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Public data availability and bond credit spreads: Evidence from China

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  • Wen, Wen
  • Dong, Jinghan
  • Niu, Yuhao

Abstract

This study investigates how public data availability affects corporate bond credit spread, addressing the gap in the role of public data in the bond market. Using the staggered implementation of public data initiatives in China, we adopt a difference-in-differences approach and find a significant decrease in local firms' bond credit spreads following the establishment of public data platforms. Mechanism tests show that public data availability reduces bond credit spreads by alleviating information asymmetry, mitigating default risk, and strengthening internal governance and external monitoring. The positive impact of public data on bond financing costs intensifies with increased volume, diverse sources, and easier access. Additionally, the effect varies with themes of public data and is more pronounced for issuers with less reputable underwriters, higher policy sensitivity, and elevated risk. These findings highlight public data's economic value and provide implications for promoting open data initiatives to improve bond market efficiency.

Suggested Citation

  • Wen, Wen & Dong, Jinghan & Niu, Yuhao, 2026. "Public data availability and bond credit spreads: Evidence from China," Economic Modelling, Elsevier, vol. 154(C).
  • Handle: RePEc:eee:ecmode:v:154:y:2026:i:c:s0264999325003372
    DOI: 10.1016/j.econmod.2025.107342
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    1. Bai, Jennie & Goldstein, Robert S. & Yang, Fan, 2020. "Is the credit spread puzzle a myth?," Journal of Financial Economics, Elsevier, vol. 137(2), pages 297-319.
    2. Anderson, Ronald C. & Mansi, Sattar A. & Reeb, David M., 2004. "Board characteristics, accounting report integrity, and the cost of debt," Journal of Accounting and Economics, Elsevier, vol. 37(3), pages 315-342, September.
    3. Reck, Daniel & Slemrod, Joel & Vattø, Trine Engh, 2022. "Public disclosure of tax information: Compliance tool or social network?," Journal of Public Economics, Elsevier, vol. 212(C).
    4. Alan V. S. Douglas & Alan G. Huang & Kenneth R. Vetzal, 2016. "Cash flow volatility and corporate bond yield spreads," Review of Quantitative Finance and Accounting, Springer, vol. 46(2), pages 417-458, February.
    5. Balcilar, Mehmet & Usman, Ojonugwa & Gungor, Hasan & Roubaud, David & Wohar, Mark E., 2021. "Role of global, regional, and advanced market economic policy uncertainty on bond spreads in emerging markets," Economic Modelling, Elsevier, vol. 102(C).
    6. Georges Dionne & Geneviève Gauthier & Khemais Hammami & Mathieu Maurice & Jean‐Guy Simonato, 2010. "Default Risk in Corporate Yield Spreads," Financial Management, Financial Management Association International, vol. 39(2), pages 707-731, June.
    7. Livingston, Miles & Poon, Winnie P.H. & Zhou, Lei, 2018. "Are Chinese credit ratings relevant? A study of the Chinese bond market and credit rating industry," Journal of Banking & Finance, Elsevier, vol. 87(C), pages 216-232.
    8. Gus De Franco & Florin P. Vasvari & Regina Wittenberg‐Moerman, 2009. "The Informational Role of Bond Analysts," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 47(5), pages 1201-1248, December.
    9. Merton, Robert C, 1974. "On the Pricing of Corporate Debt: The Risk Structure of Interest Rates," Journal of Finance, American Finance Association, vol. 29(2), pages 449-470, May.
    10. Amihud, Yakov, 2002. "Illiquidity and stock returns: cross-section and time-series effects," Journal of Financial Markets, Elsevier, vol. 5(1), pages 31-56, January.
    11. Coudert, Virginie & Salakhova, Dilyara, 2020. "Do mutual fund flows affect the French corporate bond market?," Economic Modelling, Elsevier, vol. 87(C), pages 496-510.
    12. April Klein & Emanuel Zur, 2011. "The Impact of Hedge Fund Activism on the Target Firm's Existing Bondholders," The Review of Financial Studies, Society for Financial Studies, vol. 24(5), pages 1735-1771.
    13. Byungcherl Charlie Sohn, 2012. "Analyst forecast, accounting conservatism and the related valuation implications," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 52, pages 311-341, October.
    14. Flannery, Mark J. & Nikolova, Stanislava (Stas) & Öztekin, Özde, 2012. "Leverage Expectations and Bond Credit Spreads," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 47(4), pages 689-714, August.
