Data Scientist (contract)
Airbnb was born in 2007 when two Hosts welcomed three guests to their San Francisco home, and has since grown to over 4 million Hosts who have welcomed more than 1 billion guest arrivals in more than 100, 000 cities and towns located in 220 countries and regions across the globe. Every day, Hosts offer unique stays and one-of-a-kind activities that make it possible for guests to experience the world in a more authentic, connected way.
Airbnb was born with a creative spirit, and it?s one of the most defining parts of our culture. We use our curiosity and imagination to come up with unconventional solutions. These are the ideas at the core of Airbnb:
? Our community is based on connection and belonging.
? Our creativity allows us to imagine new possibilities for people.
? Our responsibility is to all of our stakeholders.
? It takes a unified team committed to our core values to embody these ideas, and our fast-moving team is committed to leading as a 21st century company.
The Community you will join:
MarTech Data Science Measurement empowers Airbnb to optimize marketing ROI by generating data-driven recommendations. We lead the way in defining and advancing best practices for measuring and optimizing marketing impact. We collaborate with Marketing, Finance, and Engineering to provide actionable recommendations and tools based on effective, timely, and granular measurements. Our team?s tenets are:
? Actionable: Deliver insights that drive confident business decisions.
? Impactful: Prioritize projects based on their expected value to Airbnb.
? Balanced: Adapt methods to business questions and data realities, acknowledging limitations.
? Rigorous: Maintain methodological integrity and quantify the sensitivity of findings.
? Innovative: Invest in advancing measurement science and developing new methods.
? Influential: Share learnings across Airbnb and the broader data science community.
The difference you will make:
We are seeking an experienced Data Scientist with deep expertise and experience building data pipelines and automating measurement systems. The ideal candidate will have experience working with Apache Airflow and Spark, as well as a comprehensive understanding of SQL. They are expected to be fluent in multiple statistical programming languages, particularly R and Python. They should also be familiar with causal inference methodologies, including experimental and observational approaches. The ideal candidate will be capable of hands-on data work to produce insights and recommendations for stakeholders, driving impactful decisions in our marketing efforts.
A typical day:
? Data Pipelines: Build novel data pipelines that accelerate the work of our data science team, including automating data validation, unit testing, and other common processes.
? Productionalizing Prototypes: Refine prototypes built by other scientists and prepare them to be productionalized within Airbnb?s systems.
? Causal Inference: Apply and develop causal inference methods, especially around MMM, to estimate the effectiveness of Airbnb?s marketing initiatives.
? Data Analysis: Conduct data pulls, analyze trends, and create new features to support measurement efforts.
? Collaboration: Work effectively with cross-functional teams, providing insights that optimize marketing strategies.
Your expertise:
? PhD in Economics, Statistics, Marketing, or a related field, or a Masters Degree in a similar field with 2 years of experience.
? Deep knowledge of data management tools, systems, and processes, including Apache Airflow and Spark.
? Proficiency in statistical programming (Python and R) and database usage (SQL).
? Experience with media mix modeling (MMM).
? Ability to communicate complex concepts clearly to stakeholders at varying technical levels.
? Proven track record of solving business problems through data science methods.
Preferred expertise:
? Passion for marketing and consumer science, with a desire to stay informed about the latest advances in the field.
? Familiarity with Bayesian modeling and its applications in marketing.
? Experience with causal ML modeling.
? Experience in developing end-to-end models for data-driven decision-making.
Education:
Minimum: BS/BA in CS or related field (or self-taught/ equivalent work experience) Preferred: MS/MA in CS or related field
Belonging & Accommodations:
Airbnb is committed to working with the best and brightest people from the broadest talent pool possible. We believe a diversity of ideas fosters innovation and engagement, and allows us to attract the best people, and to develop the best products, services and solutions. All qualified individuals are encouraged to apply. If you need assistance, or reasonable accommodation during the application and recruiting process, please connect with your talent sourcing partner.
Pay Rate Range: $106-$125/hour.
Benefits: Medical, Dental, Vision, 401K
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