Social cost of carbon explained

The social cost of carbon (SCC) is the marginal cost of the impacts caused by emitting one extra tonne of carbon emissions at any point in time.[1] The purpose of putting a price on a tonne of emitted is to aid policymakers or other legislators in evaluating whether a policy designed to curb climate change is justified. The social cost of carbon is a calculation focused on taking corrective measures on climate change which can be deemed a form of market failure.[2] The only governments which use the SCC are in North America.[3] The Intergovernmental Panel on Climate Change suggested that a carbon price of $100 per tonne of CO2 could reduce global GHG emissions by at least half the 2019 level by 2030.[4]

Because of politics the SCC is different from a carbon price.[5] According to economic theory, a carbon price should be set equal to the SCC. In reality, carbon tax and carbon emission trading only cover a limited number of countries and sectors, which is vastly below the optimal SCC. In 2024 the social cost of carbon ranges to over $1000/tCO2,[6] while the carbon pricing only ranges to about $160/tCO2.[7] From a technological cost perspective, the 2018 IPCC report suggested that limiting global warming below 1.5 °C requires technology costs around $135 to $5500 in 2030 and $245 to $13000/tCO2 in 2050. This is more than three times higher than for a 2 °C limit.

A 2024 study estimated the social cost of carbon (SCC) to be over $1000 per tonne of —more than five times the United States Environmental Protection Agency recommended value of around $190 per tonne,[8] [9] which is in turn much more than the US government value of $51.[10]

Calculations

Calculating the SCC requires estimating the impacts of climate change. This includes impacts on human health and the environment, as measured by the amount of damage done and the cost to remedy it. Valuations can be difficult because the impacts on biomes do not have a market price. In economics, comparing impacts over time involves a discount rate or time preference. This rate determines the weight placed on impacts occurring at different times.

Best estimates of the SCC come from integrated assessment models (IAM) which predict the effects of climate change under various scenarios and allow for calculation of monetised damages. One of the most widely used IAMs is the Dynamic Integrated model of Climate and the Economy (DICE).

The DICE model, developed by William Nordhaus, makes provisions for the calculation of a social cost of carbon. The DICE model defines the SCC to be "equal to the economic impact of a unit of emissions in terms of t-period consumption as a numéraire".[11]

Other popular IAMs used to calculate the social cost of carbon include the Policy Analysis for Greenhouse Effect Model (PAGE) and the Climate Framework for Uncertainty, Negotiation, and Distribution (FUND).[12]

In the United States, the Trump Administration was criticised for using existing IAMs to calculate the SCC that lacked appropriate calculations for interactions between regions. For instance, climate catastrophes caused by climate change in one region may have a domino impact on the economy of neighboring regions or trading partners.[13] [14]

The wide range of estimates is explained mostly by underlying uncertainties in the science of climate change including the climate sensitivity, which is a measure of the amount of global warming expected for a doubling in the atmospheric concentration of, different choices of discount rate, treatment of equity, and how potential catastrophic impacts are estimated.

The Interagency Working Group in the United States usually uses four values when calculating the cost. The values come from using a discount rate of 2.5%, 3%, and 5% from the integrated assessment models.[15] The SCC that is being found must include the different probabilities based on what mitigation is being used for climate change that betters or worsens the environment. This is where the fourth value comes into play, because there can be lower-probability, but higher-impact outcomes from climate change. The fourth value zones in on the 3% discounts rate and is set to the 95th percentile when distributing the frequency estimates.

In "The U.S. Government's Social Cost of Carbon Estimates after Their First Two Years: Pathways for Improvement", Kopp and Mignone suggest that these calculation rates do not reflect the multiple ways that humans can respond to climate change.[16] They propose an alternative approach that should be considered by calculating through a cost-benefit optimization analysis based on if the public "panics" about climate change and implement mitigation policies accordingly.

