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Market information traveling on high-speed rails: The case of analyst forecasts

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  • Kong, Dongmin
  • Liu, Lihua
  • Liu, Shasha

Abstract

This study examines the causal effects of high-speed rail (HSR) on the forecast accuracy of sell-side analysts. Although transportation infrastructure may reshape business activities, comparatively little attention has been paid to the impact of traveling cost on the information acquisition of analysts. In this study, we exploit a quasi-experiment of variation in China's HSR and use difference-in-differences estimation to show the following. (1) HSR substantially increase forecast accuracy for firms located in the cities connected to HSR. (2) To address endogeneity, we introduce a placebo test and instrumental variable based on the hypothetical least-cost HSR networks, and the results are highly consistent. (3) A plausible mechanism is that HSR increase the probability of analysts' visit of listed firms rather than via increased analyst coverage and an improved firm information environment. (4) Our findings are more pronounced for firms with high accrual quality, firms audited by a Big 4 auditor, and firms located nearer information centers. Overall, we provide the first empirical evaluation of the economic consequences of HSR in terms of analyst forecast and market information transmission.

Suggested Citation

  • Kong, Dongmin & Liu, Lihua & Liu, Shasha, 2020. "Market information traveling on high-speed rails: The case of analyst forecasts," Pacific-Basin Finance Journal, Elsevier, vol. 61(C).
  • Handle: RePEc:eee:pacfin:v:61:y:2020:i:c:s0927538x19307401
    DOI: 10.1016/j.pacfin.2020.101320
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    as
    1. Bing Han & Dongmin Kong & Shasha Liu, 2018. "Do Analysts Gain an Informational Advantage by Visiting Listed Companies?," Contemporary Accounting Research, John Wiley & Sons, vol. 35(4), pages 1843-1867, December.
    2. Mayer, Thierry & Trevien, Corentin, 2017. "The impact of urban public transportation evidence from the Paris region," Journal of Urban Economics, Elsevier, vol. 102(C), pages 1-21.
    3. Filipe Campante & David Yanagizawa-Drott, 2018. "Long-Range Growth: Economic Development in the Global Network of Air Links," The Quarterly Journal of Economics, Oxford University Press, vol. 133(3), pages 1395-1458.
    4. Benjamin Faber, 2014. "Trade Integration, Market Size, and Industrialization: Evidence from China's National Trunk Highway System," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 81(3), pages 1046-1070.
    5. Sebastien Pouget & Julien Sauvagnat & Stephane Villeneuve, 2017. "A Mind Is a Terrible Thing to Change: Confirmatory Bias in Financial Markets," The Review of Financial Studies, Society for Financial Studies, vol. 30(6), pages 2066-2109.
    6. Roberts, Michael R. & Whited, Toni M., 2013. "Endogeneity in Empirical Corporate Finance1," Handbook of the Economics of Finance, in: G.M. Constantinides & M. Harris & R. M. Stulz (ed.), Handbook of the Economics of Finance, volume 2, chapter 0, pages 493-572, Elsevier.
    7. Eugene Soltes, 2014. "Private Interaction Between Firm Management and Sell‐Side Analysts," Journal of Accounting Research, Wiley Blackwell, vol. 52(1), pages 245-272, March.
    8. repec:hal:spmain:info:hdl:2441/6d427am2i18m5a5elpijpm1e8l is not listed on IDEAS
    9. Jones, Jj, 1991. "Earnings Management During Import Relief Investigations," Journal of Accounting Research, Wiley Blackwell, vol. 29(2), pages 193-228.
    10. Yael V. Hochberg & Alexander Ljungqvist & Yang Lu, 2007. "Whom You Know Matters: Venture Capital Networks and Investment Performance," Journal of Finance, American Finance Association, vol. 62(1), pages 251-301, February.
    11. Yu Qin, 2017. "‘No county left behind?’ The distributional impact of high-speed rail upgrades in China," Journal of Economic Geography, Oxford University Press, vol. 17(3), pages 489-520.
    12. Elizabeth Demers, 2002. "Discussion of High‐Technology Intangibles and Analysts’ Forecasts," Journal of Accounting Research, Wiley Blackwell, vol. 40(2), pages 313-319, May.
    13. Cormier, Denis & Houle, Sylvain & Ledoux, Marie-Josée, 2013. "The incidence of earnings management on information asymmetry in an uncertain environment: Some Canadian evidence," Journal of International Accounting, Auditing and Taxation, Elsevier, vol. 22(1), pages 26-38.
    14. Sanjiv Sabherwal & Stephen D. Smith, 2008. "Concentrated Shareholders as Substitutes for Outside Analysts," Corporate Governance: An International Review, Wiley Blackwell, vol. 16(6), pages 562-577, November.
    15. Jere R. Francis & Dechun Wang, 2008. "The Joint Effect of Investor Protection and Big 4 Audits on Earnings Quality around the World," Contemporary Accounting Research, John Wiley & Sons, vol. 25(1), pages 157-191, March.
    16. Francis, Jennifer & LaFond, Ryan & Olsson, Per & Schipper, Katherine, 2005. "The market pricing of accruals quality," Journal of Accounting and Economics, Elsevier, vol. 39(2), pages 295-327, June.
    17. Wang, Yanan & Liang, Shangkun & Kong, Dongmin & Wang, Qin, 2019. "High-speed rail, small city, and cost of debt: Firm-level evidence," Pacific-Basin Finance Journal, Elsevier, vol. 57(C).
