Skip to main content
Top
Published in: Empirical Economics 4/2022

13-09-2022

Does corporate governance affect financial analysts’ stock recommendations, target prices accuracy and earnings forecast characteristics? An empirical investigation of US companies

Authors: Ahmed Bouteska, Mehdi Mili

Published in: Empirical Economics | Issue 4/2022

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

This paper investigates how corporate governance quality affects the analyst’s stock recommendations, forecast efficiency and target price accuracy on New York Stock Exchange. In particular, as corporate governance is often uncertain and ambiguous to investors, expert financial advisors may use transparent corporate governance information to set their recommendations and improve the level of accuracy of their earnings forecasts. According to agency and signaling theories, good governance mechanisms aim to mitigate agency conflicts and boost corporate transparency. Thus, we argue that they can serve as mediators during the forecasting process and we expect a strong significant relationship between the effectiveness of corporate governance mechanisms and analyst activity. Five hypotheses are tested with a large sample of 154 US market firms over a 17-year period (2004–2020). Our empirical findings point out some special features of US stock markets. We find evidence that analysts tend to issue favorable recommendations, more accurate, less dispersed and more optimistic earnings forecasts for most well-governed firms. Furthermore, we show that higher-quality governance transparency is an important determinant of financial analysts’ behavior in the USA. The results also indicate that higher-quality governance appears valuable with financial analysts during pre- and post-crisis period, while it is not generally detected in COVID-19 times. However, we report the weakness of analysts’ outputs–governance quality for small firms. Thus, our findings cast doubts over the corporate governance-based analyst practices of US small and unaffiliated firms. The main implication of these findings is to improve understanding of how investors’ behavioral characteristics affect the transmission mechanism of information in money market and capital market prices. This paper has important implications for the decision making of financial analysts and investors by requesting firms to significantly improve their information environments in the good and bad times. It also offers insights into how firms establishing good corporate governance mechanisms can help the analysts to predict future stock prices.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Footnotes
1
The date December 1, 2019, corresponds to the date when (COVID-19) spread in Hubei Province and then spread to 212 countries where the United States and European Union alongside Iran are the most affected.
 
2
The authors consider other distinct measures that seize target price accuracy. They use Metend, which is a dummy variable that is equal to one if the stock price at the end of the 6-month forecast horizon is equal to the target price and zero otherwise and Metin which is a dummy variable that is equal to one if the target price is met during the 6-month forecast horizon and zero otherwise. Both measures are less demanding since their purpose is limited to target price achievement (below or above), but do not assess the magnitude of error. In our current study, we do not use those measures because they always take the value of zero.
 
3
Clement (1999) suggests that the forecasting experience and the number of followed firms which is a proxy of portfolio complexity to be among analyst determinants. He argues that well experienced analysts and who follow few industries are more likely to issue accurate forecasts.
 
4
Kerl (2011) affirms that stock price volatility is positively associated with target price accuracy. He also explains his finding by the fact that compared to low volatile stocks, higher volatile stocks are more likely to achieve the target price during or at the end of the forecast horizon.
 
5
Following Abdul Wahab et al. (2015)’s reasoning about that updating corporate governance mechanisms with each change in operating environment is not an easy matter and naturally takes time. In addition, Larcker et al. (2007) prove the difficulty of setting an optimal corporate structure and maintaining it at all times. In the lightof this argument, simultaneous bias may be left away. Hence, we aim to control for omitted variable bias since we are aware of the absence of other relevant variable e.g. audit quality and audit independence.
 
6
See Terza (2017) and Basu et al. (2018).
 
7
Outliers for the TPE variable are detected and because they can mislead our results, we remove TPE observations that are greater than 95th percentile and below 5th percentile. Note that we started with 99th and 1th percentile and each time we eliminate 1th percentile in both sides until the deletion of all extreme observations.
 
