{"schema_version":"onlylabs.public_signal.v1","title":"OpenAI Writing: Scaling social science research","description":"OpenAI writing signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/54ce7359-7e9f-43d3-9561-3ae9277d1828","json_url":"https://onlylabs.fyi/signals/54ce7359-7e9f-43d3-9561-3ae9277d1828/signal.json","generated_at":"2026-06-08T15:45:22.05+00:00","org":{"slug":"openai","name":"OpenAI","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/openai","dossier_json_url":"https://onlylabs.fyi/labs/openai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/54ce7359-7e9f-43d3-9561-3ae9277d1828","signal_json":"https://onlylabs.fyi/signals/54ce7359-7e9f-43d3-9561-3ae9277d1828/signal.json","source":"https://openai.com/index/scaling-social-science-research","lab_dossier":"https://onlylabs.fyi/labs/openai","lab_dossier_json":"https://onlylabs.fyi/labs/openai/dossier.json","analysis":"https://onlylabs.fyi/analysis/openai","analysis_json":"https://onlylabs.fyi/analysis/openai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/openai/evidence.json","category":"https://onlylabs.fyi/frontier","category_json":"https://onlylabs.fyi/frontier.json","category_feed":"https://onlylabs.fyi/frontier/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","topic":"https://onlylabs.fyi/topics/talking","topic_signals_json":"https://onlylabs.fyi/topics/talking/signals.json","topic_feed":"https://onlylabs.fyi/topics/talking/feed.xml","data_business":{"radar":"https://onlylabs.fyi/data-radar","radar_json":"https://onlylabs.fyi/data-radar.json","opportunities":"https://onlylabs.fyi/opportunities","opportunities_json":"https://onlylabs.fyi/opportunities.json","lanes":[{"key":"data","label":"Data demand","url":"https://onlylabs.fyi/data-radar/data","json_url":"https://onlylabs.fyi/data-radar/data/signals.json"},{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure","json_url":"https://onlylabs.fyi/data-radar/infrastructure/signals.json"}]}},"answer_pack":{"answer":"OpenAI published Scaling social science research. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Low traction blog post by OpenAI · Scaling social science research | OpenAI February 13, 2026 Scaling social science research A new tool to help researchers turn qualitative data into numbers they can.... onlylabs links this event to 1 captured evidence page and 6 related writing signals. It also maps to Data demand, Infrastructure in the data-business radar.","signal_desk":"talking","source_context":{"source_url":"https://openai.com/index/scaling-social-science-research","source_host":"openai.com","occurred_at":"2026-02-13T09:00:00+00:00","first_seen_at":"2026-06-05T05:42:57.832854+00:00","date_source":"rss.item_date","context":null},"context_markers":[{"label":"Lab","value":"OpenAI","source":"signal"},{"label":"Signal desk","value":"talking","source":"signal"},{"label":"Source host","value":"openai.com","source":"source"},{"label":"Notability","value":"Low traction blog post by OpenAI","source":"signal"},{"label":"Radar lane","value":"Data demand","source":"radar"},{"label":"Radar lane","value":"Infrastructure","source":"radar"},{"label":"Matched term","value":"data","source":"radar"},{"label":"Matched term","value":"scaling","source":"radar"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Data 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infrastructure."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/54ce7359-7e9f-43d3-9561-3ae9277d1828/signal.json","dossier_json":"https://onlylabs.fyi/labs/openai/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/openai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/openai/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/talking/signals.json","topic_feed":"https://onlylabs.fyi/topics/talking/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","data_radar_json":"https://onlylabs.fyi/data-radar.json","opportunities_json":"https://onlylabs.fyi/opportunities.json"},"analysis_playbook":{"objective":"Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.","evidence_focus":["post title","source URL","captured page text","HN traction","linked model or paper references","publication date"],"extraction_questions":["Which themes are labs choosing to explain publicly?","Which posts are attracting outside discussion?","Which writing reframes a recent release, model, hiring wave, or policy stance?","Which posts mention data, evals, infrastructure, safety, or deployment workflows?"],"signal_questions":["What public theme, launch framing, or research direction does this writing signal expose?","Which themes are labs choosing to explain publicly?","Which posts are attracting outside discussion?","Which data-business lane explains this signal: Data demand, Infrastructure?","Do the 6 related writing signals show a repeated pattern?"],"output_fields":["org","theme","public_framing","traction","data_business_lane","evidence_url"],"data_business_relevance":"Public writing supplies the narrative layer over raw signals and helps identify which frontier-lab priorities are becoming externally legible.