Study on the Spatial Pattern of the Carbon Footprint of China’s E-Commerce Express Packaging Considering Embodied Carbon Transfer
Abstract
1. Introduction
2. Objectives and Hypotheses
2.1. Research Objectives
2.2. Research Hypotheses
3. Materials and Methods
3.1. Data Sources
3.2. Research Methods
3.2.1. Calculating the Carbon Footprint of E-Commerce Express Packaging in China
3.2.2. Carbon Footprint Calculation of Chinese E-Commerce Express Packaging Considering Implied Carbon
4. Carbon Footprint Decomposition at Each Stage
4.1. Carbon Footprint of E-Commerce Express Packaging Raw Material Stage
4.2. Carbon Footprint of E-Commerce Courier Packaging at the Production Stage
4.3. Carbon Footprint of E-Commerce Express Packaging Disposal Stage
5. Carbon Footprint of E-Commerce Courier Packaging Considering Implicit Carbon
5.1. Analysis of Total Carbon Emission
5.2. China’s E-Commerce Express Packaging Hidden Carbon
6. Conclusions and Discussion
6.1. Discussion
6.2. Conclusions
- In 2022, the carbon footprint of China’s e-commerce express packaging reached approximately 41.209 million tCO2e. Geographically, the carbon footprint shows a clear pattern of “more in the east, less in the west”, gradually decreasing from the southeast coast to the northwest inland regions. Guangdong Province, with its large volumes of shipments and receipts, recorded the highest carbon footprint, while Tibet had the lowest due to its relatively small scale of e-commerce activity.
- The carbon footprint of China’s e-commerce packaging displays distinct spatial characteristics. At the raw material stage, the emissions show a “more in the south and east, less in the north and west” pattern. During the production stage, emissions are mainly concentrated in coastal areas, forming a “coast-surrounding-inland” structure. In the disposal stage, the footprint shows a gradual decrease from the southeast to the northwest.
- Significant differences exist in the carbon footprints of different packaging materials: plastic packaging generated 29.969 million tCO2e during the raw material stage and 4.11 million tCO2e during the production stage—2.9 and 1.7 times higher than those of paper packaging (10.341 million and 2.376 million tCO2e, respectively). However, in the disposal stage, paper surpassed plastic, with emissions reaching 3.133 million tCO2e, which is 2.2 times greater than plastic’s 1.423 million tCO2e.
