Corporate Governance, Political Connections, and Bank Performance
Abstract
:1. Introduction
2. Review of Pakistani Banking System
3. Related Literature and Hypothesis Development
4. Data and Methodology
4.1. Sample and Data
4.2. Variables Description
4.2.1. Profitability Indicators
4.2.2. Explanatory Variable
4.3. Econometric Methodology
4.4. Econometric Specification
5. Findings
5.1. Descriptive Statistics
5.2. Empirical Findings
5.2.1. Political Connections of Directors and Bank Profitability
5.2.2. Interaction Effect of Politically Connected Directors
5.2.3. Board Findings
5.2.4. Audit Committee Findings
5.3. Additional Robustness Check
6. Conclusions
6.1. Implications of the Study
6.2. Limitations and Future Research Directions
Author Contributions
Funding
Conflicts of Interest
References
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1 | Initially, in 2002, the Security and Exchange Commission of Pakistan (SECP), in collaboration with United Nation Development Program (UNDP), started a project which involved developing, designing, and implementing the code of corporate governance in order to improve best corporate governance practices in the country (SECP Newsletter, SECP 2004) for the sustainable growth of industry. The focus of the project was to develop codes for the banking industry, but mainly for non-banking sector. Later, based on the OECD principles (OECD 1999) and Basel committee recommendations (BCBS 1999; BCBS 2006), the State Bank of Pakistan (SBP—the central bank of the country) issued a “Handbook of Corporate Governance” in 2003 particularly for the banking industry, containing guidelines for the board of directors, auditor, audit committee, disclosure, and management. Furthermore, the Banking Companies Ordinance (1962) and Prudential Regulations for banks issued by the SBP also direct governance requirements. Additionally, the SECP and SBP as major shareholders initiated a “Pakistan Institute of Corporate Governance” in order to promote governance education in the country. Apart from that, both the SECP and SBP revise and update the corporate governance guidelines from time to time through circulars (for further details, visit https://www.secp.gov.pk and http://www.sbp.org.pk/). |
2 | In the past, some researchers studied the periods of election years (Jackowicz et al. 2013; Liang et al. 2013; Micco et al. 2007), but our study considered electoral cycles referred to as government transitions, consistent with Haris et al. (2019b), Yao et al. (2018), Cole (2009), and Baum et al. (2010). Government elections took place in the country during 2008 and 2013; therefore, a value of 1 was assigned to 2008–2009 (transition period) and 2013–2014 (transition period); otherwise, a value of 0 was used (Yao et al. 2018). |
3 | During the last decade, one former Prime Minister and one former President were sentenced to prison in cases of money laundering and fake bank accounts. The regulatory authorities also arrested the president of a provincial government-owned bank in relation to the fake bank accounts. Furthermore, the Supreme Court of Pakistan directed the Federal Investigation Agency to put the names of the heads of three Pakistani banks on the exit control list, as they were alleged to open fake bank accounts to launder money. Moreover, the appointment of a president of another state-owned bank was also challenged, as it was claimed that his appointment was based on nepotism and political interest, which was illegal. In addition, some private banks were also found guilty with regard to opening fake bank accounts to launder money. Information can be accessed from http://www.msn.com/en-xl/asia/pakistan/nab-arrests-sindh-bank-chief-in-fake-accounts-case/ar-AAEciNy, https://en.dailypakistan.com.pk/business/president-nbp-saeed-ahmeds-appointment-challenged/, and https://gulfnews.com/world/asia/pakistan/former-pakistan-president-asif-ali-zardari-arrested-in-fake-bank-accounts-case-1.64511834; https://www.pakistantoday.com.pk/2018/07/08/sc-orders-to-place-heads-of-ubl-sindh-bank-summit-bank-on-ecl/. |
4 | The statement of compliance with the code of corporate governance, published in the annual reports of each bank operating in Pakistan, categorizes directors into independent, non-executive, and executive directors. As per the SBP circular No. 15 dated 28 December 2016 available at http://www.sbp.org.pk/bprd/2016/C15.htm, the revised definition of an independent director is given below. The abovementioned circular also states that each bank operating in Pakistan must ensure that the board is composed of one-third independent directors by 31 March 2018, an increase from the previous proportion of one-fourth.
