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Scott Horowitz

PROFILE

Scott Horowitz

Scott Horowitz led development on the NREL/OpenStudio-HPXML repository, delivering robust enhancements to residential building energy modeling. He engineered features such as advanced HVAC and water heater simulations, improved PV and EV modeling, and expanded schema validation, all while maintaining rigorous test coverage and documentation. Using Ruby and C++, Scott refactored core logic for maintainability, introduced data-driven defaults, and streamlined CI/CD pipelines to ensure reliable, reproducible results. His work addressed edge cases, improved compliance with evolving standards, and reduced technical debt, resulting in a more accurate, maintainable, and business-ready platform for large-scale building performance analysis and simulation.

Overall Statistics

Feature vs Bugs

59%Features

Repository Contributions

548Total
Bugs
126
Commits
548
Features
182
Lines of code
343,019
Activity Months13

Work History

October 2025

10 Commits • 2 Features

Oct 1, 2025

October 2025 monthly summary for NREL/OpenStudio-HPXML emphasizing key features delivered, major fixes, and business impact. Focused on HPXML modeling enhancements, stability fixes, and documentation/template updates aligned with SEER2/HSPF2 and CAL tool references.

September 2025

9 Commits • 3 Features

Sep 1, 2025

September 2025 performance summary for NREL/OpenStudio-HPXML focused on delivering enhanced HPWH-energy modeling, GSHP pump power modeling, and robust bug fixes, with comprehensive documentation updates to prepare for HPXML v4.2. The work improved model fidelity, compliance with RESNET-related addenda, and the reliability of energy calculations and reporting, enabling more accurate simulations and stronger business value for building energy analysis users.

August 2025

38 Commits • 11 Features

Aug 1, 2025

Monthly summary for 2025-08 focusing on delivering business value and technical accomplishments across OpenStudio-HPXML and OpenStudio repos. The month highlights robustness improvements, data-driven defaults, and improved developer feedback mechanisms, enabling more accurate energy modeling and faster onboarding for new contributors.

