Insee Analyses ·
November 2024 · n° 98
Can the climate be taken into account in the national accounts ? Climate-adjusted net savings are negative in France
Greenhouse gases (GHG) emissions have implicit costs that do not appear in the usual macroeconomic indicators. These implicit costs cover both the damage induced by climate change and the cost of decarbonizing production to avoid even greater future damage.
Previous studies have focused on how to take these phenomena into account in a national accounting framework. This document is INSEE's contribution to this research agenda. At this stage, the aim is not to establish a new framework for recurrent statistical production, but to sketch out a possible way forward, which could feed into the methodological debate and evolve with it.
In the augmented national accounts approach proposed here, recognition of the implicit cost, while not altering the measurement of gross domestic product (GDP), leads to a downward revision of the measurement of the net domestic product (NDP). This adjustment is representative of the effects of resident emissions on the depletion of “climate capital” and the reduction of the “carbon budget”. It is estimated at 4.1% for France in 2023 (5.5% when accounting for the effects of global warming on health and mortality). However, given the decline in resident emissions, this downward adjustment becomes less significant as the years go by: the growth in volume of the adjusted domestic net product (ANDP) was 0.3 points higher in 2023 than that of the usual NDP.
France's net savings, which measure the value of current income bequeathed to future generations, are also adjusted downwards by the recognition of the cost implicit in GHG emissions. It has thus been negative in recent years, and is estimated at -133 billion euros in 2023, indicating a lack of sustainability of the current activity. The total remaining discounted cost of decarbonizing the economy is estimated at 929 billion euros.
- Greenhouse gases emissions that can be shown in the national accounts
- GHG emissions harm “climate capital” and deplete the “carbon budget”
- Damage valued at almost 70 billion euros in 2023 with a broad margin of uncertainty
- France imports twice as much climate damage as it exports
- In 2023, emissions resulted in the consumption of 57 billion euros of the carbon budget
- The net domestic product adjusted for French GHG emissions was 4.1% lower than the net domestic product in 2023
- Growth adjusted by the reduction in emissions has increased by 0.3 points
- Adjusted net savings have been negative in recent years and remained so in 2023
- Cumulative emissions have been below SNBC 2 targets since 2018
- The total remaining discounted cost of decarbonising the economy is estimated at 929 billion euros
- France’s retrospective “climate responsibility” can also be estimated at 7,000 billion euros, a figure subject to strong assumptions
- Experimental statistics characterised by significant uncertainty
Warning: The valuations presented are based on forward-looking factors that involve significant uncertainties. They should be regarded as indicative orders of magnitude.
Greenhouse gases emissions that can be shown in the national accounts
The provision of carbon accounts as part of the augmented national accounts programme allows for the production of new indicators addressing issues that have thus far been ignored by standard indicators within the national accounts. This study therefore describes indicators taken from the national accounts that have been adjusted for costs incurred in connection with greenhouse gases emissions (GHG).
In 2023, France’s economic activities generated 403 megatons of GHG emissions in carbon dioxide equivalent (Mt CO2 eq) [Baude and Larrieu, 2024], while its carbon footprint was 644 Mt CO2 eq (figure 1). Globally, GHG emissions amounted to 53 gigatons of CO2 equivalent (Gt CO2 eq). They result in two types of cost. On the one hand, there are costs associated with climate damage, which can in particular affect productivity, employment and the value of assets such as present and future agricultural yields. These costs also include those incurred in adapting agents to the consequences of climate change. On the other hand, costs are incurred in connection with the need to decarbonise the economy, largely resulting from policies aimed at limiting emissions.
tableauFigure 1 – Greenhouse gases (GHG) emissions in France and globally
| GHG emissions | 2018 | 2019 | 2020 | 2021 | 2022 | 2023 |
|---|---|---|---|---|---|---|
| Emissions by resident economic units (France, Mt CO2 eq) |
475 | 464 | 416 | 440 | 427 | 403 |
| Territorial emissions - inventory in SNBC format (Mt CO2 eq) | 439 | 429 | 389 | 412 | 396 | 373 |
| Carbon Budget based on SNBC 2 (Gt CO2 eq) | 8.1 | 7.7 | 7.2 | 6.9 | 6.4 | 6.0 |
| Carbon Meter (Mt CO2 eq) | -18 | -31 | -77 | -87 | -100 | -123 |
| Footprint (France, Mt CO2 eq) | 704 | 691 | 620 | 666 | 671 | 644 |
| Cumulative footprint since 1850 (Gt CO2 eq) | 37.2 | 37.9 | 38.6 | 39.2 | 39.9 | 40.5 |
| Global emissions (Gt CO2 eq) | 51.0 | 51.3 | 49.3 | 51.6 | 52.0 | 53.0 |
- Notes: The inventory accounts for GHG emissions generated on French territory. Emissions by resident economic units are higher, as they also include some emissions generated abroad, in particular for air or maritime transportation operated by resident companies. In 2018, the carbon budget is the sum of the territorial emissions targets agreed by the French national low-carbon strategy (stratégie nationale bas carbone – SNBC 2), extrapolated to 2050. It reduces in step with territorial emissions. The carbon meter is the total cumulative difference between the inventory and the SNBC emissions targets since 2018. The footprint corresponds to global emissions induced by the French final demand. These values are expressed in tons of CO2 equivalent. In other words, they include CO2 and other greenhouse gases, accounted for as equivalent to CO2 in terms of their warming capacity. The cumulative footprint since 1850 is the cumulative total of annual CO2 footprints in France from 1850 to the current year. Unlike other values, it is expressed in tons of CO2 since it only concerns CO2 emissions and not other greenhouse gases.
