Senior Data Scientist, Trust (Inference)

Airbnb; United States; Remote; USD 179,000 - 210,000; Full time

Job summary

Airbnb is seeking a Data Scientist for Trust to own high‑visibility data science initiatives that shape product and policy decisions.

You will design measurement frameworks, lead experiments and Bayesian models, and translate results into clear, actionable recommendations for roadmaps and policy improvements. This role emphasizes cross‑functional collaboration with product, engineering, policy, and operations teams.

Qualifications

• 5+ years of industry experience in a quantitative analysis role with a Master's degree in a quantitative field (statistics, economics, computer science, etc.), or 2+ years of experience with PhD in relevant fields.
• Deep expertise in experimentation and causal inference.
• Strong knowledge of Bayesian modeling and its application to measurement, uncertainty quantification, and decision-making
• Proven ability to design and lead experimentation programs in complex environments, collaborating with and influencing cross‑functional stakeholders.
• Skilled in statistical programming and database usage. Strong coding skills in SQL and python or R.
• Demonstrated ability to translate complex methodological findings into actionable insights and compelling narratives for audiences of varying technical levels
• Excellent judgment in navigating ambiguity, scoping problems, and driving impact through influence across cross‑functional teams

Responsibilities

• Inference & Measurement: Design and implement measurement and evaluation frameworks to understand the impact of Trust defense, and uncover opportunities for improvement
• Experimentation: Collaborating closely with cross-functional partners, lead the design and analysis of experiments and quasi-experiments in environments where standard A/B testing is challenging.
• Modeling : Build and iterate on statistical and Bayesian models that quantify risk, estimate treatment effects, and surface measurement gaps; provide causal interpretation of signals surfaced by ML systems
• Insights and Strategy: Generate deep insights on the effectiveness of Trust defenses and translate them into clear strategic recommendations for product roadmap and policy decisions
• Communication & Collaboration: Deliver robust, leadership-ready research with rigorous analysis, compelling data visualizations, and clear narratives; effectively communicate complex methodological tradeoffs to both technical and non-technical audiences across product, engineering, policy and operations
• Empowerment: Think strategically about how to scale and evolve data science capabilities within your domain, contributing to the long‑term vision for how science drives platform outcomes

Skills

Quantitative analysis

Experimentation

Bayesian modeling

Python or R

SQL

Communication of findings

Cross-functional influence

Decision making under uncertainty

Education

Master's in quantitative field

PhD in relevant field

Tools

SQL

Python

R

Job description

Airbnb was born in 2007 when two hosts welcomed three guests to their San Francisco home, and has since grown to over 5 million hosts who have welcomed over 2 billion guest arrivals in almost every country across the globe. Every day, hosts offer unique stays and experiences that make it possible for guests to connect with communities in a more authentic way.

The Community You Will Join:

“ Our real innovation is not allowing people to book a home; it’s designing a framework to allow millions of people to trust one another. Trust is the real energy source that drives Airbnb… ” - Brian Chesky, Airbnb Co-Founder & CEO (2019)

Data science is the engine behind Airbnb's most impactful decisions. The Platform Data Science team accelerates product evolution and business outcomes by combining scientific rigor with deep domain expertise, spanning experimentation, machine learning, causal inference and scalable intelligence. We partner closely with product, engineering, policy, and operations teams across Trust to detect and defend against the adversarial behavior that threatens guest and host trust: fraudulent listings and fake inventory, review and content manipulation, account takeover, and other bad-actor activity on the platform. Whether measuring the impact of a new listing integrity defense, modeling risk at the listing or account level, or evaluating the effectiveness of an enforcement policy, our work helps guests and hosts experience an Airbnb that is safer, smarter and more personalized.

The Difference You Will Make:

This role sits at the heart of some of Airbnb's most consequential data science challenges, where rigorous statistical thinking and applied ML directly shape platform outcomes. You will own high-visibility initiatives that require both technical depth and strong business judgment - work that is visible to leadership and has measurable impact on Airbnb's users and bottom line.

A Typical Day:

The ideal candidate is a technically exceptional and strategically minded Data Scientist who can navigate ambiguity, drive clarity in complex problem spaces and influence product and policy decisions.

You will own and drive initiatives such as:

• Inference & Measurement: Design and implement measurement and evaluation frameworks to understand the impact of Trust defense, and uncover opportunities for improvement
• Experimentation: Collaborating closely with cross-functional partners, lead the design and analysis of experiments and quasi-experiments in environments where standard A/B testing is challenging.
• Modeling : Build and iterate on statistical and Bayesian models that quantify risk, estimate treatment effects, and surface measurement gaps; provide causal interpretation of signals surfaced by ML systems
• Insights and Strategy: Generate deep insights on the effectiveness of Trust defenses and translate them into clear strategic recommendations for product roadmap and policy decisions
• Communication & Collaboration: Deliver robust, leadership-ready research with rigorous analysis, compelling data visualizations, and clear narratives; effectively communicate complex methodological tradeoffs to both technical and non-technical audiences across product, engineering, policy and operations
• Empowerment: Think strategically about how to scale and evolve data science capabilities within your domain, contributing to the long‑term vision for how science drives platform outcomes

Your Expertise:

• 5+ years of industry experience in a quantitative analysis role with a Master's degree in a quantitative field (statistics, economics, computer science, etc.), or 2+ years of experience with PhD in relevant fields.
• Deep expertise in experimentation and causal inference.
• Strong knowledge of Bayesian modeling and its application to measurement, uncertainty quantification, and decision-making
• Proven ability to design and lead experimentation programs in complex environments, collaborating with and influencing cross‑functional stakeholders.
• Skilled in statistical programming and database usage. Strong coding skills in SQL and python or R.
• Demonstrated ability to translate complex methodological findings into actionable insights and compelling narratives for audiences of varying technical levels
• Excellent judgment in navigating ambiguity, scoping problems, and driving impact through influence across cross‑functional teams

Your Location:

This position is US - Remote Eligible. The role may include occasional work at an Airbnb office or attendance at off‑sites, as agreed to with your manager. While the position is Remote Eligible, you must live in a state where Airbnb, Inc. has a registered entity.

[e-mail]

Our Commitment To Inclusion & Belonging:

Airbnb is committed to working with the broadest talent pool possible. We believe diverse ideas foster innovation and engagement, and allow us to attract creatively‑led people, and to develop the best products, services and solutions. All qualified individuals are encouraged to apply. We strive to also provide a disability inclusive application and interview process. If you are a candidate with a disability and require reasonable accommodation in order to submit an application, please contact us at: [e-mail]. We ask that you only reach out to us if you are a candidate whose disability prevents you from being able to complete our online application.

Equal Employment Opportunity:

Airbnb values diversity & belonging and is proud to be an Equal Employment Opportunity employer. All individuals seeking employment at Airbnb are considered without regard to race, color, religion, national origin, age, gender, sex, marital status, ancestry, physical or mental disability, veteran status, gender identity, gender expression, sexual orientation, or any other legally protected characteristic.

How We'll Take Care of You:

Our job titles may span more than one career level. The actual base pay is dependent upon many factors, such as: training, transferable skills, work experience, business needs and market demands. The base pay range is subject to change and may be modified in the future. This role may also be eligible for bonus, equity, benefits, and Employee Travel Credits. Pay Range $179,000 — $210,000 USD

Reasonable Accommodations:

Reasonable Accommodations: We are committed to providing reasonable accommodations throughout the recruitment process for applicants with disabilities.