Location
In office (Bengaluru)
Seniority
Junior · 1+ year exp
First seen by Alion on Nov 2, 2026.
Overview
Company
Impact
Profile match
Knowl is an Indian company that offers an AI-native call centre for banks, financial services and insurers, covering collections, sales and insurance. It hires backend, frontend and applied ML engineers as well as marketing and account managers. The company is headquartered in Bengaluru, India.
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.
Responsibilities:
- Own end-to-end ML systems for an AI-driven outbound call centre.
- Work on problems directly tied to loan sales, collections, and insurance conversions.
- Drive experiments → product changes → measurable revenue impact.
- Build user / lead scoring models to decide who to call, when, and how.
- Improve conversion rates across outbound funnels (dial → connect → conversation → conversion).
- Work with rich, messy data: call transcripts, recordings, user metadata, and call-level signals.
- Extract insights from within-call behaviour (drop-offs, objections, engagement patterns).
- Design and run A/B experiments on model + product changes.
- Improve LLM agent performance (response quality, handling objections, conversation flow).
- Identify failure points (bad targeting, poor timing, weak conversations) and solve them using data + ML.
- Ship models into production and iterate based on real-world performance.
Requirements:
- Strong Python + SQL (used daily).
- Hands-on ML experience (practical projects/internships).
- Ability to go from raw data → insight → model → deployment.
- Comfort working with noisy, real-world datasets (text, behavioural data).
- Understanding of experimentation / A-B testing.
- Strong problem-solving + ownership mindset.
What Success Looks Like:
- You improve business metrics (conversion, revenue), not just model accuracy.
- Your work directly influences who gets called and how conversations are handled.
- You can break down a funnel and explain where and why it's failing.
- You independently pick problems and drive them end-to-end.
Tech Stack:
- Python, ML libraries (sklearn / PyTorch)
- ClickHouse
- LLMs (Claude, internal systems)
- Experimentation-driven environment
Skills
ML, Machine Learning, Python, SQL
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