Data Scientist - Multifamily Analytics

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ApartmentIQMultifamily real estate
Work from home across most of the U.S.Full-TimeMiddle
Salary not disclosed
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Job Details

Experience
3+ years of multifamily experience
Required Skills
PythonSQLData Analysis

Requirements

  • Have 3+ years of multifamily experience in acquisitions, asset management, revenue management, or operations.
  • Know how properties market and lease units, including occupancy, leased versus occupied, concessions, unit mix, and lease-ups.
  • Understand operator behaviors that can distort multifamily data.
  • Have hands-on experience building analytics tools or workflows with AI coding tools such as Claude Code or Codex.
  • Have proven experience using data to answer difficult questions and drive decisions.
  • Bring a strong quantitative foundation and a desire to grow into a technical role.
  • Be able to own a problem end to end in a remote environment.
  • Working knowledge of SQL, Python, or similar is a plus.
  • Familiarity with multifamily PMSes, CRMs, or market data platforms is a plus.
  • Exposure to data matching, deduplication, or anomaly detection is a plus.

Responsibilities

  • Improve the logic and systems that turn raw multifamily data into customer-facing metrics.
  • Benchmark outputs against real operator data and diagnose where and why they miss.
  • Design fixes for occupancy, unit mix, leases signed, source selection, and anomaly detection.
  • Prototype analytics and data logic with AI coding tools such as Claude Code or Codex.
  • Partner with engineering to deploy and monitor work in production.
  • Apply multifamily judgment to identify operator behaviors and data artifacts.
  • Share findings with product, engineering, and leadership.
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