- Reading note: In 2023, France’s carbon footprint was 644 Mt CO2 eq, compared with total global emissions of 53.0 Gt CO2 eq.
- Sources: INSEE, Eurostat, Citepa, Customs, OECD, INSEE-SDES processing 2024; EDGAR, SNBC, Global Carbon Budget, INSEE calculations.
Both types of costs co-exist now and will continue to do so in the future. Augmented accounting therefore seeks to take account of both phenomena. However, it is important to note that some of these costs are already included in the indicators used for the national accounts. This means that the market price valuation of assets includes future losses or gains resulting from climate damage, in so far as the economic actors are able to anticipate these. For example, the market value of a vineyard exposed to an increased risk of drought may be affected today. Likewise, the announcement of limitations on GHG emissions, such as a ban on the sale of petrol and diesel vehicles, reduces the value of companies that generate emissions, which are not prepared for these limitations. Furthermore, the gross domestic product indicator does a good job of capturing certain types of damage linked to global warming where these manifest as lower production.
However, even where they are implicitly taken into account in the usual national accounts, the costs incurred in connection with emissions are neither visible nor separable. In addition, the production, income and savings indicators for the current period do not reflect the fact that the emissions reduce the wealth bequeathed to subsequent generations. In other words, this means that the net domestic product, net income and net savings are overestimated in the usual accounts. This approach therefore aims to make these implicit costs visible, resulting in a change in the manner in which current net production and net savings indicators are measured, and, in doing so, modify the contribution made by savings to wealth trends. The indicators are then considered to have been “adjusted” by that contribution.
No other costs are taken into consideration, even implicitly, in the measures of gross production and wealth in the usual national accounts. These relate to damage affecting products or assets falling outside of the standard coverage of the national accounts, in particular those with a direct impact on the health and mortality of households. The indicators that include these costs can also be calculated and are therefore referred to as “extended”.
GHG emissions harm “climate capital” and deplete the “carbon budget”
GHG emissions mostly impact future activities. On the one hand, the carbon inventory accumulated in the atmosphere causes damage. It harms the “climate capital” and therefore the economic services that the climate provides to industries dependent on it. On the other hand, new emissions observed during the current year result in the strengthening of mitigation policies in the following years, further restricting production methods in order to meet decarbonisation targets. Such policies then take the form of a “carbon budget” allocated to economic agents, which consists of authorised cumulative emissions that reduce each year in line with new emissions.
The synthetic indicators presented here equate the effect of the emissions to capital consumption, resulting in net indicators that are adjusted for this consumption. Indicators of this type are already included in the national accounts: in relation to gross domestic product or gross savings, net domestic product and net savings are obtained by subtracting the consumption of fixed capital from each of the gross indicators. This corresponds to the obsolescence and wear and tear of capital occurring during the period under consideration (the year in the case of the national accounts).
With augmented accounting, the same reasoning can be applied to climate capital and the carbon budget: these are depleted by GHG emissions, which accounts for future production. The net domestic product for GHG emissions, in turn impacts, with the reduction of the climate capital and the consumption of the carbon budget, provides a more accurate measure of the country’s activity. Unlike traditional metrics, it explicitely incorporates resource depletion, an aspect previously overlooked. Likewise, adjusted net savings reflect the amount that is actually still available to the economy once all consumption has been taken into consideration: that associated with final demand and that linked to wealth. From this perspective, negative savings indicate a lack of sustainability: current production is not sufficient, relative to consumption, to maintain the current level of assets.
Damage valued at almost 70 billion euros in 2023 with a broad margin of uncertainty
The above-mentioned principles must face a major challenge: valuation. Within the standard framework of the national accounts, valuation is based on the observation of market or transaction prices (methods). If such markets or transactions do not exist or cannot be observed, other methods must be used to value climate capital and the carbon budget.