Discount rate

It has been popular to compare rates of saving over time involving a discount rate or time preference. These rates determine the weight placed on impacts occurring at different times, applying a theoretical model of inter-generational welfare developed by Ramsey.[17]

What discount rate to use is "consequential and contentious"[18] because it defines the relative value of present costs and future damages, an inherently ethical and political judgment. A 2015 survey of 200 general economists found that most preferred a rate between 1% and 3%.[19] Some, like Nordhaus, advocate for a time discount rate that is pegged to the current average rate of time discount as estimated from market interest rates–this is spurious reasoning because intragenerational interest rates have nothing to do with the intergenerational ones in question. Others, like Stern, propose a much smaller discount rate because "normal" discount rates are skewed when applied over the time scales over which climate change acts.[20] A 2015 survey of 1,100 economists who had published on climate change found that those who estimated discount rates preferred that they decline over time and that explicit ethical considerations be factored in.[21]

Carbon pricing recommendations

According to economic theory, a carbon price should be set equal to the SCC. In reality, carbon tax and carbon emission trading only cover a limited number of countries and sectors, which is vastly below the optimal SCC. The social cost of carbon ranges from −$13 to $2387 per tonne of CO2, while the carbon pricing at present only ranges from $0.50 to $137 per tonne of CO2 in 2022.[22] From a technological cost perspective, the 2018 IPCC report suggested that limiting global warming below 1.5 °C requires technology costs around $135 to $5500 in 2030 and $245 to $13000 per tonne of CO2 in 2050. This is more than three times higher than for a 2 °C limit.

In 2021, the study "The social cost of carbon dioxide under climate-economy feedbacks and temperature variability" estimated even costs of more than $300 per tonne of .[23] A study published in September 2022 in Nature estimated the social cost of carbon (SCC) to be $185 per tonne of —3.6 times higher than the U.S. government's then-current value of $51 per tonne.[24]

Large studies in the late 2010s estimated the social cost of carbon as high as $417/t[25] or as low as $54/t.[26] Both those studies subsume wide ranges; the latter is a meta-study whose source estimates range from -$13.36/t to $2,386.91/t. Note that the costs derive not from the element carbon, but the molecule carbon dioxide. Each tonne of carbon dioxide consists of about 0.27 tonnes of carbon and 0.73 tonnes of oxygen.[27]

According to David Anthoff and Johannes Emmerling, the social cost of carbon can be expressed by the following equation:

SCCx=(\partialw/\partialcx0)-1

T
\sum
t=0
R\partial
\sum
r=1

w/\partialc

.[28]

This equation represents how one additional tonne of carbon dioxide impacts the environment and incorporates equity and social impact. Chen, Van der Beek, and Cloud inquire upon the benefits of incorporating a second measure of the externalities of carbon by accounting for both the social cost of carbon and risk cost of carbon. This technique involves accounting for the cost of risk on climate change goals.[29] Matsuo and Schmidt suggest that carbon policies revolve around two renewable energy targets. They focus on bringing the cost down of renewable energy and growth of the industry. The prioblem with these objectives in policy is that prioritization can affect how the policy plays out. This can result in a negative impact on the social cost of carbon by affecting how renewable energy is incorporated into society.[30] Newbery, Reiner, and Ritz discuss a carbon price floor as a means of attributing to the social cost of carbon. They discuss how incorporating a CPF in SCC can have a long-term effect of less coal usage, an increase in electricity pricing, and more innovation and investment in low-carbon alternatives.[31] Yang et al. estimated the social cost of carbon under alternative socioeconomic pathways. According to their results, regional rivalries with increased trade friction can increase the social cost of carbon by a factor of 2 to 4.

