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James Hayes (né McMahon)

PROFILE

James Hayes (né Mcmahon)

Worked on the Public-Health-Scotland/list-localities-profiles repository, delivering robust locality profile reports and dashboards focused on data accuracy, performance, and maintainability. Applied R and R Markdown to optimize data binding, implement caching, and refactor document generation using bookdown, resulting in faster rendering and clearer outputs. Enhanced demographic visualizations and improved data processing pipelines, including new population pyramid charts and refined health statistics extraction. Strengthened CI/CD workflows with GitHub Actions, automated code formatting, and Docker-based builds. Addressed bugs in input handling and data year accuracy, while updating documentation and code structure to support ongoing collaboration, data security, and workflow automation.

Overall Statistics

Feature vs Bugs

78%Features

Repository Contributions

59Total
Bugs
4
Commits
59
Features
14
Lines of code
14,122
Activity Months5

Work History

April 2026

5 Commits • 3 Features

Apr 1, 2026

April 2026 monthly summary for Public-Health-Scotland/list-localities-profiles: Delivered targeted improvements to report generation quality, performance, and output formatting. The work aligns with business goals of delivering timely, accurate, and readable localities profiles while reducing operational costs of report rendering.

March 2026

7 Commits • 2 Features

Mar 1, 2026

March 2026 — Public-Health-Scotland/list-localities-profiles: Focused on delivering robust locality profiles and maintainable data pipelines. Key outcomes include: 1) Locality Profiles enhancements delivering demographics handling, general health data extraction, and household statistics with a readability-focused refactor; 2) bug fix for short period representation in life expectancy data, consolidating period_short computation in a single mutate; 3) documentation updates clarifying ordering and presentation of Long-Term Condition prevalence estimates. These changes improve locality-level data quality, reporting accuracy, and maintainability. Technologies demonstrated: R programming, data wrangling, code refactor from magrittr pipes to base pipes, and Bookdown documentation.

January 2026

20 Commits • 3 Features

Jan 1, 2026

January 2026 focused on delivering stable, business-facing outputs and strengthening the CI/CD foundation for Public-Health-Scotland/list-localities-profiles. The quarter consolidated three core capabilities: enhanced document rendering/output formatting, a new demographic visualization, and stabilized CI/CD with governance updates, while hardening the rendering pipeline through targeted bug fixes and maintainability improvements.

December 2025

20 Commits • 3 Features

Dec 1, 2025

December 2025 monthly summary for Public-Health-Scotland/list-localities-profiles: Delivered robust document generation enhancements, improved LTC data processing and reporting, and strengthened code quality and automation. Focused on business value, reliability, and maintainability with clear outputs for locality profiles and LTC dashboards.

November 2025

7 Commits • 3 Features

Nov 1, 2025

November 2025 monthly summary for Public-Health-Scotland/list-localities-profiles focusing on performance optimization, robust input handling, and maintainability improvements across locality profile rendering. Delivered measurable business value through faster data binding, reduced I/O, and enhanced documentation workflows via memoisation, bookdown-based rendering, and library enhancements.

Activity

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Quality Metrics

Correctness98.4%
Maintainability95.2%
Architecture95.2%
Performance96.6%
AI Usage20.4%

Skills & Technologies

Programming Languages

MarkdownRVBAYAML

Technical Skills

CI/CDCode FormattingContainerizationContinuous IntegrationData VisualizationDevOpsGitHub ActionsLintingR MarkdownR programmingRMarkdownReport GenerationVBA scriptingbookdowncollaboration

Repositories Contributed To

1 repo

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

Public-Health-Scotland/list-localities-profiles

Nov 2025 Apr 2026
5 Months active

Languages Used

RVBAYAMLMarkdown

Technical Skills

R MarkdownR programmingRMarkdownbookdowndata analysisdata manipulation