Skip to main content
Top
Published in: Journal of Business Ethics 2/2022

10-05-2021 | Original Paper

The Interaction Between Suppliers and Fraudulent Customer Firms: Evidence from Trade Credit Financing of Chinese Listed Firms

Authors: Sirui Wu, Guangming Gong, Xin Huang, Haowen Tian

Published in: Journal of Business Ethics | Issue 2/2022

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

This study investigates the interaction between suppliers and fraudulent customer firms from the perspective of reputation damage and reputation recovery. Specifically, reputation damage from the regulatory penalty for corporate fraud induces the trust crisis and suppliers respond to fraudulent firms by reducing the trade credit supply. To repair a damaged reputation and rebuild the trust, fraudulent firms raise the ratio of prepayment to purchase volume when purchasing from small suppliers and increase the proportion of purchase from large suppliers in the next year. Channel analysis shows that the declining trust is one of potential mechanisms to reduce the trade credit. Furthermore, the negative effect is more pronounced for fraudulent firms with non-related party suppliers, higher supplier concentration, less analyst coverage, and for fraudulent firms located in regions with less-developed financial environment. Additionally, supplier sanctions have a spillover effect on non-fraudulent customer firms in the same industry. The conclusions are robust to a series of checks, including PSM–DiD, firm and year fixed effect, the alternative measure for trade credit financing, the industry-year fixed effect and the consideration of the monetary policy and financial crisis.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Appendix
Available only for authorised users
Footnotes
1
Product market reaction refers to customer (suppliers) firms’ reaction to their fraudulent supplier (customer) firms.
 
2
According to the definition, we use the phrase “corporate fraud” or “financial misconduct” to express the same meaning.
 
3
The official securities regulators in China include China Securities Regulatory Commission (CSRC), Shanghai and Shenzhen Stock Exchange (SHSE and SZSE), and provincial securities regulatory bureau. SHSE and SZSE are under the ultimate authority of the CSRC.
 
4
The Securities Law, promulgated in December 1998, clearly stipulates the role of CSRC as the main supervisory organization of the securities markets.
 
6
In this case, the CSRC will only give an internal warning to the firm.
 
7
We sincerely thank the referee for the suggestion on modifying the hypothesis by adding the trust theory in this section.
 
8
SHSE and SZSE are under the ultimate authority of the CSRC and they are delegated powers to regulate firms under their jurisdiction (Chen et al., 2005).
 
9
Here we match the probability of committing fraud and being detected by securities authority by eight variables mentioned above, according to prior research (Conyon & He, 2016; Khanna et al., 2015).
 
10
We sincerely thank the referee for the suggestion on employing PSM–DiD method in this section.
 
11
We sincerely thank the referee for the suggestion on the related party relationship between suppliers and customer firms in this section. In addition, we rerun the tests using the sample of non-related party suppliers and related party suppliers, respectively. And consistent with our prediction, the regression result becomes more pronounced using the sample of firms with non-related suppliers.
 
12
Financial environment reflects the regional financial development level. The higher the regional financial development level, the better the local financial environment.
 
14
The STA generally deducts 11 points for external events.
 
15
We sincerely thank the referee for the suggestion on examining the mediating effect of trust in this section.
 
16
We sincerely thank the referee for the suggestion on differentiating the supplier types when examining the reputation recovery strategy in this section.
 
