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Jack Davis

PROFILE

Jack Davis

Worked on the IMSA-CMS/CMSAnalysis repository, delivering a suite of features and refactors to advance Higgs and LeptonJet analysis workflows in high energy physics. Applied C++ and the ROOT framework to implement event filtering, statistical modeling, and robust data analysis pipelines. Enhanced signal extraction by refining matching logic, introducing new veto filters, and improving histogram management for reproducible results. Systematically refactored fitting workflows and internal APIs to boost maintainability and efficiency, while addressing stability through targeted bug fixes. The work enabled more accurate background modeling, streamlined result categorization, and prepared the codebase for scalable, reliable physics analyses across multiple decay channels.

Overall Statistics

Feature vs Bugs

88%Features

Repository Contributions

39Total
Bugs
2
Commits
39
Features
15
Lines of code
17,468
Activity Months7

Work History

January 2026

4 Commits • 3 Features

Jan 1, 2026

January 2026 performance summary for IMSA-CMS/CMSAnalysis: Focused milestone delivery across Higgs-related analysis features, cleaner codebase, and stability improvements. The work enhances the reliability and efficiency of Higgs-related studies while reducing maintenance overhead and preparing the code for broader CMS deployment.

November 2025

3 Commits • 1 Features

Nov 1, 2025

November 2025 (IMSA-CMS/CMSAnalysis): Delivered Higgs analysis tooling enhancements, including a new background fitting function, refactored fitting logic for systematic handling, and improved histogram path/name generation (HiggsHistNameFinder) to ensure correct file construction. These changes improve background modeling accuracy, reduce downstream pipeline errors, and enhance reproducibility for Higgs analyses. Result: more reliable physics results and smoother downstream workflows.

October 2025

1 Commits • 1 Features

Oct 1, 2025

Monthly summary for 2025-10: IMSA-CMS/CMSAnalysis delivered a refactor of the Higgs signal fitting process to boost efficiency and maintainability. Introduced systematic labeling for processing steps and enhanced histogram management to improve data analysis reliability. No explicit bug fixes recorded this month; focus was on feature delivery and code quality improvements that reduce analysis time and enable scalable future work. Key commit reference: b85541928308239f9800c985f48edf21c0b1e236.

September 2025

11 Commits • 2 Features

Sep 1, 2025

September 2025: IMSA-CMS/CMSAnalysis delivered targeted improvements to Higgs signal analysis, enhancing accuracy, coverage, and fitting robustness across decay channels. The work focused on correcting channel association logic, expanding multi-channel data handling, and introducing advanced tau fitting with a double-Gaussian model, contributing to more reliable Higgs signal extraction and data-driven insights.

August 2025

8 Commits • 3 Features

Aug 1, 2025

Month 2025-08: The IMSA-CMS/CMSAnalysis module delivered substantial improvements in data access, result organization, and physics workflows. Focused work on NanoAOD event loading, particle reconstruction, histogram organization, and Higgs fitting/background modeling increased reliability, reusability, and analysis speed for downstream physics teams.

July 2025

8 Commits • 3 Features

Jul 1, 2025

July 2025 performance summary: Delivered targeted feature enhancements and stability improvements for IMSA-CMS/CMSAnalysis to improve signal selection, maintainability, and repository hygiene. Key features include a generalized Z veto filter for Higgs background analysis, a substantial internal framework refactor with improved output handling, and a critical bug fix ensuring all cuts are evaluated. Additionally, a maintenance task preserved empty directories to maintain repository structure. These changes enhance analysis purity, reliability, and Git hygiene, enabling more robust physics results and easier future development.

June 2025

4 Commits • 2 Features

Jun 1, 2025

June 2025 performance and impact for IMSA-CMS/CMSAnalysis: Delivered key features and fixes centered on LeptonJet processing, delivering clearer LeptonJet representations, improved matching efficiency, and refined Z-related event selection to enhance physics analyses and data quality.

Activity

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Quality Metrics

Correctness82.4%
Maintainability81.4%
Architecture81.0%
Performance71.0%
AI Usage21.0%

Skills & Technologies

Programming Languages

C++ROOT

Technical Skills

AlgorithmsBuild SystemsC++C++ DevelopmentC++ ProgrammingC++ developmentC++ programmingCode RefactoringData AnalysisData StructuresEvent FilteringEvent ProcessingFilter ImplementationHigh Energy PhysicsObject-Oriented Programming

Repositories Contributed To

1 repo

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

IMSA-CMS/CMSAnalysis

Jun 2025 Jan 2026
7 Months active

Languages Used

C++ROOT

Technical Skills

AlgorithmsC++Data AnalysisData StructuresFilter ImplementationParticle Physics Analysis