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Senior Data Scientist
7 days ago
As a Senior Data Scientist in this position, you will play a crucial role as the lead modeler for our Marketing Attribution (MMM) and Optimization model developed in-house.
Responsibilities include ensuring data accuracy and delivering statistically significant results. Additionally, you will collaborate with Principal Data Scientists to explore and apply econometric, statistical, and mathematical optimization techniques to enhance the model.
Working closely with Data Engineers, Machine Learning Engineers, and Front-End Designers/Developers, you will be responsible for maintaining data quality, ensuring accurate results, and troubleshooting any issues that arise.
The Senior Data Scientist is expected to be a collaborative team member, embracing a player-coach approach within the team.
Key Responsibilities:
- Execution of the Attribution and Optimization model with a focus on accuracy
- Translating and presenting results in a business context with quantified uncertainty
- Assisting Decision Scientists, Business Analysts, and Data Science leaders in recommending strategies under uncertainty
- Creating comprehensive measurement plans and scoring methods for models to track predictions against actual outcomes
- Developing processes to analyze diverse data sources for actionable insights and impactful business solutions
- Collaborating with interdisciplinary teams to convert business needs into testable hypotheses and designing experiments to validate such hypotheses
- Researching and applying relevant statistical, econometric, and computational modeling concepts across various domains
- Assisting Machine Learning Engineers in transitioning experimental code to production code
- Conducting unit tests on production model code to ensure its quality
- Playing an active role in mentoring and guiding junior team members
- Ensuring data and code integrity through documentation and code reviews
- Conducting strategic analyses with attention to detail and business speed
Requirements:
- MS/PhD in a quantitative field with a minimum of 3 years of experience in Data Science
- 3+ years of proven experience in deploying data science in a corporate environment
- Expertise in Time Series modeling and Bayesian inference
- Understanding of uncertainty principles in modeling and risk representation
- Ability to estimate project scopes and effort levels accurately
- Strong collaboration skills and experience in working cross-functionally
- Excellent communication skills, both verbal and written
- Detail-oriented work style with a focus on model documentation
- Strong business acumen and financial understanding
Preferred Skills:
- Utilization of Bayesian/Causal Networks or Halo Effects to quantify indirect treatment effects
- Familiarity with Bayesian Belief Networks and advanced optimization methods
- Experience incorporating expert business knowledge and test results to refine model outcomes
- Domain expertise in Marketing Domain Data Science
- Up-to-date knowledge of various modeling techniques and Python proficiency
- Experience working with teams to convert prototype code into production-ready solutions
- Exposure to tools like Bit Bucket, Git, and Google Cloud Platform
- Agile work environment experience and understanding of agile principles
About The Fountain Group
The Fountain Group is a leading national staffing agency serving over 80 Fortune clients. Since its establishment in 2001, TFG has consistently delivered excellence, earning recognition through various industry awards annually.
TFG specializes in providing staffing solutions for fields such as Life Sciences, Clinical, Engineering, and IT, with a strong focus on prioritizing people above all.
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