[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"branding":3,"analytics":7,"article-most-ai-in-government-research-cannot-name-what-it-studies":10,"sections":34},{"siteName":4,"siteTagline":5,"publisherName":4,"contactEmail":6},"The Revision","Tech news, decoded.","editor@therevision.news",{"gaMeasurementId":8,"adsenseClientId":9},"G-ZW2MV82GYR","ca-pub-8533917693782264",{"article":11},{"id":12,"slug":13,"title":14,"dek":15,"body_md":16,"tags_json":17,"published_at":18,"created_at":19,"updated_at":20,"status":21,"review_note":22,"review_notes":23,"image_url":22,"persona_id":22,"persona_name":22,"section":24,"tags":25,"sources":29,"feedback":33,"feedback_at":22,"cost_usd":33,"total_tokens":33},3115,"most-ai-in-government-research-cannot-name-what-it-studies","Most AI-in-Government Research Cannot Name What It Studies","A new paper finds that 55% of highly-cited public administration studies leave the AI system they examined technically unspecified.","Academic research on government AI has a basic problem: it rarely says what kind of AI it is talking about.\n\nA paper published July 1 reviewed 91 highly-cited public administration studies from 2019 to 2025 and found the field riddled with imprecision. Fifty-five percent of papers left the AI system they studied technically unspecified. Thirty-one percent cited one type of AI as motivation but then studied a different type entirely. Forty-one percent drew conclusions too broad for the system they actually examined. The authors propose a five-category typology — hand-coded, glass-box, black-box, general-purpose, and agentic systems — to give researchers a shared vocabulary.\n\nThe distinction matters more than it might sound. A rule-based, hand-coded system that flags benefit applications for review is auditable in ways a black-box model is not. Collapsing both into the bucket of \"AI\" obscures which accountability and fairness questions even apply. The authors argue that technical precision is not a niche concern but a prerequisite for useful policy research.\n\nThe paper also offers a practical diagnostic guide — a short set of questions a researcher can answer from public information, without specialist knowledge, to place any system in the typology. That is a low bar to clear, which makes the 55% underspecification rate look worse, not better.","[\"ai\",\"policy\",\"research\",\"public-sector\"]","2026-07-01T04:00:00.000Z","2026-07-01T07:34:51.847Z","2026-07-01T07:34:54.831Z","published",null,[],"policy",[26,24,27,28],"ai","research","public-sector",[30],{"name":31,"url":32},"arXiv cs.AI","https:\u002F\u002Farxiv.org\u002Fabs\u002F2606.31755",0,{"sections":35},[36,40,45,50,54,59,64,69,74,79,84,89,94,99],{"name":37,"slug":26,"count":38,"latest_published_at":39},"AI",2602,"2026-07-18T18:30:00.000Z",{"name":41,"slug":42,"count":43,"latest_published_at":44},"Security","security",315,"2026-07-17T19:30:00.000Z",{"name":46,"slug":47,"count":48,"latest_published_at":49},"Deals","deals",179,"2026-06-29T20:02:07.000Z",{"name":51,"slug":24,"count":52,"latest_published_at":53},"Policy",169,"2026-07-17T19:49:53.000Z",{"name":55,"slug":56,"count":57,"latest_published_at":58},"Hardware","hardware",126,"2026-07-16T20:09:48.000Z",{"name":60,"slug":61,"count":62,"latest_published_at":63},"Consumer Tech","consumer-tech",94,"2026-07-16T16:29:46.000Z",{"name":65,"slug":66,"count":67,"latest_published_at":68},"Software","software",72,"2026-07-17T09:42:05.000Z",{"name":70,"slug":71,"count":72,"latest_published_at":73},"Science","science",66,"2026-07-10T10:29:37.000Z",{"name":75,"slug":76,"count":77,"latest_published_at":78},"Dev Tools","dev-tools",60,"2026-07-16T16:59:13.000Z",{"name":80,"slug":81,"count":82,"latest_published_at":83},"Startups","startups",42,"2026-07-16T16:30:35.000Z",{"name":85,"slug":86,"count":87,"latest_published_at":88},"Gaming","gaming",41,"2026-07-09T04:00:00.000Z",{"name":90,"slug":91,"count":92,"latest_published_at":93},"General","general",29,"2026-07-10T22:28:58.000Z",{"name":95,"slug":96,"count":97,"latest_published_at":98},"Reviews","reviews",20,"2026-06-24T12:00:01.000Z",{"name":100,"slug":101,"count":102,"latest_published_at":103},"How-To","how-to",6,"2026-06-16T09:00:00.000Z"]