UI-Research/mobility-from-poverty
Nov 2024 – Mar 2025
5 Months active
Languages Used
QuartoRR MarkdownCSVMarkdownSQLcsvCSS
Technical Skills
Code FormattingCode RefactoringData AnalysisData CleaningData ProcessingData Validation
Manuel Alcalá Kovalski
PROFILE
Manuel Alcalá Kovalski
Contributed to the UI-Research/mobility-from-poverty repository by building robust data pipelines and analytics infrastructure for mobility and social capital metrics across multiple years and geographies. Leveraged R, Python, and SQL to integrate Census APIs, automate CSV data collection, and implement rigorous data validation, cleaning, and transformation processes. Enhanced data reliability through comprehensive testing, documentation, and code refactoring, while optimizing API usage and file management for reproducibility. Developed place- and county-level evaluation forms, expanded geospatial analysis capabilities, and unified multi-year datasets to support trend analysis. The work improved data governance, streamlined workflows, and enabled more accurate, maintainable, and scalable analytics.
Overall Statistics
Feature vs Bugs
68%Features
Repository Contributions
102Total
Bugs
16
Commits
102
Features
34
Lines of code
2,905,062
Activity Months5
Your Network
9 peopleSame Organization
@urban.org2
Work History
March 2025
15 Commits • 4 Features
Mar 1, 2025March 2025 monthly summary: Delivered key data quality enhancements and a unified mobility metrics dataset, expanded place-level evaluation capabilities, and strengthened maintainability across the repository. Key features delivered include geographic data and housing value data quality improvements (adding the 2014 geographic crosswalk, updating final data files, and clarifying metric definitions) and a comprehensive mobility metrics pipeline covering multiple years and locations with loading, cleaning, and aggregation refinements. Major bugs fixed include removal of redundant data filling in the housing value export and ensuring race/ethnicity ratio values are NA when the corresponding quality metric is NA. These efforts increased data reliability, reduced preprocessing complexity, and enabled more accurate place- and county-level analyses. Technologies/skills demonstrated include R scripting, data pipeline orchestration, dataset integration, UI theming with Bootstrap, and repository maintainability practices.
15 Commits • 4 Features
Mar 1, 2025March 2025 monthly summary: Delivered key data quality enhancements and a unified mobility metrics dataset, expanded place-level evaluation capabilities, and strengthened maintainability across the repository. Key features delivered include geographic data and housing value data quality improvements (adding the 2014 geographic crosswalk, updating final data files, and clarifying metric definitions) and a comprehensive mobility metrics pipeline covering multiple years and locations with loading, cleaning, and aggregation refinements. Major bugs fixed include removal of redundant data filling in the housing value export and ensuring race/ethnicity ratio values are NA when the corresponding quality metric is NA. These efforts increased data reliability, reduced preprocessing complexity, and enabled more accurate place- and county-level analyses. Technologies/skills demonstrated include R scripting, data pipeline orchestration, dataset integration, UI theming with Bootstrap, and repository maintainability practices.
March 2025
February 2025
57 Commits • 20 Features
Feb 1, 2025February 2025 performance summary for UI-Research/mobility-from-poverty. Focused on delivering reliable data pipelines, robust tests, and maintainable code structure. Highlights include: 1) City-level metric tests pass with new expectations files; 2) API/data fetch optimization to query only when local data is unavailable and per-year local files; 3) Data processing updates including 2014 population usage and final data rewrite with outputs organized by year; 4) Codebase organization and refactors (rename sa to associations, move expectations to 10a folder, ensure data dir exists); 5) Testing and documentation enhancements (additional tests for year presence, new test data, crosswalk/documentation clarifications). Major bugs fixed include: missing argument to function; geography reference switched from place to tract; data output conditional on file existence; cleanup of outdated files and comments; stop message text adjustments. Overall impact: improved reliability, faster data workflows, better data integrity, and clearer documentation. Technologies/skills demonstrated: Python scripting, data wrangling, API usage optimization, test-driven development, refactoring, and documentation best practices.
February 2025
57 Commits • 20 Features
Feb 1, 2025February 2025 performance summary for UI-Research/mobility-from-poverty. Focused on delivering reliable data pipelines, robust tests, and maintainable code structure. Highlights include: 1) City-level metric tests pass with new expectations files; 2) API/data fetch optimization to query only when local data is unavailable and per-year local files; 3) Data processing updates including 2014 population usage and final data rewrite with outputs organized by year; 4) Codebase organization and refactors (rename sa to associations, move expectations to 10a folder, ensure data dir exists); 5) Testing and documentation enhancements (additional tests for year presence, new test data, crosswalk/documentation clarifications). Major bugs fixed include: missing argument to function; geography reference switched from place to tract; data output conditional on file existence; cleanup of outdated files and comments; stop message text adjustments. Overall impact: improved reliability, faster data workflows, better data integrity, and clearer documentation. Technologies/skills demonstrated: Python scripting, data wrangling, API usage optimization, test-driven development, refactoring, and documentation best practices.
January 2025
14 Commits • 5 Features
Jan 1, 2025January 2025 monthly summary for UI-Research/mobility-from-poverty focusing on data infrastructure, validation, and geographic granularity enhancements to drive better outcomes analytics and program targeting.
14 Commits • 5 Features
Jan 1, 2025January 2025 monthly summary for UI-Research/mobility-from-poverty focusing on data infrastructure, validation, and geographic granularity enhancements to drive better outcomes analytics and program targeting.
January 2025
December 2024
10 Commits • 3 Features
Dec 1, 2024December 2024 focused on expanding data completeness and stabilizing analytics for the Mobility from Poverty project. Key features delivered include backfill and visualization updates for the Social Capital Places metric, expansion of county-level metric data for 2014–2020 with final data-path adjustments, and a centralized internal tooling enhancement to unify missing-data handling via naniar. A bug fix corrected as.numeric handling in tests and final data evaluation, and documentation updates accompanied these changes. All work improved data reliability, reproducibility, and business insight generation, with tests passing and clearer data lineage.
December 2024
10 Commits • 3 Features
Dec 1, 2024December 2024 focused on expanding data completeness and stabilizing analytics for the Mobility from Poverty project. Key features delivered include backfill and visualization updates for the Social Capital Places metric, expansion of county-level metric data for 2014–2020 with final data-path adjustments, and a centralized internal tooling enhancement to unify missing-data handling via naniar. A bug fix corrected as.numeric handling in tests and final data evaluation, and documentation updates accompanied these changes. All work improved data reliability, reproducibility, and business insight generation, with tests passing and clearer data lineage.
November 2024
6 Commits • 2 Features
Nov 1, 2024November 2024 (UI-Research/mobility-from-poverty): Delivered targeted housekeeping, data storage standardization, and test alignment to support clearer documentation, robust data governance, and more reproducible analytics for county social association data.
6 Commits • 2 Features
Nov 1, 2024November 2024 (UI-Research/mobility-from-poverty): Delivered targeted housekeeping, data storage standardization, and test alignment to support clearer documentation, robust data governance, and more reproducible analytics for county social association data.
November 2024
Activity
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Quality Metrics
Correctness91.2%
Maintainability91.2%
Architecture88.0%
Performance87.2%
AI Usage20.4%
Skills & Technologies
Programming Languages
CSSCSVMarkdownPythonQuartoRR MarkdownSQLStatacsv
Technical Skills
API IntegrationCSV ManipulationCensus APICensus DataCode FormattingCode RefactoringData AnalysisData Analysis ExplanationData CachingData CleaningData CollectionData EngineeringData EntryData Entry FormsData Export
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