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Data Scientist
hace 2 semanas
Job description
How do you fit in?
As a Data Scientist you will play a key role in developing insights that empower our internal teams to scale
marketing spend effectively and drive exceptional customer experiences from ad exposure to checkout. You will
collaborate closely with Data Analytics, Media, and a diverse Data Science team with various expertise and
focuses.
Tools and Technologies:
Expect to leverage Python and SQL daily, with larger projects involving Databricks and Airflow for scale and
automation. Flexibility in choosing the best tools for your role is encouraged, reflecting our commitment to ongoing
education and exploration of new technologies and modeling methods.
We seek a detail-oriented, intrinsically motivated Data Scientist who possesses an inherent curiosity and technical
prowess. Your journey to becoming an expert in our systems, tools, and data likely extends beyond formal
education, enriched by your passion for late-night hacking sessions. A great storyteller who enjoys collaboration,
you will be pivotal in optimizing our digital marketing strategies and media initiatives.
What you will be doing:
- Media Mix Modeling:
- Develop and implement advanced media mix models to assess the impact of digital marketing channels
- Collaborate with cross-functional teams to ensure comprehensive data inputs for accurate modeling
- Media Attribution Systems:
- Design and maintain media attribution systems to track and attribute the impact of marketing touchpoints
throughout the customer journey
- Work closely with marketing teams to align attribution models with business goals
- Incrementality Testing:
- Conduct rigorous incrementality testing to measure the true impact of marketing interventions and
campaigns
- Provide insights and recommendations based on incrementality testing to optimize marketing spend
- Product Recommendation Algorithms:
- Collaborate with other Data Science team members to develop and enhance product recommendation
algorithms for a personalized customer experience
- Implement machine learning techniques to analyze customer behavior and tailor recommendations to
individual preferences
- Data Analysis and Visualization:
- Utilize statistical and machine learning techniques to derive insights from large datasets
- Create visually compelling dashboards and reports to communicate findings, both for marketing and
customer experience optimization
- Collaboration and Communication:
- Work closely with marketing, analytics, and technology teams to understand data requirements for both
marketing and personalization initiatives
- Clearly communicate complex findings and algorithmic recommendations to non-technical stakeholders
- Model Validation and Optimization:
- Regularly validate and refine media and recommendation models to ensure accuracy and relevance
- Identify opportunities for model optimization and propose data-driven solutions to enhance performance
What you can bring:
- 2-4 years of work experience as a Data Scientist
- Fluent in R or Python (Python preferred), SQL, and Git
- Familiarity with Machine Learning techniques (e.g. classification, clustering, regularization,
optimization, dimension reduction, feature engineering)
- Experience with attribution, causal inference, experimental design, and AB testing methods
- Proven experience in media mix modeling, media attribution, and incrementality testing within a
digital marketing context
- The ability to understand and implement publications in the fields of Data Science/Machine Learning
as applied to marketing
- Strong communication skills and ability to explain complex topics to a non-technical audience
Preferred Qualifications:
- Advanced degree in Statistics, Computer Science, or related fields
- Experience with data visualization tools such as Tableau
- Familiarity with marketing tech stack and digital data technologies (Google Analytics, pixel tracking,
etc.)
- Experience in e-commerce, subscription models, and/or direct-to-consumer brands
**Job Types**: Full-time, Permanent
Pay: $1,399,162.00 per month
**Experience**:
- regression modeling: 1 year (required)
- Data Scientist: 1 year (required)
- Mathematician: 1 year (required)
**Language**:
- Fluent English (required)