    15. Fama, Eugene F. & French, Kenneth R., 1993. "Common risk factors in the returns on stocks and bonds," Journal of Financial Economics, Elsevier, vol. 33(1), pages 3-56, February.
    16. Gao, Haoyu & Wang, Junbo & Wang, Yanchu & Wu, Chunchi & Dong, Xi, 2020. "Media Coverage and the Cost of Debt," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 55(2), pages 429-471, March.
    17. Derrien, François & Kecskés, Ambrus & Mansi, Sattar A., 2016. "Information asymmetry, the cost of debt, and credit events: Evidence from quasi-random analyst disappearances," Journal of Corporate Finance, Elsevier, vol. 39(C), pages 295-311.
    18. Ginka Borisova & William L. Megginson, 2011. "Does Government Ownership Affect the Cost of Debt? Evidence from Privatization," The Review of Financial Studies, Society for Financial Studies, vol. 24(8), pages 2693-2737.
    19. William C Gerken & Marcus O Painter, 2023. "The Value of Differing Points of View: Evidence from Financial Analysts’ Geographic Diversity," The Review of Financial Studies, Society for Financial Studies, vol. 36(2), pages 409-449.
    20. Scott R. Baker & Nicholas Bloom & Steven J. Davis, 2016. "Measuring Economic Policy Uncertainty," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(4), pages 1593-1636.
    21. Abhishek Nagaraj, 2022. "T he P rivate I mpact of P ublic D ata: L andsat S atellite M aps I ncreased G old D iscoveries and E ncouraged E ntry," Management Science, INFORMS, vol. 68(1), pages 564-582, January.
    22. Lyu, Huaili & Wang, Wenming & Xu, Si & Zhou, Jingting, 2022. "Individual investment bankers’ reputation concerns and bond yield spreads: Evidence from China," Journal of Banking & Finance, Elsevier, vol. 140(C).
    23. 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.
    24. Hu, Xiaolu & Shi, Jing & Wang, Lafang & Yu, Jing, 2020. "Foreign ownership in Chinese credit ratings industry: Information revelation or certification?," Journal of Banking & Finance, Elsevier, vol. 118(C).
    25. Li, Fengyu & Yang, Mozhu & Zhang, Tong, 2023. "Does prospectus readability matter for bond issuance pricing? Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 80(C).
    26. Jiang, Fuxiu & Jiang, Zhan & Kim, Kenneth A., 2020. "Capital markets, financial institutions, and corporate finance in China," Journal of Corporate Finance, Elsevier, vol. 63(C).
    27. Byun, Hae-Young & Choi, Sunhwa & Hwang, Lee-Seok & Kim, Robert G., 2013. "Business group affiliation, ownership structure, and the cost of debt," Journal of Corporate Finance, Elsevier, vol. 23(C), pages 311-331.
    28. Eli Bartov & Lucile Faurel & Partha Mohanram, 2023. "The Role of Social Media in the Corporate Bond Market: Evidence from Twitter," Management Science, INFORMS, vol. 69(9), pages 5638-5667, September.
    29. Sergei A. Davydenko & Ilya A. Strebulaev, 2007. "Strategic Actions and Credit Spreads: An Empirical Investigation," Journal of Finance, American Finance Association, vol. 62(6), pages 2633-2671, December.
    30. Jong Chool Park & Qiang Wu, 2009. "Financial Restatements, Cost of Debt and Information Spillover: Evidence From the Secondary Loan Market," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 36(9‐10), pages 1117-1147, November.
    31. Ma, Rui & Guo, Fei & Li, Dongdong, 2024. "Can public data availability affect stock price crash risk? Evidence from China," International Review of Financial Analysis, Elsevier, vol. 94(C).
    32. Sattar A. Mansi & William F. Maxwell & Darius P. Miller, 2011. "Analyst forecast characteristics and the cost of debt," Review of Accounting Studies, Springer, vol. 16(1), pages 116-142, March.
    33. Mark L. Defond & Jieying Zhang, 2014. "The Timeliness of the Bond Market Reaction to Bad Earnings News," Contemporary Accounting Research, John Wiley & Sons, vol. 31(3), pages 911-936, September.
    34. Yu, Fan, 2005. "Accounting transparency and the term structure of credit spreads," Journal of Financial Economics, Elsevier, vol. 75(1), pages 53-84, January.
    35. 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.
    36. Sreedhar T. Bharath & Sudarshan Jayaraman & Venky Nagar, 2013. "Exit as Governance: An Empirical Analysis," Journal of Finance, American Finance Association, vol. 68(6), pages 2515-2547, December.
    37. Jong Chool Park & Qiang Wu, 2009. "Financial Restatements, Cost of Debt and Information Spillover: Evidence From the Secondary Loan Market," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 36(9-10), pages 1117-1147.
