To derive carbon budget allocations based on principles of equity such as historical responsibility, we would require the historical emissions data of individual companies. However, due to the paucity of data at the company level we conduct a two-step analysis. First, we apportion the remaining cement sector carbon budget to individual nations, based on equity principles, which employ these indicators: historical emissions, population, GDP (PPP) and current emission trends. Second, we apportion these budgets to the companies in each country based on their current domestic market share, which we assume to be constant until 2030. The market share approach has also been used in climate litigations to apportion liability to the damages caused 13. It is important to note is that cement is mostly a domestically traded commodity, alleviating concerns of emissions leakage due to trade.
Thus, we operationalise principles of equity at the international stage and employ the grandfathering principle at the domestic level.
Employing a grandfathering approach for allocating national carbon budgets to the sub-national level has been found to be more appropriate than capability or egalitarian allocations [39]. We compare these budgets with the company carbon budgets derived by the SDA methodology and discuss the implications of the findings in the context of the mitigation challenges for the companies. To provide another perspective on fairness in the mitigation burden, we illustrate the production versus consumption approach in the supplemental information section. Due to limited operability of the data, we exclude multinational companies and companies based in China (the methods section further explains the rationale behind considering the selected companies for our study).
Fig.1 Schematic Diagram of the carbon budget allocation comparison exercise. The left box represents the apportioning of the global cement sector carbon budget for 2030 prescribed by the IEA NZE to nations, by employing the different approaches and respective indicators. The results are distilled to the company level by their domestic market share. The network on the right illustrates the company carbon budget derived using the SDA methodology which is operationalised using the company emissions data and the IEA-NZE pathway for the cement sector.
Carbon Budget and Effort-Sharing Approaches at a national level. Previous studies focussing on fairly sharing the remaining carbon budget among nations, frequently evoke the following equity principles: need, responsibility, capacity, and equality, as they resonate with the CBDR-RC principles of the Paris Agreement 14. Other sharing principles include but are not limited to equal cumulative per capita emissions, and staged approaches 15 16.
The effort sharing literature can be classified into two categories: emission allowances/pathway approach 17 16 15 18 19 20 21 22, and the carbon budget approach 23. The carbon budget approach primarily focuses on CO2 emissions and provides the actors with the flexibility to decide on their pathway in line with the allocated budgets.
Among the many allocation approaches, we have chosen the following which capture the principles of equality, sovereignty, responsibility, and ability to pay. Table 1 illustrates the approaches, respective principle, and indicators considered in our analysis. Note that this list of approaches is not exhaustive. Due to limited access to regional-level emissions projections for the cement sector, we have excluded a few widely adopted approaches from our study (e.g., greenhouse development rights based on the responsibility-capability index, ability to pay based on correction factor).
Table 1. The different carbon budget allocation approaches considered in our study. The rationale for selecting these approaches is attributed to the data availability and operability, the list is by no means exhaustive.
The grandfathering approach takes the view that prior emissions increase entitlements to future emissions 24. The approach usually assumes a later starting point or base year and perpetuates the status quo into the future. Traditionally high emitting actors benefit from this approach which at the same time creates cascading biases against traditionally low emitting actors 25. To note here is that the variations of the grandfathering principle is not a measure of equity14, it was included only for a comparative exercise.
The equal per capita allowance is based on the egalitarian principle that every person is entitled to an equal share of the remaining carbon budget, and it finds support in the human rights-based approaches. As it does not acknowledge prior emissions, it sometimes leads to equality of unequals. We calculate the fair share allocation of emissions per person using the 2019 population and 2030 projected population of the country and the world.
The historical responsibility approach captures the role of historically high emitters, and their responsibility to address the consequences of harmful historical choices and policies 26. It is partly a backwards-looking perspective of equity 14, implying that an actor with higher historical emissions has an obligation to reduce emissions more 27.
The equal cumulative per-capita approach combines two principles: equality (population) and historical responsibility (historical emissions). New actors have an advantage as technological advancement and innovation contribute to increase in energy efficiency in industrial production processes. This advantage is accounted for by discounting the historical emissions by the rate of emission efficiency improvement (0.8%-2.0% per year 17 28). Past emissions also have a relatively smaller impact due to decay (0.8% removal per year 29). To account for these two factors, a median estimate of 2% is used in our calculations, in line with prior literature 30. In addition, we consider the historical population shares (2019) to calculate the debt emission allowance and the 2030 population estimates to calculate the future emission allowances.