8
We are using bootstrapping analysis method allowing random sampling to alleviate the small number of observations.
 
9
Marginal effects for the financial and non-financial sample.
 
10
We don’t report empirical results to conserve place. However, they are available under request.
 
Literature
go back to reference Abarbanell JS, Bushee BJ (1997) Fundamental analysis, future earnings and stock prices. J Account Res 35(1):1–24CrossRef Abarbanell JS, Bushee BJ (1997) Fundamental analysis, future earnings and stock prices. J Account Res 35(1):1–24CrossRef
go back to reference Abbott LJ, Park Y, Parker S (2000) The effect of audit committee activity and independence on corporate fraud. Manag Financ 26(11):55–67 Abbott LJ, Park Y, Parker S (2000) The effect of audit committee activity and independence on corporate fraud. Manag Financ 26(11):55–67
go back to reference Abdul Wahab E, Pitchay AA, Ali R (2015) Culture, corporate governance and analysts forecast in Malaysia. Asian Rev Account 23(3):232–255CrossRef Abdul Wahab E, Pitchay AA, Ali R (2015) Culture, corporate governance and analysts forecast in Malaysia. Asian Rev Account 23(3):232–255CrossRef
go back to reference Abdullah SN, Nasir NM (2004) Accrual management and the independence of the board of directors and audit committees. IIUM Int J Econ Manag Account 12:49–80 Abdullah SN, Nasir NM (2004) Accrual management and the independence of the board of directors and audit committees. IIUM Int J Econ Manag Account 12:49–80
go back to reference Aboody D, Barth M, Kasznik R (2006) Revaluations of fixed assets and future firm performance: evidence from UK. J Account Econ 26(1/3):149–178 Aboody D, Barth M, Kasznik R (2006) Revaluations of fixed assets and future firm performance: evidence from UK. J Account Econ 26(1/3):149–178
go back to reference Adams R, Ferreira D (2007) A theory of friendly boards. J Financ 62(1):217–250CrossRef Adams R, Ferreira D (2007) A theory of friendly boards. J Financ 62(1):217–250CrossRef
go back to reference Adams R, Ferreira D (2009) Women in the boardroom and their impact on governance and performance. J Financ Econ 94(2):291–309CrossRef Adams R, Ferreira D (2009) Women in the boardroom and their impact on governance and performance. J Financ Econ 94(2):291–309CrossRef
go back to reference Aggarwal R, Erel I, Ferreira M, Matos P (2011) Does governance travel around the world? evidence from institutional investors. J Financ Econ 100(1):154–181CrossRef Aggarwal R, Erel I, Ferreira M, Matos P (2011) Does governance travel around the world? evidence from institutional investors. J Financ Econ 100(1):154–181CrossRef
go back to reference Ajinkya B, Bhojraj S, Sengupta P (2005) The association between outside directors, institutional investors and the properties of management earnings forecasts. J Account Res 43(3):343–376CrossRef Ajinkya B, Bhojraj S, Sengupta P (2005) The association between outside directors, institutional investors and the properties of management earnings forecasts. J Account Res 43(3):343–376CrossRef
go back to reference Ali A, Chen TY, Radhakrishman S (2007) Corporate disclosures by family firms. J Account Econ 44(1–2):238–286CrossRef Ali A, Chen TY, Radhakrishman S (2007) Corporate disclosures by family firms. J Account Econ 44(1–2):238–286CrossRef
go back to reference Almeida JEF, Dalmácio FV (2015) The effects of corporate governance and product market competition on analysts’ forecasts: evidence from the Brazilian capital market. Int J Account 50(3):316–339CrossRef Almeida JEF, Dalmácio FV (2015) The effects of corporate governance and product market competition on analysts’ forecasts: evidence from the Brazilian capital market. Int J Account 50(3):316–339CrossRef
go back to reference Alonso P, Palenzuela V, Iturriaga F (2000) Managers' discretionary behavior, earnings management and corporate governance: an empirical international analysis Working Paper Universidad de Valladolid Alonso P, Palenzuela V, Iturriaga F (2000) Managers' discretionary behavior, earnings management and corporate governance: an empirical international analysis Working Paper Universidad de Valladolid
go back to reference Antonczyk R, Breuer W, Saltzmann A (2014) Long-term orientation and relationship lending: a cross-cultural study on the effect of time preferences on the choice of corporate debt. Manag Int Rev 54(3):381–415CrossRef Antonczyk R, Breuer W, Saltzmann A (2014) Long-term orientation and relationship lending: a cross-cultural study on the effect of time preferences on the choice of corporate debt. Manag Int Rev 54(3):381–415CrossRef
go back to reference Aste LJ (1999) Reforming french corporate governance: a return to the two-tier board? George Wash J Int Law Econ 32:1–72 Aste LJ (1999) Reforming french corporate governance: a return to the two-tier board? George Wash J Int Law Econ 32:1–72
go back to reference Autore D, Kovacs T, Sharma V (2009) Do analyst recommendations reflect shareholder rights? J Bank Finance 33:193–202CrossRef Autore D, Kovacs T, Sharma V (2009) Do analyst recommendations reflect shareholder rights? J Bank Finance 33:193–202CrossRef
go back to reference Barniv R, Myring M, Thomas W (2005) The association between the legal and financial reporting environments and forecast performance of individual analysts. Contemp Account Res 22(4):727–758CrossRef Barniv R, Myring M, Thomas W (2005) The association between the legal and financial reporting environments and forecast performance of individual analysts. Contemp Account Res 22(4):727–758CrossRef
go back to reference Barron O, Stuerke P (1998) Dispersion in analysts’ earnings forecasts as a measure of uncertainty. J Acc Audit Financ 13(Summer):245–270 Barron O, Stuerke P (1998) Dispersion in analysts’ earnings forecasts as a measure of uncertainty. J Acc Audit Financ 13(Summer):245–270
go back to reference Barron O, Byard D, Kile C, Riedl E (2002) High-technology intangibles and analysts’ forecasts. J Acc Res 40(2):289–312CrossRef Barron O, Byard D, Kile C, Riedl E (2002) High-technology intangibles and analysts’ forecasts. J Acc Res 40(2):289–312CrossRef
go back to reference Barth M, Landsman W, Rendleman R (1998) Option pricing-based bond value estimates and a fundamental components approach to account for corporate debt. Account Rev 73(1):73–102 Barth M, Landsman W, Rendleman R (1998) Option pricing-based bond value estimates and a fundamental components approach to account for corporate debt. Account Rev 73(1):73–102
