Semyon Shafronov

Angestellt, Data Scientist (B2B sales), Beeline (Top-3 telecom operator in Russia; 50M B2C and 250th B2B clients)
Berlin, Germany

Skills

Python
SQL
PySpark
Spark
TensorFlow
Hive
YARN
Regression
Classification
Clustering
Natural Language Processing (NLP)
Power BI
Confluence
JupiterHub
Jira
GitLab

Timeline

Professional experience for Semyon Shafronov

  • Current 2 years and 7 months, since Jun 2023

    Data Scientist (B2B sales)

    Beeline (Top-3 telecom operator in Russia; 50M B2C and 250th B2B clients)

    • Achieved hundreds of successful deals and generated LTV revenue of hundreds of thousands of euros by developing a model to predict customer propensity to purchase B2B products. • Improved the lead-to-deal conversion rate from 5% to 7% by addressing model overfitting, correcting target imbalance, and expanding feature sources (utilizing petabytes of data from a corporate data lake, open sources, and three affiliate companies). • Reduced model update labor costs from 2 days to 2 hours through automation.

  • 3 years and 10 months, Sep 2019 - Jun 2023

    Data Scientist (Anti-Money Laundering)

    Promsvyazbank (Top-6 bank by assets in Russia; 2M B2C and 100th B2B clients)

    • Achieved an n-percent decrease in shadow transactions by implementing 2 ML-models and 20 complex rules for identifying suspicious transactions within a high-load system that processes 500,000 online payments daily. • Reduced labor costs for AML department employees involved in post-analysis of client transactions and report preparation for regulators by developing 65 complex reports featuring filters, dictionaries, ETL tools, execution queues, conditional mailings, and role-based access (85 daily users).

Educational background for Semyon Shafronov

  • 3 years and 10 months, Sep 2001 - Jun 2005

    Clinical and Special Psychology

    Moscow State University of Psychology & Education

Languages

  • Russian

    First language

  • English

    Fluent

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