Numerous studies have sought to estimate a value on the carbon in the atmosphere by quantifying the costs of the damage it causes. They aim to identify the various consequences of these emissions, focusing primarily on global warming, and to assign a monetary value to the damage that they cause. In doing so, they estimate the social cost of carbon (methods). The US government has launched a series of studies, summarised by Ouvrir dans un nouvel ongletRennert et al. (2022), which estimate that one ton of CO2 equivalent (t CO2 eq) generated in 2020 cost the world around 172 euros in 2023 (figure 2). However, another essential takeaway from this study is the quantification of the uncertainty surrounding this cost, which can vary from 40 euros/t CO2 eq to 376 euros/t CO2 eq depending on the modelling assumptions used.
tableauFigure 2 – Social cost of carbon and value of climate action (VCA)
| Carbon price | 2018 | 2019 | 2020 | 2021 | 2022 | 2023 |
|---|---|---|---|---|---|---|
| Social cost of carbon | 146 | 149 | 154 | 157 | 162 | 172 |
| Within the GDP boundary | 77 | 78 | 81 | 82 | 85 | 90 |
| Outside of the GDP boundary | 70 | 71 | 73 | 75 | 77 | 82 |
| Value of Climate Action (VCA) | 109 | 115 | 124 | 131 | 141 | 154 |
- Notes: The social cost of carbon is estimated based on Ouvrir dans un nouvel ongletRennert et al. (2022). It changes in line with inflation and takes account of the greater or lesser remoteness of future damage (methods). The figure for the VCA for 2023 is taken from Ouvrir dans un nouvel ongletQuinet (2019). It changes in line with inflation and according to Hotelling’s rule with a discount rate of 4.5% (methods).
- Reading note: In 2023, the social cost of a ton of carbon emitted amounted to 172 euros, with the component falling within the GDP boundary amounting to 90 euros. The Value of Climate Action amounted to 154 euros.
- Coverage: Global for the social cost, France for the VCA.
Some of the damage associated with carbon emissions goes further production as measured by GDP and is not classified as economic activity. In particular, the effects of rising temperatures on human health and mortality are now well documented [Ouvrir dans un nouvel ongletVicedo-Cabrera et al., 2021]. The social cost estimate proposed by Ouvrir dans un nouvel ongletRennert et al. (2022) separates out this component, valuing it at 82 euros/t CO2 eq in 2023. Unlike the other components of the social cost of carbon, which reflect the potential damage to the economy (in particular agricultural yields, energy production or destruction of property as a result of rising sea levels), the effects on health and mortality are typically excluded from the national accounts. As a result, the social cost component that falls “within the GDP production boundary” (90 euros/t CO2 eq in 2023) will therefore be considered separately from the component that falls “outside of the GDP production boundary” (82 euros/t CO2 eq).
If we value the social cost of carbon on this basis, French emissions – emissions by resident units – during 2023 would have reduced global climate capital by 36 billion euros for the component falling within the production boundary (figure 3). In addition to this reduction, the effect of French emissions on the health and mortality of the world’s population amounts to 33 billion euros, giving a total of almost 70 billion euros.
tableauFigure 3 – Contribution of emissions to the adjustment of NDP and net savings
| Contributions and aggregated and extended indicators | 2018 | 2019 | 2020 | 2021 | 2022 | 2023 |
|---|---|---|---|---|---|---|
| Global damage linked to French emissions | 70 | 69 | 64 | 69 | 69 | 69 |
| Within the GDP production boundary (A) | 37 | 36 | 34 | 36 | 36 | 36 |
| Outside of the GDP production boundary (AH) | 33 | 33 | 30 | 33 | 33 | 33 |
| Global damage linked to France’s carbon footprint | 104 | 103 | 96 | 104 | 109 | 111 |
| Within the GDP production boundary | 54 | 54 | 50 | 55 | 57 | 58 |
| Outside of the GDP production boundary | 49 | 49 | 45 | 50 | 52 | 53 |
| Damage in France linked to global emissions | 225 | 230 | 229 | 243 | 254 | 274 |
| Within the GDP production boundary (B) | 118 | 120 | 120 | 127 | 133 | 144 |
| Outside of the GDP production boundary (BH) | 107 | 109 | 109 | 116 | 121 | 131 |
| Consumption of the carbon budget (C) | 48 | 49 | 48 | 54 | 56 | 57 |
| Aggregated and extended indicators | ||||||
| Net domestic product (NDP) | 1,951 | 2,010 | 1,882 | 2,047 | 2,153 | 2,294 |
| Adjusted net domestic product (ANDP), (NDP-(A+C)) | 1,867 | 1,924 | 1,800 | 1,957 | 2,061 | 2,200 |
| Extended ANDP, (ANDP-AH) | 1,833 | 1,892 | 1,770 | 1,924 | 2,028 | 2,167 |
| Net savings (NS) | 111 | 148 | 48 | 129 | 89 | 68 |
| Adjusted net savings (ANS), (NS-(B+C)) | -55 | -21 | -120 | -52 | -100 | -133 |
| Extended ANS (ANS-BH) | -162 | -130 | -229 | -168 | -221 | -264 |
- Notes: The figures shown in this table result from the authors’ calculations and rely on previous tables. The valuation of the damage caused in France by global emissions is based on its share of global GDP, which amounts to 3%. These are orders of magnitude that may be considerably altered with the use of more precise sources seeking to evaluate damage specific to France. The extended ANDP and ANS also consist in reducing them for damage occurring outside of the GDP production boundary.
