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Knowl

Data Scientist

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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.


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

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See also

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