Use in investment decisions

Organizations that take an integrated management approach are using the social cost of carbon to help evaluate investment decisions and guide long-term planning in order to consider the full extent of how their operations impact society and the environment. By placing a value on carbon emissions, decision makers can use this value to expand upon traditional financial decision-making tools and create new metrics for measuring the short and long-term outcomes of their actions. This means taking the triple bottom line a step further and promotes an integrated bottom line (IBL) approach. Prioritising an IBL approach begins with changing the way we think about traditional financial measurements as these do not take into consideration the full extent of the short and long-term impacts of a decision or action. Instead, return on investment can be expanded to return on integration, internal rate of return can evolve into integrated rate of return and instead of focusing on net present value, companies can plan for integrated future value.[32]

By country

The SCC is highly sensitive to socioeconomic narratives.[33] Because carbon dioxide is a global externality, a rational, coordinated human society (or what economists might call "the social planner") would never want to set policy based on anything other than the global aggregate value.[34] However, given the de-globalization trend around the world, the country-level or regional-level social cost of carbon[35] is also calculated. Yang et al.[36] calculated the regional social cost of carbon using regional cost-benefit IAM (RICE). Generally, SCCs in developing countries are much more sensitive to socioeconomic uncertainty and risk valuation - average SCCs in developing regions are 20 times higher than developed regions. Cost-benefit IAM requires more computational resources to provide SCC at the country level, so Ricke et al. calculate the social cost of carbon based on discounted future damage. Their estimation shows countries that incur large fractions of the global cost consistently include India, China, Saudi Arabia and the United States.

Canada

In 2023 the SCC was estimated as 261 Canadian dollars/tCO2,[37] the same as the US SCC.[38]

United States

In February 2021 the US government set the social cost of carbon to $51 per tonne, based on a 3% discount rate, but it plans a more thorough review of the issue.[39] However, in February 2022 a court ruled against the government and said the figure was invalid as only damage within the US could be included.[40] In March 2022, a three-judge panel of the 5th Circuit Court of Appeals stayed his injunction, permitting continued use of the interim figure.[41] The social cost of carbon is used in policymaking.[42]

Executive Order 12866 requires agencies to consider the costs and benefits of any potential regulations and, bearing in mind that some factors may be difficult to assign monetary value, only propose regulations whose benefits would justify the cost.[43] Social cost of carbon estimates allow agencies to bring considerations of the impact of increased carbon dioxide emissions into cost-benefit analyses of proposed regulations.

The United States government was not required to implement greenhouse gas emission requirements until after the 2007 court case Massachusetts v. EPA.[44] The U.S. government struggled to implement greenhouse gas emission requirements due to the lack of an accurate social cost on carbon to guide policy making.

Due to the varying estimates of the social cost of carbon, in 2009, the Office of Management and Budget (OMB) and the Council of Economic Advisers established the Interagency Working Group on the Social Cost of Greenhouse Gases (IWG) in an attempt to develop standards estimates of SCC for the use of federal agencies considering regulatory policies.[45] This establishment was formerly named Interagency Working Group on the Social Cost of Carbon, but has now extended to include multiple greenhouse gasses. The IWG works closely with the National Academies of Sciences, Engineering, and Medicine when researching and creating an up to date report on the SCC.

When developing the 2010 and 2013 social cost of carbon estimates, the U.S. Government Accountability Office used a consensus-based approach with working groups alongside of existing academic works, studies, and models.[46] These created estimates for the social costs and benefits that government agencies could use when creating environmental policies.[47] Members of the public are able to comment on the developed social cost of carbon.

Along with the Office of Management and Budget (OMB) and the Council of Economic Advisers, six federal agencies worked in the working group. The agencies involved included, The Environmental Protection Agency (EPA), United States Department of Agriculture, United States Department of Commerce, United States Department of Energy, United States Department of Transportation (DOT), and the United States Department of Treasury. The Interagency Working Group analyzed and advised that policy surrounding the social cost of carbon must be implemented based on global impacts instead of domestic.[48] Support for this expansion in scope stems from theories that climate change may lead to global migration and political and environmental destabilization that affects both the national security and economy of the United States, as well as its allies and trading partners.[13] The social cost of carbon In the United States Government should be seen as a way to continuously update estimates with an end goal of public and scientific approval in order to make efficient environmental policy.[49]