go back to reference Bartov E, Mohanram P, Nissim D (2007) Managerial discretion and the economic determinations of the disclosure volatility parameter for valuing ESOs. Rev Acc Stud 12(1):155–179CrossRef Bartov E, Mohanram P, Nissim D (2007) Managerial discretion and the economic determinations of the disclosure volatility parameter for valuing ESOs. Rev Acc Stud 12(1):155–179CrossRef
go back to reference Basu A, Coe NB, Chapman CG (2018) 2SLS vs 2SRI: Appropriate methods for rare outcomes and/or rare exposures. Health Econ 27:937–955CrossRef Basu A, Coe NB, Chapman CG (2018) 2SLS vs 2SRI: Appropriate methods for rare outcomes and/or rare exposures. Health Econ 27:937–955CrossRef
go back to reference Be´dard J, Chtourou SM, Courteau L (2004) The effect of audit committee expertise, independence, and activity on aggressive earnings management Audit J Pract Theory 23(2): 13–35 Be´dard J, Chtourou SM, Courteau L (2004) The effect of audit committee expertise, independence, and activity on aggressive earnings management Audit J Pract Theory 23(2): 13–35
go back to reference Beasley MS (1996) An empirical analysis of the relation between the board of director composition and financial statement fraud. Account Rev 71(4):443–465 Beasley MS (1996) An empirical analysis of the relation between the board of director composition and financial statement fraud. Account Rev 71(4):443–465
go back to reference Bebchuk L, Cohen A, Ferrell A (2009) What matters in corporate governance? Rev Financial Stud 22(2):783–827CrossRef Bebchuk L, Cohen A, Ferrell A (2009) What matters in corporate governance? Rev Financial Stud 22(2):783–827CrossRef
go back to reference Bertoni F, Meoli M, Vismara S (2014) Board independence, ownership structure and the valuation of IPOs in continental Europe. Corp Gov 22(2):116–131CrossRef Bertoni F, Meoli M, Vismara S (2014) Board independence, ownership structure and the valuation of IPOs in continental Europe. Corp Gov 22(2):116–131CrossRef
go back to reference Bhat G, Hope OK, Kang T (2006) Does corporate governance transparency affect the accuracy of analyst forecasts? Account Finance 46(5):715–732CrossRef Bhat G, Hope OK, Kang T (2006) Does corporate governance transparency affect the accuracy of analyst forecasts? Account Finance 46(5):715–732CrossRef
go back to reference Bilinski P, Lyssimachou D, Walker M (2013) Target price accuracy: international evidence. Account Rev 88:825–851CrossRef Bilinski P, Lyssimachou D, Walker M (2013) Target price accuracy: international evidence. Account Rev 88:825–851CrossRef
go back to reference Bilinski P, Lyssimachou D, Walker M (2011) Target price optimism around the world: International evidence. Working paper, University of Manchester Bilinski P, Lyssimachou D, Walker M (2011) Target price optimism around the world: International evidence. Working paper, University of Manchester
go back to reference Bonini S, Zanetti L, Bianchini R, Salvi A (2010) Target price accuracy in equity research. J Bus Financ Acc 37(9–10):1177–1217CrossRef Bonini S, Zanetti L, Bianchini R, Salvi A (2010) Target price accuracy in equity research. J Bus Financ Acc 37(9–10):1177–1217CrossRef
go back to reference Boone AL, Field LC, Karpoff JM, Raheja CG (2007) The determinants of corporate board size and composition: an empirical analysis. J Financ Econ 85:66–101CrossRef Boone AL, Field LC, Karpoff JM, Raheja CG (2007) The determinants of corporate board size and composition: an empirical analysis. J Financ Econ 85:66–101CrossRef
go back to reference Boubaker S, Labegorre F (2008) Ownership structure, corporate governance and analyst following: a study of French listed firms. J Bank Finance 32(6):961–976CrossRef Boubaker S, Labegorre F (2008) Ownership structure, corporate governance and analyst following: a study of French listed firms. J Bank Finance 32(6):961–976CrossRef
go back to reference Bouteska A (2018) The influence of corporate governance mechanisms on the behavior of financial analysts of US Firms: an empirical analysis. Advances in financial economics. In: John K, Makhija AK, Ferris SP (eds) International corporate governance and regulation, vol. 20, pp. 131–172 Bouteska A (2018) The influence of corporate governance mechanisms on the behavior of financial analysts of US Firms: an empirical analysis. Advances in financial economics. In: John K, Makhija AK, Ferris SP (eds) International corporate governance and regulation, vol. 20, pp. 131–172
go back to reference Bradshaw MT (2004) How do analysts use their earnings forecasts in generating stock recommendations? Account Rev 79:25–50CrossRef Bradshaw MT (2004) How do analysts use their earnings forecasts in generating stock recommendations? Account Rev 79:25–50CrossRef
go back to reference Bradshaw MT, Richardson SA, Sloan RG (2006) The relation between corporate financing activities, analysts’ forecasts and stock returns. J Account Econ 42(1–2):53–85CrossRef Bradshaw MT, Richardson SA, Sloan RG (2006) The relation between corporate financing activities, analysts’ forecasts and stock returns. J Account Econ 42(1–2):53–85CrossRef
go back to reference Bradshaw MT, Brown L, Huang K (2012) Do sell-side analysts exhibit differential target price forecasting ability? Rev Acc Stud 18(4):930–955CrossRef Bradshaw MT, Brown L, Huang K (2012) Do sell-side analysts exhibit differential target price forecasting ability? Rev Acc Stud 18(4):930–955CrossRef
go back to reference Bradshaw MT, Brown LD, Huang K (2013) Do sell-side analysts exhibit differential target price forecasting ability? Rev Acc Stud 18:930–955CrossRef Bradshaw MT, Brown LD, Huang K (2013) Do sell-side analysts exhibit differential target price forecasting ability? Rev Acc Stud 18:930–955CrossRef
go back to reference Bradshaw MT, Huang K, Tan H (2019) The effects of analyst-country institutions on biased research: evidence from target prices. J Account Res 57(1):85–120CrossRef Bradshaw MT, Huang K, Tan H (2019) The effects of analyst-country institutions on biased research: evidence from target prices. J Account Res 57(1):85–120CrossRef
go back to reference Brown LD (1997) Analyst forecasting errors: additional evidence. Financ Anal J 53(6):81–88CrossRef Brown LD (1997) Analyst forecasting errors: additional evidence. Financ Anal J 53(6):81–88CrossRef
