Acemoglu, D., Naidu, S., Restrepo, P., and Robinson, J. (2019). Democracy does cause growth. Journal of Political Economy, 127(1), 47–100.
Allard, J. and Blavy, R. (2011). Market phoenixes and banking ducks: Are recoveries faster in market-based financial systems? IMF Working Paper 11/213.
Allen, F., and Gale, D. (2001). Comparing financial systems. MIT press.
Allen, F., Chui, M., and Maddaloni, A. (2004). Financial systems in europe, the US and asia. Oxford Review of Economic Policy, 20(4), 490–508.
Anselmi, G., and Petrella, G. (2021). Regulation and stock market quality: The impact of MiFID II provision on research unbundling. International Review of Financial Analysis, 76, 101788.
Baker, M., Stein, J. C., and Wurgler, J. (2003). When does the market matter? stock prices and the investment of equity-dependent firms. Quarterly Journal of Economics, 118(3), 969–1005.
- Bollen, K. A. and Jackman, R. W. (1990). Regression diagnostics: An expository treatment of outliers and influential cases. in Modern Methods of Data Analysis, Fox, J., Long, J.
Paper not yet in RePEc: Add citation now
Boot, A. W. (2000). Relationship banking: What do we know? Journal of Financial Intermediation, 9(1):7–25.
Bowen, R. M., Chen, X., and 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.
Brennan, M. J. and Subrahmanyam, A. (1995). Investment analysis and price formation in securities markets. Journal of Financial Economics, 38(3), 361–381.
Chang, X., Dasgupta, S., and Hilary, G. (2006). Analyst coverage and financing decisions. Journal of Finance, 61(6), 3009–3048.
Chen, T., Harford, J., and Lin, C. (2015). Do analysts matter for governance? evidence from natural experiments. Journal of financial Economics, 115(2), 383–410.
- Chen, Y.-F., Yang, S.-Y., and Lin, F.-L. (2012). Foreign institutional industrial herding in Taiwan stock market. Managerial Finance, 38(3), 325–340.
Paper not yet in RePEc: Add citation now
Choi, N. and Sias, R. (2009). Institutional industry herding. Journal of Financial Economics, 94, 469–491.
Chung, K. H. and Jo, H. (1996). The impact of security analysts’ monitoring and marketing functions on the market value of firms. Journal of Financial and Quantitative analysis, 31(4), 493–512.
Clement, M. and Tse, S. (2005). Financial analyst characteristics and herding behaviour in forecasting. Journal of Finance, 60(1), 307–341.
Das, S., Guo, R.-J., and Zhang, H. (2006). Analysts’ selective coverage and subsequent performance of newly public firms. The Journal of Finance, 61(3), 1159– 1185.
de Fiore, F. and Uhlig, H. (2011). Bank finance versus bond finance. Journal of Money, Credit and Banking„ 43(7), 1399–1421.
- Demarigny, F. (2015). 25 investing and financing recommendations for the forthcoming capital markets union. Report for the French Minister of Finance and Public Accounts.
Paper not yet in RePEc: Add citation now
Derrien, F. and Kecskés, A. (2013). The real effects of financial shocks: Evidence from exogenous changes in analyst coverage. The Journal of Finance, 68(4), 1407–1440.
Derrien, F., Kecskés, A., and Mansi, S. A. (2016). Information asymmetry, the cost of debt, and credit events: Evidence from quasi-random analyst disappearances. Journal of Corporate Finance, 39, 295–311.
Diamond, D. W. (1991). Monitoring and reputation: The choice between bank loans and directly placed debt. Journal of Political Economy, 99(4), 689–721.
Doukas, J. A., Kim, C., and Pantzalis, C. (2008). Do analysts influence corporate financing and investment? Financial Management, 37(2), 303–339.
Ellul, A. and Panayides, M. (2018). Do financial analysts restrain insiders’ informational advantage? Journal of Financial and Quantitative Analysis, 53(1), 203–241.
- European Banking Authority (2018). Fragmentation in banking markets: crisis legacy and the challenge of brexit.
Paper not yet in RePEc: Add citation now
- European Central Bank (2013). Corporate finance and economic activity in the euro area. Occasional Paper 151.
Paper not yet in RePEc: Add citation now
- European Commission (2014). On long-term financing of the european economy.
Paper not yet in RePEc: Add citation now
- European IPO Task Force (2020). Recommendations to improve conditions for european IPO markets.
Paper not yet in RePEc: Add citation now
Fang, B., Hope, O. K., Huang, Z., and Moldovan, R. (2020). The effects of MiFID II on sell-side analysts, buy-side analysts, and firms. Review of Accounting Studies, 25(3), 855-902.