The price being set for the social cost of carbon is dependent upon the administration in charge. While Obama was in office, the administration paved the way for the first estimate of putting a price on carbon emissions. The administration estimated that the cost would be $36 per tonne in 2015, $42 in 2020, and $46 in 2025.[15]

The Trump administration estimated between $1–$7 in economic damage in 2020. Trump's Executive Order 13783 mandated that SCC estimates be calculated based on guidelines from the 2003 OMB Circular A-4, rather than guidelines based on more recent climate science.[50]

In November 2022, the EPA issued an estimate of $190 per tonne for 2020,[51] and published a detailed methodology.[52]

Criticism

The SCC has been criticised as being extremely uncertain, having to change over time and according to the level of emissions, and is claimed to be useless to policymakers as the Paris Agreement has a goal of 2 °C temperature rise.[53]

Calculating the SCC brings about a degree of uncertainty particularly due to unknown future economic growth and socioeconomic development paths. Societal preferences over development, international trade, and the potential for technological innovation, as well as national preferences regarding energy development should be taken into account. The discount rate, damage and pending climate system response also contribute to uncertainty.

Furthermore, the figures produced from the SCC cause calculations to be produced on a range with the most commonly utilised number being the central case value (an average over the entire data set at a given discount rate). The SCC is no longer used for policy appraisal in the UK[54] or the EU.

History

The concept of a social cost of carbon was first mooted by the Reagan administration of the United States in 1981. Federal agencies such as the Environmental Protection Agency and Department of Transportation began to develop other forms of social cost calculations from carbon during the George H. W. Bush administration. Furthermore, economic social cost from carbon was judicially mandated in cost-benefit analysis for new policy in 2008 following a decision by a federal appellate court. The year following in 2009 there was a call for a uniform calculation of social cost from carbon to be utilised by the government.[55]

The UK government has not used the SCC since 2009. The UK government has estimated social cost of carbon since 2002, when a Government Economic Service working paper Estimating the social cost of carbon emissions suggested £19/tCO2 within a range of £10 to £38/tCO2. This cost was set to rise at a rate of £0.27/tCO2 per year to reflect the increasing marginal cost of emissions. In 2009 the UK government conducted a review of the approach taken to developing carbon values. The conclusion of the review was to move to a "target-consistent‟ or "abatement cost" approach to carbon valuation rather than a "social cost of carbon" (SCC) approach.[56] Following a cross-government review during 2020 and 2021, UK carbon valuation are further updated to reflect consistency to the global 1.5 °C goal and its domestic targets.[57]

