Associate Principal Strategist, Trust and Safety, Product Fairness
- Location
- Austin, TX, USA
- Salary range
- USD $141,000 – $205,000 base
- Workplace
- In office
- Level
- Senior / Staff IC
- Job family
- T&S Operations
- Posted
- Recently
The T&S Network estimates this role to be P4, Staff. Key skills at this level: authors a framework, architecture or strategy that teams outside their own adopt, influences teams they hold no authority over, by argument and evidence, and designs for the failure mode, not only the happy path.
Why this level
Estimated from the posting rather than stated by the employer: the title reads as P4 · asks for 7+ years · posts $141k to $205k base at a company over 5,000 in Austin.
The role, in T&S terms
Written by the T&S Network from Google's posting.
Fairness work inside Google's Responsible AI pillar, under Trust & Safety, covering emerging generative AI technologies and product fairness across Google products. The Emerging AI Strategy function sets coherent approaches to AI issues, including fairness, and builds evaluation frameworks for partner teams.
What you'd do
- Write clear guidelines for spotting and assessing fairness implications in generative AI products at scale.
- Design and build scaled fairness evaluations and advise on red teaming sessions.
- Analyze fairness issues and vulnerabilities, then write reports on user impact, abuse vectors, and trends.
- Present findings to product and company leadership.
- Advise product teams on identifying and mitigating fairness challenges using technical, qualitative, and quantitative data on ML models and products.
- Respond to time-sensitive requests and advise executives and cross-functional working groups on responsible product development.
What it asks for
- A bachelor's degree, or hands-on work experience in place of one.
- Master's degree or PhD in a relevant field (preferred).
- Education in or experience with machine learning (preferred).
- Experience with SQL, dashboards, data collection and transformation, or a scripting language such as Python (preferred).
- Excellent written and verbal communication and presentation skills, with the ability to influence cross-functionally (preferred).
Terms in this role
- Red teaming.
- Testing a system, often an AI model, by deliberately trying to make it fail or misbehave, so problems are found and fixed first.
Our best summary of the posting, and it can be wrong. The employer's posting is what counts: read it in full on Google before you apply. If we got something wrong, report this listing.
Tired of job hunting?
Let the roles come to you. Switch on Available, and when a hiring manager or recruiter brings us a role that fits, we'll put you forward. Never to the company you work for.
Still listed 14 hours ago
About Google




The employer
About Google
AI and model safety · Media and streaming · Infrastructure and developer tools · Mountain View, CA · More than 100,000 people · Founded 1998
Search, advertising, Android, YouTube and Cloud, and the source of Perspective API and Jigsaw.
Moderation, reported
Google files its moderation decisions with the European Commission, separately for each service below. The newest we hold cover May 2026.
- Google Shopping
- YouTube
- Google Maps
- Google Play
- Chrome Web Store
Other jobs at Google
44 other jobs open
NewGoogle · P4 · Washington DC
$141k – $205k
NewGoogle · M3 · San Bruno
$141k – $205k
NewGoogle · M6 · Sunnyvale
$364k – $505k
NewGoogle · P4 · London
More jobs like this
All jobsTikTok · P3 · Singapore
Google · P3 · Hyderabad
TikTok · P3 · Singapore
NewGoogle · P4 · Washington DC
$141k – $205k
Apple · M3 · Culver City +1
$143k – $226k