go back to reference Bushman R, Smith A (2001) Financial accounting information and corporate governance. J Account Econ 32:237–333CrossRef Bushman R, Smith A (2001) Financial accounting information and corporate governance. J Account Econ 32:237–333CrossRef
go back to reference Bushman R, Piotroski J, Smith A (2004a) What determines corporate transparency? J Account Res 42:207–252CrossRef Bushman R, Piotroski J, Smith A (2004a) What determines corporate transparency? J Account Res 42:207–252CrossRef
go back to reference Bushman RM, Chen Q, Engel E, Smith A (2004b) Financial accounting information, organizational complexity and corporate governance systems. J Account Econ 37:167–201CrossRef Bushman RM, Chen Q, Engel E, Smith A (2004b) Financial accounting information, organizational complexity and corporate governance systems. J Account Econ 37:167–201CrossRef
go back to reference Byard D, Li Y, Weintrop J (2006) Corporate governance and the quality of financial analysts’ information. J Account Public Policy 25(5):609–625CrossRef Byard D, Li Y, Weintrop J (2006) Corporate governance and the quality of financial analysts’ information. J Account Public Policy 25(5):609–625CrossRef
go back to reference Carcello JV, Nagy AL (2004a) Client size, auditor specialization and fraudulent financial reporting. Manag Audit J 19(5):651–668CrossRef Carcello JV, Nagy AL (2004a) Client size, auditor specialization and fraudulent financial reporting. Manag Audit J 19(5):651–668CrossRef
go back to reference Carcello JV, Nagy AL (2004b) Audit firm tenure and fraudulent financial reporting. Audit J Pract Theory 23(2):55–69CrossRef Carcello JV, Nagy AL (2004b) Audit firm tenure and fraudulent financial reporting. Audit J Pract Theory 23(2):55–69CrossRef
go back to reference Carcello JV, Neal TL (2003) Audit committee characteristics and auditor dismissals following ‘“new”’ going-concern reports. Account Rev 78:95–117CrossRef Carcello JV, Neal TL (2003) Audit committee characteristics and auditor dismissals following ‘“new”’ going-concern reports. Account Rev 78:95–117CrossRef
go back to reference Chen T, Harford J, Lin C (2015) Do analysts matter for governance? evidence from natural experiments. J Financ Econ 115:383–410CrossRef Chen T, Harford J, Lin C (2015) Do analysts matter for governance? evidence from natural experiments. J Financ Econ 115:383–410CrossRef
go back to reference Chiang H (2005) An empirical study of corporate governance and corporate performance. J Law Econ 31(1):122–140 Chiang H (2005) An empirical study of corporate governance and corporate performance. J Law Econ 31(1):122–140
go back to reference Chiang H-T, Chia F (2005) Analyst’s financial forecast accuracy and corporate transparency. Proc Acad Account Financial Stud Memphis 10(1):9–14 Chiang H-T, Chia F (2005) Analyst’s financial forecast accuracy and corporate transparency. Proc Acad Account Financial Stud Memphis 10(1):9–14
go back to reference Chou RK and Shiah-Hou R (2010a) Quality of corporate governance, analyst coverage, and analyst forecast error: do analysts serve as external monitors to managers? Working paper series Chou RK and Shiah-Hou R (2010a) Quality of corporate governance, analyst coverage, and analyst forecast error: do analysts serve as external monitors to managers? Working paper series
go back to reference Chou RK, Shiah-Hou R (2010b) Quality of corporate governance, analyst coverage, and analyst forecast error: do analysts serve as external monitors to managers? Working paper Chou RK, Shiah-Hou R (2010b) Quality of corporate governance, analyst coverage, and analyst forecast error: do analysts serve as external monitors to managers? Working paper
go back to reference Chung K, Zhang H (2011) Corporate governance and institutional ownership. J Financial Quantitative Anal 46(1):247–273CrossRef Chung K, Zhang H (2011) Corporate governance and institutional ownership. J Financial Quantitative Anal 46(1):247–273CrossRef
go back to reference Chung H, Judge WQ, Li Y-H (2015) Voluntary disclosure, excess executive compensation and firm value. J Corp Finan 32:64–90CrossRef Chung H, Judge WQ, Li Y-H (2015) Voluntary disclosure, excess executive compensation and firm value. J Corp Finan 32:64–90CrossRef
go back to reference Clarke J, Ferris S, Jayaraman N, Lee J (2006) Are analyst recommendations biased? evidence from corporate bankruptcies. J Financial Quantitative Anal 41(1):169–196CrossRef Clarke J, Ferris S, Jayaraman N, Lee J (2006) Are analyst recommendations biased? evidence from corporate bankruptcies. J Financial Quantitative Anal 41(1):169–196CrossRef
go back to reference Clarkson PM (2000) Auditor quality and the accuracy of management earnings forecasts. Contemp Account Res 17:595–622CrossRef Clarkson PM (2000) Auditor quality and the accuracy of management earnings forecasts. Contemp Account Res 17:595–622CrossRef
go back to reference Clement MB (1999) Analyst forecast accuracy: do ability, resources, and portfolio complexity matter? J Account Econ 27:285–303CrossRef Clement MB (1999) Analyst forecast accuracy: do ability, resources, and portfolio complexity matter? J Account Econ 27:285–303CrossRef
go back to reference Coles J, Daniel ND, Naveen L (2008) Boards: does one size fits all? J Financ Econ 87(2):329–356CrossRef Coles J, Daniel ND, Naveen L (2008) Boards: does one size fits all? J Financ Econ 87(2):329–356CrossRef
go back to reference Conrad J, Cornell B, Landsman W, Rountree B (2006) How do analyst recommendations respond to major news? J Financial Quantitative Anal 41(1):25–49CrossRef Conrad J, Cornell B, Landsman W, Rountree B (2006) How do analyst recommendations respond to major news? J Financial Quantitative Anal 41(1):25–49CrossRef
go back to reference Core JE, Holthausen RW, Larcker DF (1999) Corporate governance, chief executive officer compensation and firm performance. J Financ Econ 51(3):371–406CrossRef Core JE, Holthausen RW, Larcker DF (1999) Corporate governance, chief executive officer compensation and firm performance. J Financ Econ 51(3):371–406CrossRef
go back to reference Cox C (1985) Further evidence on the representativeness of management earnings forecasts. Account Rev 60:692–701 Cox C (1985) Further evidence on the representativeness of management earnings forecasts. Account Rev 60:692–701
go back to reference Damodaran A (2006) Damodaran on valuation, 2nd edn. Wiley, New York Damodaran A (2006) Damodaran on valuation, 2nd edn. Wiley, New York