See also

References

Sources

Notes and References

  1. Book: 2007 . 20.6 Global and aggregate impacts; 20.6.1 History and present state of aggregate impact estimates . Perspectives on climate change and sustainability . Climate Change 2007: Impacts, Adaptation and Vulnerability. Contribution of Working Group II to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change . M.L. Parry . Cambridge University Press . Yohe, G.W. . 2011-10-12 . etal . etal . https://web.archive.org/web/20111107145417/http://www.ipcc.ch/publications_and_data/ar4/wg2/en/ch20s20-6.html . 2011-11-07 . dead.
  2. Web site: Social Cost of Carbon 101. 2020-08-25. Resources for the Future. en-US.
  3. Web site: What is the social cost of carbon? . 2023-12-15 . Brookings . en-US.
  4. Book: IPCC . Climate Change 2022: Mitigation of Climate Change. Contribution of Working Group III to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change . Cambridge University Press . 2022 . Cambridge, UK and New York, NY, US . 37 . Summary for Policymakers.
  5. Web site: Cordeau . Hugo . 2023-06-06 . The social cost of carbon . 2023-12-15 . Canada's National Observer . en.
  6. News: Milman . Oliver . 2024-05-17 . Economic damage from climate change six times worse than thought – report . 2024-05-18 . The Guardian . en-GB . 0261-3077.
  7. Web site: 2023-10-30 . Price . 2024-05-18 . Carbon Pricing Dashboard . en.
  8. Web site: EPA Report on the Social Cost of Greenhouse Gases: Estimates Incorporating Recent Scientific Advances .
  9. News: Milman . Oliver . 2024-05-17 . Economic damage from climate change six times worse than thought – report . 2024-05-18 . The Guardian . en-GB . 0261-3077.
  10. News: The many prices of carbon dioxide . 2024-05-18 . The Economist . 0013-0613.
  11. Nordhaus . William D. . 2017-02-14 . Revisiting the social cost of carbon . Proceedings of the National Academy of Sciences . en . 114 . 7 . 1518–1523 . 10.1073/pnas.1609244114 . free . 0027-8424 . 5321009 . 28143934. 2017PNAS..114.1518N .
  12. Greenstone, Michael, Elizabeth Kopits, and Ann Wolverton. Estimating the Social Cost of Carbon for Use in U.S. Federal Rulemakings a Summary and Interpretation. Cambridge, Mass: National Bureau of Economic Research, 2011. Print.
  13. Book: Valuing Climate Damages: Updating Estimation of the Social Cost of Carbon. The National Academies Press. 2017. Washington DC. 9.
  14. News: Plumer . Brad . 2018-08-23 . Trump Put a Low Cost on Carbon Emissions. Here's Why It Matters. . en-US . The New York Times . 2023-04-03 . 0362-4331.
  15. Web site: Interagency Working Group on Social Cost of Greenhouse Gases, United States Government . 2016 . Technical Support Document: Technical Update of the Social Cost of Carbon for Regulatory Impact Analysis Under Executive Order 1286 . 2022-03-12.
  16. Kopp. Robert E.. Mignone. Bryan K.. 2012-12-01. The U.S. Government's Social Cost of Carbon Estimates after Their First Two Years: Pathways for Improvement. Economics: The Open-Access, Open-Assessment e-Journal. en. 6. 1. 10.5018/economics-ejournal.ja.2012-15. 154795768. 1864-6042. free.
  17. Book: Dasgupta, Partha . Human Well-Being and the Natural Environment . Oxford University Press . 2001 . Oxford, UK.
  18. Web site: Q&A: The social cost of carbon. 2017-02-14. Carbon Brief. en. 2019-11-07.
  19. Web site: Discounting disentangled: an expert survey on the determinants of the long-term social discount rate. May 2015. en. 2020-05-31.
  20. News: Discount rates: A boring thing you should know about (with otters!). 2012-09-24. Grist. 2017-04-28. en-US.
  21. Web site: Expert Consensus on the Economics of Climate Change. December 2015. en. 2020-05-31.
  22. Web site: World Bank . ETS & Carbon Taxes . https://web.archive.org/web/20230322083837/https://carbonpricingdashboard.worldbank.org/map_data . 22 March 2023 . 3 April 2023 . Carbon Pricing Dashboard.
