4>\n\u003Cul>\n\u003Cli dir=\"ltr\" aria-level=\"1\">\n\u003Cp dir=\"ltr\" role=\"presentation\">How are data commons in low- and middle-income countries (LMICs) and non-English-speaking regions being funded and sustained?\u003C/p>\n\u003C/li>\n\u003Cli dir=\"ltr\" aria-level=\"1\">\n\u003Cp dir=\"ltr\" role=\"presentation\">What contextual factors (e.g., infrastructure, donor dependence, regulatory environments) affect their financial and institutional models?\u003C/p>\n\u003C/li>\n\u003Cli dir=\"ltr\" aria-level=\"1\">\n\u003Cp dir=\"ltr\" role=\"presentation\">How can funding mechanisms promote inclusive participation, especially from marginalized communities and local data producers?\u003Cbr>\u003Cbr>\u003C/p>\n\u003C/li>\n\u003C/ul>\n\u003Ch4 dir=\"ltr\">5. Learning and Future Directions\u003C/h4>\n\u003Cul>\n\u003Cli dir=\"ltr\" aria-level=\"1\">\n\u003Cp dir=\"ltr\" role=\"presentation\">What metrics and indicators can assess the effectiveness and sustainability of data commons funding models?\u003C/p>\n\u003C/li>\n\u003Cli dir=\"ltr\" aria-level=\"1\">\n\u003Cp dir=\"ltr\" role=\"presentation\">How might emerging technologies (e.g., blockchain, decentralized finance, smart contracts) enable new forms of collective financing and stewardship?\u003C/p>\n\u003C/li>\n\u003C/ul>\n\u003Cp dir=\"ltr\">***\u003C/p>\n\u003Cp dir=\"ltr\">Have any questions or are interested in collaborating? Reach out to us at newcommons@opendatapolicylab.org.\u003C/p>\n\u003Cp>&nbsp;\u003C/p>",{},"/blogposts/emerging-funding-and-business-models-for-data-commons-a-comparison",{"title":40,"description":45},"emerging-funding-and-business-models-for-data-commons-a-comparison","blogposts/emerging-funding-and-business-models-for-data-commons-a-comparison",[56,57],"Research","Data Commons","tM2dLdUSniCCCXY3VnK4P3Puio7-ZP7H1UIhacCBbPY",[60,73,87,102,116,129,141,153,166,178,192,204,216,228,240,252,264,274,286,300,313,326,339,350,362,376,391,404,417,430,443,456,465,478,490,502,515,528,540,552,564,576,589,602,614,626,639,650,661,675,688,702,713,726,736,749,761,773,785,798,810,822,836,849,862,874,886,898,910,922,934,946,958,971,983,995,1009,1021,1033,1044,1058,1071,1085,1097,1110,1122,1134,1146,1158,1168,1180,1192,1204,1217,1229,1241,1256,1268,1280,1294,1306,1320,1334,1347,1360,1372,1385,1397,1409,1421,1433,1446,1458,1471,1482,1493,1507,1520,1532,1544,1556,1567,1579,1590],{"id":61,"title":62,"affiliation":34,"bio":63,"body":34,"category":64,"cohort":34,"description":34,"expertise":34,"extension":46,"headshot":34,"image":65,"legacy":47,"linkedin":34,"meta":66,"name":62,"navigation":15,"path":68,"photo":34,"role":69,"seo":70,"stem":71,"topic":34,"website":34,"__hash__":72},"faculty/faculty/adam-zable.json","Adam Zable","Adam Zable is a Research Fellow at the GovLab. His work and research interests focus on the intersection of emerging technologies, data governance, and democracy. In his previous role as the Director of Emerging Technologies at the Digital Trade and Data Governance Hub, he spearheaded the development of the Global Data Governance Mapping Project, assessing national-level data governance efforts across the globe, and organized conferences on the international policy implications of extended reality and on data governance in the age of generative AI. He holds a Master of Public Policy from the Willy Brandt School of Public Policy and resides in Freiburg, Germany.","author","https://cms.thegovlab.com/assets/1646f23a-0139-43d8-b0b2-51a455000728",{"slug":67},"adam-zable","/faculty/adam-zable","Research Fellow",{},"faculty/adam-zable","5bR3wydz1eXMWjD7PSD8j4im9GZM7_x4k8iz5TN85Dw",{"id":74,"title":75,"affiliation":34,"bio":76,"body":34,"category":77,"cohort":34,"description":34,"expertise":34,"extension":46,"headshot":34,"image":78,"legacy":15,"linkedin":79,"meta":80,"name":75,"navigation":15,"path":82,"photo":34,"role":83,"seo":84,"stem":85,"topic":34,"website":34,"__hash__":86},"faculty/faculty/adrienne-schmoeker.json","Adrienne Schmoeker","Adrienne Schmoeker is the former Deputy Chief Analytics Officer for the City of New York. During her tenure with the City of New York she led the team at the NYC Mayor's Office of Data Analytics, grew the NYC Open Data Program, co-founded NYC Open Data Week and was part of the founding team in the inaugural NYC CTO's Office. Prior to working for New York City government Adrienne led new market expansion and the development of the enterprise business for the social-impact company Catchafire. Adrienne is currently advising urban technology startups, helping design new data programs and advising on government technology programs working to close the digital divide.","instructor","https://cms.thegovlab.com/assets/d359af3c-47d4-4da8-a3b1-acc521906ceb","https://www.linkedin.com/in/schmoeker/",{"slug":81},"adrienne-schmoeker","/faculty/adrienne-schmoeker","Course Advisor",{},"faculty/adrienne-schmoeker","z_7IPuXoKOHDOgpFTsSqBY_T1QYYDk0kAWowjYGC3ow",{"id":88,"title":89,"affiliation":90,"bio":34,"body":34,"category":91,"cohort":92,"description":34,"expertise":34,"extension":46,"headshot":34,"image":93,"legacy":47,"linkedin":94,"meta":95,"name":89,"navigation":15,"path":97,"photo":34,"role":34,"seo":98,"stem":99,"topic":100,"website":34,"__hash__":101},"faculty/faculty/alex-hutchison.json","Alex Hutchison","Forr Data","guest-faculty","DS Berlin 2024, DS Berlin 2025","https://cms.thegovlab.com/assets/6c6e0f38-0cae-48d9-9c3d-acea65f0eb5c","https://www.linkedin.com/in/alex-hutchison-62517412/",{"slug":96},"alex-hutchison","/faculty/alex-hutchison",{},"faculty/alex-hutchison","Impact Measurement & Work of Data for Children Collaborative","Q6zJ9wxOc_kYKt4uhkMYd9u3Ptug0EKTJWUmU75-NX4",{"id":103,"title":104,"affiliation":105,"bio":34,"body":34,"category":91,"cohort":106,"description":34,"expertise":34,"extension":46,"headshot":34,"image":107,"legacy":15,"linkedin":108,"meta":109,"name":104,"navigation":15,"path":111,"photo":34,"role":34,"seo":112,"stem":113,"topic":114,"website":34,"__hash__":115},"faculty/faculty/alex-pompe.json","Alex Pompe","Freelancer, Open Mapping and Nature Photography","DS Turin 2024","https://cms.thegovlab.com/assets/049e41fa-e266-495e-80e1-0096c00bca85","https://www.linkedin.com/in/alexpompe/",{"slug":110},"alex-pompe","/faculty/alex-pompe",{},"faculty/alex-pompe","Data powered collaborations for social good & Meta's Data for Good Work","NxXESqPg21h7BH-7afZnYJ00dZxFvjnMPJZFkxAyNPY",{"id":117,"title":118,"affiliation":119,"bio":34,"body":34,"category":91,"cohort":120,"description":34,"expertise":34,"extension":46,"headshot":34,"image":121,"legacy":15,"linkedin":122,"meta":123,"name":118,"navigation":15,"path":125,"photo":34,"role":34,"seo":126,"stem":127,"topic":34,"website":34,"__hash__":128},"faculty/faculty/alison-paprica.json","Alison Paprica","University of Toronto","DS Academy 2020-2022","https://cms.thegovlab.com/assets/22da179a-53e4-4752-aa1a-1f70bb07ffaa","https://www.linkedin.com/in/p-alison-paprica-4468326/",{"slug":124},"alison-paprica","/faculty/alison-paprica",{},"faculty/alison-paprica","GdVZUxEJDplSSVWpxCQFaDliddUXHhtXXbk2BbtBQeA",{"id":130,"title":131,"affiliation":132,"bio":34,"body":34,"category":91,"cohort":120,"description":34,"expertise":34,"extension":46,"headshot":34,"image":133,"legacy":15,"linkedin":134,"meta":135,"name":131,"navigation":15,"path":137,"photo":34,"role":34,"seo":138,"stem":139,"topic":34,"website":34,"__hash__":140},"faculty/faculty/amen-ra-mashariki.json","Amen Ra Mashariki","Bezos Earth Fund","https://cms.thegovlab.com/assets/a4701d40-6533-4230-8874-871ac94b3f34","https://www.linkedin.com/in/amen-ra-mashariki-1452885/",{"slug":136},"amen-ra-mashariki","/faculty/amen-ra-mashariki",{},"faculty/amen-ra-mashariki","B9EIq50RRHe6ou-4B7T6sCncR2ahTJxjNa8CKUzSMHg",{"id":142,"title":143,"affiliation":144,"bio":34,"body":34,"category":91,"cohort":120,"description":34,"expertise":34,"extension":46,"headshot":34,"image":145,"legacy":15,"linkedin":146,"meta":147,"name":143,"navigation":15,"path":149,"photo":34,"role":34,"seo":150,"stem":151,"topic":34,"website":34,"__hash__":152},"faculty/faculty/amy-regas.json","Amy Regas","Tetra