The per capita convergence (PCC) approach mainly captures three effort-sharing approaches; grandfathering (sovereignty), equal per capita (sovereignty and equality) and ability to pay (capability and need). Ability to pay/capability principle is based on the premise that richer nations have a greater capacity to reduce emissions, whilst poorer nations are provided with less ambitious targets to cater for their development needs. It is an exclusively forward-looking perspective of equity 14, and the approach usually adopts GDP per capita or the Human Development Index as indicators to determine the fair expectation of ambition 27. The PCC approach is a simplified form of the contraction-and-convergence algorithm applied to the total cumulative emissions. A weighting factor is used to quantify the impact of each principle on the final allocated carbon budget. We have considered two variations of the sharing principle: emissions (grandfathering) and population (equal per capita); and emissions (grandfathering), population (equal per capita), and GDP (ability to pay).
Step 1. Apportioning the global cement sector carbon budget to different nations. We set 2019 as the base year, as the IEA NZE we employ starts in 2019 [PCP paper]. We consider 2030 as our threshold year, as near-term trajectories are pivotal for companies to track towards Paris Compliance. Further, 2030 is the target year for achieving the Sustainable Development Goals and the cement sector is salient to urbanisation and achieving the SDG Target 11.1 (“ensure access for all to adequate, safe, and affordable housing and basic services, and upgrade slums”).
Figure 2 Allocation of budgets to 19 largest economies based on different approaches (GtCO2). (a) represents the comparison between cumulative historical emissions from 1880–2018 and Equal Per Capita (EPC) (2019 & 2030 pop.), Equal Cumulative Per Capita (ECPC) and Historical Responsibility (HR) (2019 & 2030 pop.). (b) illustrates the comparison between cumulative emissions and variations of the Per Capita Convergence approach (pop. and emissions: Grandfathering Shares w = 0, Balanced w = 0.5, Equal per Capita w = 1); (emissions, 2019&2030 population and GDP PPP: Emissions wf = 0.5, GDP PPP wg = 0.5, Population wp = 0.5). Refer to the methods section for details on operationalisation.
From the vantage of national historical emissions from 1880–2018, China ranks as the largest emitter (13.2Gt), followed by the USA (2.67Gt), India (2.21Gt), Japan (1.93Gt), Russia (1.60Gt), and Germany (1.17Gt). By the principle of grandfathering (GF w = 0), i.e., based on current emission trends (inertia), the same countries are rendered with large portions of the remaining 31Gt CO2 (2019-30) budget. In contrast, accounting for historical responsibility on a per-capita basis (2019, 2030) would result in negative budgets for a few countries such as Japan (-0.76Gt,-0.87Gt), South Korea (-0.41Gt,-0.45Gt) and Germany (-0.40Gt,-0.45Gt) (high historical emissions relative to population) which has also been observed in previous carbon budget studies 26,30. In reality, the negative carbon budget values would translate to the countries needing to decarbonise rapidly to net-negative emissions and the residual carbon budget being granted to less developed countries 26. The results also endow large economies with low historical emissions (per capita basis) like India (10.55Gt), Indonesia (1.89Gt), and Brazil (1.25Gt), with a significant share of the remaining carbon budget for the cement sector,
Using principles based on equality, EPC (2019, 2030) and ECPC, nations with significantly larger populations are endowed with larger allowances, such as India (5.59Gt,5.93Gt)(6.03Gt), China (5.69Gt,5.35Gt)(5.25Gt) USA (1.33Gt, 1.40Gt)(1.38Gt), Indonesia (1.09Gt,1.08Gt)(1.09Gt) and Brazil (0.86Gt,0.86Gt)(0.87Gt)
The PCC approach, accounting for capacity for mitigation (GDP PPP per capita) (wg = 0.5), renders rich nations (higher GDP PPP per capita), such as the USA(3.31Gt), UK(0.55Gt), France(0.57Gt), Germany(0.85Gt), Australia(0.21Gt), and Canada(0.33Gt) with higher emission allowances, when compared to approaches weighted towards emissions (wf = 0.5) and population (wp = 0.5). In general, the influence of emissions and GDP on sharing renders similar results23.