- Financing constraints and corporate investment. Brookings papers on economic activity, 1988(1), 141–206.
Paper not yet in RePEc: Add citation now
- Foucault, T. and Frésard, L. (2014). Learning from peers’ stock prices and corporate investment. Journal of Financial Economics, 111(3):564–577.
Paper not yet in RePEc: Add citation now
Frank, A. and Kerl, A. (2013). Analyst forecasts and european mutual fund trading. Journal of Banking and Finance, 37, 2677–2692.
Frijns, B. and Huynh, T. (2018). Herding in analysts’ recommendations: The role of media. Journal of Banking and Finance, 91, 1-18.
- Gala, V. and Julio, B. (2016). Firm size and corporate investment. Gambacorta, L., Yang, J., Tsatsaronis, K., et al. (2014). Financial structure and growth. BIS Quarterly Review.
Paper not yet in RePEc: Add citation now
Gambacorta, L., Yang, J., Tsatsaronis, K. (2014). Financial structure and growth. BIS Quarterly Review.
Gavriilidis, K., Kallinterakis, V., and Pedro, L. F. M. (2013). Institutional industry herding: Intentional or spurious? Journal of International Financial Markets, Institutions and Money, 26, 192–214.
Gebauer, S., Setzer, R., and Westphal, A. (2018). Corporate debt and investment: A firm-level analysis for stressed Euro area countries. Journal of International Money and Finance, 86, 112–130.
- Giraldo, M. (2011). Dynamics of analysts’ coverage and the firms’ information environment. International Review of Financial Analysis, 20(5), 345-354.
Paper not yet in RePEc: Add citation now
Hassan, O. A., and Skinner, F. S. (2016). Analyst coverage: Does the listing location really matter?. International review of financial analysis, 46, 227-236.
Hong, H. and Kacperczyk, M. (2010). Competition and bias. The Quarterly Journal of Economics, 125(4), 1683–1725.
Hong, H., Kubik, J., and Solomon, A. (2000). Security analysts’ career concerns and herding of earnings forecasts. Rand Journal of Economics, 3(1), 121–144.
Hope, O. K., Huang, Z., and Moldovan, R. (2021). Wall Street analysts as investor relations officers. Journal of Corporate Finance, 67, 101893.
Hope, O.-K. (2003). Accounting policy disclosures and analysts’ forecasts. Contemporary Accounting Research, 20(2), 295–321.
Hou, K. (2007). Industry information diffusion and the lead-lag effect in stock returns.
- In specifications [7] and [8], we further explore the channel through which Coverage influences firm investment. We maintain the same IV baseline regression, but the dependent variable is share issuance (variant [7]) or debt issuance (variant [8]). The F-stats are sufficiently large to confirm the validity of the instrument in these cases. The results show that Coverage significantly improves access to external finance through share issuance and debt issuance. The sign of the coefficient for cash flow (CF) becomes negative and significant: a firm that is able to access external finance is less dependent on its cash flow, illustrating a lower financial constraint for covered firms (Chang et al., 2006). Finally, the results presented in this section show that our main finding remains robust across all variants of our baseline IV specification.
Paper not yet in RePEc: Add citation now
- In variant [5], we restrict the IV regression to observations for which Cook’s distance Here, we closely follow the analysis of outliers used in Acemoglu et al. (2019) is not too large.18 Finally, in [6], we first perform a robust regression to compute robust regression weights for each observation. This technique downweights outlier observations without omitting them. We then apply these weights to the corresponding observations when computing our baseline IV specification. Since the coefficient for Coverage remains positive and significant at the 1% level in all three cases, we are confident that our main result is not driven by outliers.
Paper not yet in RePEc: Add citation now
Irvine, P. J. (2003). The incremental impact of analyst initiation of coverage. Journal of Corporate Finance, 9(4), 431–451.
Jegadeesh, N. and Kim, W. (2010). Do analysts herd? an analysis of recommendations and market reactions. Review of Financial Studies, 23(2), 901–937.
Jensen, M. C. and Meckling, W. H. (1976). Theory of the firm: Managerial behavior, agency costs and ownership structure. Journal of Financial Economics, 3(4), 305–360.
Jiang, C. X., Kim, J.-C., and Zhou, D. (2011). Liquidity, analysts, and institutional ownership. International Review of Financial Analysis, 20(5), 335–344.
Kadan, O., Madureira, L., Wang, R., and Zach, T. (2012). Analysts’ industry expertise. Journal of Accounting and Economics, 54(2-3), 95–120.
Kelly, B. and Ljungqvist, A. (2012). Testing asymmetric-information asset pricing models.
