Plaid

Staff Product Manager, Risk Modeling

Plaid$130K — $180K *
Consumer Technology
5 - 7 years of experience
Job Overview by Ladders

Qualifications

  • 6+ years in product management with a focus on internal risk, trust & safety, fraud, or identity platforms.
  • Hands-on technical expertise in detection signals and precision/recall tradeoffs.
  • Experience in developing ML-based products and deriving insights from them.
  • Track record of collaboration with Data Science / ML Engineering teams on risk models.
  • Familiarity with risk decisioning, KYC processes, synthetic/stolen-identity detection, or Account Takeover (ATO).
  • Ability to generate clear product requirements and foster cross-functional alignment.
  • Preferred: Experience in a sophisticated internal risk organization within a large fintech, bank, or marketplace.
  • Preferred: Former risk analyst or data scientist who transitioned into product management; knowledge of banking data or open finance.

Responsibilities

  • Define and prioritize the roadmap for network-health detection based on model investments and precision/recall tradeoffs.
  • Develop a data-driven framework for real-time block-vs-allow decisions considering network quality and commercial impact.
  • Synthesize requirements from various teams into a unified, prioritized roadmap.
  • Establish metrics for measuring Network Health.
  • Set and manage the team's Objectives and Key Results (OKRs) focusing on risky traffic detection and authentication correctness.
  • Collaborate with leadership to establish data-backed risk-versus-conversion thresholds for traffic decisions.
  • Engage directly with data to conduct investigations and inform product decisions.
  • Oversee risk across multiple categories, including data-partner supply risk and authentication risk, ensuring a cohesive roadmap.

Benefits

  • Comprehensive medical, dental, and vision insurance.
  • 401(k) retirement plan.
  • Equity and/or commission as part of the compensation plan.
Full Job Description
Team:
We protect the integrity of Plaid's network and authentication surfaces. We keep bad actors, synthetic and stolen identities, and low-quality data-partner traffic off the platform so that the millions of connections Plaid powers stay trustworthy. We build Plaid's internal risk platform: detection, scoring, and real-time decisioning and we're the foundation every other Plaid product depends on

Role:
You own Plaid's internal network-health and risk platform - how we detect, score, and act on risky traffic across our 10,000+ data-partner integrations. You set the roadmap, define the block/step-up/allow decisioning framework, and partner directly with the Data Science and MLE and operations team to sharpen detection precision. This is a platform PM role: your customer is the network itself, and your output is a measurably safer, higher-quality data supply.

Responsibilities:
  • Define and prioritize the DS/MLE roadmap for network-health detection - articulate model investment needs, own precision/recall tradeoff decisions, and translate model outputs into real-time product actions.
  • Build and own the data-driven framework for real-time block-vs-allow decisions, balancing network quality against customer and commercial impact.
  • Aggregate requirements across risk engineering, fraud & abuse operations, and data partners into a single prioritized roadmap.
  • Define how to measure Network Health
  • You define and own the team's OKRs (risky-traffic detection/step-up; ATO reduction, Authentication correctness).
  • Define and recommend Plaid's risk-versus-conversion posture, partnering with company leadership to set clear, data-backed thresholds for when to allow, step up, or block traffic.
  • Get hands-on with data: run light investigations yourself, pull signals, and ground product decisions in evidence - this PM doesn't wait for an analyst to tell them what's happening.
  • Span multiple risk problem categories simultaneously: data-partner supply risk, authentication risk/correctness, and AQO - owning one coherent roadmap across all three.


Qualifications:
  • 6+ years in product management, ideally on internal risk, trust & safety, fraud, or identity platforms.
  • Hands-on technical depth: detection signals, precision/recall tradeoffs, light data analysis/investigation.
  • Experience building ML based products / insights
  • Proven partnership with Data Science / MLE teams on risk models.
  • Experience with risk decisioning, KYC, synthetic/stolen-identity detection, or ATO.
  • Clear product requirements; strong cross-functional alignment.
  • [nice to have] Experience in a sophisticated internal risk org at a large fintech/bank/marketplace.
  • [nice to have] Former risk analyst / DS / investigator who moved into PM; familiarity with bank data / open finance.

Our mission at Plaid is to unlock financial freedom for everyone. To support that mission, we seek to build a diverse team of driven individuals who care deeply about making the financial ecosystem more equitable. We recognize that strong qualifications can come from both prior work experiences and lived experiences. We encourage you to apply to a role even if your experience doesn't fully match the job description. We are always looking for team members that will bring something unique to Plaid!

Additional compensation in the form(s) of equity and/or commission are dependent on the position offered. Plaid provides a comprehensive benefit plan, including medical, dental, vision, and 401(k). Pay is based on factors such as (but not limited to) scope and responsibilities of the position, candidate's work experience and skillset, and location. Pay and benefits are subject to change at any time, consistent with the terms of any applicable compensation or benefit plans.

About Plaid

Plaid is a financial services company based in New York City. The company builds a technology platform, which enables applications to connect with users' bank accounts. Plaid focuses on enabling consumers and businesses to interact with their bank accounts, check balances, and make payments through financial technology applications. The company was founded in 2013 by Zach Perret and William Hockey. In January 2020, Visa announced that it would acquire Plaid for $5.3 billion. The acquisition was completed in January 2021.
Learn more about Plaid
Size
600 employees
Industry
Founded
2011

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