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Nikolay Shmakov

@nikolay-shmakovConnected with DSML. This person's Telegram account has been confirmed through DSML Kazakhstan.

Head of Analytics and Digital Solutions | ML, Pricing and Sports Analytics

I work with analytics at HC Avangard, where I've used ML to help with ticket pricing and player transfers. I like turning match and business data into tools people can actually use.

Career

Experience: 6 years

Experience

Head of Analytics and Digital Solutions Department; previously Data Analyst

HC Avangard

A leading Russian sports organization with three professional teams, an academy and mass-sport programs. It regularly receives major sports business awards.

Sep 2020 — Present

Advanced from data analyst to department head, delivering ticket growth, ML-supported transfers, CRM expansion and in-house analytics systems for a KHL club.

• As Head of Analytics and Digital Solutions Department, increased mass-market ticket revenue by 81% over three seasons, from 2022/23 to 2024/25, using ML forecasting and pricing models. • Provided management with analysis for rebuilding the team in 2024/25. The work covered 15 transfers, some made solely on the basis of an ML model. • Grew the CRM and loyalty database by 45% in two years to 200,000 fans, including 100,000 active users. The mobile app accounts for 45% of ticket-program sales.

Education

Master's, Business Informatics

Saint Petersburg State University

2021 — 2023

Bachelor's, Mathematical Methods in Economics

Saint Petersburg State University of Economics

2017 — 2021

Skills

Strategy and roadmapPrioritizationHypothesis testingProduct economics, including LTV and conversionPricing strategyML in productionPythonpandasscikit-learnCatBoostSQLClickHouseAirflowDataLensAI agents and pipelines