{"schema_version":"onlylabs.public_signal.v1","title":"OpenAI Job: Data Scientist, Inference Capacity Optimization","description":"OpenAI job signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/df4ab1f4-05fc-4081-b913-1a0f883efe5e","json_url":"https://onlylabs.fyi/signals/df4ab1f4-05fc-4081-b913-1a0f883efe5e/signal.json","generated_at":"2026-07-28T17:55:14.731Z","evidence_latest_fetched_at":"2026-07-28T07:11:55.780703+00:00","signal_first_seen_at":"2026-07-28T07:10:37.895976+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/df4ab1f4-05fc-4081-b913-1a0f883efe5e","signal_json":"https://onlylabs.fyi/signals/df4ab1f4-05fc-4081-b913-1a0f883efe5e/signal.json","source":"https://jobs.ashbyhq.com/openai/4948533f-1df6-49f7-af9e-a2da0e02ebca","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/hiring","topic_signals_json":"https://onlylabs.fyi/topics/hiring/signals.json","topic_feed":"https://onlylabs.fyi/topics/hiring/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 opened Data Scientist, Inference Capacity Optimization (San Francisco). This hiring signal is demand evidence for teams, locations, and technical bets being staffed. High-signal details: team Workload · location San Francisco. onlylabs links this event to 1 captured evidence page and 6 related job signals. 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hiring repeatedly?","Which locations or hubs are becoming more important?","Which roles imply data, evaluation, infrastructure, or platform spend?","Which labs have hiring signals without a fresh standing analysis?"],"signal_questions":["What demand signal does this role create for teams, locations, infrastructure, evals, or data workflows?","Which teams are hiring repeatedly?","Which locations or hubs are becoming more important?","Which data-business lane explains this signal: Data demand, Infrastructure?","Do the 6 related job signals show a repeated pattern?"],"output_fields":["org","team","location","role_theme","data_business_lane","evidence_url"],"data_business_relevance":"Hiring is the earliest demand signal for where frontier labs may need data products, eval tooling, infra vendors, and workflow support.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/df4ab1f4-05fc-4081-b913-1a0f883efe5e/signal.json","required":true},{"label":"source","url":"https://jobs.ashbyhq.com/openai/4948533f-1df6-49f7-af9e-a2da0e02ebca","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/hiring/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 job signal \"Data Scientist, Inference Capacity 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page","text":"Data Scientist, Inference Capacity Optimization has evidence coverage 1 captured evidence page."},{"subject":"Data Scientist, Inference Capacity Optimization","predicate":"matches data-business lanes","object":"Data demand, Infrastructure","text":"Data Scientist, Inference Capacity Optimization matches data-business lanes Data demand, Infrastructure."},{"subject":"Data Scientist, Inference Capacity Optimization","predicate":"has captured page count","object":"1","text":"Data Scientist, Inference Capacity Optimization has captured page count 1."},{"subject":"Data Scientist, Inference Capacity Optimization","predicate":"has readable page count","object":"1","text":"Data Scientist, Inference Capacity Optimization has readable page count 1."},{"subject":"Data Scientist, Inference Capacity Optimization","predicate":"has related signal count","object":"6","text":"Data Scientist, Inference Capacity Optimization has related signal count 6."},{"subject":"Data Scientist, Inference 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demand."},{"subject":"Data Scientist, Inference Capacity Optimization","predicate":"has radar lane","object":"Infrastructure","text":"Data Scientist, Inference Capacity Optimization has radar lane Infrastructure."}]},"intelligence":{"signal_desk":"hiring","answer":"OpenAI opened Data Scientist, Inference Capacity Optimization (San Francisco). This hiring signal is demand evidence for teams, locations, and technical bets being staffed. High-signal details: team Workload · location San Francisco. onlylabs links this event to 1 captured evidence page and 6 related job signals. It also maps to Data demand, Infrastructure in the data-business radar.","semantic_triples":[{"subject":"OpenAI","predicate":"opened","object":"role Data Scientist, Inference Capacity Optimization","text":"OpenAI opened role Data Scientist, Inference Capacity Optimization."},{"subject":"Data Scientist, Inference Capacity Optimization","predicate":"is classified as","object":"job signal","text":"Data Scientist, Inference Capacity Optimization is classified as job signal."},{"subject":"Data Scientist, Inference Capacity Optimization","predicate":"belongs to","object":"hiring desk","text":"Data Scientist, Inference Capacity Optimization belongs to hiring desk."},{"subject":"Data Scientist, Inference Capacity Optimization","predicate":"has context","object":"San Francisco","text":"Data Scientist, Inference Capacity Optimization has context San Francisco."},{"subject":"Data Scientist, Inference Capacity Optimization","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Data Scientist, Inference Capacity Optimization has evidence coverage 1 captured evidence page."},{"subject":"Data Scientist, Inference Capacity Optimization","predicate":"matches data-business lanes","object":"Data demand, Infrastructure","text":"Data Scientist, Inference Capacity Optimization matches data-business lanes Data demand, Infrastructure."