
Sergey Fomichev
Fähigkeiten und Kenntnisse
Werdegang
Berufserfahrung von Sergey Fomichev
- Current 6 years and 5 months, since Jan 2020
Data Science Team Lead (Remote)
Sportmaster
Sportmaster is one of the three largest sporting goods retailers in Europe with 210MM offline visitors a year and a huge online customer base. • Working on improving search relevance and increasing financial result of the search engine using ML approaches • Developed and implemented ML-based autosuggest API • Developed and implemented item ranking personalization in catalog branches • Developed and implemented automated pipeline of dataset labeling for assessing search relevance using crowdsourcing platform
- 2 years, Jan 2018 - Dec 2019
Senior Data Scientist
Sportmaster
• Developed and implemented system for optimizing marketing communications using Uplift models • Developed and implemented recommender systems based on Deep Learning approaches • Implemented pipeline for preparing product embeddings based on purchases, text descriptions, images • Implemented pipeline for extracting product tags using CV, NLP (NER) • Conducted A/B tests before implementations
- 11 months, Feb 2017 - Dec 2017
Data Scientist
Megafon
MegaFon is the second largest mobile operator in Russia with 75.4 million customers. Worked on solving business problems and implementing prototypes: • Improved the Churn prediction model • Developed predictive model for client gender • Developed classification model for Down-sale prediction • Prepared various triggers to stimulate top up, prevent the churn
- 1 year and 2 months, Jan 2016 - Feb 2017
Data Scientist
ID - Management Technologies
Project in Aeroflot (the largest airline in Russia). • Unified client profile model (UCP) - comparison of user data from different sources(Oracle DWH, GA, Siebel, Check-In system, social networks) using near-duplicate detection algorithms • Client LTV forecasting • RFM segmentation • Developed and implemented recommender system for email personalization
- 3 years and 4 months, Oct 2012 - Jan 2016
Senior SAP BI Consultant
ID - Management Technologies
SAP BI implementation projects in Federal Grid Company (operator and manager of unified electricity transmission grid system in Russia), MOESK (major distribution electric grid company in Russia) • Implemented wide range of management reports for desktop and mobile devices to support decision-making in investment activities • Reporting, Data warehouse modeling (SAP BW), ETL, ABAP development
- 1 year and 11 months, Dec 2010 - Oct 2012
Senior SAP BI consultant
TeamIdea
SAP BI implementation projects in FINN FLARE, Incity, SELA (large Fashion Retail companies in Russia), Euroset (large mobile phone retailer) • Implemented management reports and KPI dashboards for managers of different levels, Data warehouse modeling (SAP BW), ETL
- 2 years and 5 months, Aug 2008 - Dec 2010
SAP BI Consultant
BDO Group
SAP BI implementation projects in NLMK, Gazprom (major natural resource company in Russia) • Implemented dashboards for executives, Data warehouse modeling (SAP BW), ETL, SAP BO
Sprachen
English
C1 (Fließend)
Russian
C2 (Verhandlungssicher / Muttersprachlich)
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