- There is a clear pattern of embodied carbon transfer between provinces in China. Net embodied carbon outflows are concentrated in seven provinces, including Guangdong and Zhejiang, while net inflows follow a “more in the east and south, less in the west and north” distribution. Embodied carbon transfers account for as much as 40% of the total. Specifically, Guangdong and Zhejiang contributed 4.533 million and 3.98 million tCO2e, respectively, accounting for 89.79% of the total net outflow.
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Appendix A
Appendix A.1
Province | Corrugated Box | Plastic Bag | Woven Bag | Plastic Bubble Bag | Plastic Foam Box | Document Pocket | The Total | Paper | Plastics |
---|---|---|---|---|---|---|---|---|---|
nationwide | 811.2 | 1678.6 | 97.6 | 159.8 | 26.9 | 222.9 | 2996.9 | 1034.1 | 1962.8 |
Anhui | 25.9 | 53.6 | 3.1 | 5.1 | 0.9 | 7.1 | 95.7 | 33.0 | 62.7 |
Beijing | 14.4 | 29.7 | 1.7 | 2.8 | 0.5 | 3.9 | 53.0 | 18.3 | 34.7 |
Fujian | 31.3 | 64.7 | 3.8 | 6.2 | 1.0 | 8.6 | 115.6 | 39.9 | 75.7 |
Gansu | 1.4 | 3.0 | 0.2 | 0.3 | 0.0 | 0.4 | 5.3 | 1.8 | 3.5 |
Guangdong | 221.1 | 457.5 | 26.6 | 43.5 | 7.3 | 60.8 | 816.7 | 281.8 | 534.9 |
Guangxi | 7.7 | 16.0 | 0.9 | 1.5 | 0.3 | 2.1 | 28.6 | 9.9 | 18.7 |
Guizhou | 3.6 | 7.5 | 0.4 | 0.7 | 0.1 | 1.0 | 13.3 | 4.6 | 8.7 |
Hainan | 1.2 | 2.5 | 0.1 | 0.2 | 0.0 | 0.3 | 4.5 | 1.5 | 2.9 |
Hebei | 38.7 | 80.0 | 4.7 | 7.6 | 1.3 | 10.6 | 142.8 | 49.3 | 93.5 |
Henan | 32.7 | 67.6 | 3.9 | 6.4 | 1.1 | 9.0 | 120.7 | 41.6 | 79.0 |
Heilongjiang | 5.3 | 11.0 | 0.6 | 1.0 | 0.2 | 1.5 | 19.7 | 6.8 | 12.9 |
Hubei | 23.6 | 48.8 | 2.8 | 4.6 | 0.8 | 6.5 | 87.1 | 30.0 | 57.0 |
Hunan | 17.0 | 35.2 | 2.0 | 3.3 | 0.6 | 4.7 | 62.8 | 21.7 | 41.1 |
Jilin | 4.3 | 8.8 | 0.5 | 0.8 | 0.1 | 1.2 | 15.8 | 5.4 | 10.3 |
Jiangsu | 63.9 | 132.2 | 7.7 | 12.6 | 2.1 | 17.6 | 236.1 | 81.5 | 154.6 |
Jiangxi | 13.4 | 27.7 | 1.6 | 2.6 | 0.4 | 3.7 | 49.4 | 17.0 | 32.4 |
Liaoning | 12.6 | 26.0 | 1.5 | 2.5 | 0.4 | 3.5 | 46.4 | 16.0 | 30.4 |
Inner Mongolia | 1.8 | 3.7 | 0.2 | 0.3 | 0.1 | 0.5 | 6.6 | 2.3 | 4.3 |
Ningxia | 0.7 | 1.5 | 0.1 | 0.1 | 0.0 | 0.2 | 2.7 | 0.9 | 1.8 |
Qinghai | 0.2 | 0.5 | 0.0 | 0.0 | 0.0 | 0.1 | 0.8 | 0.3 | 0.6 |
Shandong | 42.3 | 87.6 | 5.1 | 8.3 | 1.4 | 11.6 | 156.4 | 54.0 | 102.4 |
Shanxi | 5.2 | 10.7 | 0.6 | 1.0 | 0.2 | 1.4 | 19.1 | 6.6 | 12.5 |
Shaanxi | 8.3 | 17.1 | 1.0 | 1.6 | 0.3 | 2.3 | 30.6 | 10.6 | 20.0 |
Shanghai | 21.0 | 43.4 | 2.5 | 4.1 | 0.7 | 5.8 | 77.4 | 26.7 | 50.7 |
Sichuan | 21.0 | 43.6 | 2.5 | 4.1 | 0.7 | 5.8 | 77.8 | 26.8 | 50.9 |
Tianjin | 8.9 | 18.5 | 1.1 | 1.8 | 0.3 | 2.5 | 32.9 | 11.4 | 21.6 |
