Abstract
This study examines the social impact of firms’ Targeted Pairing Assistance (TPA) practices in China, an important yet underexplored aspect of Corporate Social Responsibility (CSR). Leveraging a quasi-natural experiment based on China’s 2016 disclosure mandate for poverty alleviation engagement, this study finds that TPA increases individual income and reduces poverty rates in paired counties, with results robust to endogeneity concerns. Mechanism tests reveal that TPA alleviates poverty through financial empowerment and industrial development, while heterogeneity analyses show stronger effects in counties with greater economic complexity and formal poverty designation under national policies. Moreover, we document a positive spillover effect of TPA on local entrepreneurship. This study addresses the gap in CSR literature by evaluating whether corporate poverty alleviation programs generate measurable social impacts, providing a more granular perspective on the social dimension of CSR.
Data availability
The publicly available CFPS dataset provides address data only at the provincial level, whereas this study requires finer-grained county-level analysis. To supplement this, we incorporate publicly available county-level statistics where applicable. Due to confidentiality agreements and ethical protections for human-subjects research, the empirical data derived from CFPS are stored securely and cannot be publicly shared. The CFPS project adheres to strict ethical guidelines, including approval by Peking University’s Biomedical Ethics Committee (IRB00001052-14010). Researchers may request access to aggregated datasets, code, and documentation via the official CFPS platform or the Peking University Open Research Data Platform, which supports DOI assignment for shared materials. For details, see: https://www.isss.pku.edu.cn/cfps/en/faq/PublishwithCFPSData/index.htm?CSRFT=2L4S-OLLZ-G2E2-O0CY-HYA8-YBZ9-OZZR-2D0N.
References
Acemoglu D (2008) Introduction to modern economic growth. Princeton University Press
Afjal M (2023) Bridging the financial divide: a bibliometric analysis on the role of digital financial services within FinTech in enhancing financial inclusion and economic development. Hum Soc Sci Commun 10(1):1–27. https://doi.org/10.1057/s41599-023-02086-y
Aghion P, Howitt PW (2008) The economics of growth. MIT Press
Bae KH, Ghoul SE, Gong ZJ et al. (2021) Does CSR matter in times of crisis? Evidence from the COVID-19 pandemic. J Corp Financ 67, 101876. https://doi.org/10.1016/j.jcorpfin.2020.101876
Baker AC, Larcker DF, McCLURE CG et al. (2024) Diversity washing. J Account Res 62(5):1661–1709. https://doi.org/10.1111/1475-679X.12542
Bartik TJ (1991) Who benefits from state and local economic development policies. Kalamazoo, MWE Upjohn Institute
Besley T, Coate S (1992) Workfare versus welfare: Incentive arguments for work requirements in poverty-alleviation programs. Am Econ Rev 82(1):249–261
Bossuroy T, Goldstein M, Karimou B et al. (2022) Tackling psychosocial and capital constraints to alleviate poverty. Nature 605(7909):291–297. https://doi.org/10.1038/s41586-022-04647-8
Chang Y, He W, Wang J (2021) Government initiated corporate social responsibility activities: evidence from a poverty alleviation campaign in China. J Bus Ethics 173:661–685. https://doi.org/10.1007/s10551-020-04538-w
Chen Y, Hung M, Wang Y (2018) The effect of mandatory CSR disclosure on firm profitability and social externalities: evidence from China. J Account Econ 65(1):169–190. https://doi.org/10.1016/j.jacceco.2017.11.009
Chen C, Jiang D, Li W (2023) Keeping up with the CSR Joneses: the impact of industry peers on focal firms’ CSR performance. Hum Soc Sci Commun 10(1):1–12. https://doi.org/10.1057/s41599-023-01590-5