- Kim, J. B., Lu, L. Y., and Yu, Y. (2019). Analyst coverage and expected crash risk: evidence from exogenous changes in analyst coverage. The Accounting Review, 94(4), 345-364.
Paper not yet in RePEc: Add citation now
Kini, O., Mian, S., Michael, R., and Anand, V. (2009). On the structure of analyst research portfolios and forecast accuracy. Journal of Accounting Research, 47(4):867–909.
La Porta, R., Lopez-de-Silanes, F., Shleifer, A., and Vishny, R. (1997). Legal determinants of external finance. Journal of Finance, 52(3), 1131–1150.
- La Porta, R., Lopez-de-Silanes, F., Shleifer, A., and Vishny, R. (1998). Law and finance.
Paper not yet in RePEc: Add citation now
Lang, M. H., Lins, K. V., and Miller, D. P. (2004). Concentrated control, analyst following, and valuation: Do analysts matter most when investors are protected least? Journal of Accounting Research, 42(3), 589–623.
Langfield, S. and Pagano, M. (2015). Bank bias in europe: Effects on systemic risk and growth. IMF Working Paper 1797.
Langfield, S. and Pagano, M. (2016). Bank bias in europe: effects on systemic risk and growth. Economic Policy, 31(85), 51–106.
Lannoo, K. and Thomadakis, A. (2019). Rebranding capital markets union a market finance action plan. CEPS ECMI Task Force Report.
Lee, C. M. and So, E. C. (2017). Uncovering expected returns: Information in analyst coverage proxies. Journal of Financial Economics, 124(2), 331–348.
Levine, R., Lin, C., and Xie, W. (2016). Spare tire? stock markets, banking crises, and economic recoveries. Journal of Financial Economics, 120(1), 81–101.
Li, K. (2020). Does information asymmetry impede market efficiency? Evidence from analyst coverage. Journal of Banking and Finance, 118, 105856.
- Li, K. (2020). Does Information Asymmetry Impede Market Efficiency? Journal of Banking and Finance?, 118, 105856.
Paper not yet in RePEc: Add citation now
Manova, K.,Wei, S.-J., and Zhang, Z. (2015). Firm exports and multinational activity under credit constraints. Review of Economics and Statistics, 97(3), 574–588.
McLean, R. D., Zhang, T., and Zhao, M. (2012). Why does the law matter? investor protection and its effects on investment, finance, and growth. The Journal of Finance, 67(1), 313–350.
- Mola, S., Rau, P. R., and Khorana, A. (2012). Is there life after the complete loss of analyst coverage? The Accounting Review, 88(2), 667–705.
Paper not yet in RePEc: Add citation now
Myers, S. C. and Majluf, N. S. (1984). Corporate financing and investment decisions when firms have information that investors do not have. Journal of Financial Economics, 13(2), 187–221.
- O’Brien, P. (1990). Forecast accuracy of individual analysts in nine industries. Journal of Accounting Research, 28(2), 286–304.
Paper not yet in RePEc: Add citation now
- Pires, F. (2019). Non-banks in the EU: Ensuring a smooth transition to a capital markets union. SUERF Policy Note 103.
Paper not yet in RePEc: Add citation now
Roulstone, D. T. (2003). Analyst following and market liquidity. Contemporary accounting research, 20(3), 552–578.
- Rubin, D. B. (2001). Using propensity scores to help design observational studies: Application to the tabacco litigation. Health Services ans Outcomes Research Methodology, 2(3), 169–188.
Paper not yet in RePEc: Add citation now
Scott, eds, Newbury Park, CA: Sage. Boni, L. and Womack, K. (2006). Analysts, industries and price momentum. Journal of Financial and Quantitative Analysis, 41(1):85–109.
To, T. Y., Navone, M., and Wu, E. (2018). Analyst coverage and the quality of corporate investment decisions. Journal of Corporate Finance, 51, 164-181.
Wu, J. and Zang, A. (2009). What determine financial analysts’ career outcomes during mergers? Journal of Accounting and Economics, 47, 59–86.
Yu, F. F. (2008). Analyst coverage and earnings management. Journal of financial economics, 88(2), 245-271. Online Appendix 1 Assessing the Matching Balance In this section, we check whether our matching procedure has successfully balanced the covariates. To assess how well our control firms match our treatment firms, we compute the standardized difference between treatment and control means, as well as the ratio of treatment and control variances, and we report the results in Table B1. We also consider higher moments and report kernel density distribution of the covariates after the matching in Figure B1. (Table B1) Both the numerical and graphical diagnostics reveal very good balance between the treated and control groups and emphasize the usefulness to fitting a model to weight observations.