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[Remote] Program Manager, Human Evaluations (Recommendations)

Remote · Thailand Full-time

Note: The job is a remote job and is open to candidates in USA. Netflix is hiring a Program Manager to design and execute human evaluation programs that measure and improve recommendation quality across its homepage and discovery experience. The role partners with Product Management and cross-functional teams to build evaluation frameworks, manage vendors and raters, and deliver consistent, scalable evaluations.

Responsibilities

  • Lead end-to-end execution of human evaluation and data operations initiatives, from intake and scoping to delivery
  • Partner with Product Management to translate recommendation strategy and roadmap priorities into evaluation designs, success metrics, and timelines
  • Manage human annotation vendors, including capacity planning, SLAs, quality performance, and escalations
  • Drive operational efficiency across evaluation programs, including cost per task, throughput, turnaround time, and speed to IRR
  • Develop clear, scalable guidelines and scoring rubrics to ensure consistent rater judgment, including for subjective, taste-based questions
  • Oversee rater onboarding, calibration, and QA workflows
  • Pilot and refine evaluation tasks to improve clarity, inter-rater reliability, and feedback quality
  • Anticipate and resolve bottlenecks and blockers
  • Act as the connective tissue across product, ML, data science, and vendor partners to ensure alignment and effective execution of evaluations at scale

Skills

  • 4+ years of experience working in human evaluations, data collection, labeling, or annotation operations in ML environments
  • Track record of implementing process improvements or quality control systems for data collection needs
  • Prior experience managing human annotation vendors, raters, or data labeling teams, including vendor performance and cost management
  • Experience improving operational efficiency of annotation programs (throughput, turnaround, cost)
  • Strong understanding of evaluation design, including guidelines, rubrics, and scoring protocols
  • Working fluency in film and TV content, including genres, formats, and talent
  • Proven ability in end-to-end management of complex, cross-functional programs, demonstrating strong Program Management skills and clear accountability for successful delivery
  • Experience with human labeling platforms
  • Excellent written and verbal communication skills
  • Ability to synthesize feedback into clear recommendations and process improvements
  • Familiarity with how rater subjectivity and bias affect taste-based judgments, and how to account for them in evaluation design
  • Strong organizational skills and executional focus; ability to track details while seeing the bigger picture
  • Experience with personalization, recommender systems, search, or ranking evaluation
  • Familiarity with how offline human evaluation complements online experimentation (A/B tests) and engagement metrics
  • Experience evaluating at the list or page level, not only the individual item level
  • Experience partnering with Product Managers and Data Scientists on metric definition

Benefits

  • Health Plans
  • Mental Health support
  • A 401(k) Retirement Plan with employer match
  • Stock Option Program
  • Disability Programs
  • Health Savings and Flexible Spending Accounts
  • Family-forming benefits
  • Life and Serious Injury Benefits
  • Paid leave of absence programs
  • Full-time hourly employees accrue 35 days annually for paid time off to be used for vacation, holidays, and sick paid time off.
  • Full-time salaried employees are immediately entitled to flexible time off.
  • Remote work

Company Overview

  • Netflix is an online streaming platform that enables users to watch TV shows and movies. It was founded in 1997, and is headquartered in Los Gatos, California, USA, with a workforce of 10001+ employees. Its website is https://www.netflix.com.
  • Company H1B Sponsorship

  • Netflix has a track record of offering H1B sponsorships, with 343 in 2026, 310 in 2025, 309 in 2024, 191 in 2023, 261 in 2022, 268 in 2021, 225 in 2020. Please note that this does not guarantee sponsorship for this specific role.
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