Aiml Data Operations - Annotations Production Team Manager

Apple Apple · Big Tech · Austin, TX · Software and Services

This role manages a team of crowd managers responsible for overseeing external vendor workforces that produce annotated data for AI/ML models. The focus is on vendor management, production operations, quality oversight, and scaling data annotation processes to meet Apple's AI innovation needs.

What you'd actually do

  1. Lead, mentor, and develop a team of crowd managers that are located in multiple different time zones, fostering growth in vendor management, production operations, and stakeholder communication
  2. Set strategic direction for vendor-facing production operations, establishing scalable frameworks and best practices
  3. Oversee vendor performance, ensuring SLAs are met for quality, throughput, and delivery timelines across concurrent programs
  4. Drive capacity planning and resource management across vendor partners, including volume forecasting and workforce allocation
  5. Ensure your team bridges engineering/customer teams and vendor operations, translating complex annotation requirements into actionable production plans

Skills

Required

  • BS degree
  • 10+ years of experience in program/project management, production operations, or vendor management in data operations or related fields
  • 3+ years of experience managing and developing teams in operational or vendor-facing roles
  • Strong understanding of production operations including capacity planning, quality assurance frameworks, and delivery management
  • Excellent written and verbal communication skills
  • Proven ability to manage multiple concurrent programs with competing priorities in a fast-paced environment
  • Self-motivated and proactive leader who thrives in ambiguous environments and is able to establish diligent processes for global teams
  • Demonstrated ability to navigate ambiguity and rapidly shifting priorities
  • Experience in leading a dispersed global team

Nice to have

  • Advanced degree in a relevant field
  • Annotation operations, data operations, or crowd-sourcing programs at scale
  • Vendor/supplier management including performance management and relationship development
  • Budget management and financial forecasting for vendor-delivered work
  • Data quality issue tracking and resolution (impact analysis, root cause analysis, data analysis)
  • Background managing geographically distributed teams or vendor workforces
  • Understanding of machine learning concepts, data annotation methodologies, and quality assurance processes

What the JD emphasized

  • 10+ years of experience in program/project management, production operations, or vendor management in data operations or related fields
  • 3+ years of experience managing and developing teams in operational or vendor-facing roles
  • Demonstrated ability to navigate ambiguity and rapidly shifting priorities, crafting creative, pragmatic near-term vendor support solutions that keep programs on track while maintaining focus on longer-term vendor strategy and scalable operational goals

Other signals

  • managing external vendor workforce for data annotation
  • ensuring delivery of high-quality annotated data at scale
  • developing team capabilities in vendor management and production operations
  • establishing frameworks and processes for consistent, scalable execution