journal article·2025-04Open access

Toward Sustainable Urban Development: Identifying Principal SDG Indicators for Chinese Cities

Lu Chen, Chenyang Shuai, Xi Chen, Jingran Sun, Bu Zhao

Advanced Sustainable Systems· Volume 9· Issue 4

Abstract

Abstract Urban transformation plays a decisive role in China's achievement of the United Nations 2030 Agenda for Sustainable Development. However, a comprehensive and authoritative sustainable development goal (SDG) indicator framework is currently lacking at the city level. To address this gap, we first developed an integrated framework comprising 357 indicators for 297 Chinese cities through a literature review. Nevertheless, the sheer number of reviewed indicators presents significant challenges in data collection. The study then used principal component analysis and multiple regression to identify a small set of SDG indicators (principal indicators) with the consideration of data collection difficulty. Finally, we tested their effectiveness up to 2030. The key findings of our study are as follows: 1) 187 principal indicators are identified to explain the 90% variance of all the 357 indicators with lowest data collection difficulty, providing comprehensive coverage of the SDGs and achieving efficient information aggregation; 2) these principal indicators demonstrated good variance effectiveness and data availability in the vast majority of cities (284 out of 297), highlighting priority areas for future data infrastructure development; 3) the continued applicability of these principal indicators up to 2030 is validated. This study offers insights to guide investments in data infrastructure supporting China's sustainable urban development.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Sustainable Building Design and Assessment · Environmental and Social Impact Assessments · Urban Transport and Accessibility

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

School of Management Science and Real Estate Chongqing University Chongqing 400045 China

School for Environment and Sustainability University of Michigan Ann Arbor MI 48109 USA

College of Economics and Management Southwest University Chongqing 400715 China

Center for Transportation Research The University of Texas at Austin Austin TX 78712 USA

School of Civil and Environmental Engineering Cornell University Ithaca NY 14850 USA

Funding

National Natural Science Foundation of China · Fundamental Research Funds for the Central Universities

References (66)