Step 2. Allocating national budgets to individual companies. In the second step of our analysis, we consider the ten highest emitters, based on scope 1 emissions, in the cement sector. Based on the domicile country of the company, we apportion the remaining national cement sector budget derived from the first part of the analysis to companies based on their current domestic market share. Apportioning carbon budgets across international borders is complex and due to the unavailability of regional emissions data of multinational companies (e.g., Holcim, Heidelberg) in the public domain, they are not included in our analysis. Companies based in China are also excluded due to limitations in data availability. Also, in reality, the production and consumption of cement is also highly localised and trade is mostly regional or within trade blocks 31.
SDA Carbon Budgets. The carbon budgets for companies are calculated by employing the carbon intensities of the IEA NZE (SBTi) 1.5 pathway for the cement sector. Based on the emissions and activity performance of the companies from 2019-21, the SDA approach is used to project carbon budgets for the companies from 2019–2030.
Figure 3 Comparison of Company Carbon budgets derived from different approaches with SDA-IEA NZE Budgets. 2(a) illustrates the comparison between budgets derived from equality (EPC, ECPC) and Historical Responsibility, with SDA-IEA NZE budgets. 2(b) illustrates the contrast between variations of the PCC approach with SDA-IEA NZE budgets.
Hist. Responsibility and Equality. Companies inherit the distinguishing allocation endowments of the country in which they are domiciled (Fig. 2). Companies in India and Indonesia are at the greatest advantage with historical responsibility, EPC and ECPC and conversely for companies in Turkey and Thailand. This is because Turkey and Thailand are deemed to be a significant historical emitter (per-capita), and the companies domiciled here inherit the national-level predisposition.
PCC approach renders companies located in India, Indonesia and Colombia with the largest budgets when weighted by population, when compared to cumulative emissions (wf = 0.5) and GDP PPP (wg = 0.5). The anticipated growth in population and GDP PPP in these countries in 2030 also significantly influence allocated carbon budgets to these companies. Companies in Turkey and Thailand benefit the most when allocation is weighted towards emissions (wf = 0.5).
Principally, considering all approaches, the exercise indicates that companies in India, Indonesia and Colombia are most disadvantaged with the PCC approach and vice versa for companies in Turkey and Thailand.
SDA (using IEA NZE) approach endows companies in Turkey, Colombia and Thailand with budgets greater than all the other approaches. At the same time, it allocates very modest budgets to companies in India and Indonesia, whilst being agnostic to principles to historical responsibility, equality (EPC, ECPC) and capacity (GDP PPP). We further investigate the agnosticism of the SDA approach by evaluating the mitigation burden imposed by different allocation approaches.
Mitigation Challenges. To reconcile our results with the reality of current emission trends in the cement sector, we consider the percentage of company emissions in 2019 with the 2030 company budget derived from allocation principles. Since the Sectoral Decarbonisation Approach implies all companies in the sector converge to decarbonise towards the same carbon intensity in the final modelled year, the ratio of a company’s 2019 emissions to its 2030 budget is almost consistent for all companies, approximately 9%. Since Turkey and its domiciled cement companies are rendered with a negative (although minuscule) budget based on high historical emissions, the ratio of 2019 emissions to the 2030 company-allocated budget yields a significant negative value, an outlier compared to the rest of the outcomes. However this negative value result is commonly observed in other studies 19,32,33 when emission ratios are calculated relative to the base year.
Fig. 4 Mitigation Burden – Comparing 2019 emissions to the 2030 carbon budget under different approaches. Comparing the mitigation burden of various allocation approaches, specifically with the burden imposed by SDA-IEA NZE. Historical Responsibility approach renders companies based in Turkey with high negative %2019/2030 values (Akcansa -438.4, -593%GtCO2) (Cimsa -240, -324.6%GtCO2).
For companies domiciled in India and Indonesia, the 2019 to 2030 share of their SDA-IEA budget is much higher than using principles of responsibility and equality (only GF w = 0 is higher). This would imply that the SDA approach imposes a stringent decarbonisation burden for these companies when compared to historical responsibility (approx. 4 times for Indian companies, approx. 3-5.8 times for Indonesian companies) and equality principles (approx. 2 times for Indian companies, approx. 1.7–3.4 times for Indonesian companies). On the contrary, for companies in Turkey and Thailand, their 2019/2030 share of SDA-IEA NZE budgets is lesser than under all other approaches, i.e., imposing an inferior decarbonisation burden (approx. 0–1 times for Turkish companies, 0.1–0.5 times for the company in Thailand) compared to all the equity principle-based approaches.