go back to reference Dechow PM, Sloan RG, Hutton AP (2000) The relation between analysts’ forecasts of long-term earnings growth and stock price performance following equity offerings. Contemp Account Res 17(1):1–32CrossRef Dechow PM, Sloan RG, Hutton AP (2000) The relation between analysts’ forecasts of long-term earnings growth and stock price performance following equity offerings. Contemp Account Res 17(1):1–32CrossRef
go back to reference Demirakos EG, Strong NC, Walker M (2010) Does valuation model choice affect target price accuracy? Eur Account Rev 19:35–72CrossRef Demirakos EG, Strong NC, Walker M (2010) Does valuation model choice affect target price accuracy? Eur Account Rev 19:35–72CrossRef
go back to reference Duru A, Reeb D (2002) International diversification and analysts’ forecast accuracy and bias. Account Rev 77(2):415–433CrossRef Duru A, Reeb D (2002) International diversification and analysts’ forecast accuracy and bias. Account Rev 77(2):415–433CrossRef
go back to reference Dyck A, Morse A, Zingales L (2006) Who blows the whistle on corporate fraud? Unpublished working paper University of Toronto, Toronto, Canada Dyck A, Morse A, Zingales L (2006) Who blows the whistle on corporate fraud? Unpublished working paper University of Toronto, Toronto, Canada
go back to reference Eisenherdt M (1989) Agency theory: an assessment and review. Acad Manag Rev 14(1):57–74CrossRef Eisenherdt M (1989) Agency theory: an assessment and review. Acad Manag Rev 14(1):57–74CrossRef
go back to reference Easterwood J, Nutt S (1999) Inefficiency in analysts’ earnings forecasts: systematic misreaction or systematic optimism. J Financ 54(5):1777–1797 Easterwood J, Nutt S (1999) Inefficiency in analysts’ earnings forecasts: systematic misreaction or systematic optimism. J Financ 54(5):1777–1797
go back to reference Fama EF (1980) Agency problems and the theory of the firm. J Polit Econ 88:288–307CrossRef Fama EF (1980) Agency problems and the theory of the firm. J Polit Econ 88:288–307CrossRef
go back to reference Fama EF, French KR (1992) The cross-section of expected stock returns. J Financ 47(2):427–486CrossRef Fama EF, French KR (1992) The cross-section of expected stock returns. J Financ 47(2):427–486CrossRef
go back to reference Fama EF, Jensen MC (1983) Separation of ownership and control. J Law Econ 26:301–325CrossRef Fama EF, Jensen MC (1983) Separation of ownership and control. J Law Econ 26:301–325CrossRef
go back to reference Farooq O (2017) What determines the value of recommendation change? a preliminary analysis. J Appl Econ 49(16):1557–1570CrossRef Farooq O (2017) What determines the value of recommendation change? a preliminary analysis. J Appl Econ 49(16):1557–1570CrossRef
go back to reference Firth M, Smith A (1992) The accuracy of profits forecasts in initial public offering prospectuses. Account Bus Res 22:239–247CrossRef Firth M, Smith A (1992) The accuracy of profits forecasts in initial public offering prospectuses. Account Bus Res 22:239–247CrossRef
go back to reference Firth M, Kwok BCH, Liau-Tan CK, Yeo GH (1995) Accuracy of profit forecasts contained in IPO prospectuses. Account Bus Rev 2:55–83CrossRef Firth M, Kwok BCH, Liau-Tan CK, Yeo GH (1995) Accuracy of profit forecasts contained in IPO prospectuses. Account Bus Rev 2:55–83CrossRef
go back to reference Firth M, Fung PMY, Rui OM (2006) Corporate performance and CEO compensation in China. J Corp Finan 12:693–714CrossRef Firth M, Fung PMY, Rui OM (2006) Corporate performance and CEO compensation in China. J Corp Finan 12:693–714CrossRef
go back to reference Frankel R, Kothari S, Weber J (2006) Determinants of the informativeness of analyst research. J Account Econ 41(1/2):295–327 Frankel R, Kothari S, Weber J (2006) Determinants of the informativeness of analyst research. J Account Econ 41(1/2):295–327
go back to reference Gregoire J, Marcet F (2014) Analysts target price accuracy and investors’ reaction: Chilean stock market evidence. Mexican J Econ Finance 9(2):153–173 Gregoire J, Marcet F (2014) Analysts target price accuracy and investors’ reaction: Chilean stock market evidence. Mexican J Econ Finance 9(2):153–173
go back to reference Gul F, Hutchinson M, Lai K (2013) Gender-diverse board and properties of analyst earnings forecasts. Account Horiz 27(3):511–538CrossRef Gul F, Hutchinson M, Lai K (2013) Gender-diverse board and properties of analyst earnings forecasts. Account Horiz 27(3):511–538CrossRef
go back to reference Hagerman RL, Ruland W (1979) The accuracy of management forecasts and forecasts of simple alternative models J Econ Bus Spring,Summer 31(3):172–179 Hagerman RL, Ruland W (1979) The accuracy of management forecasts and forecasts of simple alternative models J Econ Bus Spring,Summer 31(3):172–179
go back to reference He J, Tian X (2013) The dark side of analyst coverage: the case of innovation. J Financial Econ 109:856–878CrossRef He J, Tian X (2013) The dark side of analyst coverage: the case of innovation. J Financial Econ 109:856–878CrossRef
go back to reference Healy P, Palepu K (2001) Information asymmetry, corporate disclosure, and the capital markets: a review of the empirical disclosure literature. J Account Econ 31:405–440CrossRef Healy P, Palepu K (2001) Information asymmetry, corporate disclosure, and the capital markets: a review of the empirical disclosure literature. J Account Econ 31:405–440CrossRef
go back to reference Higgs D (2003) Review of the role and effectiveness of non-executive directors Report to the UK Department of Trade and Industry, London Higgs D (2003) Review of the role and effectiveness of non-executive directors Report to the UK Department of Trade and Industry, London
go back to reference Hoitash U, Hoitash R, Bedard JC (2009) Corporate governance and internal control over financial reporting: a comparison of regulatory regimes. Account Rev 84(3):839–867CrossRef Hoitash U, Hoitash R, Bedard JC (2009) Corporate governance and internal control over financial reporting: a comparison of regulatory regimes. Account Rev 84(3):839–867CrossRef
go back to reference Hong H, Kubik JD (2003) Analyzing the analysts: Career concerns and biased earnings forecasts. J Finance 58:313–351CrossRef Hong H, Kubik JD (2003) Analyzing the analysts: Career concerns and biased earnings forecasts. J Finance 58:313–351CrossRef