Literature
go back to reference Allen, A., Francis, B. B., Wu, Q., & Zhao, Y. (2016). Analyst coverage and corporate tax aggressiveness. Journal of Banking & Finance, 73, 84–98.CrossRef Allen, A., Francis, B. B., Wu, Q., & Zhao, Y. (2016). Analyst coverage and corporate tax aggressiveness. Journal of Banking & Finance, 73, 84–98.CrossRef
go back to reference Amel-Zadeh, A., & Zhang, Y. (2015). The economic consequences of financial restatements: Evidence from the market for corporate control. The Accounting Review, 90(1), 1–29.CrossRef Amel-Zadeh, A., & Zhang, Y. (2015). The economic consequences of financial restatements: Evidence from the market for corporate control. The Accounting Review, 90(1), 1–29.CrossRef
go back to reference Barclay, M. J., & Smith, C. W. (1995). The maturity structure of corporate debt. The Journal of Finance, 50(2), 609–631.CrossRef Barclay, M. J., & Smith, C. W. (1995). The maturity structure of corporate debt. The Journal of Finance, 50(2), 609–631.CrossRef
go back to reference Barnett, M. L., Jermier, J. M., & Lafferty, B. A. (2006). Corporate reputation: The definitional landscape. Corporate Reputation Review, 9(1), 26–38.CrossRef Barnett, M. L., Jermier, J. M., & Lafferty, B. A. (2006). Corporate reputation: The definitional landscape. Corporate Reputation Review, 9(1), 26–38.CrossRef
go back to reference Bowen, R. M., Chen, X., & Cheng, Q. (2008). Analyst coverage and the cost of raising equity capital: Evidence from underpricing of seasoned equity offerings. Contemporary Accounting Research, 25(3), 657–700.CrossRef Bowen, R. M., Chen, X., & Cheng, Q. (2008). Analyst coverage and the cost of raising equity capital: Evidence from underpricing of seasoned equity offerings. Contemporary Accounting Research, 25(3), 657–700.CrossRef
go back to reference Chakravarthy, J., DeHaan, E., & Rajgopal, S. (2014). Reputation repair after a serious restatement. The Accounting Review, 89(4), 1329–1363.CrossRef Chakravarthy, J., DeHaan, E., & Rajgopal, S. (2014). Reputation repair after a serious restatement. The Accounting Review, 89(4), 1329–1363.CrossRef
go back to reference Chen, Y., & Wang, R. (2014). Product market competition, corporate fraud and trade credit. Journal of Accounting and Economics, 28(5), 26–40. Chen, Y., & Wang, R. (2014). Product market competition, corporate fraud and trade credit. Journal of Accounting and Economics, 28(5), 26–40.
go back to reference Chen, G., Firth, M., Gao, N. D., & Rui, M. O. (2005). Is China’s securities regulatory agency a toothless tiger? Evidence from enforcement actions. Journal of Accounting and Public Policy, 24(6), 451–488.CrossRef Chen, G., Firth, M., Gao, N. D., & Rui, M. O. (2005). Is China’s securities regulatory agency a toothless tiger? Evidence from enforcement actions. Journal of Accounting and Public Policy, 24(6), 451–488.CrossRef
go back to reference Chen, D., Li, L., Liu, X., & Lobo, G. J. (2018). Social trust and auditor reporting conservatism. Journal of Business Ethics, 153(4), 1083–1108. Chen, D., Li, L., Liu, X., & Lobo, G. J. (2018). Social trust and auditor reporting conservatism. Journal of Business Ethics, 153(4), 1083–1108.
go back to reference Chen, Y., Ng, J., & Wang, C. (2019). Do labor conditions matter in loan contracting? Evidence from labor specificity. Working paper, City University of Hong Kong, Hong Kong Polytechnic University. Chen, Y., Ng, J., & Wang, C. (2019). Do labor conditions matter in loan contracting? Evidence from labor specificity. Working paper, City University of Hong Kong, Hong Kong Polytechnic University.
go back to reference Coleman, J. S. (1988). Social capital in the creation of human capital. American Journal of Sociology, 94, S95–S120.CrossRef Coleman, J. S. (1988). Social capital in the creation of human capital. American Journal of Sociology, 94, S95–S120.CrossRef
