Proof of Work

Senior Data Analyst · kW Engineering

Building AI-driven energy analytics platforms for utilities and large facility portfolios.

GridGauge · kW Engineering

Self-initiated AI-driven energy intelligence platform for utilities and large facility portfolios.

SkyPosium 2025 — EnergyAgent Presentation · SkyPosium Conference

Presented EnergyAgent (forecasting, anomaly detection, AI chatbot prototype) at the SkySpark community conference.

Rate Study Dashboard · kW Engineering

Tariff comparison dashboard using Arcadia/Signal API for utility rate optimization.

Proactive Demand Management Dashboard · kW Engineering · Marriott

Forecasts meter usage and alerts clients before they set new monthly peaks.

ASHRAE Homer Addams Award · ASHRAE

ASHRAE's award recognizing outstanding doctoral research in HVAC&R and building science.

EnergyAgent · kW Engineering

AI tool that auto-detects anomalous energy use across hundreds of buildings.

Can LLMs Understand EEMs? (IBPSA SimBuild 2024) · IBPSA-USA · Denver, CO

Conference paper on using LLMs and text embeddings to manage and translate energy efficiency measure data.

ASHRAE Hot Air Podcast appearance · ASHRAE Hot Air Podcast

Podcast appearance with PhD advisor Dr. Amanda Webb discussing 1836-RP and AI in buildings.

ASHRAE Journal Article (April 2024 issue) · ASHRAE Journal

Featured article on the 1836-RP research in the April 2024 issue of ASHRAE Journal.

TimeGPT-1 Fault Detection in SkySpark · kW Engineering

Integrated foundational time-series model TimeGPT-1 as a fault detection tool in SkySpark.

Data Analyst II · kW Engineering

Built AI tools to detect anomalies, forecast loads, and standardize data across hundreds of buildings.

PhD Dissertation — Leveraging NLP and LLMs to Standardize EEMs · University of Cincinnati

Doctoral dissertation on using NLP and LLMs to understand, categorize, and standardize building energy efficiency measures.

Standardized Categorization System for EEMs (1836-RP journal article) · Science and Technology for the Built Environment

Peer-reviewed journal article on the categorization system developed in ASHRAE 1836-RP.

ASHRAE RP-1836 Final Report · ASHRAE

Final research report for ASHRAE Research Project 1836-RP on standardizing EEMs.

An EEM by any other name (ASHRAE 2023, Tampa) · ASHRAE 2023 Annual Conference · Tampa, FL

Conference paper on best practices for naming energy efficiency measures.

What we talk about when we talk about EEMs · Science and Technology for the Built Environment

Used text mining and topic modeling to analyze 3,500 energy efficiency measures across 16 sources.

Water Conservation Measures Analysis (with NREL) · University of Cincinnati · NREL

Reviewed and re-categorized NREL's draft Water Conservation Measures using 1836-RP methodology.

LEED Machine Learning & AI Course Module · University of Cincinnati

Developed a course module on AI and ML applications in LEED-certified buildings.

Energy Poverty Research (RECS 2015) · University of Cincinnati

Analyzed Residential Energy Consumption Survey data to identify drivers of fuel poverty in the U.S.

Graduate Certificate in Data Analytics · University of Cincinnati

GPA 3.81. Completed alongside PhD coursework.

Data Analyst Intern · kW Engineering · Oakland, CA

Summer internship enhancing the nmecr R package and authoring M&V reports.

nmecr R Package Contributions · kW Engineering

Enhanced and contributed to the nmecr R package for building energy modeling and savings analysis.

ASHRAE 1836-RP — Standardizing EEMs · University of Cincinnati · ASHRAE

Lead PhD research — standardized categorization system for 3,500+ energy efficiency measures.

Graduate Research Assistant · University of Cincinnati

Five years of NLP research applied to building energy data — from BERT to GPT-4.

Ph.D. in Building Systems (Civil Engineering) · University of Cincinnati

Five years of NLP research applied to building energy data — from BERT to GPT-4.

Cincinnati State College Energy Audit (Harrison Campus) · University of Cincinnati · M.Eng. class project

Class project — benchmarked EUI, recommended EEMs reducing utility bills by 17% (~$6K/year).

LEED Green Associate · U.S. Green Building Council

Foundational credential in green building principles and LEED rating systems.

M.Eng. Construction Engineering Management · University of Cincinnati

GPA 3.75. Construction and project management focus.

BIM Intern, Infrastructure Department · Techture Structures Pvt. Ltd. · India

BIM coordination for Expo 2020 Dubai utility infrastructure design.

B.E. (Hons.) Civil Engineering with M.S. (Hons.) Physics (Dual Degree) · Birla Institute of Technology and Science (BITS Pilani) · India

Five-year integrated dual-degree program. GPA 8.1/10.