- Reading note: French emissions (inventory) and the consumption of the carbon budget led to a downward adjustment of the NDP (of 36 and 57 billion euros, respectively) in 2023, taking it from 2,294 billion to 2,200 billion. Global emissions and the consumption of the carbon budget resulted in a reduction in net savings (NS) of 144 and 57 billion respectively, bringing the total from +68 to -133 billion euros.
- Sources: INSEE, Eurostat, Citepa, Customs, OECD, INSEE-SDES processing 2024; EDGAR, SNBC, Global Carbon Budget, INSEE calculations.
France imports twice as much climate damage as it exports
The damage valuations set out above reflect the global impact of emissions tied to France's economic activity. The damage incurred by France as a result of global emissions (including those generated in France) can also be assessed in the same way. The studies by Ouvrir dans un nouvel ongletRennert et al. (2022) do not look at the social cost of the damage for France in isolation, but this can be approximated by assuming that it is proportional to the economic weight of France (around 3% of global GDP). If we apply this cost to the 53 Gt CO2 eq emitted into the atmosphere in 2023 worldwide, the damage caused to France by these global emissions in 2023 can be estimated at 144 billion euros (figure 3). This estimate could be refined by basing it on a more precise examination of the consequences of global warming for the French situation. However, we expect this approach to show that France “imports” around twice as much damage as it exports. Its economy is actually relatively low carbon [Bourgeois et al., 2022] and more developed than the average, which implies that the economic damage suffered is potentially even greater.
In 2023, emissions resulted in the consumption of 57 billion euros of the carbon budget
The social cost of carbon is estimated on the basis of projected population change, economic activity and emissions trajectories, which take into account in particular the implementation of mitigation policies aimed at limiting them. These policies are not without cost: they may involve encouraging or forcing companies to change their production methods or to develop less carbon-intensive products, or encouraging sufficiency. In this study, the impact of such policies is summarised by the existence of a global limit on emissions that must not be exceeded, referred to as the “carbon budget”. This is established on the basis of the emissions targets set out in the national low-carbon strategy, known as “SNBC 2”, adopted in 2020, and then reduced each year by the emissions observed (methods). Emissions generated today reduce the room for manoeuvre with regard to future emissions and therefore involve an implicit cost in addition to that of the damage caused.
The concept allowing the cost of decarbonisation actions to be assessed is the “value of climate action” (VCA). In France, the Quinet committee therefore defines the VCA as “the value, for the community, of initiatives delivering on the net zero GHG emissions target” [Ouvrir dans un nouvel ongletQuinet, 2019]. The VCA is established with reference to emissions targets and makes it possible to assign a value to emissions avoided for a private or public investor (methods). More precisely, the value of climate action is not a fixed price, but a price trajectory. In principle, this follows Hotelling’s rule, which governs price changes for a limited resource, in this case the carbon budget. This rule stipulates that prices increase in line with the discount rate, which reflects the growing cost of decarbonisation. The depletion of the carbon budget as a result of carbon emissions in the current year therefore narrows future decarbonisation policies.
Based on the VCA estimated by the Quinet committee (around 154 euros/t CO2 eq in 2023, figure 2), by reducing the carbon budget, thereby making future mitigation policies more restrictive, carbon emissions reduced the value of the economy’s assets by 57 billion euros in 2023 (figure 3). This price is applied to regional emissions (inventory in SNBC format) in line with the emissions targets set out in SNBC 2 (methods). Such an estimation could be reviewed alongside the updates announced for the VCA and the SNBC.
The net domestic product adjusted for French GHG emissions was 4.1% lower than the net domestic product in 2023
The total cumulative cost of the damage (deterioration of the climate) and mitigation policies (depletion of the carbon budget) brought about by French emissions reached 94 billion euros in 2023 (figure 3). This total includes 36 billion of in global damage caused by French emissions and 57 billion of consumption of the carbon budget. The net domestic product adjusted for GHG emissions (ANDP) amounted to 2,200 billion euros in 2023, compared with 2,294 billion for net domestic product. In other words, it was 4.1% lower. From a conceptual point of view, this adjusted indicator provides a measure of current domestic production from which the implicit costs incurred in connection with the emissions accompanying this current production and compromising future production are deducted. In addition to these costs, the damage to health and mortality is not taken into account in the national accounts. The extension to include this dimension has the effect of reducing the ANDP by an additional 33 billion, resulting in a figure of 2,167 billion for 2023, or 5.5% less than the usual net domestic product.
