Staff Machine Learning Engineer (Forecasting & Optimization)
Company: Fetch
Location: Chicago
Posted on: November 13, 2024
Job Description:
Role Overview: As a Staff Machine Learning Engineer focusing on
forecasting and optimization, you will design models to forecast
offer performance and optimize offer structures. You will use
cutting-edge machine learning techniques to improve how Fetch
designs offers to maximize redemption rates, user satisfaction, and
overall campaign success. Your work will have a direct impact on
how Fetch partners with brands to drive ROI.
Responsibilities:
- Develop and implement machine learning models to forecast offer
performance and predict key metrics such as redemption rates, user
engagement, and sales uplift.
- Build optimization algorithms to help design offer structures
that maximize both user value and business outcomes.
- Collaborate with business and product teams to identify
optimization opportunities and create data-driven strategies for
offer design.
- Analyze the effectiveness of current offers and make
recommendations to improve future performance.
- Use experimentation and simulation techniques to validate
forecast models and optimization strategies.
- Mentor and provide technical guidance to junior engineers and
data scientists on the team.
Requirements:
- 7+ years of experience in machine learning, focusing on
forecasting, optimization, or a similar field.
- Proven experience with machine learning models for time-series
forecasting, predictive analytics, and optimization.
- Strong programming skills in Python, R, or other relevant
languages.
- Expertise in optimization techniques, including linear
programming, convex optimization, etc.
- Experience working with large-scale data and building robust
data pipelines.
- Excellent problem-solving skills and the ability to turn
complex business requirements into technical solutions.
Nice to Have:
- Experience in retail, consumer goods, or loyalty
programs.
- Familiarity with model calibration, causal inference, or
reinforcement learning.
- Experience working in fast-paced, agile tech environments.
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Keywords: Fetch, Elkhart , Staff Machine Learning Engineer (Forecasting & Optimization), Engineering , Chicago, Indiana
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