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Salary
≈ $18k – $49k per year (Estimated)
Location
In office (Bengaluru)

First seen by Alion on Oct 25, 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:

  • Owned end-to-end ML systems for an AI-driven outbound call center.
  • Work on problems directly tied to loan sales, collections, and insurance conversions.
  • Drive experiments and product changes with 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 behavior (drop-offs, objections, engagement patterns).
  • Design and run A/B experiments on model + product changes.
  • Improve LLM agent performance (response quality, handling objections, and 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 to insight model deployment.
  • Comfort working with noisy, real-world datasets (text, behavioral data).
  • Understanding of experimentation / A-B testing.
  • Strong problem-solving + ownership mindset.
  • Tech Stack: Python, ML libraries (sklearn / PyTorch), ClickHouse, LLMs (Claude, internal systems), Experimentation-driven environment.

Skills

ML, Python, SQL, machine learning

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