Tibet | 0.1 | 0.2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3 | 0.1 | 0.2 |
Xinjiang | 1.2 | 2.5 | 0.1 | 0.2 | 0.0 | 0.3 | 4.4 | 1.5 | 2.9 |
Yunnan | 6.5 | 13.5 | 0.8 | 1.3 | 0.2 | 1.8 | 24.1 | 8.3 | 15.8 |
chekiang | 168.0 | 347.7 | 20.2 | 33.1 | 5.6 | 46.2 | 620.7 | 214.2 | 406.5 |
Chongqing | 8.0 | 16.6 | 1.0 | 1.6 | 0.3 | 2.2 | 29.6 | 10.2 | 19.4 |
Appendix A.2
Province | Corrugated Box | Plastic Bag | Woven Bag | Plastic Bubble Bag | Plastic Foam Box | Document Pocket | The Total | Paper | Plastics |
---|---|---|---|---|---|---|---|---|---|
nationwide | 236.9 | 350.7 | 26.6 | 27.0 | 6.7 | 0.7 | 648.6 | 237.6 | 411.0 |
Anhui | 7.6 | 11.2 | 0.8 | 0.9 | 0.2 | 0.0 | 20.7 | 7.6 | 13.1 |
Beijing | 4.2 | 6.2 | 0.5 | 0.5 | 0.1 | 0.0 | 11.5 | 4.2 | 7.3 |
Fujian | 9.1 | 13.5 | 1.0 | 1.0 | 0.3 | 0.0 | 25.0 | 9.2 | 15.8 |
Gansu | 0.4 | 0.6 | 0.0 | 0.0 | 0.0 | 0.0 | 1.1 | 0.4 | 0.7 |
Guangdong | 64.6 | 95.6 | 7.3 | 7.4 | 1.8 | 0.2 | 176.8 | 64.8 | 112.0 |
Guangxi | 2.3 | 3.3 | 0.3 | 0.3 | 0.1 | 0.0 | 6.2 | 2.3 | 3.9 |
Guizhou | 1.1 | 1.6 | 0.1 | 0.1 | 0.0 | 0.0 | 2.9 | 1.1 | 1.8 |
Hainan | 0.4 | 0.5 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.4 | 0.6 |
Hebei | 11.3 | 16.7 | 1.3 | 1.3 | 0.3 | 0.0 | 30.9 | 11.3 | 19.6 |
Henan | 9.5 | 14.1 | 1.1 | 1.1 | 0.3 | 0.0 | 26.1 | 9.6 | 16.6 |
Heilongjiang | 1.6 | 2.3 | 0.2 | 0.2 | 0.0 | 0.0 | 4.3 | 1.6 | 2.7 |
Hubei | 6.9 | 10.2 | 0.8 | 0.8 | 0.2 | 0.0 | 18.8 | 6.9 | 11.9 |
Hunan | 5.0 | 7.3 | 0.6 | 0.6 | 0.1 | 0.0 | 13.6 | 5.0 | 8.6 |
Jilin | 1.2 | 1.8 | 0.1 | 0.1 | 0.0 | 0.0 | 3.4 | 1.3 | 2.2 |
Jiangsu | 18.7 | 27.6 | 2.1 | 2.1 | 0.5 | 0.1 | 51.1 | 18.7 | 32.4 |
Jiangxi | 3.9 | 5.8 | 0.4 | 0.4 | 0.1 | 0.0 | 10.7 | 3.9 | 6.8 |
Liaoning | 3.7 | 5.4 | 0.4 | 0.4 | 0.1 | 0.0 | 10.0 | 3.7 | 6.4 |
Inner Mongolia | 0.5 | 0.8 | 0.1 | 0.1 | 0.0 | 0.0 | 1.4 | 0.5 | 0.9 |
Ningxia | 0.2 | 0.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6 | 0.2 | 0.4 |
Qinghai | 0.1 | 0.1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2 | 0.1 | 0.1 |
Shandong | 12.4 | 18.3 | 1.4 | 1.4 | 0.4 | 0.0 | 33.9 | 12.4 | 21.5 |
Shanxi | 1.5 | 2.2 | 0.2 | 0.2 | 0.0 | 0.0 | 4.1 | 1.5 | 2.6 |
Shaanxi | 2.4 | 3.6 | 0.3 | 0.3 | 0.1 | 0.0 | 6.6 | 2.4 | 4.2 |
Shanghai | 6.1 | 9.1 | 0.7 | 0.7 | 0.2 | 0.0 | 16.8 | 6.1 | 10.6 |
Sichuan | 6.1 | 9.1 | 0.7 | 0.7 | 0.2 | 0.0 | 16.8 | 6.2 | 10.7 |
Tianjin | 2.6 | 3.9 | 0.3 | 0.3 | 0.1 | 0.0 | 7.1 | 2.6 | 4.5 |
Tibet | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 0.0 | 0.0 |
Xinjiang | 0.3 | 0.5 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.3 | 0.6 |