go back to reference Hope OK (2003a) Accounting policy disclosures and analysts’ forecasts. Contemp Account Res 20(2):235–272CrossRef Hope OK (2003a) Accounting policy disclosures and analysts’ forecasts. Contemp Account Res 20(2):235–272CrossRef
go back to reference Hope OK (2003b) Disclosure practices, enforcement of accounting standards, and analysts’ forecast accuracy. J Account Res 41(2):235–272CrossRef Hope OK (2003b) Disclosure practices, enforcement of accounting standards, and analysts’ forecast accuracy. J Account Res 41(2):235–272CrossRef
go back to reference Hope OK (2003c) Analyst following and the influence of disclosure components, IPOs and ownership concentration. Asia-Pac J Account Econ 10(2):117–141 Hope OK (2003c) Analyst following and the influence of disclosure components, IPOs and ownership concentration. Asia-Pac J Account Econ 10(2):117–141
go back to reference Howe J, Unlu E, Yan X (2009) The predictive content of aggregate analyst recommendations. J Account Res 47(3):799–821CrossRef Howe J, Unlu E, Yan X (2009) The predictive content of aggregate analyst recommendations. J Account Res 47(3):799–821CrossRef
go back to reference Huang H-H, Chan M-L, Chang C-H, Wong J-L (2012) Is corporate governance related to the conservatism in management earnings forecasts? Emerg Mark Finance Trade 48(Suppl 2):105–121CrossRef Huang H-H, Chan M-L, Chang C-H, Wong J-L (2012) Is corporate governance related to the conservatism in management earnings forecasts? Emerg Mark Finance Trade 48(Suppl 2):105–121CrossRef
go back to reference Jegadeesh N, Kim W (2006) Value of analyst recommendations: international evidence. J Financial Mark 9:274–309CrossRef Jegadeesh N, Kim W (2006) Value of analyst recommendations: international evidence. J Financial Mark 9:274–309CrossRef
go back to reference Jegadeesh N, Kim J, Krische SD, Lee CMC (2004) Analyzing the analysts: when do recommendations add value? J Financ 59(3):1083–1124CrossRef Jegadeesh N, Kim J, Krische SD, Lee CMC (2004) Analyzing the analysts: when do recommendations add value? J Financ 59(3):1083–1124CrossRef
go back to reference Jensen MC (1993) The modern industrial revolution, exit, and the failure of internal control systems. J Finance 48(3):831–880CrossRef Jensen MC (1993) The modern industrial revolution, exit, and the failure of internal control systems. J Finance 48(3):831–880CrossRef
go back to reference Jensen MC, Meckling WH (1976) Theory of the firm: managerial behavior, agency costs and ownership structure. J Financ Econ 3(4):305–360CrossRef Jensen MC, Meckling WH (1976) Theory of the firm: managerial behavior, agency costs and ownership structure. J Financ Econ 3(4):305–360CrossRef
go back to reference Kao L, Chen A (2004) The effects of board characteristics on earnings management. Corp Ownersh Control 1(3):96–107CrossRef Kao L, Chen A (2004) The effects of board characteristics on earnings management. Corp Ownersh Control 1(3):96–107CrossRef
go back to reference Karamanou I, Vafeas N (2005) The association between corporate boards, audit committees, and management earnings forecasts: an empirical analysis. J Account Res 43:453–486CrossRef Karamanou I, Vafeas N (2005) The association between corporate boards, audit committees, and management earnings forecasts: an empirical analysis. J Account Res 43:453–486CrossRef
go back to reference Keay A (2017) Stewardship theory: is board accountability necessary? Int J Law Manag 59(6):1292–1314CrossRef Keay A (2017) Stewardship theory: is board accountability necessary? Int J Law Manag 59(6):1292–1314CrossRef
go back to reference Kells S (2020) Impacts of COVID-19 on corporate governance and assurance, international finance and economics, and non-fiction book publishing: some personal reflections. J Account Organ Chang 16(4):629–635CrossRef Kells S (2020) Impacts of COVID-19 on corporate governance and assurance, international finance and economics, and non-fiction book publishing: some personal reflections. J Account Organ Chang 16(4):629–635CrossRef
go back to reference Kent P, Routledge J, Stewart J (2010) Innate and discretionary accruals quality and corporate governance. Account Finance 50:171–195CrossRef Kent P, Routledge J, Stewart J (2010) Innate and discretionary accruals quality and corporate governance. Account Finance 50:171–195CrossRef
go back to reference La Porta R, Lopez-de-Silanes F, Shleifer A, Vishny R (2000) Investor protection and corporate governance. J Financ Econ 58:3–27CrossRef La Porta R, Lopez-de-Silanes F, Shleifer A, Vishny R (2000) Investor protection and corporate governance. J Financ Econ 58:3–27CrossRef
go back to reference Lang MH, Lundholm RJ (1996) Corporate disclosure policy and analyst behavior. Account Rev 71:467–492 Lang MH, Lundholm RJ (1996) Corporate disclosure policy and analyst behavior. Account Rev 71:467–492
go back to reference Lang M, Lins K, Miller D (2004) Concentrated control, analyst following, and valuation: do analysts matter most when investors are protected least? J Account Res 42(3):589–623CrossRef Lang M, Lins K, Miller D (2004) Concentrated control, analyst following, and valuation: do analysts matter most when investors are protected least? J Account Res 42(3):589–623CrossRef
go back to reference Larcker DF, Richardson SA, Tuna Ä (2007) Corporate governance, accounting outcomes, and organizational performance. Account Rev 82(4):963–1008CrossRef Larcker DF, Richardson SA, Tuna Ä (2007) Corporate governance, accounting outcomes, and organizational performance. Account Rev 82(4):963–1008CrossRef
go back to reference Lim T (2001) Rationality and analysts’ forecast bias. J Financ 56(1):369–385CrossRef Lim T (2001) Rationality and analysts’ forecast bias. J Financ 56(1):369–385CrossRef
go back to reference Lin JC, Tai VW (2013) Corporate governance and analyst behavior: evidence from an emerging market. Asia Pac J Financ Stud 42:228–261CrossRef Lin JC, Tai VW (2013) Corporate governance and analyst behavior: evidence from an emerging market. Asia Pac J Financ Stud 42:228–261CrossRef
go back to reference Lipton M, Lorsch JW (1992) A modest proposal for improved corporate governance. Bus Lawyer 48:59–77 Lipton M, Lorsch JW (1992) A modest proposal for improved corporate governance. Bus Lawyer 48:59–77