|
5 | Previously, many studies linked diversity with gender and nationality (Adams et al. 2010; Adams and Ferreira 2009; Anderson et al. 2011; Carter et al. 2003; Estélyi and Nisar 2016; García-Meca et al. 2015; Ionascu et al. 2018). We did not find the presence of any women on the boards of Pakistani banks except for a few cases. Out of a total of 251 bank–year observations, we only found 28 (1.12%) observations regarding the presence of women directors on the boards of a few banks during different years. Here, we confirm that the Pakistani banking industry has less gender diversity on the board. |
6 | The SBP designed Prudential Regulations (PRs) for the banking industry and periodically compiles amendments. It is stated, under section G of the PRs for corporate governance, that boards of all banks should meet more frequently, preferably once a month or at least once a quarter. For further facilitation and to ensure good corporate governance practices, the SBP also allows boards to hold some meetings abroad or via video conferencing if any bank represents 40% or more foreign shareholders. Additionally, the SBP also requires boards to submit certified copies of board meetings to the off-site Supervision and Enforcement Department, including the meeting agenda and all matters decided/resolved. PRs are available at http://www.sbp.org.pk or http://www.sbp.org.pk/l_frame/index2.asp. |
7 | Both PRs issued by the SBP and corporate governance regulations issued by the SECP state that each bank board in Pakistan must establish an audit committee comprising a minimum of three board members and that the committee must be chaired by an independent director. Furthermore, it is also stated that, among the committee members, one member must be a financial literate to ensure the expertise of the audit committee. Information was accessed from http://www.sbp.org.pk/l_frame/index2.asp and https://www.secp.gov.pk/corporate-governance/listed-companies/. |
8 | Microfinance banks provide financial services to low-income households who lack access to commercial banking. The investment banks act as agents or underwriters that assist governments, corporates, and individuals in raising financial capital. The list of banks can be extracted from www.sbp.org.pk/departments/stats/FSA-2013-17.pdf, where the SBP treats investment and microfinance banks differently from the banking sector. |
9 | As on 31 December 2016. The figures were extracted from the Statistics of the Banking System issued by the Financial Stability Department of the SBP. Available at www.sbp.org.pk. |
10 | As per the prudential regulations by the SBP, every bank operating in Pakistan must constitute 25% independent directors (available at www.sbp.org.pk). |
11 | As per prudential regulations issued by the SECP and SBP, both the boards and audit committees of banks are directed to meet at least once every quarter (available at http://www.secp.org.gov.pk and http://www.sbp.org.pk). |
12 | To determine the consistency of the relationship between director compensation and past bank performance, we followed Peng and Mansor (2015) and applied the Granger causality test. We found a significant positive impact of lagged bank profitability, when measured by ROA, ROE, and PM, on director compensation and an insignificant positive impact of lagged director compensation on profitability, indicating that, in Pakistan, director compensation is explained by past bank performance. Our findings contradict Bugeja et al. (2016) and Peng and Mansor (2015), who both found an inconsistent relationship between past performance and director compensation. The results of the Granger causality are not reported, but are available upon request. |
Variables | Notation | Description | Expected Results |
---|---|---|---|
Dependent | |||
Return on assets | ROA | Profit after tax to average assets | |
Return on equity | ROE | Profit after tax to average equity | |