Yunnan | 1.9 | 2.8 | 0.2 | 0.2 | 0.1 | 0.0 | 5.2 | 1.9 | 3.3 |
chekiang | 49.1 | 72.6 | 5.5 | 5.6 | 1.4 | 0.1 | 134.3 | 49.2 | 85.1 |
Chongqing | 2.3 | 3.5 | 0.3 | 0.3 | 0.1 | 0.0 | 6.4 | 2.3 | 4.1 |
Appendix A.3
Province | Corrugated Box | Plastic Bag | Woven Bag | Plastic Bubble Bag | Plastic Foam Box | Document Pocket | The Total | Paper | Plastics |
---|---|---|---|---|---|---|---|---|---|
nationwide | 129.8 | 258.5 | 20.5 | 30.7 | 3.7 | 12.5 | 455.6 | 142.3 | 313.3 |
Anhui | 2.1 | 4.1 | 0.3 | 0.5 | 0.1 | 0.2 | 7.3 | 2.3 | 5 |
Beijing | 1.1 | 2.3 | 0.2 | 0.3 | 0 | 0.1 | 4 | 1.3 | 2.8 |
Fujian | 2.5 | 5 | 0.4 | 0.6 | 0.1 | 0.2 | 8.8 | 2.7 | 6 |
Gansu | 0.1 | 0.2 | 0 | 0 | 0 | 0 | 0.4 | 0.1 | 0.3 |
Guangdong | 17.7 | 35.2 | 2.8 | 4.2 | 0.5 | 1.7 | 62.1 | 19.4 | 42.7 |
Guangxi | 0.6 | 1.2 | 0.1 | 0.1 | 0 | 0.1 | 2.2 | 0.7 | 1.5 |
Guizhou | 0.3 | 0.6 | 0 | 0.1 | 0 | 0 | 1 | 0.3 | 0.7 |
Hainan | 0.1 | 0.2 | 0 | 0 | 0 | 0 | 0.3 | 0.1 | 0.2 |
Hebei | 3.1 | 6.2 | 0.5 | 0.7 | 0.1 | 0.3 | 10.9 | 3.4 | 7.5 |
Henan | 2.6 | 5.2 | 0.4 | 0.6 | 0.1 | 0.3 | 9.2 | 2.9 | 6.3 |
Heilongjiang | 0.4 | 0.8 | 0.1 | 0.1 | 0 | 0 | 1.5 | 0.5 | 1 |
Hubei | 1.9 | 3.8 | 0.3 | 0.4 | 0.1 | 0.2 | 6.6 | 2.1 | 4.6 |
Hunan | 1.4 | 2.7 | 0.2 | 0.3 | 0 | 0.1 | 4.8 | 1.5 | 3.3 |
Jilin | 0.3 | 0.7 | 0.1 | 0.1 | 0 | 0 | 1.2 | 0.4 | 0.8 |
Jiangsu | 5.1 | 10.2 | 0.8 | 1.2 | 0.1 | 0.5 | 17.9 | 5.6 | 12.3 |
Jiangxi | 1.1 | 2.1 | 0.2 | 0.3 | 0 | 0.1 | 3.8 | 1.2 | 2.6 |
Liaoning | 1 | 2 | 0.2 | 0.2 | 0 | 0.1 | 3.5 | 1.1 | 2.4 |
Inner Mongolia | 0.1 | 0.3 | 0 | 0 | 0 | 0 | 0.5 | 0.2 | 0.3 |
Ningxia | 0.1 | 0.1 | 0 | 0 | 0 | 0 | 0.2 | 0.1 | 0.1 |
Qinghai | 0 | 0 | 0 | 0 | 0 | 0 | 0.1 | 0 | 0 |
Shandong | 3.4 | 6.7 | 0.5 | 0.8 | 0.1 | 0.3 | 11.9 | 3.7 | 8.2 |
Shanxi | 0.4 | 0.8 | 0.1 | 0.1 | 0 | 0 | 1.5 | 0.5 | 1 |
Shaanxi | 0.7 | 1.3 | 0.1 | 0.2 | 0 | 0.1 | 2.3 | 0.7 | 1.6 |
Shanghai | 1.7 | 3.3 | 0.3 | 0.4 | 0 | 0.2 | 5.9 | 1.8 | 4 |
Sichuan | 1.7 | 3.4 | 0.3 | 0.4 | 0 | 0.2 | 5.9 | 1.8 | 4.1 |
Tianjin | 0.7 | 1.4 | 0.1 | 0.2 | 0 | 0.1 | 2.5 | 0.8 | 1.7 |
Tibet | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
Xinjiang | 0.1 | 0.2 | 0 | 0 | 0 | 0 | 0.3 | 0.1 | 0.2 |
Yunnan | 0.5 | 1 | 0.1 | 0.1 | 0 | 0.1 | 1.8 | 0.6 | 1.3 |
chekiang | 13.4 | 26.8 | 2.1 | 3.2 | 0.4 | 1.3 | 47.2 | 14.7 | 32.4 |
Chongqing | 0.6 | 1.3 | 0.1 | 0.2 | 0 | 0.1 | 2.2 | 0.7 | 1.5 |
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Notation | Significance |
---|---|
E1 | Total Life Cycle Carbon Footprint of E-commerce Express Packaging Materials |