Chen X, Wan P, Ma Z et al. (2024) Does corporate digital transformation restrain ESG decoupling? Evidence from China. Hum Soc Sci Commun 11(1):1–15. https://doi.org/10.1057/s41599-024-02921-w
De Chaisemartin C, Haultfoeuille XD (2020) Two-way fixed effects estimators with heterogeneous treatment effects. Am Econ Rev 110(9):2964–2996. https://doi.org/10.1257/aer.20181169
Distelhorst G, Shin JE (2023) Assessing the social impact of corporations: evidence from management control interventions in the supply chain to increase worker wages. J Account Res 61(3):855–890. https://doi.org/10.1111/1475-679X.12472
Donaldson D (2018) Railroads of the Raj: estimating the impact of transportation infrastructure. Am Econ Rev 108(4-5):899–934. https://doi.org/10.1257/aer.20101199
Fioretti M (2022) Caring or pretending to care? Social impact, firms’ objectives, and welfare. J Polit Econ 130(11):2898–2942. https://doi.org/10.1086/720459
Gibson Brandon R, Krueger P, Schmidt PS (2021) ESG rating disagreement and stock returns. Financ Anal J 77(4):104–127. https://doi.org/10.1080/0015198X.2021.1963186
Gillan SL, Koch A, Starks LT (2021) Firms and social responsibility: a review of ESG and CSR research in corporate finance. J Corp Financ 66(2):101889. https://doi.org/10.1016/j.jcorpfin.2021.101889
Goodman-Bacon A (2021) Difference-in-differences with variation in treatment timing. J Econom 225(2):254–277
Gurun UG, Nickerson J, Solomon DH (2023) Measuring and improving stakeholder welfare is easier said than done. J Financ Quant Anal 58(4):1473–1507. https://doi.org/10.1017/S0022109022001442
Hart SL (1995) A natural-resource-based view of the firm. Acad Manage Rev 20(4):986–1014. https://doi.org/10.5465/amr.1995.9512280033
Hsieh JPA, Rai A, Keil M (2011) Addressing digital inequality for the socioeconomically disadvantaged through government initiatives: Forms of capital that affect ICT utilization. Inform Syst Res 22(2):233–253. https://doi.org/10.1287/isre.1090.0256
Jing J, Wang J, Hu Z (2023) Has corporate involvement in government-initiated corporate social responsibility activities increased corporate value? — Evidence from China’s Targeted Poverty Alleviation. Hum Soc Sci Commun 10(1):1–16. https://doi.org/10.1057/s41599-023-01869-7
Lan F, Xu W, Sun W et al. (2024) From poverty to prosperity: assessing of sustainable poverty reduction effect of “welfare-to-work” in Chinese counties. Hum Soc Sci Commun 11(1):1–19. https://doi.org/10.1057/s41599-024-03267-z
Li R, Song H, Zhang J, Zhang J (2025) The Effects of a Multifaceted Poverty Alleviation Program on Rural Income and Household Behavior in China. Am Econ J Econ Policy 17(2):319–357. https://doi.org/10.1257/pol.20210485
Lewis WA (1954) Economic development with unlimited supplies of labour
López-Cabarcos MÁ, Ziane Y, López-Pérez ML, Piñeiro-Chousa J (2025) The Ethical Commitment of Business Strategy: ESG-Related Factors as Drivers of the SDGs. J Bus Ethics, 1–17. https://doi.org/10.1007/s10551-025-06002-z
Naseer MM, Guo Y, Bagh T, Zhu X (2024) Sustainable investments in volatile times: nexus of climate change risk, ESG practices, and market volatility. Int Rev Financ Anal 95: 103492. https://doi.org/10.1016/j.irfa.2024.103492
Porter ME, Kramer MR (2002) The competitive advantage of corporate philanthropy. Harvard Bus Rev 80(12):56–68
Romer PM (1990) Endogenous technological change. J Polit Econ 98(5, Part 2):S71–S102. https://doi.org/10.1086/261725
Sachs JD (2012) From millennium development goals to sustainable development goals. Lancet 379(9832):2206–2211. https://doi.org/10.1016/s0140-6736(12)60685-0
Song X, Li J, Wu X (2024) Financial inclusion, education, and employment: empirical evidence from 101 countries. Hum Soc Sci Commun 11(1):1–11. https://doi.org/10.1057/s41599-024-02630-4