go back to reference Conyon, M. J., & He, L. (2016). Executive compensation and corporate fraud in China. Journal of Business Ethics, 134(4), 669–691.CrossRef Conyon, M. J., & He, L. (2016). Executive compensation and corporate fraud in China. Journal of Business Ethics, 134(4), 669–691.CrossRef
go back to reference Cunat, V., & Garcia-Appendini, E. (2012). Trade credit and its role in entrepreneurial finance. In: Cumming, D. (Ed.), Oxford handbook of entrepreneurial finance (pp. 526–557). New York: Oxford University Press. Cunat, V., & Garcia-Appendini, E. (2012). Trade credit and its role in entrepreneurial finance. In: Cumming, D. (Ed.), Oxford handbook of entrepreneurial finance (pp. 526–557). New York: Oxford University Press.
go back to reference Desai, H., Hogan, C. E., & Wilkins, M. S. (2006). The reputational penalty for aggressive accounting: Earnings restatements and management turnover. The Accounting Review, 81(1), 83–112.CrossRef Desai, H., Hogan, C. E., & Wilkins, M. S. (2006). The reputational penalty for aggressive accounting: Earnings restatements and management turnover. The Accounting Review, 81(1), 83–112.CrossRef
go back to reference Ding, J., Huang, J., Li, Y., & Meng, M. (2019). Is there an effective reputation mechanism in peer-to-peer lending? Evidence from China. Finance Research Letters, 30, 208–215.CrossRef Ding, J., Huang, J., Li, Y., & Meng, M. (2019). Is there an effective reputation mechanism in peer-to-peer lending? Evidence from China. Finance Research Letters, 30, 208–215.CrossRef
go back to reference Du, X. (2015). Is corporate philanthropy used as environmental misconduct dressing? Evidence from Chinese family-owned firms. Journal of Business Ethics, 129(2), 341–361.CrossRef Du, X. (2015). Is corporate philanthropy used as environmental misconduct dressing? Evidence from Chinese family-owned firms. Journal of Business Ethics, 129(2), 341–361.CrossRef
go back to reference Fan, G., Wang, X. L., Zhang, L. W., et al. (2003). Report on the relative progress of marketization in various regions of China. Economic Studies, 3, 9–18 (in Chinese). Fan, G., Wang, X. L., Zhang, L. W., et al. (2003). Report on the relative progress of marketization in various regions of China. Economic Studies, 3, 9–18 (in Chinese).
go back to reference Fich, E. M., & Shivdasani, A. (2007). Financial fraud, director reputation, and shareholder wealth. Journal of Financial Economics, 86(2), 306–336.CrossRef Fich, E. M., & Shivdasani, A. (2007). Financial fraud, director reputation, and shareholder wealth. Journal of Financial Economics, 86(2), 306–336.CrossRef
go back to reference Firth, M., Rui, O. M., & Wu, W. (2011). Cooking the books: Recipes and costs of falsified financial statements in China. Journal of Corporate Finance, 17(2), 371–389.CrossRef Firth, M., Rui, O. M., & Wu, W. (2011). Cooking the books: Recipes and costs of falsified financial statements in China. Journal of Corporate Finance, 17(2), 371–389.CrossRef
go back to reference Fombrun, C. J., & Rindova, V. (1998). Reputation management in global 1000 firms: A benchmarking study. Corporate Reputation Review, 1(3), 205–212.CrossRef Fombrun, C. J., & Rindova, V. (1998). Reputation management in global 1000 firms: A benchmarking study. Corporate Reputation Review, 1(3), 205–212.CrossRef
go back to reference Ge, Y., & Qiu, J. (2007). Financial development, bank discrimination and trade credit. Journal of Banking & Finance, 31(2), 513–530.CrossRef Ge, Y., & Qiu, J. (2007). Financial development, bank discrimination and trade credit. Journal of Banking & Finance, 31(2), 513–530.CrossRef
go back to reference Gong, G., Huang, X., Wu, S., Tian, H., & Li, W. (2020). Punishment by securities regulators, corporate social responsibility and the cost of debt. Journal of Business Ethics, 1–20 (Available online). Gong, G., Huang, X., Wu, S., Tian, H., & Li, W. (2020). Punishment by securities regulators, corporate social responsibility and the cost of debt. Journal of Business Ethics, 1–20 (Available online).