Tech","https://cms.thegovlab.com/assets/4b28666d-dde5-4d03-bd08-d7aa6009b6e3","https://www.linkedin.com/in/amykimregas/",{"slug":148},"amy-regas","/faculty/amy-regas",{},"faculty/amy-regas","YdWm44wcLD4bmciE5cbyAEjZTvsqHUtaxZLa3Hsy1I4",{"id":154,"title":155,"affiliation":156,"bio":34,"body":34,"category":91,"cohort":106,"description":34,"expertise":34,"extension":46,"headshot":34,"image":157,"legacy":47,"linkedin":158,"meta":159,"name":155,"navigation":15,"path":161,"photo":34,"role":34,"seo":162,"stem":163,"topic":164,"website":34,"__hash__":165},"faculty/faculty/andrea-zaramella.json","Andrea Zaramella","Vodafone Business","https://cms.thegovlab.com/assets/6bb956bb-52af-469e-8cdf-2dff4a4a4321","https://www.linkedin.com/in/andreazaramelladott/",{"slug":160},"andrea-zaramella","/faculty/andrea-zaramella",{},"faculty/andrea-zaramella","Use of TELCO Data for Impact Evaluation","VkhRswUzIdWPshGjj7Js6ub9aLPKoPWBg3C4mMWCB68",{"id":167,"title":168,"affiliation":169,"bio":34,"body":34,"category":91,"cohort":120,"description":34,"expertise":34,"extension":46,"headshot":34,"image":170,"legacy":15,"linkedin":171,"meta":172,"name":168,"navigation":15,"path":174,"photo":34,"role":34,"seo":175,"stem":176,"topic":34,"website":34,"__hash__":177},"faculty/faculty/andrew-collinge.json","Andrew Collinge","Jacobs","https://cms.thegovlab.com/assets/6a9b4a0a-d447-4c44-aeaa-ab2155274359","https://www.linkedin.com/in/andrew-collinge-0708b91b/",{"slug":173},"andrew-collinge","/faculty/andrew-collinge",{},"faculty/andrew-collinge","CJI_-FFIpM7E761MupRMJsu5qZDTThFIU9aiNR1X2s0",{"id":179,"title":180,"affiliation":34,"bio":181,"body":34,"category":77,"cohort":34,"description":34,"expertise":34,"extension":46,"headshot":34,"image":182,"legacy":47,"linkedin":183,"meta":184,"name":186,"navigation":15,"path":187,"photo":34,"role":188,"seo":189,"stem":190,"topic":34,"website":34,"__hash__":191},"faculty/faculty/andrew-j-zahuranec.json","Andrew J Zahuranec","\u003Cp dir=\"ltr\">Andrew J. Zahuranec is a Research and Partnership Manager at The GovLab, where he oversees projects focused on how advances in science and technology can improve governance and help society better address systemic challenges such as climate change and migration. Andrew has coordinated and managed various initiatives, including the #Data4COVID19 Africa Challenge&mdash;a collaboration between l'Agence fran&ccedil;aise de d&eacute;veloppement (AFD), Expertise France, and The GovLab to accelerate responsible data innovation to tackle COVID-19 pandemic and its effects across Africa&mdash;and the Responsible Data for Children initiative&mdash;a collaboration with UNICEF to promote the more effective and responsible use of data for and about children in settings afflicted with challenges such as forced migration, climate change, and disaster response.&nbsp;\u003C/p>\n\u003Cp>\u003Cstrong id=\"docs-internal-guid-ccdeb17b-7fff-01a5-cb71-4ee622a7f2b9\">\u003Cbr>\u003C/strong>In addition, Andrew conducts significant research on data collaboration and data stewardship, especially as they relate to ongoing, dynamic crises. He developed publications including \u003Cem>The #Data4COVID19 Review, The Use of Mobility Data for Responding to the COVID-19 Pandemic, and What Is Mobility Data? Where Is It Used?\u003C/em>, all of which examined the role that non-traditional data could play in understanding patterns of human mobility for pandemic response. He is a lead for the Data Stewards Academy and has facilitated courses on data stewardship for the State of Maryland.\u003C/p>","https://cms.thegovlab.com/assets/d7d6b2e8-0e2e-4f85-b1b7-2074e8ab6932","https://www.linkedin.com/in/ajzahuranec/",{"slug":185},"andrew-j-zahuranec","Andrew J. Zahuranec","/faculty/andrew-j-zahuranec","Course Facilitator",{},"faculty/andrew-j-zahuranec","yzaZQzcLZDC1c1DhsU9KAioBGaCIWd8NOlZVK5ui2Vw",{"id":193,"title":194,"affiliation":34,"bio":195,"body":34,"category":64,"cohort":34,"description":34,"expertise":34,"extension":46,"headshot":34,"image":196,"legacy":47,"linkedin":34,"meta":197,"name":194,"navigation":15,"path":199,"photo":34,"role":200,"seo":201,"stem":202,"topic":34,"website":34,"__hash__":203},"faculty/faculty/andrew-young.json","Andrew Young","Andrew Young is the Knowledge Director at The GovLab, where he leads research efforts focusing on the impact of technology on public institutions. Among the grant-funded projects he has directed are a global assessment of the impact of open government data; comparative benchmarking of government innovation efforts against those of other countries; a methodology for leveraging corporate data to benefit the public good; and crafting the experimental design for testing the adoption of technology innovations in federal agencies.","https://cms.thegovlab.com/assets/25da5949-b5b6-4d38-9536-d1c14254d987",{"slug":198},"andrew-young","/faculty/andrew-young","Knowledge Director",{},"faculty/andrew-young","ES3foDZEbla4rnSjm-O-j2YKaeuV7UJT-wYzo3nsWHM",{"id":205,"title":206,"affiliation":207,"bio":34,"body":34,"category":91,"cohort":120,"description":34,"expertise":34,"extension":46,"headshot":34,"image":208,"legacy":15,"linkedin":209,"meta":210,"name":206,"navigation":15,"path":212,"photo":34,"role":34,"seo":213,"stem":214,"topic":34,"website":34,"__hash__":215},"faculty/faculty/astha-kapoor.json","Astha Kapoor","Aapti Institute","https://cms.thegovlab.com/assets/e6b4a35a-9c6b-4cca-a83f-ec6a030191cf","https://www.linkedin.com/in/astha-kapoor-020b4760/",{"slug":211},"astha-kapoor","/faculty/astha-kapoor",{},"faculty/astha-kapoor","1dBPf4BnttnxR4o4dPzmhz1cd59hs20Kcoz01SZiY50",{"id":217,"title":218,"affiliation":219,"bio":34,"body":34,"category":91,"cohort":120,"description":34,"expertise":34,"extension":46,"headshot":34,"image":220,"legacy":15,"linkedin":221,"meta":222,"name":218,"navigation":15,"path":224,"photo":34,"role":34,"seo":225,"stem":226,"topic":34,"website":34,"__hash__":227},"faculty/faculty/audrey-tang.json","Audrey Tang","Ministry of Foreign Affairs, Taiwan","https://cms.thegovlab.com/assets/69c84800-8eba-4fc4-b536-4971a87729bb","https://www.linkedin.com/in/tangaudrey/",{"slug":223},"audrey-tang","/faculty/audrey-tang",{},"faculty/audrey-tang","guDc8SZ1teF85fU2ZpyjBo5kT7eFEi6aqz0KnMI3ZQc",{"id":229,"title":230,"affiliation":231,"bio":34,"body":34,"category":91,"cohort":120,"description":34,"expertise":34,"extension":46,"headshot":34,"image":232,"legacy":15,"linkedin":233,"meta":234,"name":230,"navigation":15,"path":236,"photo":34,"role":34,"seo":237,"stem":238,"topic":34,"website":34,"__hash__":239},"faculty/faculty/bapu-vaitla.json","Bapu Vaitla","City of Davis & Data2X","https://cms.thegovlab.com/assets/55cfe9b5-222f-4521-8416-b6dca6f2969c","https://www.linkedin.com/in/bapu-vaitla-3389b94/",{"slug":235},"bapu-vaitla","/faculty/bapu-vaitla",{},"faculty/bapu-vaitla","xY4K5eu3CdK8TcDvRERRonurgCaRe7vfqME3ptSPXoQ",{"id":241,"title":242,"affiliation":243,"bio":34,"body":34,"category":91,"cohort":120,"description":34,"expertise":34,"extension":46,"headshot":34,"image":244,"legacy":15,"linkedin":245,"meta":246,"name":242,"navigation":15,"path":248,"photo":34,"role":34,"seo":249,"stem":250,"topic":34,"website":34,"__hash__":251},"faculty/faculty/barbara-ubaldi.json","Barbara Ubaldi","Tony Blair Institute for Global Change","https://cms.thegovlab.com/assets/6a3cc3f2-b0d1-46d0-94fe-088d6607976f","https://www.linkedin.com/in/barbara-ubaldi-416146/",{"slug":247},"barbara-ubaldi","/faculty/barbara-ubaldi",{},"faculty/barbara-ubaldi","OqdWXuIUfhBjhmn9X4-G4P0L3YgggPM_hGvvy9C8Iho",{"id":253,"title":254,"affiliation":255,"bio":34,"body":34,"category":91,"cohort":120,"description":34,"expertise":34,"extension":46,"headshot":34,"image":256,"legacy":15,"linkedin":257,"meta":258,"name":254,"navigation":15,"path":260,"photo":34,"role":34,"seo":261,"stem":262,"topic":34,"website":34,"__hash__":263},"faculty/faculty/bart-rousseau.json","Bart Rousseau","Digital Vlaanderen","https://cms.thegovlab.com/assets/1aa4a2bb-f3e7-4509-89e5-0605a0a92423","https://www.linkedin.com/in/bartrosseau/",{"slug":259},"bart-rousseau","/faculty/bart-rousseau",{},"faculty/bart-rousseau","FzXJOFe3JOVPVIw_CuvcAR_rOIaEScwzutzZ2svmUoI",{"id":265,"title":266,"affiliation":34,"bio":34,"body":34,"category":64,"cohort":34,"description":34,"expertise":34,"extension":46,"headshot":34,"image":34,"legacy":47,"linkedin":34,"meta":267,"name":269,"navigation":15,"path":270,"photo":34,"role":34,"seo":271,"stem":272,"topic":34,"website":34,"__hash__":273},"faculty/faculty/begona-g-otero.json","Begona G Otero",{"slug":268},"begona-g-otero","Begoña G. 