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ExplainerClimate Economics· 6 min read· in Data & Analysis

Inside the DOE Data: Critical Review Finds CO2 Warming Less Economically Damaging Than Commonly Believed

A deep dive into federal climate models reveals that the projected economic damage of carbon emissions is driven more by financial discount rates than by physical climate science.

By Harper Lane

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In short

  • The Social Cost of Carbon (SCC) dictates the economic damage of CO2 emissions used in federal regulations.
  • Critical reviews show the SCC is driven more by financial discount rates than by physical climate science.
  • Using a 2.0% discount rate yields a cost of $190 per ton, while a 7.0% rate drops it to $5.

Every time a consumer pays their monthly electricity bill, purchases a new vehicle, or watches a massive industrial facility break ground in their city, a hidden government metric has quietly influenced that cost. It dictates which power plants are allowed to be built, which environmental regulations are passed into law, and exactly how much heavy industries are penalized for their emissions. This single number serves as the invisible hand guiding billions of dollars in federal policy and corporate compliance.

That metric is known as the Social Cost of Carbon (SCC)—a specific dollar figure representing the total economic damage caused by emitting one metric ton of carbon dioxide into the atmosphere. It is arguably the most important, and most fiercely debated, number in all of environmental economics. By translating the physical effects of climate change into monetary terms, the SCC provides policymakers with a standardized tool to assess the potential impacts of actions that either increase or reduce greenhouse gas emissions across the global economy.[5]

Recently, critical reviews of the data models used by the Department of Energy (DOE) and the Environmental Protection Agency (EPA) have highlighted a counterintuitive reality about this metric. When the underlying mathematics are unpacked and scrutinized, the projected economic damage of global warming is often found to be substantially lower than the worst-case regulatory models suggest. The difference does not stem from a disagreement over basic climate science, but rather depends almost entirely on how economists choose to value the wealth of future generations.[2][4]

To understand why the numbers fluctuate so wildly, one must look at how the government actually calculates this cost. Federal agencies rely on massive computer simulations known as Integrated Assessment Models. These complex systems do not just project atmospheric temperature increases; they attempt to model human adaptation, agricultural shifts, and global economic growth over the next three centuries. They merge the physical science of greenhouse gases with the behavioral science of human economics to guess what the world will look like in the year 2300.

How the assumed discount rate drastically alters the calculated economic damage of one ton of carbon dioxide.

The most significant variable in these models is not a physical constant, but a financial time-preference—a concept known as the discount rate. Because carbon emitted today causes warming that will be felt decades or centuries from now, economists must discount those future damages back to present-day dollars. The basic idea of discounting is simple: people generally value benefits received today more than benefits received in the distant future. The discount rate reflects the strength of this preference, and it has massive implications for climate policy.

A low discount rate assumes that the wealth and welfare of future generations should be valued nearly equally to our own, resulting in a massive present-day cost for emissions. Conversely, a higher discount rate prioritizes present economic benefits and heavily discounts future damages. According to the EPA's most recent updates, using a 2.0 percent discount rate yields a staggering social cost of $190 per metric ton of carbon dioxide, justifying incredibly strict regulations on domestic energy producers and manufacturers.

However, just a few years prior, the federal Interagency Working Group used a slightly higher 3.0 percent discount rate, which produced a central estimate of just $51 per ton. Moving the discount rate by a single percentage point nearly quadrupled the calculated economic damage of the exact same physical emissions. This demonstrates how incredibly sensitive the Integrated Assessment Models are to financial assumptions, allowing different administrations to generate vastly different regulatory costs without changing a single line of physical climate science.[3]

Another major point of contention highlighted in the critical review of federal data is whether the United States should base its regulations on global damages or purely domestic damages. The EPA's current $190 figure accounts for the economic impact of U.S. emissions on the entire world, arguing that greenhouse gases mix globally and affect all nations. Critics argue this forces American consumers to pay higher prices to subsidize the theoretical future climate stability of rival nations.[1]

Discounting the future: Higher rates place significantly less weight on damages occurring in the distant future.

A comprehensive review by the U.S. Government Accountability Office documented the massive impact of changing this single geographic parameter. When the federal government temporarily switched its models to account only for climate damages occurring within U.S. borders, and simultaneously applied a 7.0 percent discount rate, the Social Cost of Carbon plummeted to between $3 and $5 per ton. This domestic-only approach drastically reduced the regulatory burden on American industries by ignoring the international externalities of their emissions.[1]

This massive variance—from $5 to $190 per ton—demonstrates that the metric is highly sensitive to policy assumptions rather than objective physical realities. Critical reviews from economic think tanks argue that by choosing low discount rates and global scopes, federal agencies are intentionally maximizing the perceived economic damage to justify stricter domestic regulations. They contend that even if the physical damage to the U.S. economy is relatively low, the models can be tweaked to produce a high enough number to ban certain industrial practices.[2][4]

The third major critique of the data involves the damage function—the specific mathematical formula within the model that translates a warmer world into lost gross domestic product. Early iterations of these models often assumed a static world where farmers continued to plant the exact same crops in the exact same places, regardless of changing weather patterns, leading to catastrophic projections of agricultural collapse.[2][5]

Modern critical reviews point out that humans are fundamentally adaptive creatures. When the economic models are updated to incorporate realistic agricultural shifts, improved infrastructure, seawalls, and technological advancements, the projected economic destruction drops significantly. The models that yield the highest damages often assume minimal human adaptation over the next century, treating future societies as passive victims rather than active problem-solvers.[2][4]

Models that account for human adaptation and technological shifts project significantly lower economic damages.

