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Aleksei Mamchenko

@alekseimamchenko

I build KPI dashboards and data pipelines that turn complex data into decisions.

Serbia
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What I'm looking for

I'm looking to apply SQL, Python, Power BI, Tableau, and research analytics to complex datasets, KPI monitoring, dashboards, AI evaluation, and decision-support reporting. I value work where structured analysis improves data quality, performance visibility, and business decisions.

I turn complex financial, operational, research, and market data into KPI reports, dashboards, and practical recommendations. My work combines SQL, Python, Power BI, Tableau, Excel, BigQuery, and strong research methodology.

At EPAM Systems, I processed large financial and regulatory datasets for machine learning applications, extracting structured insights from documents up to 1,300 pages while maintaining accuracy across multilingual data. At Remy Trade, I analyzed financial, customer, and operational data to identify performance trends, risks, and revenue anomalies for stakeholders.

At the International Institute of Genealogical Research, I design chatbot conversation architecture and AI evaluation methods, including testing for hallucinations, prompt injection, security, UX, and business logic. I also redesigned RAG knowledge-base practices around modular datasets, metadata, retrieval priorities, and governance standards.

My projects include movie analytics dashboards, a recommendation-engine pipeline using Python, APIs, BigQuery, and Power BI, Steam market investment analytics, and AI-powered job-application automation workflows. I bring a PhD in Social Psychology and a research-driven approach to statistical analysis, data quality, and analytical storytelling.

Experience

Work history, roles, and key accomplishments

IR
Current

Research Data & AI Evaluation Assistant

International Institute of Genealogical Research

May 2026 - Present (4 months)

Designed chatbot conversation architecture and developed a comprehensive AI evaluation methodology with 21 structured testing scenarios. Redesigned the RAG knowledge base and defined knowledge engineering practices to improve retrieval and reduce hallucinations.

Education

Degrees, certifications, and relevant coursework

NU

National Academic Recognition Information Center of the European Union

PhD, Social Psychology

PhD in Social Psychology from the National Academic Recognition Information Center of the European Union.

RU

Russian State Social University

Candidate of Science, Social Psychology

Candidate of Science in Social Psychology from Russian State Social University.

RU

Russian State Social University

Master's Degree, Social Anthropology

Master's Degree in Social Anthropology from Russian State Social University.

Tech stack

Software and tools used professionally

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