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OCHA","https://cms.thegovlab.com/assets/105faf1f-62cd-42f0-ba98-7d3e081e8c91","https://www.linkedin.com/in/josb/",{"slug":881},"jos-berens","/faculty/jos-berens",{},"faculty/jos-berens","Q8A4yJ_1GXqg5btabK9sNfPp-NaMatS9QPAHHNej_QE",{"id":887,"title":888,"affiliation":579,"bio":34,"body":34,"category":91,"cohort":120,"description":34,"expertise":34,"extension":46,"headshot":34,"image":889,"legacy":15,"linkedin":890,"meta":891,"name":893,"navigation":15,"path":894,"photo":34,"role":34,"seo":895,"stem":896,"topic":34,"website":34,"__hash__":897},"faculty/faculty/juan-m-lavista-ferres.json","Juan M Lavista Ferres","https://cms.thegovlab.com/assets/af6b99bd-7a20-4e0a-9530-78f908566be0","https://www.linkedin.com/in/jlavista/",{"slug":892},"juan-m-lavista-ferres","Juan M. 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University","https://cms.thegovlab.com/assets/e8770782-607b-4f62-8076-7980c7a7173f","https://www.linkedin.com/in/julia-stoyanovich-b184851/",{"slug":917},"julia-stoyanovich","/faculty/julia-stoyanovich",{},"faculty/julia-stoyanovich","Gw1KbXq3FyB0quxq7VTlz_EgLKDJlJrlDiEl2LQ0J0c",{"id":923,"title":924,"affiliation":925,"bio":34,"body":34,"category":91,"cohort":120,"description":34,"expertise":34,"extension":46,"headshot":34,"image":926,"legacy":15,"linkedin":927,"meta":928,"name":924,"navigation":15,"path":930,"photo":34,"role":34,"seo":931,"stem":932,"topic":34,"website":34,"__hash__":933},"faculty/faculty/kersten-jauer.json","Kersten Jauer","United 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Foundations","https://cms.thegovlab.com/assets/d19d7fda-92d6-4f8d-8ce0-2dd3c1fb76d7","https://www.linkedin.com/in/viviankishabwenge/",{"slug":941},"kisha-bwenge","/faculty/kisha-bwenge",{},"faculty/kisha-bwenge","LwOUsiKNBy1L-OpPd3pY-jmyxicCYIlEu50zlDyli7Y",{"id":947,"title":948,"affiliation":949,"bio":34,"body":34,"category":91,"cohort":120,"description":34,"expertise":34,"extension":46,"headshot":34,"image":950,"legacy":15,"linkedin":951,"meta":952,"name":948,"navigation":15,"path":954,"photo":34,"role":34,"seo":955,"stem":956,"topic":34,"website":34,"__hash__":957},"faculty/faculty/krishna-sood.json","Krishna Sood","Black Forest Labs","https://cms.thegovlab.com/assets/9e77bd5c-c6c1-4c2f-a4d9-c4090b3afe85","https://www.linkedin.com/in/krishnasood/",{"slug":953},"krishna-sood","/faculty/krishna-sood",{},"faculty/krishna-sood","opraoQU0aFXNDlQSfuBwOR_Ojbg955KK5UkNt-nvVE4",{"id":959,"title":960,"affiliation":961,"bio":34,"body":34,"category":91,"cohort":106,"description":34,"expertise":34,"extension":46,"headshot":34,"image":962,"legacy":47,"linkedin":963,"meta":964,"name":960,"navigation":15,"path":966,"photo":34,"role":34,"seo":967,"stem":968,"topic":969,"website":34,"__hash__":970},"faculty/faculty/leonardo-camiciotti.json","Leonardo Camiciotti","TopIX Consortium","https://cms.thegovlab.com/assets/1b7ebb7b-5143-4902-88bb-a70fbf8c3ae1","https://www.linkedin.com/in/leocami/",{"slug":965},"leonardo-camiciotti","/faculty/leonardo-camiciotti",{},"faculty/leonardo-camiciotti","Top IX Consortium on Data Spaces & Impact 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America","https://cms.thegovlab.com/assets/b5553bc1-fcf2-4012-b359-3e6d08b95202","https://www.linkedin.com/in/lcoral/",{"slug":978},"lilian-coral","/faculty/lilian-coral",{},"faculty/lilian-coral","PFVGbRvqYy1KzELxWJoua5jrbJnMNUzlngzC92NPKF4",{"id":984,"title":985,"affiliation":986,"bio":34,"body":34,"category":91,"cohort":120,"description":34,"expertise":34,"extension":46,"headshot":34,"image":987,"legacy":15,"linkedin":988,"meta":989,"name":985,"navigation":15,"path":991,"photo":34,"role":34,"seo":992,"stem":993,"topic":34,"website":34,"__hash__":994},"faculty/faculty/lisa-moretti.json","Lisa Moretti","Freelance, Digital Sociologist","https://cms.thegovlab.com/assets/2ee04896-2db7-436c-b2b8-1de20e12c578","https://www.linkedin.com/in/lisataliamoretti/",{"slug":990},"lisa-moretti","/faculty/lisa-moretti",{},"faculty/lisa-moretti","EV8XLcbAFAoKtBzuzfT85iXeQ49CT2LH-2tTPcZln8I",{"id":996,"title":997,"affiliation":998,"bio":34,"body":34,"category":91,"cohort":999,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1000,"legacy":15,"linkedin":1001,"meta":1002,"name":997,"navigation":15,"path":1004,"photo":34,"role":34,"seo":1005,"stem":1006,"topic":1007,"website":34,"__hash__":1008},"faculty/faculty/ludovica-paseri.json","Ludovica Paseri","University of Turin","DS Turin 2024, DS Milan 2026","https://cms.thegovlab.com/assets/f7c1cd4c-45fe-44b5-8d73-7ba5b03f394d","https://www.linkedin.com/in/ludovica-paseri-616880149/",{"slug":1003},"ludovica-paseri","/faculty/ludovica-paseri",{},"faculty/ludovica-paseri","Legal Implications to Data 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Innovation","https://cms.thegovlab.com/assets/453663e1-2ae9-4767-b18d-40c689edd62f","https://www.linkedin.com/in/lynn-overmann-325bb432/",{"slug":1016},"lynn-overmann","/faculty/lynn-overmann",{},"faculty/lynn-overmann","T_4VBcHNBpT91i3OLMPlturz60ufyjOayd4Wu5Y0s5E",{"id":1022,"title":1023,"affiliation":1024,"bio":34,"body":34,"category":91,"cohort":120,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1025,"legacy":15,"linkedin":1026,"meta":1027,"name":1023,"navigation":15,"path":1029,"photo":34,"role":34,"seo":1030,"stem":1031,"topic":34,"website":34,"__hash__":1032},"faculty/faculty/marc-lepage.json","Marc Lepage","Asian Development Bank","https://cms.thegovlab.com/assets/0b25f882-fdb8-4cc3-bbf2-5d7a9f174c7a","https://www.linkedin.com/in/mlepage/",{"slug":1028},"marc-lepage","/faculty/marc-lepage",{},"faculty/marc-lepage","JCDw1BHIBhdOfzo1coSP7TDfQgIgSwdNw8P2txPefxY",{"id":1034,"title":1035,"affiliation":579,"bio":34,"body":34,"category":91,"cohort":120,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1036,"legacy":15,"linkedin":1037,"meta":1038,"name":1035,"navigation":15,"path":1040,"photo":34,"role":34,"seo":1041,"stem":1042,"topic":34,"website":34,"__hash__":1043},"faculty/faculty/marcus-bartley-johns.json","Marcus Bartley Johns","https://cms.thegovlab.com/assets/a36a2963-d9c0-4f73-a66c-ca96ae2dad3e","https://www.linkedin.com/in/marcus-bartley-johns-57a84422/",{"slug":1039},"marcus-bartley-johns","/faculty/marcus-bartley-johns",{},"faculty/marcus-bartley-johns","6ezX8H4I7u6nV0D1iKncL_l-M-af7CYPz9NXFU1iaAk",{"id":1045,"title":1046,"affiliation":1047,"bio":34,"body":34,"category":91,"cohort":665,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1048,"legacy":47,"linkedin":1049,"meta":1050,"name":1052,"navigation":15,"path":1053,"photo":34,"role":34,"seo":1054,"stem":1055,"topic":1056,"website":34,"__hash__":1057},"faculty/faculty/martin-pompery.json","Martin Pompery","SINE Foundation","https://cms.thegovlab.com/assets/ed8cc1b5-1ca9-4bfa-9ae2-e954ddf739b6","https://www.linkedin.com/in/pompery/",{"slug":1051},"martin-pompery","Martin Pompéry","/faculty/martin-pompery",{},"faculty/martin-pompery","Data Commons (Governance and Technical Infrastructure)","tjuo0EubXDpXzFAIg_QIbXCZltPEmfV5O6BB2OiGxgk",{"id":1059,"title":1060,"affiliation":34,"bio":1061,"body":34,"category":64,"cohort":34,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1062,"legacy":47,"linkedin":1063,"meta":1064,"name":1066,"navigation":15,"path":1067,"photo":34,"role":34,"seo":1068,"stem":1069,"topic":34,"website":34,"__hash__":1070},"faculty/faculty/martin-stewart-weeks.json","Martin Stewart Weeks","\u003Cp>A strategic thinker, organisational consultant, policy analyst, facilitator and writer, Martin&rsquo;s work draws on over 35 years&rsquo; experience spanning government, the &ldquo;for purpose&rdquo; or social sector and the corporate sector.\u003C/p>\n\u003Cp>As well as his own advisory and research work, Martin has also been a senior advisor to Deloitte&rsquo;s public sector team in Australia and with The Impact Assembly as part of PwC&rsquo;s social impact practice.