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/54ce7359-7e9f-43d3-9561-3ae9277d1828/signal.json","required":true},{"label":"source","url":"https://openai.com/index/scaling-social-science-research","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/openai/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/openai/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/talking/signals.json","required":false},{"label":"data_radar_json","url":"https://onlylabs.fyi/data-radar.json","required":true}],"expected_output":["one-paragraph source-grounded interpretation","data-business implication","confidence and missing evidence","recommended next source to inspect"],"prompt_seed":"Using only the linked onlylabs JSON, captured source context, and cited evidence, analyze OpenAI's writing signal \"Scaling social science research\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"OpenAI","predicate":"published","object":"Scaling social science research","text":"OpenAI published Scaling social science research."},{"subject":"Scaling social science research","predicate":"is classified as","object":"writing signal","text":"Scaling social science research is classified as writing signal."},{"subject":"Scaling social science research","predicate":"belongs to","object":"talking desk","text":"Scaling social science research belongs to talking desk."},{"subject":"Scaling social science research","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Scaling social science research has evidence coverage 1 captured evidence page."},{"subject":"Scaling social science research","predicate":"matches data-business lanes","object":"Data demand, Infrastructure","text":"Scaling social science research matches data-business lanes Data demand, Infrastructure."},{"subject":"Scaling social science research","predicate":"has captured page count","object":"1","text":"Scaling social science research has captured page count 1."},{"subject":"Scaling social science research","predicate":"has readable page count","object":"1","text":"Scaling social science research has readable page count 1."},{"subject":"Scaling social science research","predicate":"has related signal count","object":"6","text":"Scaling social science research has related signal count 6."},{"subject":"Scaling social science research","predicate":"has analysis playbook objective","object":"Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.","text":"Scaling social science research has analysis playbook objective Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.."},{"subject":"Scaling social science research","predicate":"has source host","object":"openai.com","text":"Scaling social science research has source host openai.com."},{"subject":"Scaling social science research","predicate":"has lab","object":"OpenAI","text":"Scaling social science research has lab OpenAI."},{"subject":"Scaling social science research","predicate":"has signal desk","object":"talking","text":"Scaling social science research has signal desk talking."},{"subject":"Scaling social science research","predicate":"has source host","object":"openai.com","text":"Scaling social science research has source host openai.com."},{"subject":"Scaling social science research","predicate":"has notability","object":"Low traction blog post by OpenAI","text":"Scaling social science research has notability Low traction blog post by OpenAI."},{"subject":"Scaling social science research","predicate":"has radar lane","object":"Data demand","text":"Scaling social science research has radar lane Data demand."},{"subject":"Scaling social science research","predicate":"has radar lane","object":"Infrastructure","text":"Scaling social science research has radar lane Infrastructure."},{"subject":"Scaling social science research","predicate":"has matched term","object":"data","text":"Scaling social science research has matched term data."},{"subject":"Scaling social science research","predicate":"has matched term","object":"scaling","text":"Scaling social science research has matched term scaling."}]},"intelligence":{"signal_desk":"talking","answer":"OpenAI published Scaling social science research. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Low traction blog post by OpenAI · Scaling social science research | OpenAI February 13, 2026 Scaling social science research A new tool to help researchers turn qualitative data into numbers they can.... onlylabs links this event to 1 captured evidence page and 6 related writing signals. It also maps to Data demand, Infrastructure in the data-business radar.","semantic_triples":[{"subject":"OpenAI","predicate":"published","object":"Scaling social science research","text":"OpenAI published Scaling social science research."