Data Scientist
COMPETERA INC
San Mateo, CA, United States
about 1 month ago
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Role details
Contract type
Permanent contract
Employment type
Full-time (> 32 hours)
Experience level
Experienced
Experience required
3 years minimum
Working hours
Shift work
Languages
English
Job source
Tech stack
Clean Code Principles
A/B Testing
Agile Methodology
Big Data
Distributed Computing Environment
Statistical Hypothesis Testing
Python (Programming Language)
Machine Learning
NumPy
Tensorflow
Data Processing
Sql Optimization
+10 more
Pytorch
Apache Spark
Deep Learning
Keras
Pandas
Pyspark
Scikit Learn
Information Technology
Xgboost
Databricks
Job description
- Analyze retail data to find patterns and derive insights for data-aware pricing strategies.
- Maintain, tune and improve existing models, investigate model performance issues and identify their root causes.
- Design and validate (proof-of-concept) POC for new modeling approaches, challenging existing assumptions when needed.
- Own complex SnD Data science solution implementation for new clients end-to-end: validate business requirements and data, map requirements to existing tools and functionalities, develop and evaluate models and bring the solution into production.
- Research, prototype and evaluate modelling approaches for new domains and challenging cases such as sparse demand, promotions and changing sales patterns.
- Collaborate with Data Scientists, Engineers, Product/Project Managers and domain experts to improve and bring to production new approaches of demand modeling.
Requirements
- 3+ years of commercial experience in Data Science/Machine Learning or related field.
- Solid mathematical background preferably in Computer Science, Mathematics, Statistics or another quantitative field.
- Strong knowledge of statistics, classical machine learning, deep learning methods and commonly used forecasting approaches.
- Practical experience with time series forecasting methodologies.
- Proficiency in scientific Python toolkit including NumPy, pandas, scikit-learn, gradient-boosting frameworks such as CatBoost/LightGBM and either Keras/TensorFlow or PyTorch.
- Experience with statistical hypothesis testing and experimental design, including A/B testing.
- Advanced SQL skills for data manipulation and extraction.
- Strong Python skills and experience writing clean, modular, maintainable code for prototyping and performing experiments.
- English sufficient for technical discussions, documentation, and collaboration in international environment (Upper-intermediate and higher level).
Desirable requirements:
- Experience in retail, e-commerce, pricing, revenue management or marketplaces.
- Experience working with large datasets and distributed processing tools such as. Pyspark/Spark/Databricks.
Soft skills:
- Analytical mindset and critical thinking to solve complex problems.
- Strong ownership: you take responsibility for problems end-to-end, proactively drive them forward and stay accountable for the quality and impact of the final solution
- Agile approach, with the ability to experiment and test hypotheses in a dynamic business environment.
- Business-oriented thinking, capable of translating complex models into clear business insights.
- Curiosity and a drive for continuous learning in the data domain.
- Strong team player, able to collaborate across cross-functional teams.
Benefits & conditions
- Rich innovative software stack, freedom to choose the best suitable technologies.
- Remote-first ideology: freedom to operate from the home office or any suitable coworking.
- Flexible working hours (we start from 8 to 11 am) and no time tracking systems on.
- Regular performance and compensation reviews.
- Recurrent 1-1s and measurable OKRs.
- In-depth onboarding with a clear success track.
- Competera covers 70% of your training/course fee.
- 20 vacation days, 15 days off, and up to one week of paid Christmas holidays.
- 20 business days of sick leave.
- We reimburse the cost of coworking.
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