EXCEEDS logo
Exceeds
FPreta

PROFILE

Fpreta

Worked on the tabiya-tech/compass repository to enhance occupation data evaluation and testing, focusing on ICATUS occupation merging and improved analytics pipelines. Refactored Jupyter Notebooks for clearer analysis, expanded test coverage, and developed scripts to aggregate skills for merged occupations. Addressed a critical evaluation bug by correcting duplicate target handling, resulting in more accurate metrics. In a subsequent update, improved data clarity by renaming test datasets and fields, supporting more reliable QA cycles. Demonstrated expertise in Python, Pandas, and data engineering, with a disciplined approach to data management, test-driven development, and maintaining robust evaluation workflows throughout the project.

Overall Statistics

Feature vs Bugs

33%Features

Repository Contributions

7Total
Bugs
2
Commits
7
Features
1
Lines of code
35,206
Activity Months2

Work History

December 2024

1 Commits

Dec 1, 2024

December 2024 (tabiya-tech/compass) — Key updates: 1) Key features delivered: none this month (focus was on bug fixes and data quality). 2) Major bugs fixed: clarified evaluation data by renaming the test dataset and a field to improve testing accuracy; core functionality remains unchanged. 3) Overall impact: improved evaluation notebook reliability and testing accuracy, enabling faster QA cycles without affecting production behavior. 4) Technologies/skills demonstrated: data management and naming conventions, version control discipline, and thorough documentation of data-schema changes.

November 2024

6 Commits • 1 Features

Nov 1, 2024

November 2024 (tabiya-tech/compass): Delivered substantial ICATUS occupation merging, evaluation, and testing enhancements, including a refactor of the analysis notebook, expanded test coverage, and a skill aggregation script. Fixed a critical bug in evaluation related to duplicate targets, resulting in more accurate metrics. Business value: more reliable occupation data, improved analytics pipelines, and faster iteration cycles. Technologies/skills demonstrated: Python data pipelines, notebook refactoring, test-driven development, data modeling for occupation-ICATUS mappings, and scripting for skill-occupation relationships.

Activity

Loading activity data...

Quality Metrics

Correctness83.0%
Maintainability83.0%
Architecture74.4%
Performance71.4%
AI Usage20.0%

Skills & Technologies

Programming Languages

CSVJupyter NotebookPython

Technical Skills

Backend DevelopmentBug FixingData AnalysisData EngineeringData ManagementData PreprocessingEvaluation MetricsJupyter NotebooksMachine LearningNatural Language ProcessingPandasPythonScriptingTestingUnit Testing

Repositories Contributed To

1 repo

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

tabiya-tech/compass

Nov 2024 Dec 2024
2 Months active

Languages Used

CSVJupyter NotebookPython

Technical Skills

Backend DevelopmentBug FixingData AnalysisData EngineeringData ManagementData Preprocessing