{"id":3240515,"url":"https://alion.io/job/knowl-data-scientist-2","title":"Data Scientist","company":{"id":22079,"name":"Knowl","domain":"knowl.ai","url":"https://alion.io/company/knowl-ai","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":null,"employment_type":null,"work_mode":"on_site","remote_scope":null,"remote_scope_basis":null,"remote_working_hours":null,"hiring_geo_confidence":"structured","locations":["Bengaluru, India"],"countries":["IN"],"hiring_countries":[],"hiring_countries_total":0,"salary":null,"salary_estimate":{"min_usd":18000,"max_usd":49000,"period":"year","method":"role_country_seniority_unknown","sample_n":171},"experience_years_min":null,"visa_sponsorship":false,"relocation_package":false,"has_equity":false,"technologies":[{"name":"LLM","optional":false},{"name":"Python","optional":false},{"name":"SQL","optional":false},{"name":"Claude","optional":true},{"name":"ClickHouse","optional":true},{"name":"Machine Learning","optional":true},{"name":"PyTorch","optional":true}],"status":"live","first_seen_at":"2026-10-25T15:35:00Z","employer_posted_date":null,"last_verified_at":"2026-10-25T15:35:00Z","board_verified":false,"closed_at":null,"days_open":6,"trust":{"level":"not_scored","repost_count":null,"flags":[],"days_open":6},"description":"We're looking for a Data Scientist to own end-to-end ML models and experimentation across the company. This is a high-ownership, execution-heavy role focused on improving conversions, call success rates, and operational efficiency. You'll own problems end-to-end from metrics and experiments to production models and product impact.\n\nResponsibilities: \nOwned end-to-end ML systems for an AI-driven outbound call center.\nWork on problems directly tied to loan sales, collections, and insurance conversions.\nDrive experiments and product changes with measurable revenue impact.\nBuild user / lead scoring models to decide who to call, when, and how.\nImprove conversion rates across outbound funnels (dial, connect, conversation, conversion).\nWork with rich, messy data: call transcripts, recordings, user metadata, and call-level signals.\nExtract insights from within-call behavior (drop-offs, objections, engagement patterns).\nDesign and run A/B experiments on model + product changes.\nImprove LLM agent performance (response quality, handling objections, and conversation flow).\nIdentify failure points (bad targeting, poor timing, weak conversations) and solve them using data + ML.\nShip models into production and iterate based on real-world performance.\n\nRequirements: \nStrong Python + SQL (used daily).\nHands-on ML experience (practical projects/internships).\nAbility to go from raw data to insight model deployment.\nComfort working with noisy, real-world datasets (text, behavioral data).\nUnderstanding of experimentation / A-B testing.\nStrong problem-solving + ownership mindset.\nTech Stack: Python, ML libraries (sklearn / PyTorch), ClickHouse, LLMs (Claude, internal systems), Experimentation-driven environment.\nSkills\nML, Python, SQL, machine learning","description_format":"text","description_chars":1760,"description_truncated":false,"requirements":{"experience_years_min":null,"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":["Conversational AI","Call Center Services"],"lifecycle":[{"event":"open","at":"2026-10-25T15:35:00Z"}],"visa":[],"liveness":{"score":90,"band":"hot","label":"Hiring now","p_open":1,"p_active":0.899,"p_room":1,"age_days":5,"expected_fill_days":30,"reasons":["seen:5","velocity","win:early"],"computed_at":"2026-10-31T05:58:55Z"},"pay":null,"html_url":"https://alion.io/job/knowl-data-scientist-2","json_url":"https://alion.io/job/knowl-data-scientist-2.json","meta":{"generated_at":"2026-10-31T20:21:58Z","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":"search","counted_by":"address","units_charged":0,"used_today":0,"day_limit":null,"remaining_today":null,"minute_limit":null,"resets_at":"2026-11-01T00:00:00Z"}},"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":22079},"rest":"https://alion.io/mcp/rest/get_company?id=22079"},"human":"https://alion.io/catalog?offer=company.slices&for=job%2Fknowl-data-scientist-2"},{"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%2Fknowl-data-scientist-2"},{"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%2Fknowl-data-scientist-2"},{"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/knowl-data-scientist-2\", \"note\": \"what you need it for\"}"},"human":"https://alion.io/catalog?offer=company.verify&for=job%2Fknowl-data-scientist-2"}],"agent":{"mcp":"https://alion.io/mcp/jobs","mcp_open":"https://alion.io/mcp/open","next":[{"tool":"get_job","arguments":{"id":3240515}},{"tool":"search_jobs","arguments":{"company":"knowl.ai","detail":"compact"}},{"tool":"match_people","arguments":{"job_id":3240515},"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. Docs: https://alion.io/developers"}}