IDEAS home Printed from https://ideas.repec.org/a/bla/popmgt/v32y2023i7p2227-2244.html
   My bibliography  Save this article

Cross‐market information transmission along the supply chain network

Author

Listed:
  • Ruirui Fang
  • Nan Hu
  • Peng Liang
  • Ling Liu

Abstract

In this paper, we investigate whether and how investors of suppliers learn from the private information embedded in the customer credit default swap (CDS) market prior to customer earnings announcements. We find that investors of suppliers indeed incorporate the customer private information revealed in the CDS market into the supplier valuation, thereby leading to significant changes in suppliers’ future stock prices. Moreover, such price discovery effect is more pronounced when: (i) the level of customer private information revealed in the CDS market is more prominent; (ii) the customer bond market is more illiquid; (iii) the customers are expected to report bad earnings news or experience deteriorated credit conditions; (iv) the strength of the supplier–customer economic bond is stronger. Our results remain robust when we control for the supplier's own CDS market price discovery effect or conduct matched sample analyses. Finally, utilizing the passage of the Dodd–Frank Wall Street Reform and Consumer Protection Act (Dodd–Frank Act) as an exogenous shock, we show that the effect of customer CDS trading on suppliers’ future stock prices is less pronounced after the Dodd–Frank Act due to more explicit regulation on informed trading activities. Overall, our study documents significant cross‐market information transmission along the supply chain network (i.e., from the customer derivative market to the supplier equity market).

Suggested Citation

  • Ruirui Fang & Nan Hu & Peng Liang & Ling Liu, 2023. "Cross‐market information transmission along the supply chain network," Production and Operations Management, Production and Operations Management Society, vol. 32(7), pages 2227-2244, July.
  • Handle: RePEc:bla:popmgt:v:32:y:2023:i:7:p:2227-2244
    DOI: 10.1111/poms.13970
    as

