The GHGRP Case: When Environmental Disclosure Disrupts Incumbents
The GHGRP case tests what happens when the subject of incumbent disclosure is not only financial performance but the physical operation of a business. It asks whether making greenhouse-gas information public can increase new business formation by changing both what entrants can learn and how covered incumbents operate. The useful judgment is to read the reported 3–4% increase in business births as a relative post-disclosure change, then connect it to incumbent adjustment without treating that connection as a fully observed causal chain.
The result is unexpected because the Greenhouse Gas Reporting Program was designed as an environmental reporting regime, not an entrepreneurship policy. Facilities above a specified emissions threshold had to report annually. The policy was intended to make emissions measurable and visible, allowing regulators and the public to evaluate high-emitting activity. Yet once the information became public, it could also reveal where production was concentrated, which processes were costly to change, and where an established supplier was under pressure. Environmental accountability thus became capable of influencing market entry.
The rule had two clocks
The institutional timeline is central to the evidence. The GHGRP requires facilities whose emissions exceed 25,000 metric tons of carbon-dioxide equivalent to report each year. Firms began submitting emissions data in 2010, but the data were not publicly accessible until January 2012. The distinction is between an internal measurement process and an external disclosure event. A firm can measure its emissions to comply with an agency request without giving competitors, entrepreneurs, journalists, or communities access to the underlying information. Public release changes who can observe and interpret the operation.
That two-clock structure helps define the study's comparison. The researchers examine a panel of industry–county–year observations. An industry is treated when it contains facilities that report emissions under the GHGRP; industries without covered facilities serve as controls. The post period begins in 2012, when the emissions data became public. The estimated effect asks whether business births changed more after that point in treated industries than in unaffected industries, within the same broad economic period and across counties.
This is a differential-exposure difference-in-differences design. It does not compare one treated facility with an identical untreated facility. Instead, it projects a national industry-level disclosure shock onto local industry observations. County fixed effects account for stable differences among places, industry fixed effects account for stable differences among sectors, and year effects account for economy-wide changes. The study also controls for county population and income and for industry profitability and growth in its fuller specifications. The identifying assumption is that, without the public disclosure, treated and control industries would have followed parallel business-birth trends.
The treated and control groups need not have started with the same number of births. In the study's sample, treatment industries average more births than control industries, and they also differ in profitability and growth. Difference-in-differences relies on comparable movement before the event, not identical levels. The authors report nearly identical pre-treatment trends in business births and similar pre-treatment patterns for other observed characteristics such as firm size, employment, and establishment counts. That evidence makes the comparison more credible, while leaving the ordinary limitation that industries were not randomly assigned to report emissions.