{"id":1006037,"url":"https://alion.io/job/procter-gamble-scientist-manager-bio-ai-ml-ops","title":"Scientist Manager, Bio-AI & ML Ops","company":{"id":871,"name":"Procter & Gamble","domain":"pg.com","url":"https://alion.io/company/pgcareers","size_band":"5000+","is_staffing_agency":false,"employer_type":"direct","is_intermediary":false,"listed_via":null,"ats_vendor":"Workday","truth_index":{"grade":"B","score":83,"open_postings":111,"ghost_share":0,"stale_share":0.676,"repost_share":0.018,"time_to_fill_p50_days":46,"computed_at":"2026-11-12T10:38:37Z"}},"role":"AI/ML","role_family":"AI/ML","seniority":null,"employment_type":"full_time","work_mode":"on_site","remote_scope":null,"remote_scope_basis":null,"remote_working_hours":null,"hiring_geo_confidence":"structured","locations":["Singapore"],"countries":["SG"],"hiring_countries":[],"hiring_countries_total":0,"salary":null,"salary_estimate":{"min_usd":48000,"max_usd":131000,"period":"year","method":"role_country_seniority_unknown","sample_n":112},"experience_years_min":null,"visa_sponsorship":false,"relocation_package":false,"has_equity":false,"technologies":[{"name":"Agentic Workflows","optional":false},{"name":"AI Agents","optional":false},{"name":"CI/CD","optional":false},{"name":"Function Calling","optional":false},{"name":"Hallucination","optional":false},{"name":"LLM","optional":false},{"name":"LLMOps","optional":false},{"name":"Python","optional":false},{"name":"RAG","optional":false},{"name":"Scale AI","optional":false},{"name":"Structured Outputs","optional":false},{"name":"Human-in-the-Loop","optional":true},{"name":"Knowledge Graph","optional":true},{"name":"LIMS","optional":true},{"name":"Multimodal AI","optional":true}],"status":"live","first_seen_at":"2026-09-17T16:26:37Z","employer_posted_date":"2026-11-04","last_verified_at":"2026-11-12T06:47:09Z","board_verified":true,"closed_at":null,"days_open":56,"trust":{"level":"ok","repost_count":1,"flags":[],"days_open":55},"description":"Job Location\nSINGAPORE TC-BIOPOLISJob Description\nOverview of Role\nYou will have the opportunity to lead the design, development, evaluation, deployment, and scaling of predictive Bio-AI and integrated Consumer data models and multi-agentworkflows. You will own transforming trusted data, scientific knowledge, and domain tools into governed AI solutions that predict outcomes, generate and evaluate hypotheses, guide experimentation, and accelerate cross-OU innovationand decisions.\nYou will be responsible for predictive Bio-AI and integrated Consumer datamodels, agentic workflows, evaluation, deployment, monitoring, ML Ops, LLM Ops, and Continuous Integration and Delivery (CI/CD). If this sounds exciting to you, APPLY NOW!\nYour team\nLocated at the P&G Singapore Innovation Center at Biopolis, you will report to a R&D Director based locally and will be part of growing team of functional and technical experts in leading projects in the region.\nKey Responsibilities\n1. Build Predictive and Agentic AI Solutions\nDesign multi-agent scientific workflows for evidence retrieval, hypothesis generation and evaluation, mechanistic reasoning, experiment planning, and decision support.\n\nBuild RAG and Graph-RAG solutions across approved internal and external sources, including biological databases, scientific literature, patents, ChEMBL, supplier data, and formulation knowledge.\n\nEnable agents to use internal databases, APIs, simulation tools, OMICS pipelines, dashboards, and scientific models.\n\nPartner with scientists, bioinformaticians, and data engineers to translate scientific workflows into agent-ready tasks and tools.\n\nEvaluate and apply emerging methods in agentic AI, AI Scientist systems, biological foundation models, and AI Co-Scientist architectures.\n\n2. Deploy, Validate, and Scale AI Capabilities\nEstablish evaluation frameworks covering predictive performance, task success, evidence quality, provenance, hallucination risk, reasoning quality, reproducibility, and human-review outcomes.\n\nImplement production controls for model, agent, prompt, and workflow versioning, observability, tracing, CI/CD, access control, monitoring, and auditability.\n\nConvert pilots into reliable, reusable platform capabilities and scale validatedworkflows across programs.\n\nBuild closed learning loops using experimental outcomes and scientist feedback to improve models, agents, and predictions.\n\nJob Qualifications\nBachelors, Masters or PhD degree in Data Science, Bioinformatics, Computational Biology, Biostatistics, or a related field\n\nStrong Python engineering and hands-on experience delivering AI, machine-learning, or data solutions.\n\nExperience developing and deploying predictive models, LLM applications, retrieval systems, or agentic workflows\n\nExperience with tool calling,structured outputs, workflow orchestration, and agent state or memory\n\nExperience designing evaluation approaches for machine-learning, LLM, or agentic AI systems\n\nFamiliarity with APIs, cloud deployment, containers, CI/CD, monitoring, and ML Ops or LLM Ops.\n\nPreferred Qualifications\nExperience with RAG, Graph-RAG, vector databases, tool-use architectures, and agent orchestration.\n\nExperience with biological, chemical, OMICS, assay, formulation, performance, or consumer data.\n\nFamiliarity with scientific knowledge graphs, ontologies, pathway databases, literature and patent mining, or ELN/LIMS integration.\n\nExperience with human-in-the-loop and traceable decision systems.