Growth adjusted by the reduction in emissions has increased by 0.3 points
Given the gradual decline in resident emissions, the downward adjustment of net domestic product becomes less significant as the years go by. At the same time, economic growth is continuing its trend. The nature of this decoupling of economic activity and emissions explains why the ANDP has increased more than the NDP in recent years, since 2018. 2023 in particular saw a fall in France’s GHG emissions. This reduction in the volume of emissions resulted in a decrease in their annual cost and therefore a boost to the ANDP in terms of volume. The growth of the ADNP in terms of volume then settled at 1.5%, a boost of 0.3 points (figure 4).
tableauFigure 4 – Growth differential between NDP and ANDP (in volume terms)
| Volume indicators | 2019 | 2020 | 2021 | 2022 | 2023 |
|---|---|---|---|---|---|
| ANDP | 0.19 | 0.06 | 0.08 | 0.22 | 0.31 |
| Extended ANDP | 0.31 | 0.10 | 0.13 | 0.37 | 0.51 |
| NDP growth (as a %) | 1.79 | -9.06 | 7.48 | 1.90 | 1.15 |
- Notes: The figures shown in this table result from the authors’ calculations and rely on previous tables. The growth of the ANDP and the extended ANDP in volume terms is estimated by fixing their constituent prices at the initial date and only considering their changes in volume terms.
- Reading note: In 2023, the NDP increased in volume by 1.15%. The ANDP increased in volume by 0.31 points more than the NDP. The extended ANDP increased by 0.51 points more than the NDP.
- Coverage: France.
- Sources: INSEE, Eurostat, Citepa, Customs, OECD, INSEE-SDES processing 2024; EDGAR, SNBC, Global Carbon Budget, INSEE calculations.
graphiqueFigure 4 – Growth differential between NDP and ANDP (in volume terms)

- Notes: The figures shown in this table result from the authors’ calculations and rely on previous tables. The growth of the ANDP and the extended ANDP in volume terms is estimated by fixing their constituent prices at the initial date and only considering their changes in volume terms.
- Reading note: In 2023, the NDP increased in volume by 1.15%. The ANDP increased in volume by 0.31 points more than the NDP. The extended ANDP increased by 0.51 points more than the NDP.
- Coverage: France.
- Sources: INSEE, Eurostat, Citepa, Customs, OECD, INSEE-SDES processing 2024; EDGAR, SNBC, Global Carbon Budget, INSEE calculations.
Adjusted net savings have been negative in recent years and remained so in 2023
National savings are defined as the difference between national income and total national consumption. Net savings in the usual sense are equal to savings less fixed capital consumption. Like net domestic product, net savings can be adjusted taking account of the consumption of climate capital and the depletion of the carbon budget. However, unlike domestic product, national savings are not affected by the depletion of climate capital as a result of emissions generated on French territory, but by global emissions affecting France. Therefore, the adjustment made to calculate adjusted net savings (ANS) results in a decrease in net savings of 201 billion euros, giving a final figure of -133 billion euros (figure 3). These 201 billion euros represent the sum of 144 billion of damage in France linked to global emissions and 57 billion for consumption of the carbon budget, bringing the final figure to -133 billion.
The adjusted net savings have therefore been negative in recent years, particularly in 2023, even when limited to only taking account of damage within the GDP boundary (i.e. not taking account of the health effects). This illustrates the impoverishing effect of the depletion of carbon resources on the economy as a whole. This observation is even more negative with adjusted and extended net savings (-264 billion euros in 2023), which also include the loss of value caused by the future effects on health and mortality. The dissaving situation during these years indicates a deterioration of future living conditions that is not offset by the purely economic increase in the country’s wealth and therefore that economic activity, as it currently stands, is not sustainable.
Of course, when debating indicators of this type, it may appear incongruous to apply a monetary equivalent to dimensions that are essentially non-monetary, namely the threats posed by climate change to health and living conditions. However, this is the price that must be paid if we are to consider establishing a synthetic indicator.
Cumulative emissions have been below SNBC 2 targets since 2018
The above indicators provide an assessment of the current situation in the country. Information concerning emissions and footprints can also be used from the perspective of wealth by calculating three indicators that can be interpreted, in a specific sense for each, as approximating a certain concept of “climate debt”: a "carbon meter" comparing actual emissions against targets; an assessment of the future costs of decarbonisation; a retrospective estimate of the cost of the accumulated damage from past emissions, adjusted for carbon sink, not accounted for in these applications.