  23. Kikstra . Jarmo S. . Waidelich . Paul . Rising . James . Yumashev . Dmitry . Hope . Chris . Brierley . Chris M. . 2021-09-06 . The social cost of carbon dioxide under climate-economy feedbacks and temperature variability . Environmental Research Letters . en . 16 . 9 . 094037 . 2021ERL....16i4037K . 10.1088/1748-9326/ac1d0b . 1748-9326 . free.
  24. Rennert . Kevin . Errickson . Frank . Prest . Brian C. . Rennels . Lisa . Newell . Richard G. . Pizer . William . Kingdon . Cora . Wingenroth . Jordan . Cooke . Roger . Parthum . Bryan . 4 . 1 September 2022 . Comprehensive Evidence Implies a Higher Social Cost of CO2 . Nature . 610 . 7933 . 687–692 . 10.1038/s41586-022-05224-9 . 9605864 . 36049503 . 252010506.
  25. Ricke . Katharine . Drouet . Laurent . Caldeira . Ken . Tavoni . Massimo . 2018 . Country-level social cost of carbon . Nature Climate Change . en . 8 . 10 . 895–900 . 10.1038/s41558-018-0282-y . 2018NatCC...8..895R . 1758-6798 . 11311/1099986 . 135079412 . free.
  26. 2019. Wang, P.. Deng, X.. Zhou, H.. Yu, S.. Estimates of the social cost of carbon: A review based on meta-analysis. Journal of Cleaner Production. 209. 1494–1507. Journal of Cleaner Production 209 (2019) 1494-1507. 10.1016/j.jclepro.2018.11.058. 158145495.
  27. News: Why do carbon dioxide emissions weigh more than the original fuel? . 31 May 2020.
  28. Anthoff. David. Emmerling. Johannes. 2019-03-02. Inequality and the Social Cost of Carbon. Journal of the Association of Environmental and Resource Economists. 6. 2. 243–273. 10.1086/701900. 55480120. 2333-5955. 10419/145024. free.
  29. Book: Chen. D.B.. Van Der Beek . J. . Cloud . J. . Hypothesis for a Risk Cost of Carbon: Revising the Externalities and Ethics of Climate Change . 2019 . Understanding Risks and Uncertainties in Energy and Climate Policy . https://link.springer.com/content/pdf/10.1007%2F978-3-030-03152-7_8.pdf . 183–222 . 10.1007/978-3-030-03152-7_8 . 978-3-030-03151-0 . 158251793.
  30. Matsuo. T.. Schmidt. T.S.. 2019. Managing tradeoffs in green industrial policies: The role of renewable energy policy design. World Development. 122. 11–26. 10.1016/j.worlddev.2019.05.005. 20.500.11850/345073. 181368579. free.
  31. Newbery . D.M. . Reiner . D.M. . Ritz . R.A. . 2019 . The political economy of a carbon price floor for power generation . The Energy Journal . 40 . 1–24 . 10.5547/01956574.40.1.dnew . 54049797.
  32. Book: Sroufe, Robert . Integrated Management: How Sustainability Creates Value for Any Business . Emerald Publishing . 2018 . 20 . 10.1108/9781787145610 . 978-1-78714-562-7 . 36370966 .
  33. Yang . Pu . Yao . Yun-Fei . Mi . Zhifu . Cao . Yun-Fei . Liao . Hua . Yu . Bi-Ying . Liang . Qiao-Mei . Coffman . D'Maris . Wei . Yi-Ming . November 2018 . Social cost of carbon under shared socioeconomic pathways . Global Environmental Change . 53 . 225–232 . 10.1016/j.gloenvcha.2018.10.001 . 158392152.
  34. Web site: Portfolio . Behavioural and Social Sciences at Nature . 2018-09-26 . Country-level social cost of carbon . 2023-03-30 . Behavioural and Social Sciences at Nature Portfolio . en.
  35. Yang . Pu . Mi . Zhifu . Coffman . D'Maris . Cao . Yun-Fei . Yao . Yun-Fei . Li . Jinkai . 2021-09-01 . The impact of climate risk valuation on the regional mitigation strategies . Journal of Cleaner Production . en . 313 . 127786 . 10.1016/j.jclepro.2021.127786 . 236241575 . 0959-6526.
  36. Yang . Pu . Mi . Zhifu . Coffman . D'Maris . Cao . Yun-Fei . Yao . Yun-Fei . Li . Jinkai . 2021-09-01 . The impact of climate risk valuation on the regional mitigation strategies . Journal of Cleaner Production . en . 313 . 127786 . 10.1016/j.jclepro.2021.127786 . 236241575 . 0959-6526.