\n\nExposure tobiological foundation models, multimodal scientific AI, active learning, or AI Co-Scientist systems.\n\nAbout us\nWe produce globally recognized brands and we grow the best business leaders in the industry. With a portfolio of trusted brands as diverse as ours, it is paramount our leaders are able to lead with courage the vast array of brands, categories and functions. We serve consumers around the world with one of the strongest portfolios of trusted, quality, leadership brands, including Always®, Ariel®, Gillette®, Head & Shoulders®, Herbal Essences®, Oral-B®, Pampers®, Pantene®, Tampax® and more. Our community includes operations in approximately 70 countries worldwide.\nVisit http://www.pg.com to know more.\nOur consumers are diverse and our talents - internally - mirror this diversity to best serve it. That is why we’re committed to building a winning culture based on Inclusion and our ideal candidate is passionate about the same principle: you will join our daily effort of being “in touch” so we craft brands and products to improve the lives of the world’s consumers now and in the future. We want you to inspire us with your unrivaled ideas.\nWe are committed to providing equal opportunities in employment. We do not discriminate against individuals on the basis of race, color, gender, age, national origin, religion, sexual orientation, gender identity or expression, marital status, citizenship, disability, veteran status, HIV/AIDS status, or any other legally protected factor.\nJob Schedule\nFull timeJob Number\nR000159377Job Segmentation\nExperienced Professionals","description_format":"text","description_chars":5071,"description_truncated":false,"requirements":{"experience_years_min":null,"management_years_min":null,"team_size_min":null,"manages_managers":false,"education":{"level":"bachelor","optional":false},"security_clearance":false,"languages":[]},"benefits":[],"hiring_locations":[{"name":"Singapore","iso":"SG","kind":"country"}],"hiring_excludes":[],"relocation_offered":false,"industries":["Cleaning & Household Products","Baby Products","Personal Hygiene & Toiletries","Hair Care Products"],"lifecycle":[{"event":"open","at":"2026-09-17T16:26:37Z"},{"event":"close","at":"2026-10-21T19:40:23Z"},{"event":"reopen","at":"2026-11-05T06:39:51Z"}],"visa":[],"liveness":{"score":20,"band":"cold","label":"Long shot","p_open":1,"p_active":0.448,"p_room":0.44,"age_days":55,"expected_fill_days":46,"reasons":["conf:3","stale_co","velocity","win:tail","crowd:brand"],"computed_at":"2026-11-12T10:38:37Z"},"pay":null,"html_url":"https://alion.io/job/procter-gamble-scientist-manager-bio-ai-ml-ops","json_url":"https://alion.io/job/procter-gamble-scientist-manager-bio-ai-ml-ops.json","meta":{"generated_at":"2026-11-12T17:35:54Z","cache_seconds":300,"methodology":"https://alion.io/methodology","terms":"https://alion.io/terms","contact":"https://alion.io/contact","api":"https://alion.io/developers","about":"Alion is a live layer of people, companies and AI agents: who they are, whether they are real and active right now, what they do and how to work with them, readable by people and by agents and paid per call.","catalog":"https://alion.io/catalog.json","usage":{"tier":"crawler_verified","counted_by":"address","units_charged":1,"used_today":36992,"day_limit":null,"remaining_today":null,"minute_limit":300,"resets_at":"2026-11-13T00:00:00Z"}},"offers":[{"id":"company.slices","title":"One company in depth, by slice","status":"live","price":{"credits":0.1,"usd":0.01,"plus_per_slice":{"credits":0.05,"usd":0.005}},"unit":"per company, plus each slice with data","note":"the employer in depth","call":{"mcp_tool":"get_company","arguments":{"id":871},"rest":"https://alion.io/mcp/rest/get_company?id=871"},"human":"https://alion.io/catalog?offer=company.slices&for=job%2Fprocter-gamble-scientist-manager-bio-ai-ml-ops"},{"id":"market.stats","title":"A market slice: pay, demand and time to fill","status":"live","price":{"credits":2,"usd":0.2},"unit":"per slice","note":"pay, demand and time to fill for this role and place","call":{"mcp_tool":"market_stats"},"human":"https://alion.io/catalog?offer=market.stats&for=job%2Fprocter-gamble-scientist-manager-bio-ai-ml-ops"},{"id":"job.search","title":"Open jobs by role, technology, place, pay and visa","status":"live","price":{"credits":0.1,"usd":0.01},"unit":"per posting in a list","note":"similar open postings","call":{"mcp_tool":"search_jobs"},"human":"https://alion.io/catalog?offer=job.search&for=job%2Fprocter-gamble-scientist-manager-bio-ai-ml-ops"},{"id":"company.verify","title":"Is this company real and active right now","status":"pilot","price":null,"unit":"per company","request":{"url":"https://alion.io/catalog/request","method":"POST","body":"{\"offer\": \"company.verify\", \"for\": \"job/procter-gamble-scientist-manager-bio-ai-ml-ops\", \"note\": \"what you need it for\"}"},"human":"https://alion.io/catalog?offer=company.verify&for=job%2Fprocter-gamble-scientist-manager-bio-ai-ml-ops"}],"agent":{"mcp":"https://alion.io/mcp/jobs","mcp_open":"https://alion.io/mcp/open","next":[{"tool":"get_job","arguments":{"id":1006037}},{"tool":"search_jobs","arguments":{"company":"pg.com","detail":"compact"}},{"tool":"match_people","arguments":{"job_id":1006037},"note":"people open to offers who fit this vacancy"}],"note":"The same data through MCP tools: https://alion.io/mcp/open needs no sign-in (compact searches, postings, people); https://alion.io/mcp with an Alion account has everything. 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