    18. Xavier Giroud, 2013. "Proximity and Investment: Evidence from Plant-Level Data," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(2), pages 861-915.
    19. Gul, Ferdinand A. & Kim, Jeong-Bon & Qiu, Annie A., 2010. "Ownership concentration, foreign shareholding, audit quality, and stock price synchronicity: Evidence from China," Journal of Financial Economics, Elsevier, vol. 95(3), pages 425-442, March.
    20. Ke, Xiao & Chen, Haiqiang & Hong, Yongmiao & Hsiao, Cheng, 2017. "Do China's high-speed-rail projects promote local economy?—New evidence from a panel data approach," China Economic Review, Elsevier, vol. 44(C), pages 203-226.
    21. Joshua D. Coval & Tobias J. Moskowitz, 1999. "Home Bias at Home: Local Equity Preference in Domestic Portfolios," Journal of Finance, American Finance Association, vol. 54(6), pages 2045-2073, December.
    22. Platikanova, Petya & Mattei, Marco Maria, 2016. "Firm geographic dispersion and financial analysts’ forecasts," Journal of Banking & Finance, Elsevier, vol. 64(C), pages 71-89.
    23. Boubakri, Narjess & Guedhami, Omrane & Saffar, Walid, 2016. "Geographic location, foreign ownership, and cost of equity capital: Evidence from privatization," Journal of Corporate Finance, Elsevier, vol. 38(C), pages 363-381.
    24. O'Brien, Patricia C. & Tan, Hongping, 2015. "Geographic proximity and analyst coverage decisions: Evidence from IPOs," Journal of Accounting and Economics, Elsevier, vol. 59(1), pages 41-59.
    25. Kenneth Merkley & Roni Michaely & Joseph Pacelli, 2017. "Does the Scope of the Sell-Side Analyst Industry Matter? An Examination of Bias, Accuracy, and Information Content of Analyst Reports," Journal of Finance, American Finance Association, vol. 72(3), pages 1285-1334, June.
    26. Christopher J. Malloy, 2005. "The Geography of Equity Analysis," Journal of Finance, American Finance Association, vol. 60(2), pages 719-755, April.
    27. Loughran, Tim, 2007. "Geographic dissemination of information," Journal of Corporate Finance, Elsevier, vol. 13(5), pages 675-694, December.
    28. Chen, Chia-Lin & Hall, Peter, 2011. "The impacts of high-speed trains on British economic geography: a study of the UK’s InterCity 125/225 and its effects," Journal of Transport Geography, Elsevier, vol. 19(4), pages 689-704.
    29. Holl, Adelheid, 2016. "Highways and productivity in manufacturing firms," Journal of Urban Economics, Elsevier, vol. 93(C), pages 131-151.
    30. Lin, Yatang, 2017. "Travel costs and urban specialization patterns: Evidence from China’s high speed railway system," Journal of Urban Economics, Elsevier, vol. 98(C), pages 98-123.
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    7. Dongshan Ma & Shengqiang Zhang & Jiayu Zhao, 2022. "The High-Speed Railway Opening and Audit Fees: Evidence from China," Sustainability, MDPI, vol. 14(20), pages 1-19, October.
    8. Li, Wenfei & Li, Donghui & Yang, Shijie, 2022. "The impact of internet penetration on venture capital investments: Evidence from a quasi-natural experiment," Journal of Corporate Finance, Elsevier, vol. 76(C).
    9. Wang, Zhibin & Li, Zelei, 2023. "Does minority shareholder activism enhance corporate innovation? Evidence from China," Finance Research Letters, Elsevier, vol. 54(C).
    10. Li, Bin & Zhao, Qizi & Shahab, Yasir & Kumar, Satish, 2023. "High-speed rail construction and labor investment efficiency: Evidence from an emerging market," Research in International Business and Finance, Elsevier, vol. 64(C).
    11. Liu, Mengsha & Jiang, Yan & Wei, Xiaokun & Ruan, Qingsong & Lv, Dayong, 2023. "Effect of high-speed rail on entrepreneurial activities: Evidence from China," Socio-Economic Planning Sciences, Elsevier, vol. 87(PA).
    12. Zhang, Weike & Tian, Xiaoli & Yu, Ao, 2020. "Is high-speed rail a catalyst for the fourth industrial revolution in China? Story of enhanced technology spillovers from venture capital," Technological Forecasting and Social Change, Elsevier, vol. 161(C).
    13. Chen, Kejing & Guo, Wenqi & Jiang, Lin & Xiong, Xiong & Yang, Mo, 2022. "Does time-space compression affect analyst forecast performance?," Research in International Business and Finance, Elsevier, vol. 62(C).
    14. Hou, Qingsong & Li, Weifang & Teng, Min & Hu, May, 2022. "Just a short-lived glory?The effect of China's anti-corruption on the accuracy of analyst earnings forecasts," Journal of Corporate Finance, Elsevier, vol. 76(C).
    15. Shang, Duo & Yuan, Dongliang & Li, Dehui & Lin, Qi, 2023. "Independent directors’ geographic distance, high-speed railway, and corporate cash holdings," Economic Modelling, Elsevier, vol. 121(C).
    16. Tam, Lewis H.K. & Tian, Shaohua, 2023. "Language barriers, corporate site visit, and analyst forecast accuracy," The Quarterly Review of Economics and Finance, Elsevier, vol. 91(C), pages 68-83.
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    More about this item

    Keywords

    High-speed rail; Sell-side analyst; Information dissemination; Forecast accuracy; China;
    All these keywords.

    JEL classification:

    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading
    • G28 - Financial Economics - - Financial Institutions and Services - - - Government Policy and Regulation

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