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andre tcherniacovski

@andretcherniacovski

Data Scientist at NOMINIS who developed LLM risk tools and intelligence pipelines for crypto financial-crime investigations.

Brazil
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At NOMINIS, I led data science and intelligence-engineering projects supporting the discovery of crypto wallets and wallet-owner attributions for financial-crime investigations. I also partnered with intelligence analysts on selected extraction workflows.

I developed workflows to classify and contextualize text from Telegram, X/Twitter, OCR-derived content, and legal documents, connecting off-chain signals with blockchain entities. I fine-tuned DistilBERT for domain-specific text classification and developed a FastAPI wallet-risk application with LLM evidence grounding and audit logging.

My work also included multi-chain wallet-enrichment pipelines and threat-intelligence records for exploit, phishing, and rug-pull reports. I hold a BSc in Statistics from Federal University of Minas Gerais (UFMG) and co-authored research published in Inflammopharmacology.

Experience

Work history, roles, and key accomplishments

NO

Data Scientist

Nominis

Mar 2025 - Aug 2026 (1 year 5 months)

Led data science and intelligence-engineering projects supporting discovery of 1M+ crypto wallets and 2M+ wallet-owner attributions in financial-crime investigations. Developed workflows to extract, classify, and contextualize tens of millions of text records across Telegram, X/Twitter, OCR-derived content, and legal documents.

FU

Undergraduate Research

Federal University of Minas Gerais (UFMG)

Oct 2021 - Oct 2022 (1 year)

Researched missing-data imputation methods and model performance with imputed datasets. Conducted PROBIC-funded research on analytical and geometric approaches to the isoperimetric problem on minimal surfaces.

SA

Statistics Intern

Sigma Tecnologia e Assessoria

Analyzed public fiscal data and supported process optimization for municipal governments using R, SQL, and Microsoft Office. Collaborated on statistical analyses and solutions to operational data problems.

Education

Degrees, certifications, and relevant coursework

Federal University of Minas Gerais logoFG

Federal University of Minas Gerais

Bachelor of Science, Statistics

2020 - 2024

BSc in Statistics from the Federal University of Minas Gerais, with an undergraduate thesis on identification of long COVID through protein biomarkers.

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