\u003C/p>\n\u003Cp>He is an ANZSOG Practice Fellow for Digital Government Strategy and Leadership and the founder and principal of Public Purpose Pty Ltd, working at the intersection of public policy, strategy, leadership and technology. He has led the development of new programs exploring the public leadership implications of digital, data and AI, including the role of ethics and ethical frameworks for public leaders. He co-directs ANZSOG&rsquo;s Deputies Leadership Program with Kathryn Anderson, that integrates a significant focus on the evolution of leadership responses to the opportunities and risks of digital, data and AI capabilities and platforms.\u003C/p>\n\u003Cp>From 2001 to 2013, Martin led the Asia-Pacific public sector consulting and innovation team in Cisco&rsquo;s Internet Business Solutions Group (IBSG). He led strategy and design work on digital transformation and public policy and public sector reform projects in government, education, health, human services and urbanisation in India, China, South-East Asia, Australia and New Zealand.\u003C/p>\n\u003Cp>Prior to his role in Cisco, Martin held various policy and management roles in the federal public sector, including Chief of Staff to a Minister in the Federal Government, a federal public servant (Communications, Sport, Recreation and Tourism) and as a research and strategy lead in the Office of Strategic Planning in the NSW Cabinet Office. For the past three years, and again in 2026, he has been a Learning Guide and facilities for the NSW Leadership Academy (Band 1 and Band 2 senior executives).\u003C/p>\n\u003Cp>He chaired the former NSW Digital Government Advisory Panel and the Expert Advisory Group for the Welfare Payments Infrastructure Transformation program (WPIT) for the former federal Department of Human Services (now Services Australia).\u003C/p>\n\u003Cp>He was a member of the Government 2.0 Task Force established by Federal Minister for Finance, Lindsay Tanner, in 2009. In 2017, Martin was one of 3 members of a review for the NSW Government, chaired by former NSW Premier Nick Greiner AC, of regulatory policy and strategy across the State.\u003C/p>\n\u003Cp>He was an inaugural member of the NSW AI Advisory Group which crafted the early versions of what has now become the NSW AI Assurance Framework which is also being adapted as a national AI assurance framework.\u003C/p>\n\u003Cp>Martin writes and speaks extensively on government, service design, digital transformation, the impact of AI in government and on public leadership for the digital age as well as on different dimensions of policy reform. Together with former Finance Minister Lindsay Tanner, he wrote Changing Shape: Institutions for a Digital Age (Longueville Press, February 2014).\u003C/p>\n\u003Cp>He is also co-author with Simon Cooper of (Are We There Yet? Digital Transformation of Government and the Public Sector in Australia (Longueville Press, July 2019).\u003C/p>\n\u003Cp>Martin holds an Honours degree in English from the University of York, a Masters degree in Social Science and Policy from the University of New South Wales as well as graduate qualifications in applied economics from what is now the University of Canberra.\u003C/p>","https://cms.thegovlab.com/assets/ae57bd4e-ccca-4e57-90ae-ccdea38ab424","https://www.linkedin.com/in/msweeks/",{"slug":1065},"martin-stewart-weeks","Martin Stewart-Weeks","/faculty/martin-stewart-weeks",{},"faculty/martin-stewart-weeks","nuHbo3Pfrch0Q_uq8-nDe3bEo8ZnLVP1A8Psh91GOYc",{"id":1072,"title":1073,"affiliation":1074,"bio":34,"body":34,"category":91,"cohort":92,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1075,"legacy":47,"linkedin":1076,"meta":1077,"name":1079,"navigation":15,"path":1080,"photo":34,"role":34,"seo":1081,"stem":1082,"topic":1083,"website":34,"__hash__":1084},"faculty/faculty/martin-wahlisch.json","Martin Wahlisch","University of Birmingham","https://cms.thegovlab.com/assets/7615dae2-797a-4f6f-9597-c7c7ed0e8b92","https://www.linkedin.com/in/martinwaehlisch/",{"slug":1078},"martin-wahlisch","Martin Wählisch","/faculty/martin-wahlisch",{},"faculty/martin-wahlisch","Institutionalizing Data Stewardship, data hubs and digital transformation of public organizations","cZUQPYrsyAC_ng4hHzqnYTmfJC5j8FWC-2Zq7Uc4moc",{"id":1086,"title":1087,"affiliation":1088,"bio":34,"body":34,"category":91,"cohort":120,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1089,"legacy":15,"linkedin":1090,"meta":1091,"name":1087,"navigation":15,"path":1093,"photo":34,"role":34,"seo":1094,"stem":1095,"topic":34,"website":34,"__hash__":1096},"faculty/faculty/michael-khoo.json","Michael Khoo","Asia Travel Tech, Digital Platforms Industry Associations","https://cms.thegovlab.com/assets/2fd51780-b7e0-4f6a-9479-ee706f588580","https://www.linkedin.com/in/michael-khoo-/",{"slug":1092},"michael-khoo","/faculty/michael-khoo",{},"faculty/michael-khoo","vRl_-AO0A8xraN5t_Y_XgR1EMzL-G9WpJKI9LRhnKSM",{"id":1098,"title":1099,"affiliation":1100,"bio":34,"body":34,"category":91,"cohort":120,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1101,"legacy":15,"linkedin":1102,"meta":1103,"name":1105,"navigation":15,"path":1106,"photo":34,"role":34,"seo":1107,"stem":1108,"topic":34,"website":34,"__hash__":1109},"faculty/faculty/michael-p-canares.json","Michael P Canares","Australian Department of Foreign Affairs and Trade","https://cms.thegovlab.com/assets/67c98b20-e643-4314-8e6c-3fb94387560e","https://www.linkedin.com/in/michaelcanares/",{"slug":1104},"michael-p-canares","Michael P. Cañares","/faculty/michael-p-canares",{},"faculty/michael-p-canares","6BbSAcLd0R0TuJaYMZ_bcmUHcwp5VrQCMy2iTB6QXlU",{"id":1111,"title":1112,"affiliation":34,"bio":1113,"body":34,"category":64,"cohort":34,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1114,"legacy":47,"linkedin":34,"meta":1115,"name":1112,"navigation":15,"path":1117,"photo":34,"role":1118,"seo":1119,"stem":1120,"topic":34,"website":34,"__hash__":1121},"faculty/faculty/michelle-winowatan.json","Michelle Winowatan","Michelle Winowatan is a Research Assistant at The GovLab, where she focuses on exploring the ways data and collaboration can improve policymaking. Previously, she has worked at several international nonprofit organizations, such as Search for Common Ground and Human Rights Watch, implementing projects that focused on conflict and human rights issues. She is a Fulbright awardee, through which she obtained her MPA in Public and Nonprofit Management and Policy from New York University. She also has a BA in International Relations from Universitas Pelita Harapan, in Indonesia.","https://cms.thegovlab.com/assets/3b47fcf8-abb4-4ef9-b85f-3ce0f73497e3",{"slug":1116},"michelle-winowatan","/faculty/michelle-winowatan","Research Assistant",{},"faculty/michelle-winowatan","ntoprYtYdb69qzeOoDH0OIZRyYocJVD0uWd0qtFkRIA",{"id":1123,"title":1124,"affiliation":1125,"bio":34,"body":34,"category":91,"cohort":120,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1126,"legacy":15,"linkedin":1127,"meta":1128,"name":1124,"navigation":15,"path":1130,"photo":34,"role":34,"seo":1131,"stem":1132,"topic":34,"website":34,"__hash__":1133},"faculty/faculty/natalia-adler.json","Natalia Adler","Mitiga Solutions","https://cms.thegovlab.com/assets/57496f31-6ebb-41af-8fd7-eb98ff828199","https://www.linkedin.com/in/nataliaadler/",{"slug":1129},"natalia-adler","/faculty/natalia-adler",{},"faculty/natalia-adler","x3XYVJctiWzq4vPbSnpRVYZqJf4wJGw9XvT1lhOUHyk",{"id":1135,"title":1136,"affiliation":1137,"bio":34,"body":34,"category":91,"cohort":120,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1138,"legacy":15,"linkedin":1139,"meta":1140,"name":1136,"navigation":15,"path":1142,"photo":34,"role":34,"seo":1143,"stem":1144,"topic":34,"website":34,"__hash__":1145},"faculty/faculty/natalia-carfi.json","Natalia Carfi","Open Data Charter","https://cms.thegovlab.com/assets/bd0e0761-0de4-45cd-a475-bd0ee12a36d9","https://www.linkedin.com/in/natalia-carfi-8683029/",{"slug":1141},"natalia-carfi","/faculty/natalia-carfi",{},"faculty/natalia-carfi","DWP3TEtP8jvPaTnVAcRhfUa81L0oknuD_Ov4ueMyB0s",{"id":1147,"title":1148,"affiliation":1149,"bio":34,"body":34,"category":91,"cohort":120,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1150,"legacy":15,"linkedin":1151,"meta":1152,"name":1148,"navigation":15,"path":1154,"photo":34,"role":34,"seo":1155,"stem":1156,"topic":34,"website":34,"__hash__":1157},"faculty/faculty/natalia-domagala.json","Natalia Domagala","Freelance, AI