July 2025

39 Commits • 16 Features

Jul 1, 2025

July 2025 monthly summary for NREL/OpenStudio-HPXML: A focused month delivering substantial model improvements, documentation, and QA enhancements that increase accuracy, maintainability, and business value of HPXML-based energy simulations. Key features delivered and technical outcomes: - Documentation improvements and changelog: Added thorough user/developer docs and changelog entries to improve traceability and onboarding. Highlights include edits and clarifications across HVAC defaults and input ranges. Notable commits include c947c4d84b9b951a74f3fe651edaa3205c33dac7, 8246e89d515b88bb2515b882e5dd13a0f038be41, and 7791f75d0ff76878c96c0a2ff0760c360c13ec4f. - Building envelope parameter updates (R-values and vent): Updated floor, ceiling/roof, walls, windows/skylights, and natvent to reflect new R-values, improving model fidelity to current standards. Key commits: 6b6b1dac7b79b6518ceea77d4444b6e9818f3154, 2ea022ecd0fa294a4dacf759037f9bf311955c97, 1c5744e620b0a03b365de08268318dbc6bf7d11e, 7499f4dec376b77e43ece37777649daaf88533ce, eb7c5d3a0edf0030a72fe38bb2faf3c35d915fd0. - Energy model updates across major subsystems: Water heaters (UEF base files and separate setpoint sample), appliance energy models (clothes washers/dryers, dishwashers, refrigerators, cooking range/oven with freezer), EV energy modeling, dehumidifiers/solar thermal, and duct modeling updates to raise realism and consistency. Notable commits include b7934aadfa1602ddf9d2239f09b4fc2712239e9d, b1f166af8f7ebe343b126e5b6caf2ed9664f4e5c, c72dabfed90abeb3718191254a4c73a0ba41398e, d05041cc8bd9b14d6035ae6c3d63ff1fb99706da, 10201435323e443d47aecc05ed02f52c7553e643, baf9f685f68a979ae460c2851680a52a8d40ab98, 072a7498eaaf583d0204b7f36357ea209daffb26, 2ab64bf13aeaeb183c5e249f990b81d0116dbce1, cbb5dd00d46df9d295c282f1e72565c097ae8547. - Tests, sample data updates and QA: Updated tests and fixtures to reduce diffs and keep samples current, with multiple commits across test files and fixtures to stabilize CI and align expectations. Representative commits include 2a8c2c87d808267b8a34267b7d06d04b2388663c, 96cf7b3694c27d60162326de79a944bd7ba587ab, f47e663a9e51c5144033e7e2b6c693b253623eda, aae1d71b416faab98c8ea06a394144cd10695442, 9712e562ce80a029af9f373169694f189f6295d3, 94fda2ee23a050f90a779e774e9cc6b819030f45, 9994d9566b7a1458b474aded6802a08fd40a1fcd, bb9d99c64815516c0cffd350f8b7fb4617db1a26, 2c3e395b135d29ece0897e4b1e820a5c45b11f89. - Miscellaneous updates and fixes including sample file corrections and typo fixes: Additional batch-wide quality updates and small bug fixes to further stabilize behavior and outputs (e.g., 365a03b489f10448013e73dc1d84211833f1cf46, 4d744f79deeef7b2aae5556c3af624f87bd203f7). - CI alignment and business value improvements: Updated CI-related configurations and scenarios (e.g., Set gem versions for CI tests the same as those bundled in the OS CLI, 32b991d85372a904294287ccb4d9b686843ccb60). Also expanded scenario coverage with updated utility bill scenarios and appliance counts to better reflect real-world deployments (9cb4a77be6c65f4ad6a98c19b473d6a9ec39a0b3; 8c6c6d07697eaa04ad8d05e56db1e06383f58b76). - Broader impact: These changes improve energy simulation accuracy, enable faster onboarding for new contributors, reduce diffs across branches, and provide a more realistic baseline for customer-facing scenarios. This supports better decision-making for building energy retrofits and new construction analyses. Top 3-5 achievements: - Documentation and changelog enhancements for traceability and onboarding (commits: c947c4d84b9b951a74f3fe651edaa3205c33dac7, 8246e89d515b88bb2515b882e5dd13a0f038be41, 7791f75d0ff76878c96c0a2ff0760c360c13ec4f). - Comprehensive envelope updates updating R-values across floors/ceiling/roof/walls/windows/natvent, improving simulation fidelity (commits: 6b6b1dac7b79b6518ceea77d4444b6e9818f3154, 2ea022ecd0fa294a4dacf759037f9bf311955c97, 1c5744e620b0a03b365de08268318dbc6bf7d11e, 7499f4dec376b77e43ece37777649daaf88533ce, eb7c5d3a0edf0030a72fe38bb2faf3c35d915fd0). - Broad energy model refresh across water heaters, appliances, EVs, dehumidifiers/solar, and ducts with QA-backed tests (commits: b7934aadfa1602ddf9d2239f09b4fc2712239e9d, b1f166af8f7ebe343b126e5b6caf2ed9664f4e5c, c72dabfed90abeb3718191254a4c73a0ba41398e, d05041cc8bd9b14d6035ae6c3d63ff1fb99706da, 10201435323e443d47aecc05ed02f52c7553e643, baf9f685f68a979ae460c2851680a52a8d40ab98, 072a7498eaaf583d0204b7f36357ea209daffb26, 2ab64bf13aeaeb183c5e249f990b81d0116dbce1, cbb5dd00d46df9d295c282f1e72565c097ae8547). - Tests/QA regime hardening and diff-reduction across tests and fixtures to stabilize CI and outputs (commits: 2a8c2c87d808267b8a34267b7d06d04b2388663c, 96cf7b3694c27d60162326de79a944bd7ba587ab, f47e663a9e51c5144033e7e2b6c693b253623eda, aae1d71b416faab98c8ea06a394144cd10695442, 9712e562ce80a029af9f373169694f189f6295d3, 94fda2ee23a050f90a779e774e9cc6b819030f45, 9994d9566b7a1458b474aded6802a08fd40a1fcd, bb9d99c64815516c0cffd350f8b7fb4617db1a26, 2c3e395b135d29ece0897e4b1e820a5c45b11f89). - Realistic scenario expansion and bug remediation for reliability (commits: 9cb4a77be6c65f4ad6a98c19b473d6a9ec39a0b3, 8c6c6d07697eaa04ad8d05e56db1e06383f58b76, 365a03b489f10448013e73dc1d84211833f1cf46, 4d744f79deeef7b2aae5556c3af624f87bd203f7, 993dc25d37a6e2a03e5a473303412e0e1cb73035, 46f61d091bca8455bd74f33535e01768bcfbd0d8, 32b991d85372a904294287ccb4d9b686843ccb60, 6f08a69ee99569817aaf847bcd0817983896954d, d21483e1d2961d9d60e084b44ef73c3ee0498a17, 3265374b81b6231fe1f3c87d84ec06766f3378ed, e98263ee64bbd5fb4a42b09378ad210fa95d6732).

