IDEAS home Printed from https://ideas.repec.org/a/eee/jbfina/v119y2020ics0378426620301692.html
   My bibliography  Save this article

Corporate customer concentration and stock price crash risk

Author

Listed:
  • Ma, Xiaofang
  • Wang, Wenming
  • Wu, Jiangang
  • Zhang, Wenlan

Abstract

Using a large sample of U.S. firms, we find that major corporate customer concentration is positively associated with a firm's future stock price crash risk. This positive relation is more pronounced when the supplier firms have made a higher level of relationship-specific investments, have a poorer information environment, and/or face lower customer switching costs. Our evidence suggests that exposure to an undiversified corporate customer base can have a negative bearing on a firm's crash risk.

Suggested Citation

  • 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).
  • Handle: RePEc:eee:jbfina:v:119:y:2020:i:c:s0378426620301692
    DOI: 10.1016/j.jbankfin.2020.105903
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0378426620301692
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jbankfin.2020.105903?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
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Hui, Kai Wai & Klasa, Sandy & Yeung, P. Eric, 2012. "Corporate suppliers and customers and accounting conservatism," Journal of Accounting and Economics, Elsevier, vol. 53(1), pages 115-135.
    2. 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.
    3. Chen, Joseph & Hong, Harrison & Stein, Jeremy C., 2001. "Forecasting crashes: trading volume, past returns, and conditional skewness in stock prices," Journal of Financial Economics, Elsevier, vol. 61(3), pages 345-381, September.
    4. Ovtchinnikov, Alexei V., 2013. "Merger waves following industry deregulation," Journal of Corporate Finance, Elsevier, vol. 21(C), pages 51-76.
    5. repec:bla:jfinan:v:43:y:1988:i:1:p:1-19 is not listed on IDEAS
    6. Thomas R. Kubick & G. Brandon Lockhart, 2016. "Proximity to the SEC and Stock Price Crash Risk," Financial Management, Financial Management Association International, vol. 45(2), pages 341-367, May.
    7. Huang, Henry He & Lobo, Gerald J. & Wang, Chong & Xie, Hong, 2016. "Customer concentration and corporate tax avoidance," Journal of Banking & Finance, Elsevier, vol. 72(C), pages 184-200.
    8. Campbell, John Y. & Hentschel, Ludger, 1992. "No news is good news *1: An asymmetric model of changing volatility in stock returns," Journal of Financial Economics, Elsevier, vol. 31(3), pages 281-318, June.
    9. H. Henry Cao & Joshua D. Coval & David Hirshleifer, 2002. "Sidelined Investors, Trading-Generated News, and Security Returns," The Review of Financial Studies, Society for Financial Studies, vol. 15(2), pages 615-648, March.
    10. Hutton, Amy P. & Marcus, Alan J. & Tehranian, Hassan, 2009. "Opaque financial reports, R2, and crash risk," Journal of Financial Economics, Elsevier, vol. 94(1), pages 67-86, October.
    11. Alexander Bleck & Xuewen Liu, 2007. "Market Transparency and the Accounting Regime," Journal of Accounting Research, Wiley Blackwell, vol. 45(2), pages 229-256, May.
    12. Kale, Jayant R. & Shahrur, Husayn, 2007. "Corporate capital structure and the characteristics of suppliers and customers," Journal of Financial Economics, Elsevier, vol. 83(2), pages 321-365, February.
    13. 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.
    14. Kolay, Madhuparna & Lemmon, Michael & Tashjian, Elizabeth, 2016. "Spreading the Misery? Sources of Bankruptcy Spillover in the Supply Chain," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 51(6), pages 1955-1990, December.
    15. Albuquerque, Rui & Ramadorai, Tarun & Watugala, Sumudu W., 2015. "Trade credit and cross-country predictable firm returns," Journal of Financial Economics, Elsevier, vol. 115(3), pages 592-613.