Strategy, Ethics & Transparency","https://cms.thegovlab.com/assets/0702cbe7-3553-436c-b8cf-11c79af4cfe0","https://www.linkedin.com/in/nadomagala/",{"slug":1153},"natalia-domagala","/faculty/natalia-domagala",{},"faculty/natalia-domagala","z4UoxPAvcyt_19R6WsXAwqQ8KG3FlKWI1Df9ceQ2OAk",{"id":1159,"title":1160,"affiliation":34,"bio":34,"body":34,"category":64,"cohort":34,"description":34,"expertise":34,"extension":46,"headshot":34,"image":34,"legacy":47,"linkedin":34,"meta":1161,"name":1163,"navigation":15,"path":1164,"photo":34,"role":34,"seo":1165,"stem":1166,"topic":34,"website":34,"__hash__":1167},"faculty/faculty/natalia-gonzalez-alarcon.json","Natalia Gonzalez Alarcon",{"slug":1162},"natalia-gonzalez-alarcon","Natalia González Alarcón","/faculty/natalia-gonzalez-alarcon",{},"faculty/natalia-gonzalez-alarcon","5_O4v0eHO9xJcxtyU5BUk1_2r3V-ybOjkdqGq_DXddQ",{"id":1169,"title":1170,"affiliation":1171,"bio":34,"body":34,"category":91,"cohort":120,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1172,"legacy":15,"linkedin":1173,"meta":1174,"name":1170,"navigation":15,"path":1176,"photo":34,"role":34,"seo":1177,"stem":1178,"topic":34,"website":34,"__hash__":1179},"faculty/faculty/nick-hart.json","Nick Hart","Data Foundation","https://cms.thegovlab.com/assets/3112fb04-06e4-4c67-89ba-ba1344d58bfd","https://www.linkedin.com/in/nickrhart/",{"slug":1175},"nick-hart","/faculty/nick-hart",{},"faculty/nick-hart","nr_yHL5OvAPmgt58TYw04NVjf19AvCLixDQ-ZMwuRko",{"id":1181,"title":1182,"affiliation":1183,"bio":34,"body":34,"category":91,"cohort":120,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1184,"legacy":15,"linkedin":1185,"meta":1186,"name":1182,"navigation":15,"path":1188,"photo":34,"role":34,"seo":1189,"stem":1190,"topic":34,"website":34,"__hash__":1191},"faculty/faculty/nicolas-schifano.json","Nicolas Schifano","Fastcatalog.ai","https://cms.thegovlab.com/assets/833ce985-df9a-44d7-9066-0b1e1c7777d9","https://www.linkedin.com/in/schifano/",{"slug":1187},"nicolas-schifano","/faculty/nicolas-schifano",{},"faculty/nicolas-schifano","4rKkBJGscyHEf8wdKvX5iTd--IdVRMqrSf7EtvF_M6g",{"id":1193,"title":1194,"affiliation":1195,"bio":34,"body":34,"category":91,"cohort":120,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1196,"legacy":15,"linkedin":1197,"meta":1198,"name":1194,"navigation":15,"path":1200,"photo":34,"role":34,"seo":1201,"stem":1202,"topic":34,"website":34,"__hash__":1203},"faculty/faculty/nigel-jacob.json","Nigel Jacob","Barr Foundation","https://cms.thegovlab.com/assets/fecfd38e-9969-4fcf-b16e-06041d6aeaf6","https://www.linkedin.com/in/nsjacob/",{"slug":1199},"nigel-jacob","/faculty/nigel-jacob",{},"faculty/nigel-jacob","2p7Bz3gycQDE6ffGBxPzAkMwBrWHVA5ZrOR6huMWsIs",{"id":1205,"title":1206,"affiliation":1207,"bio":34,"body":34,"category":91,"cohort":380,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1208,"legacy":47,"linkedin":1209,"meta":1210,"name":1206,"navigation":15,"path":1212,"photo":34,"role":34,"seo":1213,"stem":1214,"topic":1215,"website":34,"__hash__":1216},"faculty/faculty/oksana-riba-grognuz.json","Oksana Riba Grognuz","Swiss Data Science Center","https://cms.thegovlab.com/assets/495267c3-3d55-4af6-ad6a-febd9d5af866","https://www.linkedin.com/in/oksana80/",{"slug":1211},"oksana-riba-grognuz","/faculty/oksana-riba-grognuz",{},"faculty/oksana-riba-grognuz","Creating a Loop for Sharing and Reuse of Processed Data (\"Data Products\")","vCN9ptAja28aOGuJB1BVKp9zxT4VSmIZx-ZtON_As4Y",{"id":1218,"title":1219,"affiliation":1220,"bio":34,"body":34,"category":91,"cohort":120,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1221,"legacy":15,"linkedin":1222,"meta":1223,"name":1219,"navigation":15,"path":1225,"photo":34,"role":34,"seo":1226,"stem":1227,"topic":34,"website":34,"__hash__":1228},"faculty/faculty/paul-ko.json","Paul Ko","Grammarly","https://cms.thegovlab.com/assets/36f4d186-588e-4f9e-80b6-f1da1aae6e5d","https://www.linkedin.com/in/paulhko/",{"slug":1224},"paul-ko","/faculty/paul-ko",{},"faculty/paul-ko","xQQ0r2in4ZYZPu4O9cD4VvGB4veSoNYrx0eo5AZTaCk",{"id":1230,"title":1231,"affiliation":34,"bio":1232,"body":34,"category":77,"cohort":34,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1233,"legacy":47,"linkedin":1234,"meta":1235,"name":1231,"navigation":15,"path":1237,"photo":34,"role":188,"seo":1238,"stem":1239,"topic":34,"website":34,"__hash__":1240},"faculty/faculty/paulina-behluli.json","Paulina Behluli","\u003Cp>Paulina is a Program Manager at the Data Tank in charge of the data stewardship program. She is a digital governance specialist, specifically, public sector innovation &amp; transformation. At the Data Tank, she leads the Data Stewardship Program focusing on Data Stewards Bootcamps for senior executives across Europe. Paulina is also involved in fundraising and partnership building. In parallel, Paulina has supported in building the She Shapes AI initiative as a volunteer, and additionally served as an Expert Reviewer. She holds a Master&rsquo;s Degree in Public Policy from the Hertie School in Berlin. Prior to joining The Data Tank, Ms Behluli has managed several projects at Open Data Kosovo - a Forbes 30 under 30 listed organization. She has led Kosovo&rsquo;s membership in the Open Government Partnership leading a close collaboration with the Office of the Prime Minister. Ms Behluli has co-authored two reports measuring the openness and transparency of the Kosovo Parliament and the Office of the Prime Minister. She was also engaged in the Global Data Barometer study, where Open Data Kosovo acted as a regional hub responsible for monitoring data usage for public good in Kosovo and Albania. In Berlin, she worked for the Berlin Innovation Agency helping startups accelerate tech for social good. She also served as a student advisory board member at the Center for Digital Governance of the Hertie School for 2 consecutive academic years.\u003C/p>","https://cms.thegovlab.com/assets/92b175dd-c3ad-40bb-b67d-1bc77c854f4a","https://www.linkedin.com/in/paulinabehluli/",{"slug":1236},"paulina-behluli","/faculty/paulina-behluli",{},"faculty/paulina-behluli","KzMq7h-4JXW4j4bYqqTkIXwnl5QhtGb3qLT3UDEYy8Q",{"id":1242,"title":1243,"affiliation":1244,"bio":34,"body":34,"category":91,"cohort":1245,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1246,"legacy":47,"linkedin":1247,"meta":1248,"name":1250,"navigation":15,"path":1251,"photo":34,"role":34,"seo":1252,"stem":1253,"topic":1254,"website":34,"__hash__":1255},"faculty/faculty/peter-bjoern-larsen.json","Peter Bjoern Larsen","Smart City Insights","DS Turin 2024, DS Berlin 2025","https://cms.thegovlab.com/assets/635b6215-76f6-4db0-bd1b-05f209453bec","https://www.linkedin.com/in/peter-bj%C3%B8rn/",{"slug":1249},"peter-bjoern-larsen","Peter Bjørn Larsen","/faculty/peter-bjoern-larsen",{},"faculty/peter-bjoern-larsen","Local data collaboratives for developing new data products and encourage more re-use of data in urban development","Lp-yGgDtRiumjQDA7V0pCK9eKgypPaVB_AQ2vCJurf4",{"id":1257,"title":1258,"affiliation":1259,"bio":34,"body":34,"category":91,"cohort":120,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1260,"legacy":15,"linkedin":1261,"meta":1262,"name":1258,"navigation":15,"path":1264,"photo":34,"role":34,"seo":1265,"stem":1266,"topic":34,"website":34,"__hash__":1267},"faculty/faculty/peter-lovelock.json","Peter Lovelock","Access Partnership","https://cms.thegovlab.com/assets/4a42ed27-8592-4d51-8dc4-7c06676d11e8","https://www.linkedin.com/in/peter-lovelock-24b234/",{"slug":1263},"peter-lovelock","/faculty/peter-lovelock",{},"faculty/peter-lovelock","T-0rMxQjEpVL0gBDJT3nu7rEeXXiZmVcF30aB_OECzk",{"id":1269,"title":1270,"affiliation":1271,"bio":34,"body":34,"category":91,"cohort":120,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1272,"legacy":15,"linkedin":1273,"meta":1274,"name":1270,"navigation":15,"path":1276,"photo":34,"role":34,"seo":1277,"stem":1278,"topic":34,"website":34,"__hash__":1279},"faculty/faculty/peter-rabley.json","Peter Rabley","The Open Geospatial