    38. Samuel B. Bonsall & Brian P. Miller, 2017. "The impact of narrative disclosure readability on bond ratings and the cost of debt," Review of Accounting Studies, Springer, vol. 22(2), pages 608-643, June.
    39. Li, Dongdong & Gui, Mingxia & Ma, Rui & Feng, Yiwen, 2024. "Public data accessibility and corporate maturity mismatch: Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 86(C).
    40. Simon Gilchrist & Egon Zakrajsek, 2012. "Credit Spreads and Business Cycle Fluctuations," American Economic Review, American Economic Association, vol. 102(4), pages 1692-1720, June.
    41. Li, Pei & Lu, Yi & Wang, Jin, 2016. "Does flattening government improve economic performance? Evidence from China," Journal of Development Economics, Elsevier, vol. 123(C), pages 18-37.
    42. Ohlson, Ja, 1980. "Financial Ratios And The Probabilistic Prediction Of Bankruptcy," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 18(1), pages 109-131.
    43. Peter D. Easton & Steven J. Monahan & Florin P. Vasvari, 2009. "Initial Evidence on the Role of Accounting Earnings in the Bond Market," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 47(3), pages 721-766, June.
    44. Pástor, Ľuboš & Veronesi, Pietro, 2013. "Political uncertainty and risk premia," Journal of Financial Economics, Elsevier, vol. 110(3), pages 520-545.
    45. Leonid Peisakhin, 2012. "Transparency and Corruption: Evidence from India," Journal of Law and Economics, University of Chicago Press, vol. 55(1), pages 129-149.
    46. Lu, Chia-Wu & Chen, Tsung-Kang & Liao, Hsien-Hsing, 2010. "Information uncertainty, information asymmetry and corporate bond yield spreads," Journal of Banking & Finance, Elsevier, vol. 34(9), pages 2265-2279, September.
    47. Chatterjee, Sris & Gu, Xian & Hasan, Iftekhar & Lu, Haitian, 2023. "Ownership structure and the cost of debt: Evidence from the Chinese corporate bond market," Journal of Empirical Finance, Elsevier, vol. 73(C), pages 334-348.
    48. Xing, Qiuhang & Xu, Gaoshuang & Wang, Yanping, 2024. "Open government data and the cost of debt," International Review of Financial Analysis, Elsevier, vol. 95(PA).
    49. Sreedhar T. Bharath & Tyler Shumway, 2008. "Forecasting Default with the Merton Distance to Default Model," The Review of Financial Studies, Society for Financial Studies, vol. 21(3), pages 1339-1369, May.
    50. Zou, Jin & Yan, Jingzhou & Deng, Guoying, 2023. "ESG rating confusion and bond spreads," Economic Modelling, Elsevier, vol. 129(C).
    51. Black, Jeffrey R. & Das, Nirmol & Leal, Diego, 2025. "Economic policy uncertainty and corporate bond liquidity," Journal of Banking & Finance, Elsevier, vol. 170(C).
    52. Lee, Chi-Chuan & Lee, Chien-Chiang & Xiao, Shunyi, 2021. "Policy-related risk and corporate financing behavior: Evidence from China’s listed companies," Economic Modelling, Elsevier, vol. 94(C), pages 539-547.
    53. Peter Feldhütter & Stephen M Schaefer, 2018. "The Myth of the Credit Spread Puzzle," The Review of Financial Studies, Society for Financial Studies, vol. 31(8), pages 2897-2942.
    54. Francis, Bill B. & Hasan, Iftekhar & Zhu, Yun, 2014. "Political uncertainty and bank loan contracting," Journal of Empirical Finance, Elsevier, vol. 29(C), pages 281-286.
    55. Jaskowski, Marcin & Rettl, Daniel A., 2023. "Information acquisition costs and credit spreads," Journal of Banking & Finance, Elsevier, vol. 149(C).
    56. Kaviani, Mahsa S. & Kryzanowski, Lawrence & Maleki, Hosein & Savor, Pavel, 2020. "Policy uncertainty and corporate credit spreads," Journal of Financial Economics, Elsevier, vol. 138(3), pages 838-865.
    57. Zhang, Lin & Sok, Sinmyong, 2025. "The impact of government open data platform construction on corporate capital market performance: Evidence from stock liquidity," Pacific-Basin Finance Journal, Elsevier, vol. 90(C).
    58. Jack Bao & Jun Pan & Jiang Wang, 2011. "The Illiquidity of Corporate Bonds," Journal of Finance, American Finance Association, vol. 66(3), pages 911-946, June.
    59. Alan Douglas & Alan Huang & Kenneth Vetzal, 2016. "Cash flow volatility and corporate bond yield spreads," Review of Quantitative Finance and Accounting, Springer, vol. 46(2), pages 417-458, February.
    60. Ge, Wenxia & Kim, Jeong-Bon, 2014. "Real earnings management and the cost of new corporate bonds," Journal of Business Research, Elsevier, vol. 67(4), pages 641-647.
    61. Kabir, Rezaul & Li, Hao & Veld-Merkoulova, Yulia V., 2013. "Executive compensation and the cost of debt," Journal of Banking & Finance, Elsevier, vol. 37(8), pages 2893-2907.
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