Tissaoui K, Hakimi A, Zaghdoudi T (2024) Can financial inclusion enhance human development? Evidence from low-and middle-income countries. Hum Soc Sci Commun 11(1):1–14. https://doi.org/10.1057/s41599-024-03048-8
United Nations (2023) The Sustainable Development Goals Report 2023: Special Edition. https://unstats.un.org/sdgs/report/2023/
Wang H, Gibson C, Zander U (2020) Editors’ comments: Is research on corporate social responsibility undertheorized? Acad Manage R 45(1):1–6. https://doi.org/10.5465/amr.2019.0450
Wang Q, Tian Z, Zhu S (2024) Paired assistance and poverty alleviation: experience and evidence from China. PLoS ONE 19(2):e0297173
Wu D, Cheng H, Luo C et al. (2022) Does government initiated corporate social responsibility lower the default risk? Evidence from the targeted poverty alleviation campaign in China. Pac-Basin Financ J 76: 101881. https://doi.org/10.1016/j.pacfin.2022.101881
Wu W, Xu M, Zhou Z (2023) Targeted poverty alleviation disclosure and analyst forecast accuracy: evidence from a quasi-natural experiment. Financ Res Lett 54: 103767. https://doi.org/10.1016/j.frl.2023.103767
Xu M, Zheng L (2024) Place-based policies, agglomeration economics, and environmental impacts: evidence from China’s Xinjiang targeted pairing aid program. J Asia Pac Econ 1–20. https://doi.org/10.1080/13547860.2024.2365547
Zheng W, Ni N, Luo XR et al. (2024) Competition behind competition: State-sponsored awards, political tournaments, and corporate participation in poverty alleviation in China. J Manage 01492063241238704. https://doi.org/10.1177/01492063241238704
Zhou Z, Zhou X, Zhang X et al. (2024) Judicial waves, ethical shifts: Bankruptcy courts and corporate ESG performance. J Bus Ethics 1-21. https://doi.org/10.1007/s10551-024-05780-2
Zhou Z, Zhou X, Zhong H, Zhang X (2025) Bridging social responsibility and grassroots finance: Evaluating the impact of firms’ targeted pairing assistance on county digital financial inclusion. Res Int Bus Finance 76: 102839. https://doi.org/10.1016/j.ribaf.2025.102839
Acknowledgements
The author appreciates financial support from the MUST Faculty Research Grant (FRG-25-014-MSB). We thank Caining Chen, Jiyi Li, Xin Lyu, Zhibo Qin, Yaohui Ouyang, Wenzhe Zhang for their research assistance in literature sorting.
Author information
Authors and Affiliations
Contributions
Fellow researchers and authors contributed as follows: Zixun Zhou: conceptualization; formal analysis; methodology; writing—original draft, writing—review & editing. Xinyu Zhou: conceptualization; data curation; formal analysis; methodology; writing—original draft, writing—review & editing. Xuezhi Zhang: conceptualization; project administration; supervision, validation, writing—review & editing. Wei Chen: validation; writing—original draft; writing—review & editing. These authors contributed equally to this work and are listed in reverse alphabetical order.
Corresponding authors
Ethics declarations
Competing interests
The authors declare no competing interests.
Ethical approval
This paper does not contain any studies with human participants performed by any of the authors.
Informed consent
This paper does not contain any studies with human participants performed by any of the authors.
Additional information
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.
About this article
Cite this article
Zhou, Z., Zhou, X., Zhang, X. et al. Do corporate social responsibility practices alleviate poverty? Evidence from Firms’ targeted pairing assistance with counties. Humanit Soc Sci Commun (2026). https://doi.org/10.1057/s41599-026-06659-5
Received:
Accepted:
Published:
DOI: https://doi.org/10.1057/s41599-026-06659-5