    16. Williamson, Oliver E, 1979. "Transaction-Cost Economics: The Governance of Contractural Relations," Journal of Law and Economics, University of Chicago Press, vol. 22(2), pages 233-261, October.
    17. Harrison Hong & Jeremy C. Stein, 2003. "Differences of Opinion, Short-Sales Constraints, and Market Crashes," The Review of Financial Studies, Society for Financial Studies, vol. 16(2), pages 487-525.
    18. Kim, Yongtae & Li, Haidan & Li, Siqi, 2014. "Corporate social responsibility and stock price crash risk," Journal of Banking & Finance, Elsevier, vol. 43(C), pages 1-13.
    19. Bhattacharyya, Sugato & Nain, Amrita, 2011. "Horizontal acquisitions and buying power: A product market analysis," Journal of Financial Economics, Elsevier, vol. 99(1), pages 97-115, January.
    20. Jin, Li & Myers, Stewart C., 2006. "R2 around the world: New theory and new tests," Journal of Financial Economics, Elsevier, vol. 79(2), pages 257-292, February.
    21. Lauren Cohen & Andrea Frazzini, 2008. "Economic Links and Predictable Returns," Journal of Finance, American Finance Association, vol. 63(4), pages 1977-2011, August.
    22. Alldredge, Dallin M. & Cicero, David C., 2015. "Attentive insider trading," Journal of Financial Economics, Elsevier, vol. 115(1), pages 84-101.
    23. Xavier Giroud & Holger M. Mueller, 2011. "Corporate Governance, Product Market Competition, and Equity Prices," Journal of Finance, American Finance Association, vol. 66(2), pages 563-600, April.
    24. Jeffrey W. Allen & Gordon M. Phillips, 2000. "Corporate Equity Ownership, Strategic Alliances, and Product Market Relationships," Journal of Finance, American Finance Association, vol. 55(6), pages 2791-2815, December.
    25. Lior Menzly & Oguzhan Ozbas, 2010. "Market Segmentation and Cross‐predictability of Returns," Journal of Finance, American Finance Association, vol. 65(4), pages 1555-1580, August.
    26. John Asker & Alexander Ljungqvist, 2010. "Competition and the Structure of Vertical Relationships in Capital Markets," Journal of Political Economy, University of Chicago Press, vol. 118(3), pages 599-647, June.
    27. Gerard Hoberg & Gordon Phillips, 2010. "Product Market Synergies and Competition in Mergers and Acquisitions: A Text-Based Analysis," The Review of Financial Studies, Society for Financial Studies, vol. 23(10), pages 3773-3811, October.
    28. 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.
    29. Kim, Jeong-Bon & Li, Yinghua & Zhang, Liandong, 2011. "CFOs versus CEOs: Equity incentives and crashes," Journal of Financial Economics, Elsevier, vol. 101(3), pages 713-730, September.
    30. Ling Cen & Sudipto Dasgupta & Rik Sen, 2016. "Discipline or Disruption? Stakeholder Relationships and the Effect of Takeover Threat," Management Science, INFORMS, vol. 62(10), pages 2820-2841, October.
    31. 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.
    32. Cen, Ling & Maydew, Edward L. & Zhang, Liandong & Zuo, Luo, 2017. "Customer–supplier relationships and corporate tax avoidance," Journal of Financial Economics, Elsevier, vol. 123(2), pages 377-394.
    33. Dhaliwal, Dan & Judd, J. Scott & Serfling, Matthew & Shaikh, Sarah, 2016. "Customer concentration risk and the cost of equity capital," Journal of Accounting and Economics, Elsevier, vol. 61(1), pages 23-48.
    34. Itzkowitz, Jennifer, 2015. "Buyers as stakeholders: How relationships affect suppliers' financial constraints," Journal of Corporate Finance, Elsevier, vol. 31(C), pages 54-66.
    35. French, Kenneth R. & Schwert, G. William & Stambaugh, Robert F., 1987. "Expected stock returns and volatility," Journal of Financial Economics, Elsevier, vol. 19(1), pages 3-29, September.
    36. Jun Chen & Jamie Y. Tong & Wenming Wang & Feida Zhang, 2019. "The Economic Consequences of Labor Unionization: Evidence from Stock Price Crash Risk," Journal of Business Ethics, Springer, vol. 157(3), pages 775-796, July.