An initial approach compares the emissions generated year-on-year against the targets set by France's National Low Carbon Strategy, SNBC 2. The cumulative total of the deviations in emissions generated compared with their target therefore results in a “carbon meter” measuring intertemporal compliance with commitments, from a given date. In 2023, the cumulative emissions generated since 2018 were 123 Mt CO2 eq below the cumulative emissions targets (figure 1). This advance reduces the carbon stock in the atmosphere, resulting – all else being equal – in a lower figure for damage, assessed at a social cost of 21 billion euros (figure 5). Of course, this observation would involve different signs or orders of magnitude if calculated from an earlier baseline or using a different reference framework than the SNBC2.
tableauFigure 5 – Valuation of assets linked to carbon emissions
| Category | 2018 | 2019 | 2020 | 2021 | 2022 | 2023 |
|---|---|---|---|---|---|---|
| Deterioration of the climate linked to excess emissions - carbon meter | -3 | -5 | -12 | -14 | -16 | -21 |
| Within the GDP production boundary | -1 | -2 | -6 | -7 | -9 | -11 |
| Outside of the GDP production boundary | -1 | -2 | -6 | -6 | -8 | -10 |
| Retrospective climate responsibility (cumulative footprint) |
5,437 | 5,637 | 5,942 | 6,142 | 6,479 | 6,964 |
| Within the GDP production boundary | 2,848 | 2,953 | 3,113 | 3,217 | 3,394 | 3,648 |
| Outside of the GDP production boundary | 2,589 | 2,684 | 2,830 | 2,925 | 3,085 | 3,316 |
| Carbon Budget | 883 | 883 | 897 | 898 | 911 | 929 |
| in GDP points | 37 | 36 | 39 | 36 | 34 | 33 |
- Note: The figures shown in this table result from the authors’ calculations and are based on past figures.
- Reading note: When we look at 2023 in terms of social cost, the lower emissions achieved in respect of the targets are assessed at -21 billion euros of discounted damage, 11 billion of which is within the GDP production boundary and 10 billion outside of the GDP boundary. The cumulative carbon footprint since 1850, valued at the social cost of the current year, amounts to 6,964 billion euros for France’s climate responsibility in terms of discounted damage. The carbon budget is assessed at 929 billion euros in 2023.
- Coverage: France.
- Sources: INSEE, Eurostat, Citepa, Customs, OECD, INSEE-SDES processing 2024; EDGAR, SNBC, Global Carbon Budget, INSEE calculations.
The total remaining discounted cost of decarbonising the economy is estimated at 929 billion euros
By extending and cumulating the emissions targets as provided for today in the SNBC, France can still emit 6 Gt CO2 eq between now and 2050, the year in which the net zero emissions target is expected to be reached (figure 1). This budget can be considered as an asset that is being depleted as emissions are generated, but the value of which may increase due to the growth in the VCA. In 2023, this carbon budget amounted to 929 billion euros, estimated on the basis of the VCA. Assuming that the VCA correctly reflects the future costs of decarbonisation, this scale can also be interpreted as an implicit commitment: it represents the discounted total of the costs to be paid in the future in order to decarbonise the entire French economy in accordance with the commitments that have been made, with such costs being borne by public or private funds in the form of investment or ceasing consumption. This is the concept of climate commitment defined by Germain and Lellouch (2020).
The value of the carbon budget is purely indicative given the valuation uncertainties. Considering that it is estimated under the assumption of the optimal use of technologies [Ouvrir dans un nouvel ongletQuinet, 2019], it is likely that the estimated value of the carbon budget underestimates future expenditure on decarbonisation. In addition, if we wanted to update this indicator over time, any deviation from the emissions trajectory set by the SNBC targets, on the basis of which the VCA is established, should be accompanied by a re-estimation of the VCA and its trajectory in a strict application of climate policy aimed at offsetting excess emissions.
France’s retrospective “climate responsibility” can also be estimated at 7,000 billion euros, a figure subject to strong assumptions
Another approach is to consider the anthropogenic carbon stock in the atmosphere, for which France is responsible, from the beginning of the industrial era, given CO2 long atmospheric lifespan. This idea of responsibility can be applied to emissions generated within French's borders, as well as to those resulting from final consumption. From this perspective, it is more suitable to refer to the carbon footprint of the French economy. This includes foreign emissions resulting from French final demand (“imported” emissions), but excludes French emissions generated in response to final demand in other countries (“exported” emissions). It amounted to 644 Mt CO2 eq in 2023 [Baude and Larrieu, 2024], a significantly higher total than the 403 Mt CO2 eq of emissions by resident economic units (figure 1). Valued at the social cost in 2023, the total cost of the damage caused by the French carbon footprint was therefore 113 billion euros in 2023, reflecting its contribution to the degradation of global atmospheric capital (figure 3).