}]},"signal":{"id":"df4ab1f4-05fc-4081-b913-1a0f883efe5e","url":"https://onlylabs.fyi/signals/df4ab1f4-05fc-4081-b913-1a0f883efe5e","json_url":"https://onlylabs.fyi/signals/df4ab1f4-05fc-4081-b913-1a0f883efe5e/signal.json","source_url":"https://jobs.ashbyhq.com/openai/4948533f-1df6-49f7-af9e-a2da0e02ebca","title":"Data Scientist, Inference Capacity Optimization","summary":"OpenAI opened a hiring signal. onlylabs watches roles as demand indicators for teams, locations, and technical bets.","context":"San Francisco","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-07-27T13:57:42.767+00:00","first_seen_at":"2026-07-28T07:10:37.895976+00:00","date_source":"ashby.publishedAt","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://jobs.ashbyhq.com/openai/4948533f-1df6-49f7-af9e-a2da0e02ebca"]},"facets":{"location":"San Francisco","team":"Workload","ats":"ashby"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"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":27,"matched_terms":["data","inference"],"reason":"OpenAI has a job signal matching data demand, infrastructure."}},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://jobs.ashbyhq.com/openai/4948533f-1df6-49f7-af9e-a2da0e02ebca","final_url":"https://jobs.ashbyhq.com/openai/4948533f-1df6-49f7-af9e-a2da0e02ebca","title":"Data Scientist, Inference Capacity Optimization","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-07-28T07:11:55.780703+00:00","bytes":15453,"raw_path":"6c849e08ee6772d15b56b34d61ea548ffee7a1a22117e42899f1986a32f811e2.json","content_hash":"63fe4ae06f7ec8dd50046e3632c4d9823cd45bc669977225ce2065478bafe822","excerpt_chars":1200,"truncated":true,"excerpt":"Data Scientist, Inference Capacity Optimization Team: Workload Location: San Francisco Employment type: FullTime Workplace type: Hybrid Remote: yes Published: 2026-07-27T13:57:42.767+00:00 About the Role OpenAI’s Industrial Compute organization is responsible for ensuring our compute infrastructure scales efficiently to support millions of users and increasingly sophisticated AI models. We’re looking for a Data Scientist to partner closely with Capacity Systems Engineering, Infrastructure, Product, and Research to optimize inference capacity across our global GPU fleet. This role combines statistical modeling, large-scale data analysis, forecasting, and systems thinking to drive critical decisions around infrastructure investments, performance-efficiency trade-offs, and customer experience. You’ll transform complex operational data into actionable insights that directly influence how OpenAI allocates and scales one of the world’s largest AI compute environments. Key Responsibilities - Build statistical and machine learning models to profile and improve GPU utilization, latency, throughput, and overall fleet efficiency. - Develop forecasting models for inference demand across..."},"evidence_pages":[],"related_signals":[{"id":"a7c26d5f-c99f-4941-8e47-f0df0937267f","url":"https://onlylabs.fyi/signals/a7c26d5f-c99f-4941-8e47-f0df0937267f","source_url":"https://jobs.ashbyhq.com/openai/a10cc96f-1584-4927-91c1-8fc71ae14de8","title":"Network Operations Engineer, Network Activation","context":"San Francisco","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-07-28T00:55:01.293+00:00","first_seen_at":"2026-07-28T07:10:37.895976+00:00","date_source":"ashby.publishedAt"},{"id":"38f7b0ff-cbb3-4bc0-afba-abf2b2da7e7e","url":"https://onlylabs.fyi/signals/38f7b0ff-cbb3-4bc0-afba-abf2b2da7e7e","source_url":"https://jobs.ashbyhq.com/openai/5c4fec38-39d8-4f03-b67e-891893ce2550","title":"Product Manager, AI Enablement, People Innovation Labs","context":"San Francisco","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-07-27T23:10:24.836+00:00","first_seen_at":"2026-07-28T07:10:37.895976+00:00","date_source":"ashby.publishedAt"},{"id":"a2a06fec-3e67-4182-9508-e15e004fa912","url":"https://onlylabs.fyi/signals/a2a06fec-3e67-4182-9508-e15e004fa912","source_url":"https://jobs.ashbyhq.com/openai/05280201-16cc-4d82-ac90-336badb001ca","title":"Consumer Lifestyle Communications Manager","context":"San Francisco","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-07-27T20:35:05.29+00:00","first_seen_at":"2026-07-28T07:10:37.895976+00:00","date_source":"ashby.publishedAt"},{"id":"9cbbf27e-8853-482b-bf5f-ca8d88d98e98","url":"https://onlylabs.fyi/signals/9cbbf27e-8853-482b-bf5f-ca8d88d98e98","source_url":"https://jobs.ashbyhq.com/openai/70aaaafa-fe2f-4409-9a72-c0faf50d7d01","title":"Software Engineer - Data Aquisition (systems)","context":"San Francisco","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-07-27T20:24:02.974+00:00","first_seen_at":"2026-07-28T07:10:37.895976+00:00","date_source":"ashby.publishedAt"},{"id":"b1598e52-2b6e-4c3d-ad91-6e9f499b06b4","url":"https://onlylabs.fyi/signals/b1598e52-2b6e-4c3d-ad91-6e9f499b06b4","source_url":"https://jobs.ashbyhq.com/openai/3b70ebc9-9d9a-4930-ad7b-52c9229f6a52","title":"Data Scientist, GTM Intelligence","context":"San Francisco","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-07-27T19:35:17.837+00:00","first_seen_at":"2026-07-28T07:10:37.895976+00:00","date_source":"ashby.publishedAt"},{"id":"d3f47943-90cf-458e-83dd-1c0a28a7e700","url":"https://onlylabs.fyi/signals/d3f47943-90cf-458e-83dd-1c0a28a7e700","source_url":"https://jobs.ashbyhq.com/openai/8adb1529-bca1-4aad-b539-04f83924a111","title":"Head of Growth GSIs - Cognizant Infosys & Wipro","context":"San Francisco","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-07-27T19:20:35.221+00:00","first_seen_at":"2026-06-05T05:42:57.811227+00:00","date_source":"ashby.publishedAt"}]}