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priyatham9/README.md

Priyatham Chimmani

EHS & ESG Data and Systems · Hexion Inc. · Columbus, Ohio

I turn plant, safety, and operational data into decisions executives can act on.

Safety numbers are only as good as the denominator and the citation underneath them. That question started with the hours data behind our own TRIR, moved into the platforms that govern it, and became a research programme on whether national injury statistics and AI answers can be trusted.

Website · Grounded research programme · LinkedIn · priyatham9@gmail.com


At a glance

  • Owns the enterprise EHS system end to end. Sole global administrator of Benchmark ESG (Gensuite) for a global chemicals manufacturer, including OSHA, MSHA, and ACC compliance reporting and government submissions.
  • Shipped at scale. Led the Gensuite refresh (Phases 1 and 2): 80+ feature enhancements to how global sites capture safety data.
  • Recognised for business impact. Transformation Award for the Micro Market Model, a Python linear-programming engine; plus Leadership and STAR awards.
  • Found what national injury rates miss. Analysed 2.8M OSHA filings: 2.07% of filings carry 96.7% of reported hours, and the TRIR correction swings from 1.4x to 249x between years.
  • Builds in public. Six open research repositories with 810 tests, and a draft paper with 197 verified references.

What I do

EHS & ESG systems Enterprise EHS platform ownership, regulatory compliance reporting, government submissions.
Data engineering Databricks medallion pipelines with Unity Catalog, integrating SAP, Dynamics 365, Icertis, and warehouse feeds into audit-ready reporting.
Applied AI NLQ and summarization agents on Copilot Studio, Claude Code, and OpenAI APIs, grounded in live systems through MCP.
Decision support Board-level reporting, Power BI and Microsoft Fabric architecture, linear-programming optimization.

Research: Grounded

A programme on grounded reasoning for safety-critical AI in EHS and process industries. Start here →

Project What it shows Code
OSHA data quality 2.8M establishment filings, CY2016-2024. A flagged establishment is flagged again next year 27.2% of the time vs 0.95% for a clean one. repo
AI grounding benchmark 68 safety-critical QA items across 8 domains, built around plausible-but-dangerous answers. repo
Human factors ontology OWL ontology crosswalked to SPAR-H, CREAM, HFACS and HSE PIFs, with traceable rule derivations. repo
SEM for safety risk Simulation studies on what structural equation models can and cannot recover. repo
Safety cost-benefit calculator Human-capital-inclusive ROI with sensitivity and Monte Carlo modes. repo
OSHA benchmarks TRIR/DART library and percentile tables for 3,842 NAICS x size peer groups. repo

Selected work

  • Enterprise ontology and digital twin. Leading the migration to Palantir Foundry: one governed model spanning EHS, supply chain, procurement, and finance.
  • Micro Market Model. Python linear-programming engine that pinpoints competitive opportunities across micro markets. Transformation Award.
  • Gensuite refresh, Phase 1 and 2. End-to-end refresh of the enterprise EHS application, 80+ feature enhancements.
  • Enterprise agent layer. NLQ and summarization agents with an MCP architecture and deterministic algorithms, keeping answers reproducible and auditable.
  • Resin & Wood Market Weather Brief. Live decision-support app turning EPA, Census, and BLS data into scored, state-level actions and scenario simulation.

Recognition

  • Leadership Award · international IT leadership assignment at the Pernis site, Port of Rotterdam
  • Transformation Award · Micro Market Model
  • STAR Award · end-to-end design and implementation of site safety incentive metrics

Currently

Starting a Ph.D. in Technology and Artificial Intelligence at Southwest Baptist University, alongside enterprise data and AI platform work at Hexion.

Tools

Python · PySpark · SQL · Databricks · Palantir Foundry · Power BI · DAX · Microsoft Fabric · Tableau · SAP · Dynamics 365 · Azure DevOps · MCP · OpenAI API · Copilot Studio · R


Open to EHS & ESG leadership and implementation roles · priyatham9.github.io

Popular repositories Loading

  1. priyatham9.github.io priyatham9.github.io Public

    Personal site — EHS & ESG data and systems

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  2. priyatham9 priyatham9 Public

    About me

  3. ehs-benchmarks ehs-benchmarks Public

    Open OSHA injury-rate benchmarks from 1.18M public establishment filings. Tested TRIR/DART library plus percentile tables for 3,842 NAICS x size peer groups.

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  4. ehs-ai-grounding-eval ehs-ai-grounding-eval Public

    A benchmark measuring whether AI answers to safety-critical technical questions are grounded in authoritative sources or generated from parametric memory. Benchmark harness and baselines provided, …

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  5. ehs-capitals-calculator ehs-capitals-calculator Public

    A cost-benefit calculator for EHS capital investment that counts both direct costs and human-capital costs from incidents that normally escape charged-back accounting. Includes Python library, CLI,…

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  6. ehs-human-factors-ontology ehs-human-factors-ontology Public

    A machine-readable encoding of human reliability analysis performance-influencing factors structured by four NRC-defined contexts (task, system, operational, human) with crosswalks to SPAR-H, CREAM…

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