    37. Joel F. Houston & Chen Lin & Zhongyan Zhu, 2016. "The Financial Implications of Supply Chain Changes," Management Science, INFORMS, vol. 62(9), pages 2520-2542, September.
    38. Shantanu Banerjee & Sudipto Dasgupta & Yungsan Kim, 2008. "Buyer–Supplier Relationships and the Stakeholder Theory of Capital Structure," Journal of Finance, American Finance Association, vol. 63(5), pages 2507-2552, October.
    39. Lys, Thomas & Sohn, Sungkyu, 1990. "The association between revisions of financial analysts' earnings forecasts and security-price changes," Journal of Accounting and Economics, Elsevier, vol. 13(4), pages 341-363, December.
    40. Gerard Hoberg & Gordon Phillips, 2016. "Text-Based Network Industries and Endogenous Product Differentiation," Journal of Political Economy, University of Chicago Press, vol. 124(5), pages 1423-1465.
    41. S. P. Kothari & Susan Shu & Peter D. Wysocki, 2009. "Do Managers Withhold Bad News?," Journal of Accounting Research, Wiley Blackwell, vol. 47(1), pages 241-276, March.
    42. Bekaert, Geert & Wu, Guojun, 2000. "Asymmetric Volatility and Risk in Equity Markets," The Review of Financial Studies, Society for Financial Studies, vol. 13(1), pages 1-42.
    43. Joshua Madsen, 2017. "Anticipated Earnings Announcements and the Customer–Supplier Anomaly," Journal of Accounting Research, Wiley Blackwell, vol. 55(3), pages 709-741, June.
    44. Kewei Hou & David T. Robinson, 2006. "Industry Concentration and Average Stock Returns," Journal of Finance, American Finance Association, vol. 61(4), pages 1927-1956, August.
    45. Campello, Murillo & Gao, Janet, 2017. "Customer concentration and loan contract terms," Journal of Financial Economics, Elsevier, vol. 123(1), pages 108-136.
    46. Ben-Nasr, Hamdi & Ghouma, Hatem, 2018. "Employee welfare and stock price crash risk," Journal of Corporate Finance, Elsevier, vol. 48(C), pages 700-725.
    47. William C. Johnson & Jun‐Koo Kang & Sangho Yi, 2010. "The Certification Role of Large Customers in the New Issues Market," Financial Management, Financial Management Association International, vol. 39(4), pages 1425-1474, December.
    48. Callen, Jeffrey L. & Fang, Xiaohua, 2013. "Institutional investor stability and crash risk: Monitoring versus short-termism?," Journal of Banking & Finance, Elsevier, vol. 37(8), pages 3047-3063.
    49. James Jiambalvo & Shivaram Rajgopal & Mohan Venkatachalam, 2002. "Institutional Ownership and the Extent to which Stock Prices Reflect Future Earnings," Contemporary Accounting Research, John Wiley & Sons, vol. 19(1), pages 117-145, March.
    50. Benjamin S. Wilner, 2000. "The Exploitation of Relationships in Financial Distress: The Case of Trade Credit," Journal of Finance, American Finance Association, vol. 55(1), pages 153-178, February.
    51. Philippe Jorion & Gaiyan Zhang, 2009. "Credit Contagion from Counterparty Risk," Journal of Finance, American Finance Association, vol. 64(5), pages 2053-2087, October.
    52. 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.
    53. 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.
    54. Wei Zhu, 2016. "Accruals and price crashes," Review of Accounting Studies, Springer, vol. 21(2), pages 349-399, June.
    55. Kim, Jeong-Bon & Li, Yinghua & Zhang, Liandong, 2011. "Corporate tax avoidance and stock price crash risk: Firm-level analysis," Journal of Financial Economics, Elsevier, vol. 100(3), pages 639-662, June.
    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. Chatjuthamard, Pattanaporn & Jiraporn, Pornsit & Lee, Sang Mook & Sarajoti, Pattarake, 2024. "Customer concentration, managerial risk aversion, and hostile takeover threats," The Quarterly Review of Economics and Finance, Elsevier, vol. 95(C), pages 268-279.
