{"id":3130310,"url":"https://alion.io/job/williams-sonoma-sr-data-scientist-data-scientist","title":"Sr. Data Scientist / Data Scientist","company":{"id":1885338,"name":"Williams-Sonoma","domain":"williams-sonomainc.com","url":"https://alion.io/company/williams-sonomainc","size_band":"1001-5000","is_staffing_agency":false,"employer_type":"direct","is_intermediary":false,"listed_via":null,"ats_vendor":"Oracle","truth_index":{"grade":"A","score":92,"open_postings":44,"ghost_share":0,"stale_share":0.114,"repost_share":0,"time_to_fill_p50_days":181,"computed_at":"2026-10-29T05:49:05Z"}},"role":"Data Science","role_family":"Data Science","seniority":"senior","employment_type":null,"work_mode":"on_site","remote_scope":null,"remote_scope_basis":null,"remote_working_hours":null,"hiring_geo_confidence":"structured","locations":["Pune, India"],"countries":["IN"],"hiring_countries":[],"hiring_countries_total":0,"salary":null,"salary_estimate":{"min_usd":15500,"max_usd":34000,"period":"year","method":"role_seniority_country_remote_cell","sample_n":75},"experience_years_min":4,"visa_sponsorship":false,"relocation_package":false,"has_equity":false,"technologies":[{"name":"ClearML","optional":false},{"name":"Computer Vision","optional":false},{"name":"Embeddings","optional":false},{"name":"NumPy","optional":false},{"name":"Pandas","optional":false},{"name":"Prompt Engineering","optional":false},{"name":"pySpark","optional":false},{"name":"Python","optional":false},{"name":"RAG","optional":false},{"name":"Scikit-learn","optional":false},{"name":"Spark","optional":false},{"name":"SQL","optional":false},{"name":"Azure","optional":true},{"name":"CI/CD","optional":true}],"status":"live","first_seen_at":"2026-08-10T10:34:41Z","employer_posted_date":"2026-08-10","last_verified_at":"2026-10-29T09:58:34Z","board_verified":true,"closed_at":null,"days_open":79,"trust":{"level":"ok","repost_count":null,"flags":[],"days_open":79},"description":"Key Responsibilities\nDesign and delivery of ML/analytics solutions (forecasting, propensity, segmentation, churn, ranking, personalization) across retail and e-commerce use cases.\nTranslate business inputs into clear ML problem statements, data requirements, KPIs, and success metrics.\nPerform deep EDA, identify drivers/opportunities, and communicate insights through strong storytelling tailored to business stakeholders.\nBuild robust feature engineering and scalable modeling pipelines (Spark/PySpark preferred).\nSelect appropriate model evaluation methods (metrics, validation strategy, leakage prevention, error analysis) and ensure reliability.\nPartner with engineering/platform teams to operationalize models (batch/real-time), including monitoring, drift checks, and retraining strategy.\nDrive technical documentation, code quality, and best practices; contribute to team standards and reviews.\nHands-on exposure to Computer Vision and Generative AI/LLMs (e.g., RAG, embeddings, prompt engineering, agent workflows) for retail use cases such as product search, customer support, and content understanding.\nRequired Qualifications\nBachelor’s/Master’s (or equivalent experience) in Data Science, CS, Statistics, Math, or related field.\n4-8 years in data science / applied ML / advanced analytics with demonstrated production impact.\nStrong Python (Pandas, NumPy, Scikit-learn) and solid SQL.\nStrong foundations in classical ML, feature engineering, and model evaluation.\nExperience working with large-scale data; exposure to Spark/PySpark and modern data platforms.\nStrong communication and ability to influence decisions with data.\nPreferred Qualifications\nRetail/e-commerce experience (demand forecasting, pricing/promo, inventory, conversion, customer lifecycle).\nExposure to MLOps (CI/CD basics, monitoring, experiment tracking, drift/retraining).\nCloud experience (Azure preferred).","description_format":"text","description_chars":1893,"description_truncated":false,"requirements":{"experience_years_min":4,"management_years_min":null,"team_size_min":null,"manages_managers":false,"education":{"level":"bachelor","optional":true},"security_clearance":false,"languages":[]},"benefits":[],"hiring_locations":[],"hiring_excludes":[],"relocation_offered":false,"industries":["Furniture","Home Decor","Kitchenware & Cookware"],"lifecycle":[{"event":"open","at":"2026-10-23T03:27:30Z"}],"visa":[],"liveness":{"score":64,"band":"ok","label":"Likely open","p_open":1,"p_active":0.889,"p_room":0.72,"age_days":79,"expected_fill_days":181,"reasons":["conf:0","velocity","win:mid","crowd:brand"],"computed_at":"2026-10-29T05:49:05Z"},"pay":null,"html_url":"https://alion.io/job/williams-sonoma-sr-data-scientist-data-scientist","json_url":"https://alion.io/job/williams-sonoma-sr-data-scientist-data-scientist.json","meta":{"generated_at":"2026-10-29T10:11:39Z","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":15361,"day_limit":null,"remaining_today":null,"minute_limit":300,"resets_at":"2026-10-30T00:00:00Z"}},"offers":[{"id":"company.slices","title":"One company in depth, by slice","status":"live","price":{"credits":0.02,"usd":0.002,"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":1885338},"rest":"https://alion.io/mcp/rest/get_company?id=1885338"},"human":"https://alion.io/catalog?offer=company.slices&for=job%2Fwilliams-sonoma-sr-data-scientist-data-scientist"},{"id":"market.stats","title":"A market slice: pay, demand and time to fill","status":"live","price":{"credits":1,"usd":0.1},"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%2Fwilliams-sonoma-sr-data-scientist-data-scientist"},{"id":"job.search","title":"Open jobs by role, technology, place, pay and visa","status":"live","price":{"credits":0.02,"usd":0.002},"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%2Fwilliams-sonoma-sr-data-scientist-data-scientist"},{"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/williams-sonoma-sr-data-scientist-data-scientist\", \"note\": \"what you need it for\"}"},"human":"https://alion.io/catalog?offer=company.verify&for=job%2Fwilliams-sonoma-sr-data-scientist-data-scientist"}],"agent":{"mcp":"https://alion.io/mcp/jobs","mcp_open":"https://alion.io/mcp/open","next":[{"tool":"get_job","arguments":{"id":3130310}},{"tool":"search_jobs","arguments":{"company":"williams-sonomainc.com","detail":"compact"}},{"tool":"match_people","arguments":{"job_id":3130310},"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); 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