go back to reference Ljungqvist A, Marston F, Starks LT, Wei KD, Yan H (2007) Conflicts of interest in sell-side research and the moderating role of institutional investors. J Financ Econ 85:420–456CrossRef Ljungqvist A, Marston F, Starks LT, Wei KD, Yan H (2007) Conflicts of interest in sell-side research and the moderating role of institutional investors. J Financ Econ 85:420–456CrossRef
go back to reference Loderer C, Peyer U (2002) Board overlap, seat accumulation and share prices. Eur Financ Manag 8:165–192CrossRef Loderer C, Peyer U (2002) Board overlap, seat accumulation and share prices. Eur Financ Manag 8:165–192CrossRef
go back to reference Maaloul A, Ben Amar W, Zeghal D (2016) Voluntary disclosure of intangibles and analysts’ earnings forecasts and recommendations. J Appl Acc Res 17(4):1–28 Maaloul A, Ben Amar W, Zeghal D (2016) Voluntary disclosure of intangibles and analysts’ earnings forecasts and recommendations. J Appl Acc Res 17(4):1–28
go back to reference Malmendier U, Shanthikumar D (2007) Are small investors naive about incentives? J Financ Econ 85:457–489CrossRef Malmendier U, Shanthikumar D (2007) Are small investors naive about incentives? J Financ Econ 85:457–489CrossRef
go back to reference McConnell JJ, Servaes H (1990) Additional evidence on equity ownership and corporate value. J Financ Econ 27:595–612CrossRef McConnell JJ, Servaes H (1990) Additional evidence on equity ownership and corporate value. J Financ Econ 27:595–612CrossRef
go back to reference McKelvey RD, Zavoina W (1975) A statistical model for the analysis of ordinal level dependent variables. J Math Soc 4:103–200CrossRef McKelvey RD, Zavoina W (1975) A statistical model for the analysis of ordinal level dependent variables. J Math Soc 4:103–200CrossRef
go back to reference Michaely R, Womack K (2005) Brokerage recommendations: stylized characteristics, market responses and biases Adv Behav Finance II 389–422 Michaely R, Womack K (2005) Brokerage recommendations: stylized characteristics, market responses and biases Adv Behav Finance II 389–422
go back to reference Mikhail M, Walther B, Willis R (1997) Do security analysts improve their performance with experience? J Account Res 35(Supplement):131–157CrossRef Mikhail M, Walther B, Willis R (1997) Do security analysts improve their performance with experience? J Account Res 35(Supplement):131–157CrossRef
go back to reference Miletkov M, Poulsen A, Wintoki B (2014) The role of corporate board structure in attracting foreign investors. J Corp Finan 29:143–157CrossRef Miletkov M, Poulsen A, Wintoki B (2014) The role of corporate board structure in attracting foreign investors. J Corp Finan 29:143–157CrossRef
go back to reference Mitra S, Deis DR, Hossain M (2007) The empirical relationship between ownership characteristics and audit fees. Rev Quant Financ Acc 28(3):257–285CrossRef Mitra S, Deis DR, Hossain M (2007) The empirical relationship between ownership characteristics and audit fees. Rev Quant Financ Acc 28(3):257–285CrossRef
go back to reference Morck R, Shleifer A, Vishny R (1988) Management ownership and market valuation. J Financ Econ 20:293–315CrossRef Morck R, Shleifer A, Vishny R (1988) Management ownership and market valuation. J Financ Econ 20:293–315CrossRef
go back to reference Muda I, Maulana W, Siregar HS, Indra N (2018) The analysis of effects of good corporate governance on earnings management in Indonesia with panel data approach. Iran Econ Rev 22(2):599–625 Muda I, Maulana W, Siregar HS, Indra N (2018) The analysis of effects of good corporate governance on earnings management in Indonesia with panel data approach. Iran Econ Rev 22(2):599–625
go back to reference Nazir MS, Afza T (2018) Impact of corporate governance on discretionary earnings management, a case of Pakistani firms. Pak Econ Soc Rev 56(1):157–184 Nazir MS, Afza T (2018) Impact of corporate governance on discretionary earnings management, a case of Pakistani firms. Pak Econ Soc Rev 56(1):157–184
go back to reference Nguyen H, Faff R (2007) Impact of board size and board diversity on firm value: Australian evidence. Corp Ownersh Control 4(2):24–32CrossRef Nguyen H, Faff R (2007) Impact of board size and board diversity on firm value: Australian evidence. Corp Ownersh Control 4(2):24–32CrossRef
go back to reference Nurwati A, Zaluki A, Wan-Hussin WN (2010) Corporate governance and earnings forecasts accuracy. Asian Rev Account 18(1):50–67CrossRef Nurwati A, Zaluki A, Wan-Hussin WN (2010) Corporate governance and earnings forecasts accuracy. Asian Rev Account 18(1):50–67CrossRef
go back to reference Pedwell K, Warsame H, Neu D (1994) The accuracy of Canadian and New Zealand earnings forecasts: a comparison of voluntary versus compulsory disclosures. J Int Account Audit Tax 3:221–236CrossRef Pedwell K, Warsame H, Neu D (1994) The accuracy of Canadian and New Zealand earnings forecasts: a comparison of voluntary versus compulsory disclosures. J Int Account Audit Tax 3:221–236CrossRef
go back to reference Piotroski JD, Roulstone DT (2004) The influence of analysts, institutional investors, and insiders on the incorporation of market, industry, and firm-specific information into stock prices. Account Rev 79(4):1119–1151CrossRef Piotroski JD, Roulstone DT (2004) The influence of analysts, institutional investors, and insiders on the incorporation of market, industry, and firm-specific information into stock prices. Account Rev 79(4):1119–1151CrossRef
go back to reference Richardson VJ (2000) Information asymmetry and earnings management: some evidence. Rev Quantitative Finance Acc 15(4):325–347CrossRef Richardson VJ (2000) Information asymmetry and earnings management: some evidence. Rev Quantitative Finance Acc 15(4):325–347CrossRef
go back to reference Rose P (2007) The corporate governance industry. J Corp Law 32(4):887–926 Rose P (2007) The corporate governance industry. J Corp Law 32(4):887–926
go back to reference Schmid T (2013) Control considerations, creditor monitoring, and the capital structure of family firms. J Bank Finance 37(2):257–272CrossRef Schmid T (2013) Control considerations, creditor monitoring, and the capital structure of family firms. J Bank Finance 37(2):257–272CrossRef
go back to reference Schutte M, Unlu E (2009) Do security analysts reduce noise? Financial Anal J 65(3):1–15CrossRef Schutte M, Unlu E (2009) Do security analysts reduce noise? Financial Anal J 65(3):1–15CrossRef