Consortium","https://cms.thegovlab.com/assets/f7df3113-939b-4ec7-b527-f50622634e74","https://www.linkedin.com/in/peterrabley/",{"slug":1275},"peter-rabley","/faculty/peter-rabley",{},"faculty/peter-rabley","DJ0hn_3mdyNHFgwu8wiVLPcziiRfljHClrWpRzW-3J4",{"id":1281,"title":1282,"affiliation":1283,"bio":34,"body":34,"category":91,"cohort":380,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1284,"legacy":47,"linkedin":1285,"meta":1286,"name":1288,"navigation":15,"path":1289,"photo":34,"role":34,"seo":1290,"stem":1291,"topic":1292,"website":34,"__hash__":1293},"faculty/faculty/petra-keller-gueguen.json","Petra Keller Gueguen","Federal Statistical Office FSO","https://cms.thegovlab.com/assets/13164688-806d-4e0f-ad7e-2a3ceb3e4c86","https://www.linkedin.com/in/petra-keller-gu%C3%A9guen-1b58264a/",{"slug":1287},"petra-keller-gueguen","Petra Keller Guéguen","/faculty/petra-keller-gueguen",{},"faculty/petra-keller-gueguen","Agriculture and voting results: 2 use cases for successful data stewardship","Urak9ekI5LPju5tXbCLNHMy4FFgSvEZjhMxaGoK48U4",{"id":1295,"title":1296,"affiliation":1297,"bio":34,"body":34,"category":91,"cohort":120,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1298,"legacy":15,"linkedin":1299,"meta":1300,"name":1296,"navigation":15,"path":1302,"photo":34,"role":34,"seo":1303,"stem":1304,"topic":34,"website":34,"__hash__":1305},"faculty/faculty/pieter-de-leenheer.json","Pieter De Leenheer","DNAnexus, Collibra","https://cms.thegovlab.com/assets/4b3efc00-c8b9-4f27-9bc4-b5aa3bc7b28d","https://www.linkedin.com/in/pieterdeleenheer/",{"slug":1301},"pieter-de-leenheer","/faculty/pieter-de-leenheer",{},"faculty/pieter-de-leenheer","nAiKM_c4vT7YgMB6xtyozZ0sSP1dSe2FBYyadFwzBYI",{"id":1307,"title":1308,"affiliation":1309,"bio":34,"body":34,"category":91,"cohort":366,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1310,"legacy":47,"linkedin":1311,"meta":1312,"name":1314,"navigation":15,"path":1315,"photo":34,"role":34,"seo":1316,"stem":1317,"topic":1318,"website":34,"__hash__":1319},"faculty/faculty/prof-dr-maximilian-von-grafenstein.json","Prof Dr Maximilian Von Grafenstein","Humboldt Institute for Internet and Society (HIIG)","https://cms.thegovlab.com/assets/199a4fc2-a59e-40cd-9129-e1c500724065","https://www.linkedin.com/in/max-von-grafenstein-208a8632/",{"slug":1313},"prof-dr-maximilian-von-grafenstein","Prof. Dr. Maximilian von Grafenstein","/faculty/prof-dr-maximilian-von-grafenstein",{},"faculty/prof-dr-maximilian-von-grafenstein","Regulatory component to data sharing & pre-conditions for data governance and re-use","yw8vqvESuFtOZy5-U5JYfG2vp-D9avyR5X8pvXyC7s8",{"id":1321,"title":1322,"affiliation":1323,"bio":34,"body":34,"category":91,"cohort":366,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1324,"legacy":47,"linkedin":1325,"meta":1326,"name":1328,"navigation":15,"path":1329,"photo":34,"role":34,"seo":1330,"stem":1331,"topic":1332,"website":34,"__hash__":1333},"faculty/faculty/prof-ingmar-weber.json","Prof Ingmar Weber","University of Saarland","https://cms.thegovlab.com/assets/955b4d7d-da9f-45df-b55b-343053d0b05d","https://www.linkedin.com/in/ingmarweber/",{"slug":1327},"prof-ingmar-weber","Prof. Ingmar Weber","/faculty/prof-ingmar-weber",{},"faculty/prof-ingmar-weber","Computing for Society/Social Good","ePpzAhfnIE9mCjxcBmbJGDxpIVRb0-hToWFYEWasY5s",{"id":1335,"title":1336,"affiliation":34,"bio":1337,"body":34,"category":64,"cohort":34,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1338,"legacy":47,"linkedin":1339,"meta":1340,"name":1342,"navigation":15,"path":1343,"photo":34,"role":34,"seo":1344,"stem":1345,"topic":34,"website":34,"__hash__":1346},"faculty/faculty/professor-brian-head-fassa.json","Professor Brian Head Fassa","\u003Cp>Professor Brian Head is a leading authority on public policy and governance, with extensive experience working across government, universities and the non-government sector. He is currently the President of the Scientific Advisory Committee for the UNESCO social sciences program and is a Fellow of the Academy of the Social Sciences in Australia.\u003C/p>\n\u003Cp>His work focuses on evidence-informed policy, policy expertise and complex or &lsquo;wicked&rsquo; problems, with a long-standing commitment to bridging research, policy and practice. Professor Head has advised state and federal governments, contributed to major policy reviews, and delivered keynote addresses at national and international forums, including those organised by the OECD.\u003C/p>","https://cms.thegovlab.com/assets/78d98826-ff3d-4072-8992-ae5ec530b99c","https://www.linkedin.com/in/brian-head-377b7b15/",{"slug":1341},"professor-brian-head-fassa","Professor Brian Head FASSA","/faculty/professor-brian-head-fassa",{},"faculty/professor-brian-head-fassa","ISkmG6eQk4OVvOmFtV0GLkG0lVzQklOWBOHA0Rio7h8",{"id":1348,"title":1349,"affiliation":34,"bio":1350,"body":34,"category":64,"cohort":34,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1351,"legacy":47,"linkedin":1352,"meta":1353,"name":1355,"navigation":15,"path":1356,"photo":34,"role":34,"seo":1357,"stem":1358,"topic":34,"website":34,"__hash__":1359},"faculty/faculty/professor-tahu-kukutai-phd-frsnz.json","Professor Tahu Kukutai Phd Frsnz","\u003Cp>Tahu Kukutai is Professor of Demography at Te Ngira Institute for Population Research and Co-Director of Ngā Pae o te Māramatanga Centre of Research Excellence. Tahu specialises in Māori and Indigenous demography and data sovereignty and has received a number of awards for her contribution to these fields. Her recent publications include&nbsp;\u003Cu>\u003Ca href=\"https://press.anu.edu.au/publications/series/caepr/indigenous-data-sovereignty\" target=\"_blank\" rel=\"noopener\">Indigenous data sovereignty: Toward an agenda\u003C/a>\u003C/u>&nbsp;(ANU Press),&nbsp;\u003Cu>\u003Ca href=\"https://www.taylorfrancis.com/books/oa-edit/10.4324/9780429273957/indigenous-data-sovereignty-policy-maggie-walter-tahu-kukutai-stephanie-russo-carroll-desi-rodriguez-lonebear\" target=\"_blank\" rel=\"noopener\">Indigenous data sovereignty and policy\u003C/a>\u003C/u>&nbsp;(Routledge), The&nbsp;\u003Cu>\u003Ca href=\"https://academic.oup.com/edited-volume/37077\">Oxford handbook of Indigenous sociology\u003C/a>\u003C/u>&nbsp;(Oxford),&nbsp;\u003Cu>\u003Ca href=\"https://www.routledge.com/Indigenous-Statistics-A-Quantitative-Research-Methodology/Walter-Andersen-Kukutai-Gabel/p/book/9781032002507?srsltid=AfmBOoqPLZnF318mBsuzlutgUWnCLEk1KjuEMjPAfaD6IfyzsMPYfn39\" target=\"_blank\" rel=\"noopener\">Indigenous statistics: From data deficits to data sovereignty\u003C/a>\u003C/u>&nbsp;(Routledge) and the&nbsp;\u003Cu>\u003Ca href=\"https://www.kahuiraraunga.io/maoridatagovernance\" target=\"_blank\" rel=\"noopener\">Māori Data Governance Model\u003C/a>\u003C/u>&nbsp;(Te Kāhui Raraunga). Tahu has undertaken research for numerous tribes, Māori communities, and Government agencies, and provided strategic advice across a range of sectors. She is a founding member of the Māori Data Sovereignty Network Te Mana Raraunga and the Global Indigenous Data Alliance.\u003C/p>\n\u003Cp>Tahu is an elected Fellow of the Royal Society Te Apārangi and a Life Member of the Population Association of New Zealand. Her affiliations are Ngāti Tiipa, Ngāti Māhanga, Ngāti Kinohaku and Te Aupōuri.