Calculating the Social Cost of Carbon: How Models Value Emissions for Regulation
Behind every major climate regulation is a highly contested economic figure that attempts to put a dollar value on the future damages caused by a single ton of carbon dioxide.
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In short
- The Social Cost of Carbon (SCC) is the central economic metric used to justify the stringency of global climate regulations.
- Integrated Assessment Models calculate the SCC by simulating the future economic damages of a single additional ton of carbon dioxide.
- The choice of discount rate is the most consequential variable, determining how much current generations value the economic suffering of future generations.
People often assume that climate policy is driven entirely by physical science—by the measurement of sea-level rise, the tracking of atmospheric concentrations, and the modeling of temperature thresholds. But the stringency of environmental regulation in the United States and much of the developed world actually hinges on an obscure, highly contested economic metric.[5]
That metric is the Social Cost of Carbon (SCC). It is the estimated monetary value of the net harm to society from emitting one additional metric ton of carbon dioxide into the atmosphere in a given year.
The SCC acts as the ultimate yardstick for cost-benefit analysis in government rulemaking. If a proposed regulation costs industry $10 billion to implement, but prevents emissions that would cause $15 billion in climate damages according to the SCC, the regulation is deemed economically justified.[5]
Conversely, if the SCC is set low, the same regulation fails the cost-benefit test and cannot be legally implemented. This makes the SCC one of the most consequential figures in global environmental policy, dictating the pace and scale of the energy transition.[6]
Calculating this figure requires linking the physical sciences with global economics through what are known as Integrated Assessment Models (IAMs).[2][3]
Researchers first simulate a baseline path of global economic growth and climate change. They then inject one additional ton of carbon dioxide into the model and measure the resulting difference in agricultural productivity, human health, property damage from flooding, and energy system costs over centuries.[3][4]
The difference between the baseline and the augmented scenario is the raw social cost. However, because carbon dioxide remains in the atmosphere for hundreds of years, the vast majority of these damages will occur in the distant future.[7]
This introduces the single most consequential—and controversial—variable in the entire calculation: the discount rate.[5]
In economics, a discount rate reflects the time value of money, based on the premise that a dollar today is worth more than a dollar tomorrow because it can be invested and grown. When applied to climate damages, the discount rate determines how much we value the economic harms suffered by future generations.[1]
A high discount rate assumes that future generations will be significantly wealthier and more technologically advanced, meaning they will easily absorb climate damages. A low discount rate assumes we owe it to future generations to weigh their suffering almost equally to our own.[6]
The mathematical impact of this philosophical choice is staggering. Under the Obama and early Biden administrations, using a 3 percent discount rate, the SCC was set at roughly $51 per ton.[5]
The Trump administration shifted the discount rate to 7 percent—the standard rate for capital investments—and restricted the calculation to only domestic, rather than global, damages. This dual adjustment collapsed the SCC to between $1 and $7 per ton.[5]
Most recently, the Environmental Protection Agency (EPA) finalized a new report that lowered the discount rate to 2 percent, reflecting newer economic consensus on long-term interest rates. This pushed the central estimate of the SCC to $190 per ton.
Shifting the discount rate from 2 percent to 7 percent mathematically erases over 95 percent of future climate damages from current cost-benefit analyses. It demonstrates that the SCC is not a pure scientific measurement of physical climate impact, but rather a philosophical judgment about intergenerational equity.[6]
Critics of the SCC framework argue that it is too easily manipulated to generate any desired regulatory outcome. Estimating the future costs and benefits of climate change requires predicting technological advancement centuries into the future—a task that introduces massive uncertainty.[1][2]
Yet, climate economists argue that the official government estimates are actually too conservative. A 2024 synthesis published by the National Bureau of Economic Research (NBER) combined over 1,800 estimates from the literature.[1]
By adjusting for structural model variations and the persistence of climate damages on economic growth, the NBER researchers generated a synthetic SCC distribution with a mean of $284 per ton—substantially higher than even the EPA's latest update.[1]
As federal agencies increasingly embed the $190-per-ton figure into binding regulations, from methane emissions to heavy-duty truck standards, the SCC will continue to dictate the pace of the energy transition. The debate over its calculation is no longer an academic exercise; it is the central battleground of global climate policy.[8]
How we did this
- Method
- Comparing the mathematical impact of different discount rates (2%, 3%, and 7%) on the final Social Cost of Carbon (SCC) output across US administration models to derive the percentage penalty applied to future generations' climate damages.
- What we found
- Shifting the discount rate from 2% to 7% mathematically erases over 95% of future climate damages from current cost-benefit analyses, demonstrating that the SCC is primarily a philosophical judgment about the value of future generations rather than a purely scientific measurement of physical climate impact.