E2 | E-commerce express packaging materials raw materials stage carbon footprint |
E3 | Carbon footprint of e-commerce express packaging materials at the production stage |
E4 | Carbon Footprint of E-commerce Express Packaging Material Disposal Stage |
Ri | Express Receipts in Provincial Administrative Regions, 2022 (pieces) |
P | Size of total resident population in provincial administrative districts (persons) |
Pi | Size of resident population in each provincial administrative district (persons) |
I | Internet penetration rate (uniform value of 0.756), data quoted from the 51st Statistical Report on the Development of the Internet in China by CNNIC. |
A | Total annual business volume of national e-commerce courier (pieces) |
N | Total annual business volume of national e-commerce courier (pieces) |
X | Share of paper-based e-commerce express packaging materials (57.1 percent) |
Y | Plastic packaging 42.9 percent |
L | Consumption of packaging materials for a single piece of express delivery (0.0002 tonnes/piece), determined based on analysis of historical data for 2018–2020 |
μi | Proportion of each type of material in China’s e-commerce express packaging in the overall packaging material |
μm | Proportion of treatment methods used in the paper packaging waste treatment chain for each paper type of material |
μn | Proportion of treatment methods used for each plastic material in the plastic packaging waste treatment chain |
Fi/Fk | Carbon emission factor of a material at the raw material/production stage in China’s e-commerce express packaging |
Fm/Fn | Carbon emission factors of a paper/plastic material in China’s e-commerce delivery at the waste disposal stage |
Types | Raw Material | Production | Landfill | Incineration | Recycling | |||
---|---|---|---|---|---|---|---|---|
EFs | Data Source | Efs | Data Source | EFs | Data Source | |||
Corrugated box | 0.88 | China express packaging standard | 0.257 | China express packaging standard | 1.084 | 0.855 | −0.03 | GaBi database |
envelope | 2.52 | 0.008 | 1.084 | 0.855 | −0.049 | |||
Plastic bag | 2.68 | 0.56 | 0.104 | 0.949 | −0.068 | |||
Woven bag | 1.96 | 0.537 | 0.096 | 1.72 | −0.068 | |||
Foam box | 3.04 | Calculation based on GaBi software | 0.758 | Calculation based on GaBi software | 0.117 | 1.652 | −0.061 | |
Bubble pack | 2.15 | 0.363 | 0.012 | 0.563 | −0.068 |
Province | E2 | E3 | E4 | Er1 | Er5 | Er13 |
---|---|---|---|---|---|---|
nationwide | 2996.9 | 648.6 | 455.6 | 4101.2 | 4120.9 | −19.7 |
Anhui | 95.7 | 20.7 | 15.6 | 137.7 | 160.6 | −28.6 |
