описание
Описания нет
задачи
- Develop "should-cost" models using time-series and econometric methods
- Incorporate macroeconomic factors and economic indicators as drivers of cost
- Model the relationships between commodity prices, spend data, and external economic variables
- Make model outputs explainable to stakeholders, showing which factors drive each cost estimate
- Apply time-series cross-validation techniques to ensure model robustness
- Prevent data leakage and overfitting in time-series models
- Distinguish between correlation and cointegration, and determine when each applies
- Select relevant features for time-series and econometric models
- Work with spend data and commodity price indexing to support procurement analytics
требования
- 3+ years of experience in data science, with a focus on time-series and econometric modeling
- Proficiency in Python, Prophet, and Chronos
- Experience in procurement analytics, working with spend data and commodity price indexing
- Understanding of economic indicators, spend analysis, commodity pricing, and supplier diversity metrics
- Expertise in time-series cross-validation and explainable AI
- Proven ability to prevent data leakage and overfitting in time-series models
- Understanding of the difference between correlation and cointegration, and when each applies
- English proficiency at B2 level or higher
условия
- Delivering innovative solutions to industry leaders, making a global impact
- Enjoyable working environment, whether it is the vibrant office or the comfort of your own home
- Opportunity to work abroad for up to two months per year
- Relocation opportunities within our offices in 55+ countries
- Corporate and social events
- Leadership development, career advising, soft skills and well-being programs
- Certifications, including GCP, Azure and AWS
- Unlimited access to EPAM's internal learning database
- Free English classes with certified teachers
- Discounts in local language schools, including online courses for the Kazakh language
- Participation in the Employee Stock Purchase Plan
- Monetary bonuses for engaging in the referral program
- Medical & family care package
- Six trust days per year (sick leave without a medical certificate)
- Coverage of psychology sessions of your choice
- Benefits package (sports activities, a variety of stores and services)
- Housing support program: preferential mortgage access via Otbasy Bank partnership
навыки
компания
Глобальная компания в сфере digital engineering, product development и технологического консалтинга.