June 2025

44 Commits • 12 Features

Jun 1, 2025

June 2025: Enhanced HPXML integration and validation while bolstering release readiness. Key features delivered include updating the HPXML schema to 4.2-rc1/rc2, bumping the product version to 1.11 with HPXML 4.2-rc3, and aligning with upstream OpenStudio-ERI PR 779. Validation improvements and defaulting changes reduced error rates and aligned behavior with design intent (simplified error checks; DFHP min compressor temperature updated to 40F; simplified fan motor type defaulting to compressor type for all HVAC types). Refactor and maintenance work reduced technical debt, consolidating duplicate logic, removing unused methods, and updating samples to minimize diffs, while adding structural updates like rim joist height and infiltration height/volume defaults. Tests, samples, and documentation updates expanded coverage and reliability (new fan motor type sample, RC1 release notes, re-enabled HERS HVAC tests, GSHP test updates, and docs/changelog cleanup). The combined impact improves model accuracy, reliability, and release readiness, demonstrating strong capabilities in schema management, validation, test-driven development, and cross-repo collaboration.

May 2025

56 Commits • 16 Features

May 1, 2025

May 2025 monthly summary for NREL/OpenStudio-HPXML: Focused on stabilizing CI/testing, delivering core modeling improvements, and hardening the codebase. Key work spanned CI pipeline reliability, duct/HVAC modeling enhancements, OS-ERI compatibility, stochastic scheduling, and QA/documentation improvements. Resulted in more reliable builds, more accurate simulations, and a cleaner, more maintainable codebase that supports faster, higher-quality releases.

April 2025

61 Commits • 18 Features

Apr 1, 2025

April 2025: Delivered core reliability and accuracy improvements across OpenStudio-HPXML and EnergyPlus that directly enhance modeling fidelity and workflow usability. Key achievements include robust GSHP airflow fixes with expanded tests, design airflow inputs and design-vs-installed airflow separation plus improved end-use allocation, an OSW template and example documentation for BuildResidentialHPXML, a HPXML-class-based refactor of BuildResidentialScheduleFile with ongoing code-quality gains, and EnergyPlus enhancements to water mains temperature calculations (multiplier/offset) with added IDD fields. These efforts reduce errors, improve energy-modeling precision, and streamline PR readiness and maintenance.

March 2025

61 Commits • 16 Features

Mar 1, 2025

March 2025 monthly summary for NREL/OpenStudio-HPXML focusing on delivering performance, reliability, and maintainability improvements while expanding test coverage and aligning with current RESNET data. Key features delivered and improvements: - Weather data caching and faster WSF lookup to reduce re-processing across measures, increasing cross-call performance and stabilizing HERS test results (two parallel commits: internal weather data caching and a faster WSF lookup). - Support for multiple EPW files in tests/tasks to improve test coverage across climate datasets. - Consolidated cluster CSVs into a single file, reducing file I/O by ~75% and simplifying data loading. - Major code cleanup and refactor to untangle spaghetti: moving defaults to defaults.rb, centralizing RESNET MINHERS assumptions, precomputing default values, and simplifying speed-related data structures to boost maintainability and performance. - Updated capacity/EIR=f(fflow) curves and RESNET values to current data, plus comprehensive documentation/maintenance updates (changelog, warnings, measure.xml). Major bugs fixed: - General HP/AC logic fixes and broader bug fixes across the codebase, including stability improvements for HP w/o heating, and fixes to shading coefficients, SolarFraction validation (<= 0.99), and OutputTableMonthly handling. - Tests and CI cleanup: updated tests to reflect changes in gross COPS, defrost values, and CI/test behavior. - Miscellaneous maintenance fixes: fixes related to ReportUtilityBills/meta_measure.rb, ZIP formatting, and several small refactors to stabilize the release. Overall impact and accomplishments: - Significantly improved runtime performance, reliability, and test coverage while reducing file I/O and simplifying data processing. The groundwork laid for GSHP integration and broader support for multiple data inputs positions the project for faster feature delivery and more robust simulations. The changes tighten data integrity and align outputs with RESNET data, delivering business value through more accurate, repeatable results and smoother CI cycles. Technologies/skills demonstrated: - Ruby/OpenStudio/HPCXML development practices, caching strategies, large-scale refactoring for maintainability, testing and CI hygiene, data curve updates, and documentation improvements.

February 2025

87 Commits • 38 Features

Feb 1, 2025

February 2025 delivered notable enhancements to the NREL/OpenStudio-HPXML repo with a focus on expanding feature coverage, improving reliability, and strengthening data quality. Key outcomes include broader ERI version support, enhanced EV charging modeling, and building-level defaults, complemented by new reporting capabilities and targeted code/data structure improvements that reduce future maintenance risk and support batch workflows.