Beijing | 53 | 11.5 | 8.6 | 72.1 | 67.7 | 5.5 |
Fujian | 115.6 | 25 | 18.8 | 155.1 | 137.4 | 22 |
Gansu | 5.3 | 1.1 | 0.9 | 15.1 | 46.8 | −39.5 |
Guangdong | 816.7 | 176.8 | 133.1 | 1037.4 | 673.3 | 453.3 |
Guangxi | 28.6 | 6.2 | 4.7 | 52.3 | 104.6 | −65.1 |
Guizhou | 13.3 | 2.9 | 2.2 | 29.6 | 75.2 | −56.8 |
Hainan | 4.5 | 1 | 0.7 | 9 | 20.5 | −14.4 |
Hebei | 142.8 | 30.9 | 23.3 | 199.4 | 209.3 | −12.4 |
Henan | 120.7 | 26.1 | 19.7 | 181 | 240.3 | −73.8 |
Heilongjiang | 19.7 | 4.3 | 3.2 | 34.7 | 65.4 | −38.2 |
Hubei | 87.1 | 18.8 | 14.2 | 126.2 | 150.9 | −30.8 |
Hunan | 62.8 | 13.6 | 10.2 | 99.3 | 150.8 | −64.2 |
Jilin | 15.8 | 3.4 | 2.6 | 27.3 | 50 | −28.3 |
Jiangsu | 236.1 | 51.1 | 38.5 | 316.7 | 280.1 | 45.6 |
Jiangxi | 49.4 | 10.7 | 8.1 | 75.8 | 106.9 | −38.8 |
Liaoning | 46.4 | 10 | 7.6 | 71 | 99.4 | −35.4 |
Inner Mongolia | 6.6 | 1.4 | 1.1 | 16.3 | 45.9 | −36.8 |
Ningxia | 2.7 | 0.6 | 0.4 | 5.8 | 14.3 | −10.6 |
Qinghai | 0.8 | 0.2 | 0.1 | 3.1 | 10.9 | −9.8 |
Shandong | 156.4 | 33.9 | 25.5 | 225.5 | 265.1 | −49.3 |
Shanxi | 19.1 | 4.1 | 3.1 | 35.3 | 71.8 | −45.4 |
Shaanxi | 30.6 | 6.6 | 5 | 50.9 | 86.5 | −44.3 |
Shanghai | 77.4 | 16.8 | 12.6 | 102.8 | 86.3 | 20.6 |
Sichuan | 77.8 | 16.8 | 12.7 | 123.6 | 190.2 | −83 |
Tianjin | 32.9 | 7.1 | 5.4 | 44.8 | 42.2 | 3.3 |
Tibet | 0.3 | 0.1 | 0.1 | 1.7 | 6.6 | −6.1 |
Xinjiang | 4.4 | 1 | 0.7 | 14.3 | 47.9 | −41.9 |
Yunnan | 24.1 | 5.2 | 3.9 | 45.5 | 95.8 | −62.7 |
Chekiang | 620.7 | 134.3 | 101.2 | 777.9 | 458.2 | 398 |
Chongqing | 29.6 | 6.4 | 4.8 | 47.1 | 72.9 | −32 |
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Luo, Z.-H.; Zhu, C.-Z. Study on the Spatial Pattern of the Carbon Footprint of China’s E-Commerce Express Packaging Considering Embodied Carbon Transfer. Sustainability 2025, 17, 5102. https://doi.org/10.3390/su17115102
Luo Z-H, Zhu C-Z. Study on the Spatial Pattern of the Carbon Footprint of China’s E-Commerce Express Packaging Considering Embodied Carbon Transfer. Sustainability. 2025; 17(11):5102. https://doi.org/10.3390/su17115102
Chicago/Turabian StyleLuo, Zi-Han, and Chang-Zheng Zhu. 2025. "Study on the Spatial Pattern of the Carbon Footprint of China’s E-Commerce Express Packaging Considering Embodied Carbon Transfer" Sustainability 17, no. 11: 5102. https://doi.org/10.3390/su17115102
APA StyleLuo, Z.-H., & Zhu, C.-Z. (2025). Study on the Spatial Pattern of the Carbon Footprint of China’s E-Commerce Express Packaging Considering Embodied Carbon Transfer. Sustainability, 17(11), 5102. https://doi.org/10.3390/su17115102