    2. Liangcheng Wang & Siying Li & Bikun Zhang & Yifan Zhang & Tao Peng, 2024. "The effect of auditor experience on stock price crash risk," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 64(1), pages 411-444, March.
    3. Nguyen, Dat Thanh & Tran, Vuong Thao & Phan, Dinh Hoang Bach, 2023. "Does green activity impact stock price crash risk? The role of climate risk," Finance Research Letters, Elsevier, vol. 55(PA).
    4. Lingchen Liu & Yan Gu & Kung‐Cheng Ho & Chiu‐Lan Chang, 2022. "Customer concentration and analyst following: Evidence from China," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 43(1), pages 97-110, January.
    5. Jian Wang & Yanhuang Huang & Hongrui Feng & Jun Yang, 2023. "The effect of customer concentration on stock sentiment risk," Review of Quantitative Finance and Accounting, Springer, vol. 60(2), pages 565-606, February.
    6. Su, Kun & Zhao, Yan & Wang, Yinghui, 2024. "Customer concentration and corporate financialization: Evidence from non-financial firms in China," Research in International Business and Finance, Elsevier, vol. 68(C).
    7. Huang, Yichu & Fan, Yaoyao, 2022. "Risk along the supply chain: Geographic proximity and corporate risk taking," Finance Research Letters, Elsevier, vol. 50(C).
    8. Lou, Junchao & Li, Ruihong & Zhang, Tidong & Zhang, Yiling, 2023. "Stock price crash risk and cost of debt," Finance Research Letters, Elsevier, vol. 58(PD).
    9. Zhu, Minghao & Yeung, Andy C.L. & Zhou, Honggeng, 2021. "Diversify or concentrate: The impact of customer concentration on corporate social responsibility," International Journal of Production Economics, Elsevier, vol. 240(C).
    10. Hua Zhang & Qiwang Zhang, 2023. "How Does Digital Transformation Facilitate Enterprise Total Factor Productivity? The Multiple Mediators of Supplier Concentration and Customer Concentration," Sustainability, MDPI, vol. 15(3), pages 1-18, January.
    11. He, Jingbin & Ma, Xinru & Wei, Qu, 2022. "Firm-level short selling and the local COVID-19 pandemic: Evidence from China," Economic Modelling, Elsevier, vol. 113(C).
    12. Jyun‐Ying Fu, 2023. "Customer concentration and corporate charitable donations: Evidence from China," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 44(1), pages 545-561, January.
    13. Zhang, Junru & Zheng, Chen & Shan, Yuan George, 2024. "What accounts for the effect of sustainability engagement on stock price crash risk during the COVID-19 pandemic—Agency theory or legitimacy theory?," International Review of Financial Analysis, Elsevier, vol. 93(C).
    14. Shi, Jinyan & Liu, Xu & Li, Yanxi & Yu, Conghui & Han, Yushan, 2022. "Does supply chain network centrality affect stock price crash risk? Evidence from Chinese listed manufacturing companies," International Review of Financial Analysis, Elsevier, vol. 80(C).
    15. Cao, Feng & Zhang, Xueyan & Yuan, Rongli, 2022. "Do geographically nearby major customers mitigate suppliers’ stock price crash risk?," The British Accounting Review, Elsevier, vol. 54(6).
    16. Hossain, Ashrafee T. & Masum, Abdullah-Al & Xu, Jian, 2023. "COVID-19, a blessing in disguise for the Tech sector: Evidence from stock price crash risk," Research in International Business and Finance, Elsevier, vol. 65(C).
    17. Zhe Shen & Haili Li & Norvald Instefjord & Xinming Liu, 2024. "Audit committee equity incentives and stock price crash risk," Review of Quantitative Finance and Accounting, Springer, vol. 62(3), pages 1145-1190, April.
    18. Liu, Xiaojun & Ma, Yong & Xu, Zhongyue, 2024. "Economic policy uncertainty, risk perception and stock price crash risk: Evidence from China," Economic Analysis and Policy, Elsevier, vol. 82(C), pages 865-876.
    19. Mu-Shu Yun & Lee-Young Cheng & Yan Zhao, 2023. "Customer concentration and target price accuracy," Review of Quantitative Finance and Accounting, Springer, vol. 61(3), pages 995-1028, October.