    Download full text from publisher

    File URL: https://doi.org/10.1111/poms.13970
    Download Restriction: no

    File URL: https://libkey.io/10.1111/poms.13970?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Rebecca Files & Umit G. Gurun, 2018. "Lenders’ Response to Peer and Customer Restatements," Contemporary Accounting Research, John Wiley & Sons, vol. 35(1), pages 464-493, March.
    2. Suresh Radhakrishnan & Zheng Wang & Yue Zhang, 2014. "Customers’ Capital Market Information Quality and Suppliers’ Performance," Production and Operations Management, Production and Operations Management Society, vol. 23(10), pages 1690-1705, October.
    3. Linda Allen & Aron Gottesman, 2006. "The Informational Efficiency of the Equity Market As Compared to the Syndicated Bank Loan Market," Journal of Financial Services Research, Springer;Western Finance Association, vol. 30(1), pages 5-42, August.
    4. Bessembinder, Hendrik & Maxwell, William & Venkataraman, Kumar, 2006. "Market transparency, liquidity externalities, and institutional trading costs in corporate bonds," Journal of Financial Economics, Elsevier, vol. 82(2), pages 251-288, November.
    5. Shail Pandit & Charles E. Wasley & Tzachi Zach, 2011. "Information Externalities along the Supply Chain: The Economic Determinants of Suppliers’ Stock Price Reaction to Their Customers’ Earnings Announcements," Contemporary Accounting Research, John Wiley & Sons, vol. 28(4), pages 1304-1343, December.
    6. Francis A. Longstaff & Sanjay Mithal & Eric Neis, 2005. "Corporate Yield Spreads: Default Risk or Liquidity? New Evidence from the Credit Default Swap Market," Journal of Finance, American Finance Association, vol. 60(5), pages 2213-2253, October.
    7. Li, Jay Yin & Tang, Dragon Yongjun, 2016. "The leverage externalities of credit default swaps," Journal of Financial Economics, Elsevier, vol. 120(3), pages 491-513.
    8. Loon, Yee Cheng & Zhong, Zhaodong Ken, 2014. "The impact of central clearing on counterparty risk, liquidity, and trading: Evidence from the credit default swap market," Journal of Financial Economics, Elsevier, vol. 112(1), pages 91-115.
    9. Chan, Kalok & Chung, Y Peter & Johnson, Herb, 1993. "Why Option Prices Lag Stock Prices: A Trading-Based Explanation," Journal of Finance, American Finance Association, vol. 48(5), pages 1957-1967, December.
    10. Robert A. Jarrow & Fan Yu, 2008. "Counterparty Risk and the Pricing of Defaultable Securities," World Scientific Book Chapters, in: Financial Derivatives Pricing Selected Works of Robert Jarrow, chapter 20, pages 481-515, World Scientific Publishing Co. Pte. Ltd..
    11. French, Kenneth R. & Roll, Richard, 1986. "Stock return variances : The arrival of information and the reaction of traders," Journal of Financial Economics, Elsevier, vol. 17(1), pages 5-26, September.
    12. Lauren Cohen & Andrea Frazzini, 2008. "Economic Links and Predictable Returns," Journal of Finance, American Finance Association, vol. 63(4), pages 1977-2011, August.
    13. Helwege, Jean & Huang, Jing-Zhi & Wang, Yuan, 2014. "Liquidity effects in corporate bond spreads," Journal of Banking & Finance, Elsevier, vol. 45(C), pages 105-116.
    14. Susan Cohen Kulp & Hau L. Lee & Elie Ofek, 2004. "Manufacturer Benefits from Information Integration with Retail Customers," Management Science, INFORMS, vol. 50(4), pages 431-444, April.
    15. Stephan, Jens A & Whaley, Robert E, 1990. "Intraday Price Change and Trading Volume Relations in the Stock and Stock Option Markets," Journal of Finance, American Finance Association, vol. 45(1), pages 191-220, March.
    16. Qiu, Jiaping & Yu, Fan, 2012. "Endogenous liquidity in credit derivatives," Journal of Financial Economics, Elsevier, vol. 103(3), pages 611-631.
    17. Mitchell A. Petersen, 2009. "Estimating Standard Errors in Finance Panel Data Sets: Comparing Approaches," The Review of Financial Studies, Society for Financial Studies, vol. 22(1), pages 435-480, January.
    18. Miguel A. Ferreira & Paul A. Laux, 2007. "Corporate Governance, Idiosyncratic Risk, and Information Flow," Journal of Finance, American Finance Association, vol. 62(2), pages 951-989, April.
    19. Hertzel, Michael G. & Li, Zhi & Officer, Micah S. & Rodgers, Kimberly J., 2008. "Inter-firm linkages and the wealth effects of financial distress along the supply chain," Journal of Financial Economics, Elsevier, vol. 87(2), pages 374-387, February.
    20. Fama, Eugene F. & French, Kenneth R., 1997. "Industry costs of equity," Journal of Financial Economics, Elsevier, vol. 43(2), pages 153-193, February.
    21. Hans B. Christensen & Valeri V. Nikolaev, 2012. "Capital Versus Performance Covenants in Debt Contracts," Journal of Accounting Research, Wiley Blackwell, vol. 50(1), pages 75-116, March.
