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Brooke Hobbs

PROFILE

Brooke Hobbs

Developed and enhanced analysis workflows for the IMSA-CMS/CMSAnalysis repository, focusing on Higgs and Dark Photon studies in high energy physics. Built automated background fitting pipelines, parameterized histogram tools, and streamlined particle data models using C++ and the ROOT framework. Improved statistical modeling and data visualization by refining fit ranges, error propagation, and labeling conventions, which increased analysis accuracy and reproducibility. Integrated robust logging and debugging features to support maintainability and traceability. The work emphasized efficient data handling, background estimation, and signal processing, resulting in faster, more reliable physics analyses and seamless integration with existing scientific computing pipelines.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

16Total
Bugs
0
Commits
16
Features
8
Lines of code
584,478
Activity Months7

Work History

May 2026

1 Commits • 1 Features

May 1, 2026

May 2026 — IMSA-CMS/CMSAnalysis: Delivered the Higgs Fitting and Histogram Analysis Toolkit, enabling robust histogram manipulation, background estimation methods, histogram overlay, and signal/background estimation for Higgs analyses. The work strengthens analysis accuracy, reproducibility, and workflow efficiency in Higgs studies and integrates cleanly with existing CMSAnalysis pipelines, enabling faster, more reliable physics conclusions.

December 2025

1 Commits • 1 Features

Dec 1, 2025

December 2025: Focused refactor in IMSA-CMS/CMSAnalysis to streamline particle representation for analysis by removing dxy and dz parameters from particle classes and methods. This reduces data complexity, accelerates analysis pipelines, and lowers maintenance burden while preserving essential attributes.

November 2025

2 Commits • 1 Features

Nov 1, 2025

In November 2025, delivered consolidated Higgs fitting workflow enhancements for IMSA-CMS/CMSAnalysis, addressing both signal and background paths. The work tightened function call structure, clarified parameter handling during function creation, ensured consistent channel naming, and added enhanced logging to streamline debugging. Background improvements focused on fit function creation and histogram loading to support robust fitting workflows. Together, these changes improve fitting reliability, enable faster issue diagnosis, and lay groundwork for future extensions.

October 2025

3 Commits • 1 Features

Oct 1, 2025

October 2025 Monthly Summary for IMSA-CMS/CMSAnalysis: Delivered Dark Photon Analysis plotting and data-loading enhancements, enabling end-to-end Dark Photon workflows with clear labeling of signal, background, and data. The work improved plotting configurability and data handling, enhancing reproducibility and collaboration for DP studies.

September 2025

5 Commits • 2 Features

Sep 1, 2025

Month: 2025-09 — Focused on delivering scalable Higgs histogram parameterization and enhancing DarkPhoton data handling to improve modeling fidelity and analysis throughput. No standalone bug fixes were required this month; several enhancements addressed robustness and resource efficiency across the IMSA-CMS/CMSAnalysis repo, with direct business value in faster, more reliable fits and easier maintenance.

August 2025

2 Commits • 1 Features

Aug 1, 2025

August 2025 — IMSA-CMS/CMSAnalysis: Implemented automated Higgs background fitting workflow and cross-year histogram aggregation to streamline background estimation, reducing manual steps and improving analysis readiness.

June 2025

2 Commits • 1 Features

Jun 1, 2025

June 2025 — IMSA-CMS/CMSAnalysis delivered a set of enhancements to Drell-Yan background fitting and EventDumpModule, aimed at improving accuracy, provenance, and traceability to strengthen the reliability of background modeling and downstream physics results. Key outcomes include starting the fit range at 50 to reduce low-statistics bias, updating output naming for mapped vs standard fits, enabling weighted fits with proper Sumw2 histogram error handling, and reconfiguring the EventDumpModule with filters/parameters to improve statistical precision and traceability. Commits: 098364a941148c7d7b52220ee6123e715dde999a; 150de5f3d5ba26aecbc5c4991a87ca4c870a5262.

Activity

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Quality Metrics

Correctness80.6%
Maintainability78.8%
Architecture77.6%
Performance65.0%
AI Usage21.2%

Skills & Technologies

Programming Languages

C++

Technical Skills

C++C++ ProgrammingC++ programmingData AnalysisData VisualizationDebuggingHigh Energy PhysicsParticle PhysicsPlottingROOTROOT FrameworkScientific Computingbackground estimationdata analysishistogram manipulation

Repositories Contributed To

1 repo

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

IMSA-CMS/CMSAnalysis

Jun 2025 May 2026
7 Months active

Languages Used

C++

Technical Skills

C++Data AnalysisROOTC++ ProgrammingHigh Energy PhysicsROOT Framework