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Anastasia User

@anastasiauser2

Data scientist delivering production ML, reliable data pipelines, and actionable analytics.

Russian Federation
Message

What I'm looking for

I seek a collaborative role building production ML and analytics, with clear impact on product/risk, reproducible pipelines, and opportunities to lead experiments and scale data systems.

I am a data scientist with 5+ years of experience building production-ready ML models, reliable data pipelines, and actionable analytics to support business decisions and reduce operational risk.

I have improved credit scoring AUC from 0.9 to 0.98, reduced new-loan default rates by 12%, and cut forecasting MAPE from 18% to 2.5% through feature engineering, model optimization and robust experimentation.

I collaborate with product, risk and business teams, design A/B tests, build dashboards and automate pipelines (Airflow, GitLab CI/CD, Docker) to accelerate experiments, ensure reproducibility and drive measurable impact.

Experience

Work history, roles, and key accomplishments

GN

Data Scientist

Gazprom Neft

Apr 2023 - Dec 2023 (8 months)

Developed ML models to predict oil flow rate and segment industrial images, reducing forecasting MAPE from 18% to 2.5% and improving IoU from 0.62 to 0.99 while automating pipelines and monitoring for reproducibility.

PR

Java Developer

Protei

May 2020 - Mar 2023 (2 years 10 months)

Developed and supported a billing system using Java 8 and Spring (MVC, Security, Data), implementing online/offline call, SMS and GPRS billing modules and optimizing system architecture.

Education

Degrees, certifications, and relevant coursework

ITMO University logoIU

ITMO University

Master's Degree, Data Analysis

2022 - 2024

Master's Degree in Data Analysis from ITMO University with coursework and projects in data analysis and machine learning.

Saint Petersburg State University logoSU

Saint Petersburg State University

Bachelor's Degree, Applied Mathematics

2015 - 2019

Bachelor's Degree in Applied Mathematics from Saint Petersburg State University focusing on mathematical modeling and applied computational methods.

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