Senior Data Scientist
Compunnel
JOB SUMMARY
Strategy Relevancy Team is responsible for making relevant and personalized customer experiences for E-commerce site. We deliver trillions of recommendations to the website at scale and make them available to millions of customers. The team has a rich portfolio of sciences which include product and coupon recommender systems, substitute recommendations, and shoppable recipes. We are seeking a talented and experienced senior data scientist to join our data science team, specialized in building search and recommender systems.
Key Responsibilities
- Design, develop, and implement recommender systems tailored to grocery retail and e-commerce personalization needs.
- Build advanced machine learning and deep learning models to deliver personalized product, coupon, substitute, and recipe recommendations.
- Define evaluation methods and key metrics to measure recommender system performance and identify areas for improvement.
- Conduct A/B testing and offline model evaluations to compare recommendation strategies and improve model outcomes.
- Perform root cause analysis and model interpretability reviews to understand recommendation results and improve accuracy.
- Improve personalization by incorporating customer preferences, dietary needs, shopping behaviors, and engagement patterns.
- Explore recommendation diversity strategies that expose customers to a broader range of relevant products while maintaining accuracy.
- Partner with ML engineers to support model deployment, serving, versioning, and production pipeline best practices.
- Collaborate with data scientists, data engineers, full stack engineers, product teams, and business stakeholders to deliver data science solutions.
- Integrate transactional, customer, product, demographic, and user feedback data to support model development and analytics.
- Build customer analytics pipelines, reporting dashboards, and performance tracking to monitor recommendation effectiveness over time.
- Document best practices, technical insights, lessons learned, and model development approaches for internal knowledge sharing.
- Contribute to internal tools, libraries, and documentation that support adoption and maintenance of recommender system solutions.
- Participate in knowledge-sharing sessions and technical discussions to support continuous learning across the team.
Required Qualifications
- 5+ years of proven experience building deep learning models for large-scale recommender systems.
- Proficiency in ML frameworks such as TensorFlow or PyTorch.
- Proficiency in SQL, Python and Spark for data analysis and manipulation.
- Proficiency with statistics, design of experiments, exploratory data analysis, and insights generation.
- High level of independence to develop and own toolkits, pipelines, and dashboards.
- Excellent problem-solving skills and a proactive approach to addressing challenges.
- Strong analytical and critical thinking skills with attention to detail.
- Must be able to learn from others and teach others and work collaboratively as part of a highly interdependent team.
- Ability to communicate complex ideas effectively to both technical and non-technical stakeholders.
Preferred Qualifications
- Experience working with Databricks is a plus.
- Experience working with cloud platforms like Azure or GCP.
- Experience working with Data Engineering and MLOps is desirable.
- Prior experience in the retail or e-commerce industry is a plus.
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