January 2025

55 Commits • 22 Features

Jan 1, 2025

Month: 2025-01 highlights: - Key features delivered: • PV test stability across years: updated tests so expected values no longer require yearly updates. Commit 91e0d7d338119b63283e20bcfeb52793466083d1 • Regenerated PV results for the new year to reflect updated baselines. Commit 869be44c639cada6526c609c7acb4930414b89eb • Removed Airflow::Duct class and performed related refactoring to simplify architecture. Commit b3ab043a78c9b355796467a8d7bd829ea6253f74 • Schedule handling improvements: added validations for schedule CSVs and updated docs. Commits 112553b93e3cf56da1a3a1c037a4097824902fae, 0d0a37ca723dfb896de91340e3780465d1618d80, 7855187b22788f82b968482ab86390cf24e743a7 • Added capacity & power datapoint checks to strengthen data quality. Commit 80776d178811ef1bfbccc25a7047ad6959901950 - Major bugs fixed: • Address regression introduced earlier in batch. Commit 2490ba1dca62119e08f422097f9fde35e68e3992 • CI failure and finish code documentation. Commit 07293380df374b29c62f8faf0a6946b5ac8b8316 • HPXML handling for non-BEV vehicles (base-vehicle-multiple.xml support) and related cleanup. Commit c1721d09cfb271b7047fef819d42885fd567122d • Conservative min ODB temperature for cooling extrapolation. Commit 0ea97fd05a9e5546583dbc06a8e6a8d90bd7e221 • General bug fixes and cleanup to stabilize batch. Commit 4357d93d90223ed28d3302bad5d983d0421d8f13 - Overall impact and accomplishments: • Reduced test churn and enabled reliable year-over-year PV comparisons; improved data integrity and automation; strengthened CI stability; improved documentation and governance; prepared HPXML processing for larger vehicle sets. - Technologies/skills demonstrated: • Ruby/HPXML processing, refactoring, CI/CD hygiene, test evolution, data validation, and documentation improvements.

December 2024

45 Commits • 15 Features

Dec 1, 2024

December 2024 monthly summary focusing on key business and technical outcomes for NREL OpenStudio projects (HPXML and core OpenStudio). Highlights key features delivered, major fixes, overall impact, and technologies demonstrated.

November 2024

32 Commits • 9 Features

Nov 1, 2024

Concise monthly summary for 2024-11: Delivered robust documentation and metadata improvements, expanded test coverage, data-model cleanup, and targeted performance enhancements. Major CI and version-management updates prepared the project for the OS-HPXML 3.9.0 release, while critical bug fixes improved stability and accuracy of HPXML handling and surface collapsing. Geothermal sizing considerations were refined for the current deployment. These changes boost maintainability, reliability, and business value by reducing downstream support, accelerating simulations, and ensuring alignment with the latest OS-HPXML release.

October 2024

11 Commits • 4 Features

Oct 1, 2024

October 2024 monthly summary for NREL/OpenStudio-HPXML focusing on CI stability, data robustness, and expanded duct-load options. Delivered cross-platform test environment standardization, Manual J default duct factor option, CFIS attachment support, and multiple bug fixes with tests and documentation improvements. These efforts improved reliability, data integrity, and compliance options, accelerating secure, reproducible HPXML outcomes.

Activity

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Quality Metrics

Correctness87.4%
Maintainability88.0%
Architecture83.2%
Performance80.6%
AI Usage20.0%

Skills & Technologies

Programming Languages

C++CSVJSONLaTeXMarkdownPowerShellPythonRDocRSTRuby

Technical Skills

API DesignAPI DevelopmentAPI IntegrationASHRAE StandardsBackend DevelopmentBug FixBug FixesBug FixingBugfixBuild AutomationBuild ConfigurationBuild ProcessBuild ScriptingBuild SystemBuilding Energy Modeling

Repositories Contributed To

3 repos

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

NREL/OpenStudio-HPXML

Oct 2024 Oct 2025
13 Months active

Languages Used

JSONMarkdownPowerShellRDocRubyXMLYAMLrst

Technical Skills

ASHRAE StandardsBug FixesBug FixingCI/CDData ProcessingDevOps

NREL/EnergyPlus

Apr 2025 Apr 2025
1 Month active

Languages Used

C++LaTeXidd

Technical Skills

C++C++ DevelopmentClimate ModelingCode FormattingCode RefactoringDebugging

NREL/OpenStudio

Dec 2024 Aug 2025
2 Months active

Languages Used

C++

Technical Skills

C++EnergyPlusForward TranslationHVAC SystemsSoftware DevelopmentAPI Design

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