    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. Lee, Sang Mook & Jiraporn, Pornsit & Song, Hakjoon, 2020. "Customer concentration and stock price crash risk," Journal of Business Research, Elsevier, vol. 110(C), pages 327-346.
    2. Choi, Young Mok & Park, Kunsu, 2022. "Zero-leverage policy and stock price crash risk: Evidence from Korea," International Review of Financial Analysis, Elsevier, vol. 81(C).
    3. Cao, Yue & Dong, Yizhe & Ma, Diandian & Sun, Li, 2021. "Customer concentration and corporate risk-taking," Journal of Financial Stability, Elsevier, vol. 54(C).
    4. Hu, Jinshuai & Li, Siqi & Taboada, Alvaro G. & Zhang, Feida, 2020. "Corporate board reforms around the world and stock price crash risk," Journal of Corporate Finance, Elsevier, vol. 62(C).
    5. Chen Chen & Ting‐Chiao Huang & Mukesh Garg & Mehdi Khedmati, 2021. "Governments as customers: Exploring the effects of government customers on supplier firms’ information quality," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 48(9-10), pages 1630-1667, October.
    6. Wongsinhirun, Nopparat & Chatjuthamard, Pattanaporn & Jiraporn, Pornsit & Lee, Sang Mook, 2024. "Customer concentration and shareholder litigation risk: Evidence from a quasi-natural experiment," Journal of Behavioral and Experimental Finance, Elsevier, vol. 41(C).
    7. Dong, Yizhe & Li, Chang & Li, Haoyu, 2021. "Customer concentration and M&A performance," Journal of Corporate Finance, Elsevier, vol. 69(C).
    8. Ahsan Habib & Mostafa Monzur Hasan & Haiyan Jiang, 2018. "Stock price crash risk: review of the empirical literature," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 58(S1), pages 211-251, November.
    9. Ben-Nasr, Hamdi & Ghouma, Hatem, 2018. "Employee welfare and stock price crash risk," Journal of Corporate Finance, Elsevier, vol. 48(C), pages 700-725.
    10. Andreou, Christoforos K. & Andreou, Panayiotis C. & Lambertides, Neophytos, 2021. "Financial distress risk and stock price crashes," Journal of Corporate Finance, Elsevier, vol. 67(C).
    11. Cao, Feng & Zhang, Xueyan & Yuan, Rongli, 2022. "Do geographically nearby major customers mitigate suppliers’ stock price crash risk?," The British Accounting Review, Elsevier, vol. 54(6).
    12. Kim, Jeong-Bon & Liao, Shushu & Liu, Yangke, 2021. "Married CEOs and Stock Price Crash Risk," QBS Working Paper Series 2021/09, Queen's University Belfast, Queen's Business School.
    13. Meng, Yongqiang & Shen, Dehua & Xiong, Xiong, 2023. "When stock price crash risk meets fundamentals," Research in International Business and Finance, Elsevier, vol. 65(C).
    14. Campello, Murillo & Gao, Janet, 2017. "Customer concentration and loan contract terms," Journal of Financial Economics, Elsevier, vol. 123(1), pages 108-136.
    15. Lian, Yili, 2017. "Financial distress and customer-supplier relationships," Journal of Corporate Finance, Elsevier, vol. 43(C), pages 397-406.
    16. In-Mu Haw & Wenming Wang & Wenlan Zhang & Xu Zhang, 2022. "Capturing the straw in the wind: do short sellers trade on customer information?," Review of Quantitative Finance and Accounting, Springer, vol. 58(4), pages 1363-1394, May.
    17. Jian Wang & Yanhuang Huang & Hongrui Feng & Jun Yang, 2023. "The effect of customer concentration on stock sentiment risk," Review of Quantitative Finance and Accounting, Springer, vol. 60(2), pages 565-606, February.
    18. Tingyong Zhong & Yimeng Zuo & Fangcheng Sun & Jeoung Yul Lee, 2020. "Customer Concentration, Economic Policy Uncertainty and Enterprise Sustainable Innovation," Sustainability, MDPI, vol. 12(4), pages 1-20, February.
    19. Chen, Jie & Su, Xunhua & Tian, Xuan & Xu, Bin, 2022. "Does customer-base structure influence managerial risk-taking incentives?," Journal of Financial Economics, Elsevier, vol. 143(1), pages 462-483.
    20. Xiaomei Han & Wei Luo & Liansheng Wu & Wei Zhou, 2023. "Audit Effort and Stock Price Crash Risk," Abacus, Accounting Foundation, University of Sydney, vol. 59(1), pages 230-257, March.

    More about this item

    Keywords

    Crash risk; Corporate customer concentration; Relationship-specific investments; Customer switching costs; Information environment;
    All these keywords.

    JEL classification:

    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading
    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill
    • L14 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Transactional Relationships; Contracts and Reputation
    • L22 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Firm Organization and Market Structure

    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:eee:jbfina:v:119:y:2020:i:c:s0378426620301692. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/jbf .

    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.