go back to reference Shleifer A, Vishny R (1997) A survey of corporate governance. J Financ 52(2):737–783CrossRef Shleifer A, Vishny R (1997) A survey of corporate governance. J Financ 52(2):737–783CrossRef
go back to reference Shleifer A, Vishny RW (1986) Large shareholders and corporate control. J Polit Econ 94(3–1):461–488 Shleifer A, Vishny RW (1986) Large shareholders and corporate control. J Polit Econ 94(3–1):461–488
go back to reference Song X, Zheng W (2014) Ownership structure, stock volatility and analyst independence. China Finance Rev Int 4(2):187–208CrossRef Song X, Zheng W (2014) Ownership structure, stock volatility and analyst independence. China Finance Rev Int 4(2):187–208CrossRef
go back to reference Song C, Thomas W, Yi H (2010) Value relevance of Fars no 157 fair value hierarchy information and the impact of corporate governance mechanisms. Account Rev 85(4):1375–1410CrossRef Song C, Thomas W, Yi H (2010) Value relevance of Fars no 157 fair value hierarchy information and the impact of corporate governance mechanisms. Account Rev 85(4):1375–1410CrossRef
go back to reference Srinidhi B, Gul FA, Tsui JSL (2011) Female directors and earnings quality. Contemp Account Res 28(5):1610–1644CrossRef Srinidhi B, Gul FA, Tsui JSL (2011) Female directors and earnings quality. Contemp Account Res 28(5):1610–1644CrossRef
go back to reference Taylor S (2007) Ownership structure and analysts’ earnings forecasts: UK evidence. Working paper Taylor S (2007) Ownership structure and analysts’ earnings forecasts: UK evidence. Working paper
go back to reference Terza J (2017) Two-stage residual inclusion estimation in health services: research and health economics. Health Serv Res 53(3):1890–1899CrossRef Terza J (2017) Two-stage residual inclusion estimation in health services: research and health economics. Health Serv Res 53(3):1890–1899CrossRef
go back to reference Tinaikar S (2012) Outside directors, litigation environment, and management earnings forecasts. Account Perspect 11(1):1–29CrossRef Tinaikar S (2012) Outside directors, litigation environment, and management earnings forecasts. Account Perspect 11(1):1–29CrossRef
go back to reference Vafeas N (2000) Board structure and the informativeness of earnings. J Account Public Policy 19:139–160CrossRef Vafeas N (2000) Board structure and the informativeness of earnings. J Account Public Policy 19:139–160CrossRef
go back to reference Vargas-Hernȃndez JG, Cruz TME (2018) Corporate governance and agency theory: megacable case. Corp Gov Sustain Rev 2(1):59–69 Vargas-Hernȃndez JG, Cruz TME (2018) Corporate governance and agency theory: megacable case. Corp Gov Sustain Rev 2(1):59–69
go back to reference Viénot M (1995) The Board of Directors of Listed Companies in France Report of the “Viénot Committee” Paris Viénot M (1995) The Board of Directors of Listed Companies in France Report of the “Viénot Committee” Paris
go back to reference Viénot M (1999) Recommendations of the Committee on Corporate Governance (Viénot II Report) AFEP-MEDEF Committee Paris Viénot M (1999) Recommendations of the Committee on Corporate Governance (Viénot II Report) AFEP-MEDEF Committee Paris
go back to reference Wintoki MB, Linck JS, Netter JM (2012) Endogeneity and the dynamics of internal corporate governance. J Financ Econ 105(3):581–606CrossRef Wintoki MB, Linck JS, Netter JM (2012) Endogeneity and the dynamics of internal corporate governance. J Financ Econ 105(3):581–606CrossRef
go back to reference Wiseman RM, Cuevas-Rodriguez G, Gomez-Mejia LR (2012) Towards a social theory of agency. J Manag Stud 49:202–222CrossRef Wiseman RM, Cuevas-Rodriguez G, Gomez-Mejia LR (2012) Towards a social theory of agency. J Manag Stud 49:202–222CrossRef
go back to reference Xie B, Davidson WN III, DaDalt PJ (2003) Earnings management and corporate governance: the role of the board and the audit committee. J Corp Finan 9:295–316CrossRef Xie B, Davidson WN III, DaDalt PJ (2003) Earnings management and corporate governance: the role of the board and the audit committee. J Corp Finan 9:295–316CrossRef
go back to reference Xu L, Tang A (2012) Internal control material weakness, analysts’ accuracy and bias, and brokerage reputation. Rev Quant Financ Acc 39(1):27–53CrossRef Xu L, Tang A (2012) Internal control material weakness, analysts’ accuracy and bias, and brokerage reputation. Rev Quant Financ Acc 39(1):27–53CrossRef
go back to reference Yermack D (1996) Higher market valuation of companies with a small board of directors. J Financ Econ 40:185–221CrossRef Yermack D (1996) Higher market valuation of companies with a small board of directors. J Financ Econ 40:185–221CrossRef
go back to reference Yu F (2008) Analyst coverage and earnings management. J Financ Econ 88(2):245–271CrossRef Yu F (2008) Analyst coverage and earnings management. J Financ Econ 88(2):245–271CrossRef
go back to reference Yu M (2010) Analyst forecast properties, analyst following and governance disclosures: a global perspective. J Int Account Audit Tax 19:1–15CrossRef Yu M (2010) Analyst forecast properties, analyst following and governance disclosures: a global perspective. J Int Account Audit Tax 19:1–15CrossRef
go back to reference Yu M (2011) Analyst recommendations and corporate governance in emerging markets. Int J Account Inf Manag 19(1):34–52CrossRef Yu M (2011) Analyst recommendations and corporate governance in emerging markets. Int J Account Inf Manag 19(1):34–52CrossRef
go back to reference Yu M, & Wang Y (2018) Firm-specific corporate governance and analysts’ earnings forecast characteristics: evidence from Asian stock markets. International Journal of Accounting and Information Management, 26(3), 335–361 Yu M, & Wang Y (2018) Firm-specific corporate governance and analysts’ earnings forecast characteristics: evidence from Asian stock markets. International Journal of Accounting and Information Management, 26(3), 335–361
Metadata
Title
Does corporate governance affect financial analysts’ stock recommendations, target prices accuracy and earnings forecast characteristics? An empirical investigation of US companies
Authors
Ahmed Bouteska
Mehdi Mili
Publication date
13-09-2022
Publisher
Springer Berlin Heidelberg
Published in
Empirical Economics / Issue 4/2022
Print ISSN: 0377-7332
Electronic ISSN: 1435-8921
DOI
https://doi.org/10.1007/s00181-022-02297-3

Other articles of this Issue 4/2022

Empirical Economics 4/2022 Go to the issue

Premium Partner