The cumulative carbon footprint of France since 1850 is estimated at 40.5 Gt CO2 eq (figure 1). Valued at the social cost of carbon, it amounts to 6,964 billion euros, thereby quantifying the global cost of the damage caused by all of these emissions (figure 5). This amount can be interpreted as a responsibility towards the whole world when it comes to climate, which would be retrospective in so far as it is based on past emissions. However, it does not take into account the effects of the cumulative emissions of other countries on the damage suffered by France itself. This is not a “climate debt” in so far as its value in euros can be reassessed on the basis of the change in the social cost, which reflects changes in emissions in other countries.
Experimental statistics characterised by significant uncertainty
The various indicators proposed here are based on recent conceptual advances in the national accounts aimed at adjusting and extending their coverage to take account of certain dimensions “beyond” GDP. In particular, the next revision of the System of National Accounts (SNA) will place greater emphasis on well-being and sustainability, including by recommending wider indicators "net" of capital consumption. This study takes this same approach, but differs from the improvements being made to the SNA by focusing on the costs of climate change. The introduction of two additional asset classes, “climate capital” and the “carbon budget”, provides visibility of their consumption and allows for the establishment of adjusted indicators that take good account of the cost of GHG emissions.
Like all progress, it is exploratory at this stage and subject to debate. In this respect, the proposed indicators are experimental statistics, established with reference to the standard indicators used for the national accounts, which allows us to demonstrate how the consideration of climatic sustainability changes the standard indicators.
In addition, all of the considerations presented here remain highly uncertain from a quantitative point of view. The emissions and carbon footprint figures for France are based on [Baude and Larrieu, 2024]. These findings are based on statistical observations and proven models and can therefore be considered as known with an adequate degree of precision. Conversely, the orders of magnitude of the adjustments to NDP and net savings could be heavily revised with more precise estimates of damage and the costs of mitigation policies, which are required to value emissions in monetary terms. In addition, looking beyond the issues surrounding the uncertainty of estimates, the cost of mitigation policies would be heavily revised in the event that these policies are amended and could even depend on the way in which they are formulated, via the establishment of emissions targets. Unlike standard national accounting indicators, which are based on observed transaction prices, the adjusted indicators lack this empirical foundation. The absence of market-based prices for climate damages and mitigation efforts inherently weakens their robustness compared to conventional economic metrics.
Methods
Carbon valuations
For rational economic players, the valuation of a given capital asset corresponds to the expected discounted sum of the future income flows that its possession will generate. It therefore depends on agents' expectations. An efficiently functioning market ensures that the price reflects all expectations. This is why the standard national accounting framework (Ouvrir dans un nouvel ongletESA 2010) recommends the use of market prices to value the economy's assets. However, there is no market that values climate capital, nor is there a global market for carbon emissions. Those set up by the European Union only cover a fraction of emissions and are compartmentalised between different sectors. What's more, they do not reflect the whole range of public decarbonisation policies.
There are two ways of valuing carbon in this study, corresponding to two complementary visions. Emissions valued at social cost quantify the cost of future damage. The estimates of the social cost are taken from the study by Ouvrir dans un nouvel ongletRennert et al (2022), itself commissioned by the US federal government (Interagency working group on the social cost of greenhouse gases). This estimate is based on emission scenarios anticipated by the Intergovernmental panel on climate change, using climate models and breaking down the various effects of global warming on different aspects such as agricultural production, rising sea levels, energy needs and the consequences for health and mortality. In doing so, they build up a chronicle of future damage expressed in monetary terms as a function of changes in temperatures and various physical phenomena. The social cost is then estimated as the discounted sum of these future damages. Ouvrir dans un nouvel ongletRennert et al (2022) present their estimates for the year 2020. Based on the underlying chronicles of damage, the estimates of their cost are re-evaluated in line with inflation and taking into account the fact that they become increasingly intense as the years go by, concomitant with temperature trends. The discount rate used to calculate the present value is 2%, which is the rate used in their study. In addition, they break down the damage according to its expected effects, making it possible to isolate those affecting the economy (i.e. within the GDP boundary) from those having an effect on health or mortality (outside the GDP boundary).
The effects of mitigation policies are valued at the value of climate action (VCA), estimated by the Quinet commission in 2019 [Ouvrir dans un nouvel ongletQuinet 2019]. This value is based on a logic that differs from that of damage assessment: it is ‘the monetary value that the community gives to actions that make it possible to avoid the emission of one ton of CO2 equivalent equivalent’. It is estimated with reference to climate policy objectives in the form of emission targets for a given timeframe: zero net emissions by 2050. In theoretical terms, these objectives can be summed up by the existence of a "carbon budget", which corresponds to the cumulative emissions that must not be exceeded. In this study, the carbon budget is defined as the cumulative emissions targets defined by the National low carbon strategy (SNBC 2) between 2018 and 2033, extended linearly to the objective of carbon neutrality in 2050. The carbon budget is set in 2018 and is consumed at the rate of territorial emissions recorded each year. Within this framework, the value of carbon evolves according to the Hotelling rule, i.e. at the rate of the public discount rate of 4.5%. The Quinet commission had dispensed with this rule in the early years in order to smooth the VCA obtained using previous estimates. Finally, the VCA used in this application is that proposed by the Quinet commission for 2023, i.e. €154/t CO2 eq in current euros, and is backdated to previous years using the Hotelling rule, applying a discount rate of 4.5% and taking account of price trends measured by the GDP price index.