go back to reference Gul, F. A., Lim, C. Y., Wang, K., & Xu, Y. (2019). Stock price contagion effects of low-quality audits at the individual audit partner level. Auditing: A Journal of Practice & Theory, 38(2), 151–178.CrossRef Gul, F. A., Lim, C. Y., Wang, K., & Xu, Y. (2019). Stock price contagion effects of low-quality audits at the individual audit partner level. Auditing: A Journal of Practice & Theory, 38(2), 151–178.CrossRef
go back to reference He, W., & Liu, W. (2018). Managerial effects in business Credit: From the perspectives of manager ability. Accounting Research, 2, 49–55 (in Chinese). He, W., & Liu, W. (2018). Managerial effects in business Credit: From the perspectives of manager ability. Accounting Research, 2, 49–55 (in Chinese).
go back to reference Jarrell, G., & Peltzman, S. (1985). The impact of product recalls on the wealth of sellers. Journal of Political Economy, 93(3), 512–536.CrossRef Jarrell, G., & Peltzman, S. (1985). The impact of product recalls on the wealth of sellers. Journal of Political Economy, 93(3), 512–536.CrossRef
go back to reference Jian, M., & Wong, T. J. (2010). Propping through related party transactions. Review of Accounting Studies, 15, 70–105.CrossRef Jian, M., & Wong, T. J. (2010). Propping through related party transactions. Review of Accounting Studies, 15, 70–105.CrossRef
go back to reference Johnson, W. C., Xie, W., & Yi, S. (2014). Corporate fraud and the value of reputations in the product market. Journal of Corporate Finance, 25, 16–39.CrossRef Johnson, W. C., Xie, W., & Yi, S. (2014). Corporate fraud and the value of reputations in the product market. Journal of Corporate Finance, 25, 16–39.CrossRef
go back to reference Juric, D., O’Connell, B., Rankin, M., & Birt, J. (2018). Determinants of the severity of legal and employment consequences for CPAs named in SEC accounting and auditing enforcement releases. Journal of Business Ethics, 147(3), 545–563.CrossRef Juric, D., O’Connell, B., Rankin, M., & Birt, J. (2018). Determinants of the severity of legal and employment consequences for CPAs named in SEC accounting and auditing enforcement releases. Journal of Business Ethics, 147(3), 545–563.CrossRef
go back to reference Karpoff, J. M. (2013). Reputation and the invisible hand: A review of empirical research. Working paper, University of Washington. Karpoff, J. M. (2013). Reputation and the invisible hand: A review of empirical research. Working paper, University of Washington.
go back to reference Karpoff, J. M., Lee, D. S., & Martin, G. S. (2008). The consequences to managers for financial misrepresentation. Journal of Financial Economics, 88(2), 193–215.CrossRef Karpoff, J. M., Lee, D. S., & Martin, G. S. (2008). The consequences to managers for financial misrepresentation. Journal of Financial Economics, 88(2), 193–215.CrossRef
go back to reference Khanna, V. S., Kim, E. H., & Lu, Y. (2015). CEO connectedness and corporate frauds. Journal of Finance, 70(3), 1203–1252.CrossRef Khanna, V. S., Kim, E. H., & Lu, Y. (2015). CEO connectedness and corporate frauds. Journal of Finance, 70(3), 1203–1252.CrossRef
go back to reference Kim, J. B., Lu, L. Y., & Yu, Y. (2019). Analyst coverage and expected crash risk: Evidence from exogenous changes in analyst coverage. The Accounting Review, 94(4), 345–364.CrossRef Kim, J. B., Lu, L. Y., & Yu, Y. (2019). Analyst coverage and expected crash risk: Evidence from exogenous changes in analyst coverage. The Accounting Review, 94(4), 345–364.CrossRef
go back to reference Kreps, D. M., & Wilson, R. (1982). Reputation and imperfect information. Journal of Economic Theory, 27(2), 253–279.CrossRef Kreps, D. M., & Wilson, R. (1982). Reputation and imperfect information. Journal of Economic Theory, 27(2), 253–279.CrossRef
