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FEC1

PROFILE

Fec1

Fabio Esparza enhanced analytics capabilities in the ITACADEMYprojectes/ProjecteData repository by developing robust data pipelines and scalable risk analysis tools. He focused on data cleaning, transformation, and visualization, integrating decile calculations and threshold-based risk signaling to support financial modeling and decision-making. Using Python, Pandas, and Scikit-learn, Fabio implemented logistic regression and decision tree models, along with ROC and Lift curve evaluations, to improve model assessment. His work included standardizing dashboard visuals, synchronizing data infrastructure, and refining documentation, resulting in a more reliable analytics foundation that streamlines data-driven insights and supports ongoing model development and evaluation workflows.

Overall Statistics

Feature vs Bugs

79%Features

Repository Contributions

53Total
Bugs
5
Commits
53
Features
19
Lines of code
254,330
Activity Months1

Work History

May 2025

53 Commits • 19 Features

May 1, 2025

May 2025: Delivered a focused uplift of analytics capabilities in ITACADEMYprojectes/ProjecteData, with a strong emphasis on data cleanliness, robust analytics, and engaging visualizations. Achieved major feature work, fixed critical data/test issues, and reinforced the foundation for scalable insights and decision support. Key outcomes include enhanced decile analysis, richer risk visualizations, standardized color palette across dashboards, and a solid data infrastructure to support ongoing analytics and model evaluations. These improvements reduce churn, improve confidence in risk signals, and enable faster iteration on data-driven decisions.

Activity

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Quality Metrics

Correctness83.8%
Maintainability83.4%
Architecture79.2%
Performance79.6%
AI Usage24.2%

Skills & Technologies

Programming Languages

CSVJupyter NotebookMarkdownPythonSQL

Technical Skills

Chi-squared testCredit Risk AnalysisData AnalysisData CleaningData EngineeringData ManagementData ManipulationData PreparationData SplittingData TransformationData VisualizationDecision TreesDocumentationExploratory Data AnalysisFinancial Analysis

Repositories Contributed To

1 repo

Overview of all repositories you've contributed to across your timeline

ITACADEMYprojectes/ProjecteData

May 2025 May 2025
1 Month active

Languages Used

CSVJupyter NotebookMarkdownPythonSQL

Technical Skills

Chi-squared testCredit Risk AnalysisData AnalysisData CleaningData EngineeringData Management

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