},{"subject":"Scaling social science research","predicate":"is classified as","object":"writing signal","text":"Scaling social science research is classified as writing signal."},{"subject":"Scaling social science research","predicate":"belongs to","object":"talking desk","text":"Scaling social science research belongs to talking desk."},{"subject":"Scaling social science research","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Scaling social science research has evidence coverage 1 captured evidence page."},{"subject":"Scaling social science research","predicate":"matches data-business lanes","object":"Data demand, Infrastructure","text":"Scaling social science research matches data-business lanes Data demand, Infrastructure."}]},"signal":{"id":"54ce7359-7e9f-43d3-9561-3ae9277d1828","url":"https://onlylabs.fyi/signals/54ce7359-7e9f-43d3-9561-3ae9277d1828","json_url":"https://onlylabs.fyi/signals/54ce7359-7e9f-43d3-9561-3ae9277d1828/signal.json","source_url":"https://openai.com/index/scaling-social-science-research","title":"Scaling social science research","summary":"OpenAI published a writing signal. onlylabs watches public writing for research themes, product direction, and model-launch context.","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-02-13T09:00:00+00:00","first_seen_at":"2026-06-05T05:42:57.832854+00:00","date_source":"rss.item_date","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["exa"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://openai.com/index/scaling-social-science-research"]},"facets":{},"traction":{"github_stars":null,"hn_points":3,"hn_comments":0,"hn_story_id":"47009284","hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"data","label":"Data demand","url":"https://onlylabs.fyi/data-radar/data"},{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure"}],"score":26,"matched_terms":["data","scaling"],"reason":"OpenAI has a writing signal matching data demand, infrastructure."}},"primary_evidence_page":{"url":"https://openai.com/index/scaling-social-science-research","final_url":"https://openai.com/index/scaling-social-science-research","title":"Scaling social science research","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:45:22.05+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"Scaling social science research | OpenAI February 13, 2026 Scaling social science research A new tool to help researchers turn qualitative data into numbers they can analyze. See the tutorial Read our paper Loading… Share A core part of our work at OpenAI is enabling scientists to move faster and solve harder problems. Today, our Economic Research Team is releasing GABRIEL: an open-source toolkit that uses GPT to turn unstructured text and images into quantitative measurements. It is designed for economists, social scientists, and data scientists to study qualitative data at scale. Qualitative data tells the richest stories about the world—what people say, write, teach, argue, and experience. It spans everything from syllabi and interviews to social media and photographs. There is a tremendous amount of it. But transforming that type of data into rigorous evidence is incredibly time-consuming. Often it isn't feasible at all. In too many cases, social scientists are forced to forego important avenues of research, not because the data doesn’t exist, but because it’s impossible to analyze. GABRIEL is built to make qualitative data much more accessible. It allows researchers to..."},"evidence_pages":[{"url":"https://openai.com/index/scaling-social-science-research","final_url":"https://openai.com/index/scaling-social-science-research","title":"Scaling social science research","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:45:22.05+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"Scaling social science research | OpenAI February 13, 2026 Scaling social science research A new tool to help researchers turn qualitative data into numbers they can analyze. See the tutorial Read our paper Loading… Share A core part of our work at OpenAI is enabling scientists to move faster and solve harder problems. Today, our Economic Research Team is releasing GABRIEL: an open-source toolkit that uses GPT to turn unstructured text and images into quantitative measurements. It is designed for economists, social scientists, and data scientists to study qualitative data at scale. Qualitative data tells the richest stories about the world—what people say, write, teach, argue, and experience. It spans everything from syllabi and interviews to social media and photographs. There is a tremendous amount of it. But transforming that type of data into rigorous evidence is incredibly time-consuming. Often it isn't feasible at all. In too many cases, social scientists are forced to forego important avenues of research, not because the data doesn’t exist, but because it’s impossible to analyze. GABRIEL is built to make qualitative data much more accessible. 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