go back to reference Levine, R., Lin, C., & Xie, W. (2018). Corporate resilience to banking crises: The roles of trust and trade credit. Journal of Financial and Quantitative Analysis., 53(4), 1441–1477.CrossRef Levine, R., Lin, C., & Xie, W. (2018). Corporate resilience to banking crises: The roles of trust and trade credit. Journal of Financial and Quantitative Analysis., 53(4), 1441–1477.CrossRef
go back to reference Liu, L., Xu, Y., Rao, P., & Chen, Y. (2019). The contagion effects of irregularities within business groups. Journal of Financial Research, 468(6), 113–131 (in Chinese). Liu, L., Xu, Y., Rao, P., & Chen, Y. (2019). The contagion effects of irregularities within business groups. Journal of Financial Research, 468(6), 113–131 (in Chinese).
go back to reference Ljungqvist, A., Zhang, L., & Zuo, L. (2017). Sharing risk with the government: How taxes affect corporate risk taking. Journal of Accounting Research, 55(3), 669–707.CrossRef Ljungqvist, A., Zhang, L., & Zuo, L. (2017). Sharing risk with the government: How taxes affect corporate risk taking. Journal of Accounting Research, 55(3), 669–707.CrossRef
go back to reference Love, I., Preve, L. A., & Sarria, A. V. (2007). Trade credit and bank credit: Evidence from recent financial crises. Journal of Financial Economics, 83(2), 453–469.CrossRef Love, I., Preve, L. A., & Sarria, A. V. (2007). Trade credit and bank credit: Evidence from recent financial crises. Journal of Financial Economics, 83(2), 453–469.CrossRef
go back to reference Lys, T., Naughton, J. P., & Wang, C. (2012). Signaling through corporate accountability reporting. Journal of Accounting & Economics, 60(1), 56–72.CrossRef Lys, T., Naughton, J. P., & Wang, C. (2012). Signaling through corporate accountability reporting. Journal of Accounting & Economics, 60(1), 56–72.CrossRef
go back to reference Mackinnon, D. P., Lockwood, C. M., Hoffman, J. M., & West, S. G. (2002). A comparison of methods to test mediation and other intervening variable effects. Psychological Methods, 7(1), 83–104.CrossRef Mackinnon, D. P., Lockwood, C. M., Hoffman, J. M., & West, S. G. (2002). A comparison of methods to test mediation and other intervening variable effects. Psychological Methods, 7(1), 83–104.CrossRef
go back to reference Petersen, M. A., & Rajan, R. G. (1997). Trade credit: Theories and evidence. The Review of Financial Studies, 10(3), 661–691.CrossRef Petersen, M. A., & Rajan, R. G. (1997). Trade credit: Theories and evidence. The Review of Financial Studies, 10(3), 661–691.CrossRef
go back to reference Qian, C., Lu, L. Y., & Yu, Y. (2019). Financial analyst coverage and corporate social performance: Evidence from natural experiments. Strategic Management Journal, 40(13), 2271–2286.CrossRef Qian, C., Lu, L. Y., & Yu, Y. (2019). Financial analyst coverage and corporate social performance: Evidence from natural experiments. Strategic Management Journal, 40(13), 2271–2286.CrossRef
go back to reference Shenoy, J., & Williams, R. (2017). Trade credit and the joint effects of supplier and customer financial characteristics. Journal of Financial Intermediation, 29, 68–80.CrossRef Shenoy, J., & Williams, R. (2017). Trade credit and the joint effects of supplier and customer financial characteristics. Journal of Financial Intermediation, 29, 68–80.CrossRef
go back to reference Tang, S., Wong, J., & Ma, Y. (2017). Collaterals, social networks and trade credits. Nankai Business Review, 20(3), 53–64 (in Chinese). Tang, S., Wong, J., & Ma, Y. (2017). Collaterals, social networks and trade credits. Nankai Business Review, 20(3), 53–64 (in Chinese).
go back to reference Williamson, O. E. (1979). Transaction-cost economics: The governance of contractual relations. The Journal of Law & Economics, 22(2), 233–261.CrossRef Williamson, O. E. (1979). Transaction-cost economics: The governance of contractual relations. The Journal of Law & Economics, 22(2), 233–261.CrossRef
go back to reference Williamson, O. E. (1983). Credible commitments: Using hostages to support exchange. The American Economic Review, 74(4), 519–540. Williamson, O. E. (1983). Credible commitments: Using hostages to support exchange. The American Economic Review, 74(4), 519–540.