    22. Robert M. Bushman & Abbie J. Smith & Regina Wittenberg‐Moerman, 2010. "Price Discovery and Dissemination of Private Information by Loan Syndicate Participants," Journal of Accounting Research, Wiley Blackwell, vol. 48(5), pages 921-972, December.
    23. Kwan, Simon H., 1996. "Firm-specific information and the correlation between individual stocks and bonds," Journal of Financial Economics, Elsevier, vol. 40(1), pages 63-80, January.
    24. Kerry Back & C. Henry Cao & Gregory A. Willard, 2000. "Imperfect Competition among Informed Traders," Journal of Finance, American Finance Association, vol. 55(5), pages 2117-2155, October.
    25. Nan Hu & Jian‐Yu (Fisher) Ke & Ling Liu & Yue Zhang, 2019. "Risk Pooling, Supply Chain Hierarchy, and Analysts’ Forecasts," Production and Operations Management, Production and Operations Management Society, vol. 28(2), pages 276-291, February.
    26. Glosten, Lawrence R. & Milgrom, Paul R., 1985. "Bid, ask and transaction prices in a specialist market with heterogeneously informed traders," Journal of Financial Economics, Elsevier, vol. 14(1), pages 71-100, March.
    27. Armstrong, Christopher S. & Vashishtha, Rahul, 2012. "Executive stock options, differential risk-taking incentives, and firm value," Journal of Financial Economics, Elsevier, vol. 104(1), pages 70-88.
    28. Carrizosa, Richard & Ryan, Stephen G., 2017. "Borrower private information covenants and loan contract monitoring," Journal of Accounting and Economics, Elsevier, vol. 64(2), pages 313-339.
    29. X. Frank Zhang, 2006. "Information Uncertainty and Analyst Forecast Behavior," Contemporary Accounting Research, John Wiley & Sons, vol. 23(2), pages 565-590, June.
    30. Philip Bond & Alex Edmans & Itay Goldstein, 2012. "The Real Effects of Financial Markets," Annual Review of Financial Economics, Annual Reviews, vol. 4(1), pages 339-360, October.
    31. Alex Edmans & Itay Goldstein & Wei Jiang, 2012. "The Real Effects of Financial Markets: The Impact of Prices on Takeovers," Journal of Finance, American Finance Association, vol. 67(3), pages 933-971, June.
    32. Acharya, Viral V. & Johnson, Timothy C., 2007. "Insider trading in credit derivatives," Journal of Financial Economics, Elsevier, vol. 84(1), pages 110-141, April.
    33. Marra, Miriam & Yu, Fan & Zhu, Lu, 2019. "The impact of trade reporting and central clearing on CDS price informativeness," Journal of Financial Stability, Elsevier, vol. 43(C), pages 130-145.
    34. Ran Zhao & Lu Zhu, 2020. "The externalities of credit default swaps on stock return synchronicity," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 40(1), pages 92-125, January.
    35. Alex Edmans & Itay Goldstein & Wei Jiang, 2015. "Feedback Effects, Asymmetric Trading, and the Limits to Arbitrage," American Economic Review, American Economic Association, vol. 105(12), pages 3766-3797, December.
    36. Pingyang Gao & Pierre Jinghong Liang, 2013. "Informational Feedback, Adverse Selection, and Optimal Disclosure Policy," Journal of Accounting Research, Wiley Blackwell, vol. 51(5), pages 1133-1158, December.
    37. McNichols, Maureen & Trueman, Brett, 1994. "Public disclosure, private information collection, and short-term trading," Journal of Accounting and Economics, Elsevier, vol. 17(1-2), pages 69-94, January.
    38. Jesse A. Ellis & C. Edward Fee & Shawn E. Thomas, 2012. "Proprietary Costs and the Disclosure of Information About Customers," Journal of Accounting Research, Wiley Blackwell, vol. 50(3), pages 685-727, June.
    39. Fee, C. Edward & Thomas, Shawn, 2004. "Sources of gains in horizontal mergers: evidence from customer, supplier, and rival firms," Journal of Financial Economics, Elsevier, vol. 74(3), pages 423-460, December.
    40. Foster, F Douglas & Viswanathan, S, 1996. "Strategic Trading When Agents Forecast the Forecasts of Others," Journal of Finance, American Finance Association, vol. 51(4), pages 1437-1478, September.
    41. Giesecke, Kay & Weber, Stefan, 2004. "Cyclical correlations, credit contagion, and portfolio losses," Journal of Banking & Finance, Elsevier, vol. 28(12), pages 3009-3036, December.
    42. B. Korcan Ak & Panos N. Patatoukas, 2016. "Customer-Base Concentration and Inventory Efficiencies: Evidence from the Manufacturing Sector," Production and Operations Management, Production and Operations Management Society, vol. 25(2), pages 258-272, February.
