{"id":3332732,"url":"https://alion.io/job/sapwood-ventures-senior-data-scientist-machine-learning","title":"Senior Data Scientist - Machine Learning","company":{"id":3806700,"name":"Sapwood Ventures","domain":"sapwood.net","url":"https://alion.io/company/sapwood-ventures","size_band":"51-200","is_staffing_agency":false,"employer_type":"direct","is_intermediary":false,"listed_via":null,"ats_vendor":null,"truth_index":null},"role":"Data Science","role_family":"Data Science","seniority":"senior","employment_type":null,"work_mode":"hybrid","remote_scope":null,"remote_scope_basis":null,"remote_working_hours":null,"hiring_geo_confidence":"structured","locations":["Noida, India"],"countries":["IN"],"hiring_countries":[],"hiring_countries_total":0,"salary":null,"salary_estimate":{"min_usd":18500,"max_usd":40000,"period":"year","method":"role_seniority_country_remote_cell","sample_n":75},"experience_years_min":8,"visa_sponsorship":false,"relocation_package":false,"has_equity":false,"technologies":[{"name":"A/B Testing","optional":false},{"name":"Feature Store","optional":false},{"name":"LightGBM","optional":false},{"name":"Machine Learning","optional":false},{"name":"MLFlow","optional":false},{"name":"NumPy","optional":false},{"name":"Pandas","optional":false},{"name":"Python","optional":false},{"name":"PyTorch","optional":false},{"name":"Scikit-learn","optional":false},{"name":"SQL","optional":false},{"name":"TensorFlow","optional":false},{"name":"Time Series","optional":false},{"name":"XGBoost","optional":false},{"name":"AWS","optional":true},{"name":"Azure","optional":true},{"name":"GCP","optional":true},{"name":"LLM","optional":true},{"name":"Weights & Biases","optional":true}],"status":"live","first_seen_at":"2026-10-27T11:07:08Z","employer_posted_date":null,"last_verified_at":"2026-10-27T11:07:08Z","board_verified":false,"closed_at":null,"days_open":1,"trust":{"level":"not_scored","repost_count":null,"flags":[],"days_open":1},"description":"Data Scientist\n\nLocation : Noida\n\nEmployment Type : Full-time\n\nWork Mode : Hybrid | 2 - 3 days working from the office per week\n\nExperience Required : 8 - 12 Years\n\nAbout the Role :\n\nWe are looking for a Data Scientist to own the analytical and modelling lifecycle from framing an ambiguous business question through to a deployed decision-ready insight. You will work closely with product, business and engineering teams, design and analyse experiments, and build predictive models that influence real decisions. You will also help shape how our team uses AI Tools responsibly across the modelling workflow.\n\nKey Responsibilities :\n\nStatistical & Quantitative Analysis :\n\n- Own the full analytical lifecycle, including preprocessing EDA, and statistical modelling, and deliver insights framed in business terms.\n\nModel Development & Deployment :\n\n- Design, build, and deploy predictive and ML models (regression, classification, clustering, time-series) into production or decision-support workflows owning evaluation, validation, and iterative improvement.\n\nExperimentation :\n\n- Own A/B test design, execution, and analysis, and communicate statistical significance and uncertainty clearly to product and business stakeholders.\n\nData Pipeline Contribution :\n\n- Partner with Data Engineers to define data requirements and feature pipelines, and build or maintain analytical datasets and feature stores.\n\nStakeholder Collaboration :\n\n- Translate ambiguous business questions into well-defined analytical problems and present findings to both technical and non-technical audiences.\n\nData Quality, Governance & AI Enablement :\n\n- Champion data quality, apply governance best practices, and mentor junior Scientist or responsible AI use.\n\nRequired Skills & Qualifications :\n\n- Bachelor's degree required : Master's in Data Science, Statistics, ML, or equivalent preferred.\n\n- 8 - 12 Years as a Data Scientist or in an equivalent ML role, with end-to-end ownership of modelling and experimentation workflows.\n\n- Strong Python (Pandas, NumPy, Scikit-learn); working knowledge of XGBoost/LightGBM and Tensorflow/Pytorch.\n\n- Sql, including window functions.\n\n- Experience with MLflow, W & B, or similar; basic cloud platform familiarity.\n\n- Solid hypothesis testing, regression, and experimental design; familiarity with casual interface (DiD, regression discontinuity).\n\n- Ability to communicate statistical uncertainty to non-technical stakeholders.\n\n- Track record of insights that directly influenced product or business decisions.\n\nAI Literacy :\n\n- Uses AI tools across the modelling lifecycle (EDA, feature engineering, development, communication).\n\n- Applies advanced iterative prompting and structured governance to AI generated outputs.\n\n- Mentors junior scientists or responsible AI use.\n\nTechnology Stack :\n\n- Languages : Python, SQL\n\n- Libraries : Pandas, Numpy, Scikit-learn\n\n- ML Frameworks : XGBoost, LightGBM, TensorFlow/PyTorch\n\n- Experiment Tracking : MLflow, Weights & Biases (or similar)\n\n- Cloud : AWS, Azure, or GCP\n\n- AI Tools : LLM assistants and code copilots\nSkills\nData Science, Data Scientist, Machine Learning, Statistical Modeling, Tensorflow, PyTorch, Python, AWS, SQL","description_format":"text","description_chars":3192,"description_truncated":false,"requirements":{"experience_years_min":8,"management_years_min":null,"team_size_min":null,"manages_managers":false,"education":null,"security_clearance":false,"languages":[]},"benefits":[],"hiring_locations":[],"hiring_excludes":[],"relocation_offered":false,"industries":["IT Consulting & Digital Transformation"],"lifecycle":[{"event":"open","at":"2026-10-27T12:29:15Z"}],"visa":[],"liveness":{"score":86,"band":"hot","label":"Hiring now","p_open":1,"p_active":0.86,"p_room":1,"age_days":1,"expected_fill_days":36,"reasons":["seen:1","win:early"],"computed_at":"2026-10-29T05:49:05Z"},"pay":null,"html_url":"https://alion.io/job/sapwood-ventures-senior-data-scientist-machine-learning","json_url":"https://alion.io/job/sapwood-ventures-senior-data-scientist-machine-learning.json","meta":{"generated_at":"2026-10-29T09:19:08Z","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":14167,"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":3806700},"rest":"https://alion.io/mcp/rest/get_company?id=3806700"},"human":"https://alion.io/catalog?offer=company.slices&for=job%2Fsapwood-ventures-senior-data-scientist-machine-learning"},{"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%2Fsapwood-ventures-senior-data-scientist-machine-learning"},{"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%2Fsapwood-ventures-senior-data-scientist-machine-learning"},{"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/sapwood-ventures-senior-data-scientist-machine-learning\", \"note\": \"what you need it for\"}"},"human":"https://alion.io/catalog?offer=company.verify&for=job%2Fsapwood-ventures-senior-data-scientist-machine-learning"}],"agent":{"mcp":"https://alion.io/mcp/jobs","mcp_open":"https://alion.io/mcp/open","next":[{"tool":"get_job","arguments":{"id":3332732}},{"tool":"search_jobs","arguments":{"company":"sapwood.net","detail":"compact"}},{"tool":"match_people","arguments":{"job_id":3332732},"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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