- What we worked from
- Limits of this analysis
- This analysis isolates the discount rate variable but does not account for changes in the geographic scope (domestic vs. global) which also contributed to the variance between administrations.
Key terms
- Social Cost of Carbon (SCC)
- The estimated monetary value of the net harm to society from emitting one additional metric ton of carbon dioxide into the atmosphere.
- Discount Rate
- An economic concept used to determine the present value of future costs or benefits, reflecting the time value of money.
- Integrated Assessment Models (IAMs)
- Complex computer models that combine physical climate science with economic data to estimate the long-term financial impacts of greenhouse gas emissions.
- Cost-Benefit Analysis
- A systematic process used by regulators to calculate and compare the benefits and costs of a proposed policy to determine if it is economically justified.
Frequently asked
What exactly is the Social Cost of Carbon?
It is an economic metric that estimates the monetary value of the damages caused by emitting one additional metric ton of carbon dioxide into the atmosphere. It is used by governments to weigh the costs and benefits of environmental regulations.
Why does the discount rate matter so much?
Because carbon dioxide stays in the atmosphere for centuries, most climate damages will happen in the distant future. The discount rate determines how much we value those future damages today; a higher rate shrinks the present value of future suffering, while a lower rate treats future damages more equally to present ones.
How do agencies use this number?
Federal agencies use the SCC in cost-benefit analyses. If a proposed rule costs an industry millions to implement but prevents billions in climate damages (calculated via the SCC), the rule is legally and economically justified.
Viewpoints in depth
Climate Economists & Regulators
Argue that the SCC must account for long-term global damages and use a low discount rate to protect future generations.
This camp, which includes the EPA and researchers at the National Bureau of Economic Research, argues that high discount rates are morally and economically flawed when applied to climate change. Because carbon dioxide persists in the atmosphere for centuries, they argue that using a 7 percent discount rate effectively treats the survival and economic well-being of people living in 2100 as mathematically worthless. They advocate for rates of 2 percent or lower to ensure that current regulations adequately internalize the true, long-tail costs of fossil fuel combustion.
Free-Market Skeptics
Argue the SCC is highly subjective, easily manipulated, and overly reliant on unpredictable distant-future projections.
Critics of the SCC framework argue that Integrated Assessment Models are essentially black boxes that can be tuned to produce whatever number a regulator needs to justify a policy. They point out that predicting global GDP, technological innovation, and agricultural yields 300 years into the future is an impossible task. By setting a high SCC, they argue, regulators are imposing massive, immediate costs on today's energy grid and economy based on speculative models of the distant future.
Future Generations Advocates
Argue that discounting future climate damages at all is a moral failure that prioritizes current economic growth over future survival.
A growing subset of environmental philosophers and climate activists argue that the entire concept of a 'discount rate' is inappropriate for existential threats. They argue that a human life or a functioning ecosystem in the year 2100 is not 'worth less' than one today, and that applying financial investment logic to planetary habitability is a fundamental ethical failure. From this perspective, even the EPA's $190-per-ton estimate is dangerously low because it still discounts future suffering.
- Regulatory & Academic Consensus
- Focuses on quantifying climate damages through integrated assessment models to justify emissions reductions.
- International Climate Framework
- Focuses on global cooperation and the shared burden of climate impacts across borders.
- Neutral Reference & Synthesis
- Provides baseline definitions, historical context, and independent analysis of the competing methodologies.
Perspectives this story doesn't cover
- Developing Nations
- Fossil Fuel Industry
Sources
[1]National Bureau of Economic ResearchRegulatory & Academic ConsensusStated Preference Estimates of the Average Social Cost of Carbon
Read on National Bureau of Economic Research →
[2]National Bureau of Economic ResearchRegulatory & Academic ConsensusPolicies, Projections, and the Social Cost of Carbon: Results from the DICE-2023 Model
Read on National Bureau of Economic Research →
[3]National Academies PressRegulatory & Academic ConsensusValuing Climate Damages: Updating Estimation of the Social Cost of Carbon Dioxide
Read on National Academies Press →
[4]National Academies PressRegulatory & Academic ConsensusClimate Change and Ecosystems
Read on National Academies Press →
[5]WikipediaNeutral Reference & SynthesisSocial cost of carbon
Read on Wikipedia →
[6]Factlen Editorial TeamNeutral Reference & SynthesisSynthesis by Factlen editorial team
Read on Factlen Editorial Team →
[7]Intergovernmental Panel on Climate ChangeRegulatory & Academic ConsensusSixth Assessment Report
Read on Intergovernmental Panel on Climate Change →
[8]United Nations Framework Convention on Climate ChangeInternational Climate FrameworkThe Paris Agreement
Read on United Nations Framework Convention on Climate Change →
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