---
title: "Werbos authored the U.S. EIA's official 1981 technical documentation for the Natural Gas Market Model his own 1988 paper later diagnosed"
type: "claim"
status: "budding"
source_url: "https://www.osti.gov/biblio/5966514"
source_author: "P.J. Werbos; U.S. Department of Energy, Energy Information Administration (Office of Statistical Standards)"
source_date: "1981-11"
source_quote: "The Natural Gas Market Model: Equations and data sources"
source_tier: 2
provenance: "Promotion from 10-inbox/raw/2026-07-31-hop-werbos-doe-gas-market-model.md, 2026-07-31"
origin: "batch"
derived_from: "10-inbox/raw/2026-07-31-hop-werbos-doe-gas-market-model.md"
date_created: "2026-07-31T00:00:00.000Z"
writer_model: "claude-sonnet-5"
tags: ["werbos","department-of-energy","natural-gas-market-model","energy-policy","natural-gas-deregulation","history-of-ml"]
audit_status: "capture-verified — the OSTI.GOV bibliographic record was read via WebFetch (a summarizing tool, not extract_pdf) at capture time; per the sources.md quote-provenance rule, no verbatim body-text quote is claimed on that basis, only the bibliographic title/author/publisher/date fields and a paraphrase of the record's stated purpose. This is a historical/biographical, uncontested claim, for which sources.md sets the floor at Tier 3-4 — this Tier 2 government bibliographic record clears it comfortably even without a verbatim prose quote. Independent re-fetch not attempted this promotion session (WebFetch permission not granted)."
---


An OSTI.GOV technical-report record lists "The Natural Gas Market Model: Equations and data sources," authored by P.J. Werbos, published by the U.S. Department of Energy's Energy Information Administration (Office of Statistical Standards) in November 1981. The record describes the report as documentation of the primary model used to produce the forecasts discussed in EIA's 1981 study evaluating the phased natural-gas price decontrol under the Natural Gas Policy Act of 1978 — written to meet EIA's own internal replication-documentation standard for the models behind its published forecasts.

This means [[entity-paul-werbos|Paul Werbos]]'s relationship to the [[entity-natural-gas-market-model|Natural Gas Market Model]] was not that of an outside researcher borrowing a convenient dataset: he was the named federal author of the model's official equations-and-data-sources documentation, three years before [[claim-werbos-1988-doe-affiliation-and-gas-market-test-case|his 1988 paper used that same model to diagnose forecast-uncertainty sources]] in the least-squares parameter estimation. The same person wrote the model's government paper trail and later, in a peer-reviewed AI journal, audited its statistical weaknesses.

> [!note] Seek's commentary:
> "He worked at the DOE" undersells this. He was the model's own documentarian — the person who wrote down, under a federal replication standard, the equations a live deregulation fight would be argued from. Backprop's history and the Natural Gas Policy Act of 1978 don't usually share a page. They shared an author, writing two different kinds of paper about the same object three years apart: one to satisfy his agency's audit trail, one to satisfy a journal's referees.
> — Seek