Accounting augmented by two asset classes
The accounts are augmented here in the sense that two additional asset classes are introduced: "climate capital" and the "carbon budget". "Climate capital" produces climate services: its deterioration as a result of CO2 emissions reduces the value of the climate services it provides to other agents. The carbon budget is the cumulative emissions made possible by mitigation policies. Emitting sectors deduct part of it when they emit.
In standard national accounting, the obsolescence and wear and tear of capital are implicitly taken into account when asset accounts are drawn up, by discounting asset values. In augmented accounting that takes account of these two new assets, it can play a similar role to consumption of fixed capital and be used to construct indicators of production and savings that are net and adjusted for GHG emissions.
Définitions
Greenhouse gases (GHGs) emissions are the emissions of carbon dioxide (CO2), methane (CH4), nitrous oxide (N2O) and fluorinated gases (PFCs, HFCs, NF3 and SF6) linked to the activities of households and productive industries, which lead to the retention of part of the heat received from the sun in the atmosphere. Emissions are not net of carbon sinks. Two emissions concepts are used in this study: climate capital is affected by the emissions of French resident economic units, while the carbon budget is the sum of territorial emissions, corresponding to the inventory format used by the SNBC to draw up mitigation policies.
France's carbon footprint represents the greenhouse gas emissions induced by French domestic final demand, whether the goods or services consumed are produced domestically or imported. Conversely, French emissions associated with exports do not contribute to the carbon footprint. Cumulative carbon footprints since 1850 are estimated on the basis of cumulative fossil emissions from 1850 to 1990 (global carbon project) and are completed by the sum of carbon footprints up to the current year. Like carbon emissions, it does not include carbon sinks.
The social cost of carbon is the discounted sum of the damage caused by the emission of an additional tonne of CO2 into the atmosphere. This damage may affect production in the national accounts: in this case, it is considered to be within the GDP production boundary. It may also directly affect the health or mortality of populations: in this case they are outside the GDP production boundary.
The GDP production boundary is the frontier of output recorded in the national accounts. This output includes all activities giving rise to a monetary transaction, as well as the housing services that owner-occupiers provide for themselves. However, it excludes domestic activities [Ouvrir dans un nouvel ongletBlanchet et Fleurbaey, 2021].
The indicators are considered to be adjusted when they take account of capital consumption in the GDP production boundary, whether in terms of climate capital or the carbon budget.
Indicators are extended when part of the scope they cover exceeds that of the GDP production boundary, for example when they incorporate the consumption of climate capital affecting household health or mortality.
In the national accounts, the balance sheet account reports the accumulation of wealth by institutional sectors (households, companies, etc.) in the form of non-financial assets and financial assets and liabilities. This account presents stocks at the end of the year and changes during the year for all types of assets and liabilities.
The value of climate action (VCA) is the "value to the community of actions that make it possible to achieve the objective of carbon neutrality" [Ouvrir dans un nouvel ongletQuinet, 2019]. It gives a value to avoided emissions for a private or public investor. The VCA is constructed with reference to emissions targets, i.e. a carbon budget set for the economy as a whole.
Learn more
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Rennert K., Errickson F., Prest B.C. et al. “Ouvrir dans un nouvel ongletComprehensive evidence implies a higher social cost of CO2 ”, Nature no 610, 687‑692, september 2022.
Bourgeois A., Lafrogne-Joussier R., Lequien M., Ralle P., "One third of the European Union's carbon footprint is due to its imports", Insee Analyses no 74, july 2022.
Vicedo-Cabrera A.M., Scovronick N., Sera F., et al. , "Ouvrir dans un nouvel ongletThe burden of heat-related mortality attributable to recent human-induced climate change", Nature Climate Change, Vol. 11, pp. 492-500, june 2021.
Blanchet D., Fleurbaey M., « Ouvrir dans un nouvel ongletDe quoi le PIB est la mesure et comment le dépasser ? », La vie des idées, february 2021.
Germain J.-M., Lellouch T., "Social Cost of Carbon and commitments for climate: some avenues for an environmental economic accounting", Insee Analyses no 56, october 2020.
Quinet A., "Ouvrir dans un nouvel ongletThe Value for Climate Action", Report of the commission presided by Alain Quinet, France Stratégie, Report, february 2019.