Trust & Safety Threat Investigations Analyst

Snap Inc.; Bellevue (WA); On-site; USD 118,000 - 176,000; Full time

Job summary

Snap Inc. is seeking a Trust & Safety Threat Investigations Analyst to join the Proactive Trust & Safety team. You will investigate Terms of Service violations, analyze data, and develop automated detection and enforcement rules.

The role involves collaboration with Product and Engineering, building insights, and improving safety measures across Snap’s platforms. You will apply data analysis skills, expand detection capabilities with LLM-based approaches, and track metrics to measure safety

Qualifications

• BA/BS degree or equivalent work experience.
• 4+ years of abuse detection, enforcement, and/or investigations.
• 2+ years of SQL in investigations, querying large datasets.
• 2+ years of data analysis and visualization and drawing insights.

Responsibilities

• Leverage data analysis tools to investigate Terms of Service and Community Guidelines violations and document insights for cross-functional teams.
• Identify emerging abuse trends and develop mitigation proposals including automated enforcement and policy improvements.
• Build automated detection and enforcement rules and maintain them for accuracy and compliance.
• Apply LLM-based approaches to scale work and expand detection capabilities.
• Measure progress with metrics reflecting mitigations’ effectiveness and safety impact.
• Coordinate with scaled review teams to support safety and provide training.

Skills

Data analysis

SQL querying

Looker/Tableau

Problem solving

Communication

Ambiguity management

Education

BA/BS degree or equivalent work experience

Tools

SQL

Looker

Tableau

Python

Job description

Trust & Safety Threat Investigations Analyst

Snap Inc is a technology company. We believe the camera presents the greatest opportunity to improve the way people live and communicate. Snap contributes to human progress by empowering people to express themselves, live in the moment, learn about the world, and have fun together.

The Company operates Snapchat , a visual messaging app that enhances your relationships with friends, family, and the world, and Specs Inc. , a wholly-owned subsidiary dedicated to making computing more human, in addition to Bitmoji , Saturn, and other digital services.

Snap Inc. is a camera company. We believe that reinventing the camera represents our greatest opportunity to improve the way people live and communicate. Our products empower people to express themselves, live in the moment, learn about the world, and have fun together.

Snapchat is a camera and messaging app that connects people to their friends and the world. Every day around the globe, millions of people use Snapchat to communicate with friends, build relationships, play, and learn. No matter where you are or how you express yourself, it's always the fastest way to share a moment!

We’re looking for a Threat Investigations Analyst to join our growing Proactive Trust & Safety (T&S) team. In this role you will use your technical acumen, problem-solving skills and inquisitive mindset to investigate and analyze Terms of Service and Community Guidelines violations, including those involving sensitive content. You will use the insights you derive to build automated detection and enforcement rules, propose innovative safety mitigations, improve operational efficiency, and make recommendations for safety-oriented policy and product enhancements. You will work closely with cross-functional partners, particularly those on the Product and Engineering teams, and be responsible for tracking key metrics that measure our progress.

What you’ll do:

• Leverage data analysis tools and query databases to conduct Terms of Service and Community Guidelines investigations, gather and analyze data and trends to draw out key insights, and document them in a way that is digestible for diverse cross-functional teams.
• Identify emerging abuse trends and vectors, and develop mitigation proposals, including automated enforcement as well as policy, process, and product improvements.
• Build automated detection and enforcement rules, and maintain the rules to ensure accuracy and compliance.
• Adopt and apply LLM-based approaches to scale work and expand detection capabilities.
• Measure progress and monitor trends through metrics that reflect mitigations’ effectiveness and safety impact.
• Work with scaled review teams as necessary to ensure seamless support for scaled safety, including training and ongoing calibration.
• Provide training and guidance to other T&S and cross-functional team members on detection and prevention techniques.
• Enhance and streamline the team’s work through the identification of opportunities to improve internal investigation and detection tools.

Knowledge, Skills & Abilities:

• Ability to analyze, manipulate, and identify insights from quantitative and qualitative data; create visuals, dashboards, and reports to effectively communicate your insights (ideally using Looker, Tableau, or other similar programs); and make data-informed decisions.
• Excellent problem-solving and critical thinking skills with strong attention to detail.
• Ability to concurrently manage multiple high-priority projects end to end.
• Strong work ethic and demonstrated ability to work both independently and with peers.
• Skilled at exercising high‑level judgment and navigating ambiguity in a fast‑paced, dynamic environment.
• Excellent verbal and written communication skills, including the ability to describe technical implementations or analyses to a non‑technical audience in an effective manner.
• Knowledge of emerging online abuse trends, adversarial behaviors, and industry approaches to platform safety.

Minimum Qualifications:

• BA/BS degree or equivalent work experience.
• 4+ years of relevant experience in abuse detection, enforcement, and/or investigations.
• 2+ years of experience applying SQL in investigations work, including independently querying large datasets, joining multiple data sources, and identifying trends, patterns, and anomalous behavior.
• 2+ years of experience in data analysis and visualization, including identifying trends and drawing insights from quantitative and qualitative data.
• Comfort working within a content moderation environment with frequent exposure to sensitive content.
• Flexible working hours: ability to work evenings and/or weekends on occasion if the need arises.

Preferred Qualifications:

• Experience with Python or other scripting languages.
• Experience working with product and engineering teams to develop tools and solutions that improve trust across a platform or product.
• Experience with LLM prompt engineering or LLM agent development.
• Experience building and maintaining data pipelines.

Our Benefits:

Snap Inc. is its own community, so we’ve got your back! We do our best to make sure you and your loved ones have everything you need to be happy and healthy, on your own terms. Our benefits are built around your needs and include paid maternity & paternity leave, comprehensive medical coverage, emotional and mental health support programs, and compensation packages that let you share in Snap’s long‑term success!

Default Together Policy at Snap: At Snap Inc. we believe that being together in person helps us build our culture faster, reinforce our values, and serve our community, customers and partners better through dynamic collaboration. To reflect this, we practice a default together approach and expect our team members to work in an office 4+ days per week.

We are an Equal Opportunity Employer and will consider qualified applicants with criminal histories in a manner consistent with applicable law (by example, the requirements of the San Francisco Fair Chance Ordinance and the Los Angeles Fair Chance Initiative for Hiring, where applicable).

Compensation

In the United States, work locations are assigned a pay zone which determines the salary range for the position. The successful candidate’s starting pay will be determined based on job‑related skills, experience, qualifications, work location, and market conditions. The starting pay may be negotiable within the salary range for the position. These pay zones may be modified in the future.

Zone A (CA, WA, NYC):

The base salary range for this position is $118,000-$176,000 annually. This position is eligible for equity in the form of RSUs.

Zone B:

The base salary range for this position is $112,000-$167,000 annually.

Zone C:

The base salary range for this position is $100,000-$150,000 annually. This position is eligible for equity in the form of RSUs.

If you believe this job description is missing required pay transparency information, please submit a report through this form : Job Description Pay Range Disclosure .

Trust & Safety Threat Investigations Analyst