Show source-provided references
1. U. Nations Transforming our world: the 2030 Agenda for Sustainable Development https://sdgs.un.org/2030agenda (accesssed: June 2015).
2. 10.1002/sd.231610.1002/sd.2316 ↗
3. G.Lafortune K.Zoeteman G.Fuller 2019 European Cities SDG Index and Dashboards Report 2019.
4. 10.1002/sd.290910.1002/sd.2909 ↗
5. W.Bank Understanding poverty topics urban development https://www.worldbank.org/en/topic/urbandevelopment/overview (accesssed: March 2023).
6. 10.1016/j.scs.2022.10379310.1016/j.scs.2022.103793 ↗
7. 10.1016/j.cities.2022.10392810.1016/j.cities.2022.103928 ↗
8. 10.1016/j.techfore.2021.12144710.1016/j.techfore.2021.121447 ↗
9. 10.1016/j.cities.2024.10485410.1016/j.cities.2024.104854 ↗
10. 10.1016/j.cities.2023.10465910.1016/j.cities.2023.104659 ↗
11. 10.1002/adsu.20230040110.1002/adsu.202300401 ↗
12. 2024
13. National Bureau of Statistics of China China Statistical Yearbook stats.gov.cn 2023.
14. 10.1038/s41558-021-01196-210.1038/s41558-021-01196-2 ↗
15. 10.1126/sciadv.ade306110.1126/sciadv.ade3061 ↗
16. 10.1002/sd.248210.1002/sd.2482 ↗
17. 10.1016/j.landusepol.2021.10569910.1016/j.landusepol.2021.105699 ↗
18. 10.1002/sd.267210.1002/sd.2672 ↗
19. 10.1016/j.cities.2024.10492010.1016/j.cities.2024.104920 ↗
20. Wang C. · Sustain. Develop. · 2025 · 33
21. 10.1002/adsu.20240027910.1002/adsu.202400279 ↗
22. O. D.WatchThe state of development data 2016 https://opendatawatch.com/the‐state‐of‐development‐data‐2016 (accessed: May 2016).
23. 10.1002/adsu.20220016610.1002/adsu.202200166 ↗
24. 10.1016/j.xinn.2022.10028810.1016/j.xinn.2022.100288 ↗
25. 10.1016/j.jclepro.2020.12536910.1016/j.jclepro.2020.125369 ↗
26. 10.1016/j.resourpol.2019.10150110.1016/j.resourpol.2019.101501 ↗
27. D.Guo W.Jun S. A.Cohen S.Bose China sustainable development indicator systems (CSDIS). The research program on sustainability and management at the Earth Institute https://people.climate.columbia.edu/projects/view/231 (accessed: June 2018).
28. 10.1016/j.jclepro.2022.13149610.1016/j.jclepro.2022.131496 ↗
29. 10.1016/j.jclepro.2024.14167210.1016/j.jclepro.2024.141672 ↗
30. 10.1038/s43247-023-00730-810.1038/s43247-023-00730-8 ↗
31. 10.1038/s41893-019-0334-y10.1038/s41893-019-0334-y ↗
32. 10.1038/s41467-023-41619-610.1038/s41467-023-41619-6 ↗
33. 10.1002/sd.217810.1002/sd.2178 ↗
34. 10.1016/j.eiar.2023.10705010.1016/j.eiar.2023.107050 ↗
35. 10.1038/s41893-019-0390-310.1038/s41893-019-0390-3 ↗
36. 10.1016/j.cities.2025.10571810.1016/j.cities.2025.105718 ↗
37. 10.1016/j.rse.2019.11162610.1016/j.rse.2019.111626 ↗
38. 10.1016/j.fmre.2022.06.01610.1016/j.fmre.2022.06.016 ↗
39. 10.1016/j.apgeog.2018.07.01310.1016/j.apgeog.2018.07.013 ↗
40. 10.1007/s10668-024-05212-110.1007/s10668-024-05212-1 ↗
41. 10.1021/acs.est.3c0833110.1021/acs.est.3c08331 ↗
42. 10.1038/s42949-020-00006-610.1038/s42949-020-00006-6 ↗
43. Flores W. · The BMJ · 2019 · 365
44. 10.1016/j.jclepro.2020.12504010.1016/j.jclepro.2020.125040 ↗
45. 10.1016/j.xinn.2023.10050710.1016/j.xinn.2023.100507 ↗
46. 10.1016/j.scib.2022.01.00610.1016/j.scib.2022.01.006 ↗
47. Santilli S. · Int. J. Educat. Vocat. Guid. · 2023 · 9 · 1
48. 10.1016/j.sapharm.2020.07.02710.1016/j.sapharm.2020.07.027 ↗
49. Zhou X. · Bull. Chin. Acad. Sci. (Chinese Version) · 2018 · 33 · 20
50. 10.1088/1748-9326/ac369710.1088/1748-9326/ac3697 ↗
51. 10.1016/j.cities.2024.10499010.1016/j.cities.2024.104990 ↗
52. 10.1038/s41586-019-1846-310.1038/s41586-019-1846-3 ↗
53. Chinese National Knowledge Infrastructure China Statistical Yearbook https://data.cnki.net/yearBook/singleid=N2022040095 (accessed: July 2021).
54. K.Thomas The lmf R package 2015.
55. 10.1198/10857110130032525610.1198/108571101300325256 ↗
56. 10.1016/j.csda.2003.11.00110.1016/j.csda.2003.11.001 ↗
57. J.Cadima J. O.Cerdeira P. D.Silva M.Minhoto The subselect R package http://cran.rproject.org/web/packages/subselect/vignettes/subselect.pdf (accessed: March 2012).
58. 10.1111/boer.1242110.1111/boer.12421 ↗
59. 10.1016/j.ecotra.2024.10035210.1016/j.ecotra.2024.100352 ↗
60. 10.1016/j.techfore.2017.05.02810.1016/j.techfore.2017.05.028 ↗
61. Our World in Data Research and Development https://ourworldindata.org/research‐and‐development (accessed: June 2023).
62. 10.1016/j.ecolind.2020.10633110.1016/j.ecolind.2020.106331 ↗
63. 10.1016/j.scs.2021.10311910.1016/j.scs.2021.103119 ↗
64. 10.1016/j.oneear.2023.10.00810.1016/j.oneear.2023.10.008 ↗
65. 10.1016/j.ecolind.2017.12.00110.1016/j.ecolind.2017.12.001 ↗
66. 10.1016/j.jclepro.2023.13623810.1016/j.jclepro.2023.136238 ↗