L

Lincoln Financial

Insurance, retirement, and financial services provider

AVP – AI/ML Operations

Applied Machine LearningUpdated on Nov 14
Full-time

About the Job

Requirements

  • Proven track record leading operations through a major transformation, building an operating model, monitoring and observability foundation, and escalation discipline for a function without an existing framework, ideally in technology, platform, or shared-services operations.
  • Deep experience in change management, including establishing change advisory processes, risk tiering, release governance, and rollback authority in a fast-moving technical environment.
  • Strong background in monitoring, observability, notification, and escalation design, including alert criteria, paging ownership, severity, and accountability.
  • Experience building incident response and postmortem practices, including on-call rotations and mean-time-to-detect and mean-time-to-recovery reduction, in a production technology environment.
  • Working knowledge of, or demonstrated ability to quickly learn, machine learning and large language model system failure modes such as drift, degradation, hallucination, latency, and cost increases, and how to instrument against them.
  • Experience partnering with governance and risk functions to enforce policy in live systems.
  • Strong track record hiring, developing, and leading technical or operational teams, ideally from an early stage.
  • Ability to operate with ambiguity and build processes from scratch.

Responsibilities

  • Define the operating model for moving AI/ML systems from build to production, including intake, change approval, and release governance.
  • Build change management processes for model, pipeline, and agent releases, including change advisory review, risk tiering, rollback authority, and communication protocols.
  • Establish an ownership and accountability model across Engineering, Operations, and Governance for every production AI/ML asset.
  • Build monitoring for performance, drift, latency, quality, and safety across production AI/ML systems.
  • Design notification and alerting architecture, defining what is flagged, recipients, severity, and acknowledgment service-level agreements.
  • Implement in-production evaluations and guardrails, and enforce governance policy at runtime in partnership with Data Strategy & Governance.
  • Define and own service-level objectives and agreements for production models, pipelines, and agents.
  • Build on-call rotations, incident response, escalation tiers, and postmortem practices for AI/ML systems.
  • Own detection and escalation paths for misuse, abuse, or safety incidents.
  • Reduce mean time to detect and mean time to recovery as the estate scales.
  • Partner with Platform Engineering to establish continuous integration and continuous delivery, versioning, and rollback for models, pipelines, and agents, and partner with Engineering on execution.
  • Establish safe rollout patterns, including canary, shadow, and staged releases, in partnership with Engineering.
  • Own the retirement and deprecation process for models and agents no longer in use.
  • Own inference and compute cost visibility and optimization, and build unit economics per model and agent.
  • Partner with AI/Data Infrastructure on capacity planning.
  • Define the operating model, team structure, and hiring plan for the pillar.
  • Build a feedback loop routing production failure modes and cost signals back to Engineering.
  • Establish the pillar's key performance indicators and report them to the Chief Data & AI Engineering Officer and broader leadership.

Desired Qualifications

  • AI/ML-specific experience is a strong plus, but is not a prerequisite.

About the Company

Lincoln Financial

Insurance, retirement, and financial services provider

Lincoln Financial Group offers life insurance, annuities, and retirement income products through its network of affiliated companies, and also provides securities and investment advisory services via affiliated broker-dealers. Its products combine insurance coverage or retirement-focused contracts with investment options, where customers fund premiums, choose subaccounts or riders, and receive benefits such as death benefits, living benefits, or guaranteed income in retirement. The company differentiates itself with a family of affiliated brands and distributors that coordinate life, annuity, and advisory products under one umbrella. Its goal is to help individuals and families protect loved ones, plan for retirement, and achieve financial security through integrated protection and investment solutions.

Company size
Not listed
Company stage
Not listed
Total funding
$128.8M
Headquarters
Radnor Township, Pennsylvania
Founded
1905

Recently Posted Jobs

Explore more opportunities at Lincoln Financial

See more jobs