\u003C/p>","https://cms.thegovlab.com/assets/0de27b97-53c6-46ba-b2df-87d124b6fe35","https://www.linkedin.com/in/tahu-kukutai-phd-frsnz-167810/",{"slug":1354},"professor-tahu-kukutai-phd-frsnz","Professor Tahu Kukutai, PhD FRSNZ","/faculty/professor-tahu-kukutai-phd-frsnz",{},"faculty/professor-tahu-kukutai-phd-frsnz","Lzmn4cLNPFj29qN6t0_uVa3e7Lmqof_E9_rDqxsznIs",{"id":1361,"title":1362,"affiliation":1363,"bio":34,"body":34,"category":91,"cohort":120,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1364,"legacy":15,"linkedin":1365,"meta":1366,"name":1362,"navigation":15,"path":1368,"photo":34,"role":34,"seo":1369,"stem":1370,"topic":34,"website":34,"__hash__":1371},"faculty/faculty/rachel-wells.json","Rachel Wells","Datakind","https://cms.thegovlab.com/assets/f8e45cd8-70a5-44f7-a129-241c854ead8b","https://www.linkedin.com/in/rachellaurynwells/",{"slug":1367},"rachel-wells","/faculty/rachel-wells",{},"faculty/rachel-wells","Zd9QUrN8U6ZrsSjhy-DLWFIY0ZYcw7MdP2uG5IdoZDs",{"id":1373,"title":1374,"affiliation":1375,"bio":34,"body":34,"category":91,"cohort":366,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1376,"legacy":47,"linkedin":1377,"meta":1378,"name":1374,"navigation":15,"path":1380,"photo":34,"role":34,"seo":1381,"stem":1382,"topic":1383,"website":34,"__hash__":1384},"faculty/faculty/ramy-hcini.json","Ramy Hcini","Think-It","https://cms.thegovlab.com/assets/8405f27d-b2e7-498e-aeb2-34b15fc92119","https://www.linkedin.com/in/ramy-hcini/",{"slug":1379},"ramy-hcini","/faculty/ramy-hcini",{},"faculty/ramy-hcini","Data Spaces in the context of matching demand and supply and security","-rWrvlNEWCn3XBHQmb9CWYvT0ahjPATj9z7NS8LhpXg",{"id":1386,"title":1387,"affiliation":1388,"bio":34,"body":34,"category":91,"cohort":120,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1389,"legacy":15,"linkedin":1390,"meta":1391,"name":1387,"navigation":15,"path":1393,"photo":34,"role":34,"seo":1394,"stem":1395,"topic":34,"website":34,"__hash__":1396},"faculty/faculty/richard-benjamins.json","Richard Benjamins","OdiseIA","https://cms.thegovlab.com/assets/1b4d1a3a-4bc9-46bb-8f4c-59001cee0bdb","https://www.linkedin.com/in/richard-benjamins/",{"slug":1392},"richard-benjamins","/faculty/richard-benjamins",{},"faculty/richard-benjamins","qVN1VHgFK92frM8UkhDTLNHl1e7fKik9zKgXft5EHhY",{"id":1398,"title":1399,"affiliation":34,"bio":1400,"body":34,"category":64,"cohort":34,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1401,"legacy":47,"linkedin":34,"meta":1402,"name":1399,"navigation":15,"path":1404,"photo":34,"role":1405,"seo":1406,"stem":1407,"topic":34,"website":34,"__hash__":1408},"faculty/faculty/roshni-singh.json","Roshni Singh","Roshni Singh is a Researcher at The GovLab. She holds a Master’s degree in International Affairs from The New School, with a concentration in conflict and security, and a Bachelor of Arts in Liberal Arts, where she designed her own major titled 'The Politics of Injustice: Examining the 'Other' in International Law and Security.' Roshni has worked with organizations such as UNHCR, the International Rescue Committee, and Generation Citizen, focusing on research and policy analysis. As a passionate advocate for human rights and refugee protection, her work at the Ritsona Refugee Camp and other initiatives highlights her commitment to making a positive social impact.","https://cms.thegovlab.com/assets/d04e315a-34dc-4939-abb2-9c276d703a30",{"slug":1403},"roshni-singh","/faculty/roshni-singh","Researcher",{},"faculty/roshni-singh","kUaO0OcbTVbPEwRHOjfHOS7QHtVgeVjEWIuGL18ywrM",{"id":1410,"title":1411,"affiliation":1412,"bio":34,"body":34,"category":91,"cohort":380,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1413,"legacy":47,"linkedin":34,"meta":1414,"name":1411,"navigation":15,"path":1416,"photo":34,"role":34,"seo":1417,"stem":1418,"topic":1419,"website":34,"__hash__":1420},"faculty/faculty/ross-purves.json","Ross Purves","University of Zürich","https://cms.thegovlab.com/assets/760a7335-c0af-4597-9f96-96e39bae928d",{"slug":1415},"ross-purves","/faculty/ross-purves",{},"faculty/ross-purves","Teaching with and about (Open)(Government) data","y1f3pdZUzV6y2h-35-8fSldW2Z6ct7TajTj1ikGqh8c",{"id":1422,"title":1423,"affiliation":1424,"bio":34,"body":34,"category":91,"cohort":120,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1425,"legacy":15,"linkedin":1426,"meta":1427,"name":1423,"navigation":15,"path":1429,"photo":34,"role":34,"seo":1430,"stem":1431,"topic":34,"website":34,"__hash__":1432},"faculty/faculty/rudi-borrmann.json","Rudi Borrmann","Open Government Partnership","https://cms.thegovlab.com/assets/efeb6c92-a5bf-4d70-8af0-5c3f568e70ba","https://www.linkedin.com/in/rudiborrmann/",{"slug":1428},"rudi-borrmann","/faculty/rudi-borrmann",{},"faculty/rudi-borrmann","S95VUc9mtByKc1NUVAzZHo4KBPBdauoJdxLVaVn6Mbw",{"id":1434,"title":1435,"affiliation":1436,"bio":34,"body":34,"category":91,"cohort":380,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1437,"legacy":47,"linkedin":1438,"meta":1439,"name":1435,"navigation":15,"path":1441,"photo":34,"role":34,"seo":1442,"stem":1443,"topic":1444,"website":34,"__hash__":1445},"faculty/faculty/sachit-mahajan.json","Sachit Mahajan","ETH Zürich","https://cms.thegovlab.com/assets/2a8243e0-6507-43ca-8eb5-641cb710de93","https://www.linkedin.com/in/sachit-mahajan-9052b745/",{"slug":1440},"sachit-mahajan","/faculty/sachit-mahajan",{},"faculty/sachit-mahajan","Designing Routing as Civic Infrastructure: Open, Interoperable, Reusable","h2TFPUORfSpJrqXTOYHtmXLzbLYs7bNnHgPb79YXW6g",{"id":1447,"title":1448,"affiliation":34,"bio":1449,"body":34,"category":64,"cohort":34,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1450,"legacy":47,"linkedin":34,"meta":1451,"name":1448,"navigation":15,"path":1453,"photo":34,"role":1454,"seo":1455,"stem":1456,"topic":34,"website":34,"__hash__":1457},"faculty/faculty/sampriti-saxena.json","Sampriti Saxena","Sampriti Saxena is a research intern at The GovLab. She recently completed her master’s degree in International Social Public Policy with a specialization in Development from the London School of Economics. At The GovLab, she supports the Data Program research team across a number of their projects. Sampriti also holds a bachelor’s degree in Economics with a double minor in Global Studies and French from the University of California, Berkeley.","https://cms.thegovlab.com/assets/7d058427-033e-421d-9960-6fa6dada36bb",{"slug":1452},"sampriti-saxena","/faculty/sampriti-saxena","Research Intern",{},"faculty/sampriti-saxena","1lFtbfZZp9b1-kPQmsAfiyWL97jl9yyGknrizGeyyQQ",{"id":1459,"title":1460,"affiliation":1461,"bio":34,"body":34,"category":91,"cohort":380,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1462,"legacy":47,"linkedin":1463,"meta":1464,"name":1460,"navigation":15,"path":1466,"photo":34,"role":34,"seo":1467,"stem":1468,"topic":1469,"website":34,"__hash__":1470},"faculty/faculty/sebastian-sigloch.json","Sebastian Sigloch","Switch","https://cms.thegovlab.com/assets/ba59d107-03c4-4ef2-bf4d-55c2f6377c76","https://www.linkedin.com/in/sebastian-s-3889b024a/",{"slug":1465},"sebastian-sigloch","/faculty/sebastian-sigloch",{},"faculty/sebastian-sigloch","Switch Data","0kYV6nwaqMpwvxd2A511FYmQqP7CvEYqhjs2h4ZyaTA",{"id":1472,"title":1473,"affiliation":825,"bio":34,"body":34,"category":91,"cohort":120,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1474,"legacy":15,"linkedin":1475,"meta":1476,"name":1473,"navigation":15,"path":1478,"photo":34,"role":34,"seo":1479,"stem":1480,"topic":34,"website":34,"__hash__":1481},"faculty/faculty/shanna-crumley.json","Shanna Crumley","https://cms.thegovlab.com/assets/bfe62fac-d24c-4f90-9698-f67638348b00","https://www.linkedin.com/in/shannacrumley/",{"slug":1477},"shanna-crumley","/faculty/shanna-crumley",{},"faculty/shanna-crumley","iXUsWMnMY6mPvKHDLhgAZyhxocsHbNxH-_5w1E3Ffww",{"id":1483,"title":1484,"affiliation":825,"bio":34,"body":34,"category":91,"cohort":120,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1485,"legacy":15,"linkedin":1486,"meta":1487,"name":1484,"navigation":15,"path":1489,"photo":34,"role":34,"seo":1490,"stem":1491,"topic":34,"website":34,"__hash__":1492},"faculty/faculty/smita-jain.json","Smita Jain","https://cms.thegovlab.com/assets/3dbab9bf-ab59-4ff4-8a3c-56310b628071","https://www.linkedin.com/in/smita-jain1/",{"slug":1488},"smita-jain","/faculty/smita-jain",{},"faculty/smita-jain","g6qNp1x4R9a3MCXfGu-OOgoj8Dze1jUxqKdMuaw29M4",{"id":1494,"title":1495,"affiliation":1496,"bio":1497,"body":34,"category":77,"cohort":34,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1498,"legacy":47,"linkedin":1499,"meta":1500,"name":1495,"navigation":15,"path":1502,"photo":34,"role":1503,"seo":1504,"stem":1505,"topic":34,"website":34,"__hash__":1506},"faculty/faculty/stefaan-verhulst.json","Stefaan Verhulst","Data Stewards Founder","\u003Cp dir=\"ltr\">\u003Cstrong>Dr. Stefaan Verhulst \u003C/strong>is Co-Founder of the DataTank and The GovLab and the main lecturer of the data stewardship academy. In addition, he is a Research Professor at the Center for Urban Science and Progress at the Tandon School of Engineering of New York University; and a Senior Advisor to the Markle Foundation where he spent more than a decade as Chief of Research. He is also the Editor-in-Chief of the open-access journal Data &amp; Policy (Cambridge University Press); the Research Director of the MacArthur Research Network on Opening Governance; Chair of the Data for Children Collaborative with Unicef; a member of the High-Level Expert Group to the European Commission on Business-to-Government Data Sharing; and of the Expert Group to Eurostat on using Private Sector data for Official Statistics. In addition he is also a member of the UNESCO Information Ethics Working Group; Researcher at the ISI Foundation (Torino, Italy); Senior Researcher at SMIT (Studies in Media, Innovation and Technology) at the Free University of Brussels (VUB) . In 2018 he was recognized as one of the 10 Most Influential Academics in Digital Government globally (by the global policy platform Apolitical). Previously at Oxford University, he was the UNESCO Chairholder in Communications Law and Policy and co-founded and was the Head of the Program in Comparative Media Law and Policy at the Center for Socio-Legal Studies. He was the Socio-Legal Fellow at Wolfson College, and is still an emeritus fellow at Oxford. He also taught for several years at the London School of Economics and was Co-Founder and Co-Director of the International Media and Info-Comms Policy and Law Studies (IMPS) at the University of Glasgow School of Law.