Fatima Guaman Tumbaco
@fatimaguamantumbaco
Data Scientist building end-to-end machine learning pipelines for predictive modeling and real-time dashboards.
What I'm looking for
I’m a Data Scientist with 4+ years of experience building end-to-end Machine Learning pipelines—from exploratory data analysis (EDA) and feature engineering to model training, validation, and production deployment. I combine predictive modeling with dashboarding to help teams make data-driven decisions faster.
In my recent work, I built automated data pipelines using Power Automate and Python, standardized transformation and feature engineering workflows, and collaborated cross-functionally to translate operational needs into ML-ready datasets. I also developed dashboards to monitor KPIs and model outputs in real time, while ensuring data quality through validation, deduplication, and consistency checks.
I’ve delivered measurable impact: I increased fraud detection by 20% and helped prevent $10K+ in annual fraudulent losses, and I reduced statistical analysis delivery time by 20% through automation and scripting. I’m genuinely passionate about Artificial Intelligence and am deepening my expertise in Deep Learning, Neural Networks, CNNs, and Computer Vision through an ongoing Master’s program.
Experience
Work history, roles, and key accomplishments
Working Student - Productivity
Allianz Partners
Dec 2025 - May 2026 (5 months)
Worked as a working student focused on performance and productivity for Allianz Partners.
Psychometric Analyst
National Institute for Education Evaluation
Aug 2024 - Dec 2024 (4 months)
Analyzed educational assessment data and evaluated statistical models to understand learning outcomes.
Junior Data Analyst
Big Insights S.A.
Sep 2020 - Aug 2024 (3 years 11 months)
Led predictive analytics and machine learning lifecycle work, including model training, evaluation, and production dashboarding.
Data Analyst (Remote)
Global Catholic Climate Movement
Mar 2021 - May 2021 (2 months)
Collected and analyzed KPI data to evaluate engagement and communication effectiveness, including A/B testing and dashboard reporting.
Working Student - Productivity
University Espíritu Santo
Jan 2006 - Jan 2010 (4 years)
Supported performance and productivity work as a working student at University Espíritu Santo.
Education
Degrees, certifications, and relevant coursework
Complutense University of Madrid
Master's in Data Science, Big Data & Business Analytics, Data Science, Big Data & Business Analytics
2025 -
Grade: 9.6/10 (GPA)
Master's in Data Science, Big Data & Business Analytics, including predictive modelling (logistic regression, random forest, gradient boosting, XGBoost) and dashboarding for data-driven decision-making. GPA reported as 9.6/10.
University of Paris 1 Panthéon-Sorbonne
Bachelor of Science (B.Sc.) in Economics, Economics
2014 - 2015
Studied Economics and Finance and completed a B.Sc. in Economics.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Job categories
Skills
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