go back to reference Wu, Y. (2012). Information infrastructure, reputation mechanism and the optimization of law enforcement: A new view of food security management. Social Science in China, 6, 115–133 (in Chinese). Wu, Y. (2012). Information infrastructure, reputation mechanism and the optimization of law enforcement: A new view of food security management. Social Science in China, 6, 115–133 (in Chinese).
go back to reference Wu, W., Firth, M., & Rui, O. M. (2014). Trust and the provision of trade credit. Journal of Banking & Finance, 39, 146–159. Wu, W., Firth, M., & Rui, O. M. (2014). Trust and the provision of trade credit. Journal of Banking & Finance, 39, 146–159.
go back to reference Xia, X., Teng, F., & Gu, X. (2019). Reputation repair and corporate donations: An investigation of responses to regulatory penalties. China Journal of Accounting Research, 12(3), 293–313.CrossRef Xia, X., Teng, F., & Gu, X. (2019). Reputation repair and corporate donations: An investigation of responses to regulatory penalties. China Journal of Accounting Research, 12(3), 293–313.CrossRef
go back to reference Xin, Y., Zhang, P., & Zheng, Y. (2015). Corporate governance, political connections, and intra-industry effects: Evidence from corporate scandals in China. Financial Management, 44(1), 49–80.CrossRef Xin, Y., Zhang, P., & Zheng, Y. (2015). Corporate governance, political connections, and intra-industry effects: Evidence from corporate scandals in China. Financial Management, 44(1), 49–80.CrossRef
go back to reference Xin, Q., Zhou, J., & Hu, F. (2018). The economic consequences of financial fraud: Evidence from the product market in China. China Journal of Accounting Studies, 6(1), 1–23.CrossRef Xin, Q., Zhou, J., & Hu, F. (2018). The economic consequences of financial fraud: Evidence from the product market in China. China Journal of Accounting Studies, 6(1), 1–23.CrossRef
go back to reference Zhang, Z. (2019). Bank interventions and trade credit: Evidence from debt covenant violations. Journal of Financial and Quantitative Analysis, 54(5), 2179–2207.CrossRef Zhang, Z. (2019). Bank interventions and trade credit: Evidence from debt covenant violations. Journal of Financial and Quantitative Analysis, 54(5), 2179–2207.CrossRef
go back to reference Zhang, Y., Yan, X., & Zhang, R. (2014). Product market competition and related party transactions—Empirical analysis based on strategic transfer pricing theory. Accounting Research, 12, 79–85 (in Chinese). Zhang, Y., Yan, X., & Zhang, R. (2014). Product market competition and related party transactions—Empirical analysis based on strategic transfer pricing theory. Accounting Research, 12, 79–85 (in Chinese).
go back to reference Zhang, X., Zou, M., Liu, W., & Zhang, Y. (2020). Does a firm’s supplier concentration affect its cash holding? Economic Modelling, 90(8), 527–535.CrossRef Zhang, X., Zou, M., Liu, W., & Zhang, Y. (2020). Does a firm’s supplier concentration affect its cash holding? Economic Modelling, 90(8), 527–535.CrossRef
go back to reference Zucker, L. (1986). Production of trust: Institutional sources of economic structure, 1840–1920. Research in Organizational Behavior, 8(2), 53–111. Zucker, L. (1986). Production of trust: Institutional sources of economic structure, 1840–1920. Research in Organizational Behavior, 8(2), 53–111.
Metadata
Title
The Interaction Between Suppliers and Fraudulent Customer Firms: Evidence from Trade Credit Financing of Chinese Listed Firms
Authors
Sirui Wu
Guangming Gong
Xin Huang
Haowen Tian
Publication date
10-05-2021
Publisher
Springer Netherlands
Published in
Journal of Business Ethics / Issue 2/2022
Print ISSN: 0167-4544
Electronic ISSN: 1573-0697
DOI
https://doi.org/10.1007/s10551-021-04832-1

Other articles of this Issue 2/2022

Journal of Business Ethics 2/2022 Go to the issue