\u003C/p>\n\u003Cp>He has published widely - including seven books- and his writings and work have appeared in the Harvard Business Review, Stanford Social Innovation Review, Project Syndicate, Wall Street Journal, and The Conversation (among many other outlets). He is asked regularly to present at international conferences including, for instance, TED, Collision, and the UN World Data Forum. Numerous organizations have sought his counsel on a variety of topics including data and AI governance - including the WorldBank; IDB, CAP, USAID, DFID, IDRC, AFP, the European Commission, Council of Europe, the World Economic Forum, UNICEF, OECD, UN-OCHA, UNDP, UNESCO and several other international and national private and public organizations. He is also a Linkedin Learning instructor seeking to democratize the practice of data stewardship globally.\u003C/p>","https://cms.thegovlab.com/assets/5f5b52b5-44d9-4840-88f3-8ac6e9cb5ae2","https://www.linkedin.com/in/stefaan-verhulst/",{"slug":1501},"stefaan-verhulst","/faculty/stefaan-verhulst","Course Lead",{},"faculty/stefaan-verhulst","OU0_J9qbLAdOggqbBTXHGlhgyazJ7eKPpwEn4eIiPdA",{"id":1508,"title":1509,"affiliation":1510,"bio":34,"body":34,"category":91,"cohort":380,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1511,"legacy":47,"linkedin":1512,"meta":1513,"name":1509,"navigation":15,"path":1515,"photo":34,"role":34,"seo":1516,"stem":1517,"topic":1518,"website":34,"__hash__":1519},"faculty/faculty/stefan-metzger.json","Stefan Metzger","Beyond Civic","https://cms.thegovlab.com/assets/0da4a628-95f3-434f-8281-043a04c9db29","https://www.linkedin.com/in/stefan-p-metzger/",{"slug":1514},"stefan-metzger","/faculty/stefan-metzger",{},"faculty/stefan-metzger","TriRegio Data Space / Data Space Concept","Si9xi0nfhdPCS4LYK1_0Zl3GtlwKsgmkY3IkaVGxIjM",{"id":1521,"title":1522,"affiliation":1523,"bio":34,"body":34,"category":91,"cohort":120,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1524,"legacy":15,"linkedin":1525,"meta":1526,"name":1522,"navigation":15,"path":1528,"photo":34,"role":34,"seo":1529,"stem":1530,"topic":34,"website":34,"__hash__":1531},"faculty/faculty/stephen-chacha.json","Stephen Chacha","Development Transformations","https://cms.thegovlab.com/assets/a07ea099-6032-439c-b046-5ccb7f7c31f6","https://www.linkedin.com/in/stephenchacha/",{"slug":1527},"stephen-chacha","/faculty/stephen-chacha",{},"faculty/stephen-chacha","XFQOVAoxxF-67x3MvbGeTd21mOgiVjsQQPfmiv5hsA0",{"id":1533,"title":1534,"affiliation":1535,"bio":34,"body":34,"category":91,"cohort":120,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1536,"legacy":15,"linkedin":1537,"meta":1538,"name":1534,"navigation":15,"path":1540,"photo":34,"role":34,"seo":1541,"stem":1542,"topic":34,"website":34,"__hash__":1543},"faculty/faculty/stuart-campo.json","Stuart Campo","IOM UN Migration","https://cms.thegovlab.com/assets/f0c094cc-6f8b-4ed2-a06f-9e11b0992bc2","https://www.linkedin.com/in/stuart-campo-102182a/",{"slug":1539},"stuart-campo","/faculty/stuart-campo",{},"faculty/stuart-campo","xXK07w7YG_SxEIXVQ7xX6hefQP1-rtKW0CU4ggTVc_w",{"id":1545,"title":1546,"affiliation":1547,"bio":34,"body":34,"category":91,"cohort":120,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1548,"legacy":15,"linkedin":1549,"meta":1550,"name":1546,"navigation":15,"path":1552,"photo":34,"role":34,"seo":1553,"stem":1554,"topic":34,"website":34,"__hash__":1555},"faculty/faculty/tyler-kleykamp.json","Tyler Kleykamp","Connecticut Foodshare","https://cms.thegovlab.com/assets/93f81f60-f2fd-48bf-a4ba-edf9a5f76ed1","https://www.linkedin.com/in/tyler-kleykamp/",{"slug":1551},"tyler-kleykamp","/faculty/tyler-kleykamp",{},"faculty/tyler-kleykamp","DOVnyGWVqDjwZO2jmL5sZtThIYSc2L4-qLXFkUbHh6I",{"id":1557,"title":1558,"affiliation":34,"bio":1559,"body":34,"category":64,"cohort":34,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1560,"legacy":47,"linkedin":34,"meta":1561,"name":1558,"navigation":15,"path":1563,"photo":34,"role":1118,"seo":1564,"stem":1565,"topic":34,"website":34,"__hash__":1566},"faculty/faculty/uma-kalkar.json","Uma Kalkar","Uma Kalkar is a research assistant at The GovLab and a dual-degree candidate for a Master of Public Policy specializing in Digital and New Technology at The Paris Institute of Political Studies (Sciences Po) and a Master of Global Affairs at the University of Toronto. She is also the Innovation Director of 18by Vote, a youth-led non-profit that helps 16, 17, and 18-year-olds understand how to vote, when to vote, and why to vote. Her work focuses on digital inequities, open data initiatives, and civic organizing in digital spaces. Uma was a 2019-2020 Presidential Fellow at the Center for the Study of the Presidency and Congress (CSPC) researching the political effects of the urban-rural digital divide in the United States. Uma holds a B.Sc. (Honors) majoring in Peace, Conflict, and Justice and double minoring in Mathematics and Biology from the University of Toronto.","https://cms.thegovlab.com/assets/32ba2a39-f9a4-4a58-8488-957ccdd54b41",{"slug":1562},"uma-kalkar","/faculty/uma-kalkar",{},"faculty/uma-kalkar","19ZAaVczDlFV-CVrOsdscP-9-93mnw4uUTgdHt78-6I",{"id":1568,"title":1569,"affiliation":1570,"bio":34,"body":34,"category":91,"cohort":120,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1571,"legacy":15,"linkedin":1572,"meta":1573,"name":1569,"navigation":15,"path":1575,"photo":34,"role":34,"seo":1576,"stem":1577,"topic":34,"website":34,"__hash__":1578},"faculty/faculty/valentin-muresan.json","Valentin Muresan","ABQ.Institute, Equal 1, Primăria Municipiului Timișoara","https://cms.thegovlab.com/assets/48264b87-4afd-423b-bc22-60ea1553179f","https://www.linkedin.com/in/valmuresan/",{"slug":1574},"valentin-muresan","/faculty/valentin-muresan",{},"faculty/valentin-muresan","bMedh5cgp7_cnJQAqbyIyK6naTlb14-9oRlJ539yl5Q",{"id":1580,"title":1581,"affiliation":1375,"bio":34,"body":34,"category":91,"cohort":366,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1582,"legacy":47,"linkedin":1583,"meta":1584,"name":1581,"navigation":15,"path":1586,"photo":34,"role":34,"seo":1587,"stem":1588,"topic":1383,"website":34,"__hash__":1589},"faculty/faculty/wassim-kallel.json","Wassim Kallel","https://cms.thegovlab.com/assets/7fc3249b-36ae-4bf2-8a24-f17915701918","https://www.linkedin.com/in/wassimkallel/",{"slug":1585},"wassim-kallel","/faculty/wassim-kallel",{},"faculty/wassim-kallel","vHzByAWe3IfptF8--3FBseOaOdIP_uSWNAH37IgoZbs",{"id":1591,"title":1592,"affiliation":1593,"bio":34,"body":34,"category":91,"cohort":665,"description":34,"expertise":34,"extension":46,"headshot":34,"image":1594,"legacy":47,"linkedin":1595,"meta":1596,"name":1592,"navigation":15,"path":1598,"photo":34,"role":34,"seo":1599,"stem":1600,"topic":1601,"website":34,"__hash__":1602},"faculty/faculty/yannik-sassmann.json","Yannik Sassmann","Federal Ministry of Economic Cooperation and Development (BMZ)","https://cms.thegovlab.com/assets/39964c54-c032-44ee-855f-ea9a59546eb5","https://www.linkedin.com/in/yannik-sassmann/",{"slug":1597},"yannik-sassmann","/faculty/yannik-sassmann",{},"faculty/yannik-sassmann","BMZ Data and AI Lab","ZlegG-Md_hy5eQodCby9lZL8eA_6iQMH6KvMupVtYeA",1781873987738]