
Karol Kupc
@karolkupc
Risk Analyst for sportsbook and esports betting, building Sniper Value Pro to scan live odds and identify value opportunities.
What I'm looking for
I built Sniper Value Pro, a Python and Flask application that scans live sports markets and calculates fair probabilities, true odds, and bookmaker margin discrepancies to identify value opportunities. It uses live sports REST APIs and a SQLite database pipeline.
My sportsbook analysis draws on extensive practical experience with live betting lines, odds fluctuations, and risk exposure, alongside long-term knowledge of CS2, CS:GO, League of Legends, and ATP/WTA tennis. In freelance AI data and risk quality work with Welocalize, Appen, Outlier, and OneForma, I audited high-volume outputs and tested for errors and anomalies under strict compliance rules.
Experience
Work history, roles, and key accomplishments
Creator & Developer
Sniper Value Pro
Jan 2025 - Present (1 year 9 months)
Engineered a production Python/Flask application connected to live sports REST APIs for real-time scanning of betting markets, implementing algorithms to detect +EV opportunities and building a persistent SQLite database pipeline.
AI Data & Risk Quality Specialist
Global AI & Data Operations Platforms
Jan 2024 - Present (2 years 9 months)
Conducted rigorous high-volume data audits and output evaluations under strict compliance rules, performing adversarial testing and cross-reference checks to identify anomalies and edge-case failures.
Esports Competitor & Market Analyst
Self Employed
Jan 1998 - Present (28 years 9 months)
Active high-level CS competitor during the golden era of Polish esports, with deep scene knowledge and extensive experience analyzing live esports betting lines and identifying value markets.
Sports Betting & Tennis Specialist
Self Employed
Continuous detailed tracking of ATP/WTA circuits with hands-on experience in sportsbook mechanics, margin calculations, Asian handicaps, and live line adjustments.
Education
Degrees, certifications, and relevant coursework
University of Gdansk
Master's Degree, Economics (Electronic Business & Management)
Master's degree in Economics with a specialization in Electronic Business and Management, graduated in 2011.
WSAiB of Gdynia
Bachelor's Degree, Human Resources Management
Bachelor's degree in Human Resources Management, graduated in 2009.
Availability
Location
Authorized to work in
Salary expectations
Social media
Job categories
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