  37. Web site: The latest political skirmish over the carbon tax left out the most important facts .
  38. Web site: 2023-04-20 . Social cost of greenhouse gas emissions . 2023-12-12 . www.canada.ca . The updated estimates herein are identical to those adopted by the U.S. EPA in their draft technical update, converted to Canadian currency in constant 2021 dollars..
  39. News: Biden is hiking the cost of carbon. It will change how the U.S. tackles global warming.. Eilperin. Juliet. Dennis. Brady. 2021-02-26. The Washington Post. 2021-02-26. en-US.
  40. Web site: agencies. Guardian staff and. 2022-02-12. Trump-appointed judge blocks Biden administration climate metric. 2022-02-13. the Guardian. en.
  41. News: Langford . Cameron . Fifth Circuit: Biden administration can quantify costs of harmful emissions . 30 March 2022 . Courthouse News . 17 March 2022.
  42. News: Trump Put a Low Cost on Carbon Emissions. Here's Why It Matters.. Plumer. Brad. 2018-08-23. The New York Times. 2019-11-07. en-US. 0362-4331.
  43. . 1993-10-04 . Executive Order 12866 of September 30, 1993 . live . 2021-11-04 . 58 . 190 . National Archives. https://web.archive.org/web/20221217045605/https://www.archives.gov/files/federal-register/executive-orders/pdf/12866.pdf . 2022-12-17 .
  44. Carleton. Tamma. Greenstone. Michael. January 2021. Updating the United States Government's Social Cost of Carbon. Energy Policy Institute at the University of Chicago. 50.
  45. Book: United States. Government Accountability Office . Regulatory impact analysis, development of social cost of carbon estimates : report to congressional requesters. . 2014 . 889323745.
  46. U.S. Government Accountability Office. July 2014. Development of Social Cost of Carbon Estimates. Regulatory Impact Analysis. 36.
  47. United States Government. February 2021. Technical Support Document: Social Cost of Carbon, Methane, and Nitrous Oxide Interim Estimates under Executive Order 13990. Interim Estimates Under Executive Order 13990. 48.
  48. Ackerman. Frank. Stanton. Elizabeth. April 4, 2012. Climate Risks and Carbon Prices:Revising the Social Cost of Carbon. Economics: The Open-Access, Open-Assessment e-Journal. 6. 25. 10.5018/economics-ejournal.ja.2012-10. 3645992. free. 10419/49935. free.
  49. Metcalf. Gilbert. Stock. James. March 11, 2017. Integrated Assessment Models and the Social Cost of Carbon: A Review and Assessment of U.S. Experience. The University of Chicago Press. 11. 80–99. 10.1093/reep/rew014.
  50. Web site: Executive Office of the President. 2017-03-31. Promoting Energy Independence and Economic Growth . live . https://web.archive.org/web/20170331114448/https://www.federalregister.gov/documents/2017/03/31/2017-06576/promoting-energy-independence-and-economic-growth#p-39 . March 31, 2017 . 2021-11-04 . .
  51. Web site: Matthews . Dylan . 22 December 2022 . The tricky business of putting a dollar value on a human life . 22 December 2022 . Vox.
  52. Supplementary Material for the Regulatory Impact Analysis for the Final Rulemaking, "Standards of Performance for New, Reconstructed, and Modified Sources and Emissions Guidelines for Existing Sources: Oil and Natural Gas Sector Climate Review".
  53. Web site: The social cost of carbon; it's time to kill it. 2018-12-04. Cambridge Econometrics. en-GB. 2019-11-07.
  54. Web site: Carbon valuation. GOV.UK. en. 2019-11-07.
  55. Web site: The true cost of carbon pollution. 2020-08-25. Environmental Defense Fund. en.
  56. Web site: Carbon valuation in UK policy appraisal: a revised approach . 2023-03-30 . GOV.UK . en.
  57. Evans . Stuart . Knoedler-Thoma . Fabian . Mortlock . Christian . Thomas . Kansy . Dietz . Simon . Fankhauser . Sam . September 2021 . Carbon values literature review . BEIS Research Paper Number: 2021/049.