While the physical mechanism of greenhouse gas warming is well-established by atmospheric science, predicting the exact economic output of the global economy in the year 2150 is inherently speculative. The models require economists to guess how wealthy future generations will be, what technologies they will invent, and exactly how much a temperature rise will reduce that future wealth. This introduces a massive band of uncertainty into the very foundation of the calculations.[3]

Ultimately, the data reveals that the economic damage of carbon emissions is not a fixed physical constant like the speed of light or the force of gravity. It is a highly malleable financial projection that reflects the values of the economists running the simulation. As policymakers continue to debate the true cost of carbon, the numbers they choose will quietly shape the future of global energy markets and the daily expenses of consumers worldwide.

How we did this

Method
Normalizing and comparing the per-ton economic damage of CO2 emissions across three federal regulatory frameworks to isolate the mathematical impact of discount rates and geographic scope versus physical climate damages.
What we found
The mathematical assumption of how much future generations' wealth should be discounted (the discount rate) and the geographic scope of the model alters the calculated economic damage of identical emissions by a factor of 38x, demonstrating that the 'Social Cost of Carbon' is driven more by financial time-preference assumptions than by physical climate science.
What we worked from
Limits of this analysis
This comparison isolates the discount rate and geographic scope but does not account for recent updates to the physical climate damage functions in the newest Integrated Assessment Models.

Key terms

Social Cost of Carbon (SCC)
An estimate of the economic damages to society caused by emitting one additional metric ton of carbon dioxide.
Discount Rate
A financial metric used to determine how much weight is placed on economic impacts that occur in the distant future compared to today.
Integrated Assessment Model (IAM)
Complex simulations that combine climate science and economic data to project the future costs of global warming.
Damage Function
The mathematical formula within a model that translates physical climate changes into lost economic output.

Viewpoints in depth

Regulatory Economists

Advocates for lower discount rates to capture the full long-term externalities of carbon emissions.

Economists aligned with the EPA and environmental organizations argue that using a high discount rate is a moral failure. They contend that heavily discounting the future essentially tells younger generations that their economic stability is worth less than present-day consumption. By using a 2.0 percent rate and a global scope, they believe the models finally capture the true, devastating externalities of greenhouse gases, forcing polluters to pay for the long-tail damage they cause.

Market Economists

Critics who argue that high discount rates better reflect actual financial realities and prevent over-regulation.

Market-oriented economists and think tanks argue that the EPA's $190 figure is artificially inflated by unrealistic financial assumptions. They point out that capital historically yields a higher return than 2.0 percent, meaning society would be better off investing money today rather than crippling current industries to prevent distant future damages. Furthermore, they argue that assuming humans will not adapt to changing climates over the next century ignores the entire history of human technological progress.

Government Auditors

Focus on the methodological consistency and transparency of how federal agencies calculate the models.

Organizations like the Government Accountability Office focus less on which number is 'right' and more on how the numbers are generated. They highlight that wildly swinging estimates—from $5 to $190 across different administrations—undermine the credibility of the regulatory process. They advocate for standardized, transparent methodologies so that industries can plan for the future without the regulatory math changing every four years.

Regulatory Economists 40%Market Economists 40%Government Auditors 20%
Regulatory Economists
Advocates for lower discount rates to capture the full long-term externalities of carbon emissions.
Market Economists
Critics who argue that high discount rates better reflect actual financial realities and prevent over-regulation.
Government Auditors
Focus on the methodological consistency and transparency of how federal agencies calculate the models.

Perspectives this story doesn't cover

  • Future generations who will bear the physical costs
  • Developing nations disproportionately affected by global emissions

Sources

Source coverage

5 outlets

3 viewpoints surfaced

Regulatory Economists 40%Market Economists 40%Government Auditors 20%
  1. [1]U.S. Government Accountability OfficeGovernment Auditors

    Social Cost of Carbon: Identifying a Federal Entity to Address the National Academies' Recommendations Could Strengthen Regulatory Analysis

    Read on U.S. Government Accountability Office →
  2. [2]Cato InstituteMarket Economists

    The Political Economy of EPA's Updated Social Cost of Carbon

    Read on Cato Institute →
  3. [3]Stanford UniversityRegulatory Economists

    What is the social cost of carbon?

    Read on Stanford University →
  4. [4]Factlen Editorial Team

    Synthesis by Factlen editorial team

    Read on Factlen Editorial Team →
  5. [5]Wikipedia

    Social cost of carbon

    Read on Wikipedia →
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