    43. Olsen, C & Dietrich, Jr, 1985. "Vertical Information Transfers - The Association Between Retailers Sales Announcements And Suppliers Security Returns," Journal of Accounting Research, Wiley Blackwell, vol. 23, pages 144-166.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Sergei Kharin & Zuzana Kapustova & Ivan Lichner, 2023. "Price transmission between maize and poultry product markets in the Visegrád Group countries: What is more nonlinear, egg or chicken?," Agricultural Economics, Czech Academy of Agricultural Sciences, vol. 69(12), pages 510-522.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Hu, Nan & Liang, Peng & Liu, Ling & Zhu, Lu, 2022. "The bullwhip effect and credit default swap market: A study based on firm-specific bullwhip effect measure," International Review of Financial Analysis, Elsevier, vol. 84(C).
    2. Peng Liang & Hasan Cavusoglu & Nan Hu, 2023. "Customers’ managerial expectations and suppliers’ asymmetric cost management," Production and Operations Management, Production and Operations Management Society, vol. 32(6), pages 1975-1993, June.
    3. Kim, Jeong-Bon & Song, Byron Y. & Zhang, Yue, 2015. "Earnings performance of major customers and bank loan contracting with suppliers," Journal of Banking & Finance, Elsevier, vol. 59(C), pages 384-398.
    4. Ran Zhao & Lu Zhu, 2020. "The externalities of credit default swaps on stock return synchronicity," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 40(1), pages 92-125, January.
    5. Yingying Xin & Xiao Zeng & Zhengying Luo, 2022. "Customers' tone in MD&A disclosure and suppliers' inventory efficiency: Evidence from China," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 43(8), pages 3833-3853, December.
    6. Lian, Yili, 2017. "Financial distress and customer-supplier relationships," Journal of Corporate Finance, Elsevier, vol. 43(C), pages 397-406.
    7. Agnes C. S. Cheng & Wenli Huang & Shaojun Zhang, 2020. "Major government customer and management earnings forecasts," Frontiers of Business Research in China, Springer, vol. 14(1), pages 1-20, December.
    8. Ma, Xiaofang & Wang, Wenming & Wu, Jiangang & Zhang, Wenlan, 2020. "Corporate customer concentration and stock price crash risk," Journal of Banking & Finance, Elsevier, vol. 119(C).
    9. Jarrad Harford & Robert Schonlau & Jared Stanfield, 2019. "Trade Relationships, Indirect Economic Links, and Mergers," Management Science, INFORMS, vol. 65(7), pages 3085-3110, July.
    10. John Eshleman & Peng Guo, 2014. "The market’s use of supplier earnings information to value customers," Review of Quantitative Finance and Accounting, Springer, vol. 43(2), pages 405-422, August.
    11. Jesse A. Ellis & C. Edward Fee & Shawn E. Thomas, 2012. "Proprietary Costs and the Disclosure of Information About Customers," Journal of Accounting Research, Wiley Blackwell, vol. 50(3), pages 685-727, June.
    12. Chy, Mahfuz & Kyung, Hoyoun, 2023. "The effect of bond market transparency on bank loan contracting," Journal of Accounting and Economics, Elsevier, vol. 75(2).
    13. Steven Lecce & Andrew Lepone & Michael D. McKenzie & Jin Boon Wong & Jin Y. Yang, 2018. "Short‐selling and credit default swap spreads—Where do informed traders trade?," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 38(8), pages 925-942, August.
    14. Marcin Wojtowicz, 2014. "The Determinants of CDS Bid-ask Spreads," Tinbergen Institute Discussion Papers 14-138/IV/ DSF82, Tinbergen Institute.
    15. Ye, Xiaoxia & Yu, Fan & Zhao, Ran, 2022. "Credit derivatives and corporate default prediction," Journal of Banking & Finance, Elsevier, vol. 138(C).
    16. Aliyev, Nihad & Huseynov, Fariz & Rzayev, Khaladdin, 2022. "Algorithmic trading and investment-to-price sensitivity," LSE Research Online Documents on Economics 118844, London School of Economics and Political Science, LSE Library.
    17. Armstrong, Christopher S. & Balakrishnan, Karthik & Cohen, Daniel, 2012. "Corporate governance and the information environment: Evidence from state antitakeover laws," Journal of Accounting and Economics, Elsevier, vol. 53(1), pages 185-204.
    18. Lei, Jin & Qiu, Jiaping & Wan, Chi & Yu, Fan, 2021. "Credit risk spillovers and cash holdings," Journal of Corporate Finance, Elsevier, vol. 68(C).
    19. Cao, Yue & Dong, Yizhe & Ma, Diandian & Sun, Li, 2021. "Customer concentration and corporate risk-taking," Journal of Financial Stability, Elsevier, vol. 54(C).
    20. Bai, Xuelian & Hu, Nan & Liu, Ling & Zhu, Lu, 2017. "Credit derivatives and stock return synchronicity," Journal of Financial Stability, Elsevier, vol. 28(C), pages 79-90.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:bla:popmgt:v:32:y:2023:i:7:p:2227-2244. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Wiley Content Delivery (email available below). General contact details of provider: http://onlinelibrary.wiley.com/journal/10.1111/(ISSN)1937-5956 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.