Net interest margin | NIM | Interest income—interest expense/average earning assets | |
Earning assets defined as investment, advances, and lending to financial institutions | |||
Profit margin | PM | Profit before tax to average assets | |
Independent | |||
Corporate Governance | |||
Politically connected directors | PCDs | Dummy variable equal to 1 if at least one director appointed by the government of Pakistan sits on the board or if a bank is state-owned, and 0 otherwise | − |
Board size | BOSIZE | Logarithm of total number of board members | + |
Board composition | BCOMP | Non-executive directors to total members in a board | +/− |
Board independence | BIND | Independent directors to total members in a board | + |
Board ownership | BOWN | Dummy variable equal to 1 if board contains at least one foreign director, and 0 otherwise | +/− |
Board meetings | BMEETs | Logarithm of total board meetings held in a year | +/− |
Director compensation | DCOMP | Logarithm of total compensation paid to the board of directors | + |
Audit meetings | AUDMEETs | Logarithm of total audit committee meetings held in a year | +/− |
Audit independence | AUDIND | Dummy variable equal to 1 if at least one independent director is present in the audit committee, and 0 otherwise | + |
Bank-Specific | |||
Bank size | SIZE | Logarithm of total assets | +/− |
Solvency | SOLV | Total shareholder equity to total assets | + |
Credit quality | CQ | Total loan loss provisions to total advances | − |
Industry-Specific | |||
Industry concentration | IC5 | Ratio between the total assets of largest five banks and total assets of all domestic banks | − |
Country-Specific | |||
Economic growth | GDPR | Annual percentage change in the gross domestic product (GDP) of the country | + |
Government change (dummy) | GOV | Equal to 1 if there is a government transition (2008–2009 and 2013–2014), and 0 otherwise | − |
Coef | p-Value | VIF | Coef | p-Value | VIF | ||
---|---|---|---|---|---|---|---|
Profitability Indicators | Control | ||||||
ROA | 206.263 | 0.000 | BSIZE | 135.865 | 0.000 | 2.60 | |
ROE | 169.514 | 0.000 | SOLV | 151.657 | 0.000 | 1.35 | |
NIM | 120.894 | 0.000 | RISK | 129.823 | 0.000 | 1.37 | |
PM | 153.756 | 0.000 | IC5 | 134.501 | 0.000 | 1.16 | |
Corporate Governance | GDPR | 108.527 | 0.000 | 1.25 | |||
PCDs | 212.040 | 0.000 | 1.59 | GOV | 187.168 | 0.000 | 1.05 |
BOSIZE | 143.097 | 0.000 | 1.40 | Mean VIF | 1.87 | ||
BCOMP | 134.510 | 0.000 | 2.55 | ||||
BINDP | 126.862 | 0.000 | 3.33 | ||||
BOWN | 115.533 | 0.000 | 1.80 | ||||
BMEETs | 174.405 | 0.000 | 1.43 | ||||
DCOMP | 226.546 | 0.000 | 2.29 | ||||
AUDMEETs | 198.334 | 0.000 | 1.79 | ||||
AUDIND | 142.853 | 0.000 | 3.10 |
PCDs | BOSIZE | BCOMP | BINDP | BOWN | BMEETs | DCOMP | AUDMEETs | AUDIND | BSIZE | SOLV | RISK | IC5 | GDPR | GOV | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
PCDs | 1.000 | ||||||||||||||
BOSIZE | −0.191 | 1.000 | |||||||||||||
BCOMP | 0.079 | 0.084 | 1.000 | ||||||||||||
BINDP | 0.079 | −0.202 | −0.638 | 1.000 | |||||||||||
BOWN | −0.495 | 0.076 | 0.119 | −0.187 | 1.000 | ||||||||||
BMEETs | 0.368 | −0.166 | −0.085 | 0.292 | −0.338 | 1.000 | |||||||||
DCOMP | −0.248 | 0.241 | −0.223 | 0.143 | 0.342 | −0.020 | 1.000 | ||||||||
AUDMEETs | 0.267 | −0.099 | 0.053 | 0.375 | −0.247 | 0.353 | 0.072 | 1.000 | |||||||
AUDIND | −0.035 | −0.138 | −0.679 | 0.725 | −0.144 | 0.228 | 0.298 | 0.198 | 1.000 | ||||||
BSIZE | −0.057 | 0.357 | −0.004 | 0.087 | 0.007 | 0.139 | 0.595 | 0.346 | 0.169 | 1.000 | |||||
SOLV | 0.055 | −0.077 | −0.070 | 0.210 | 0.001 | −0.024 | −0.255 | 0.004 | −0.018 | −0.341 | 1.000 | ||||
RISK | 0.185 | −0.351 | −0.019 | 0.022 | −0.079 | −0.021 | −0.202 | −0.030 | 0.075 | −0.358 | −0.039 | 1.000 | |||
IC5 | −0.001 | 0.013 | 0.187 | −0.168 | 0.028 | −0.054 | −0.220 | −0.074 | −0.275 | −0.174 | 0.066 | −0.070 | 1.000 | ||
GDPR | 0.007 | −0.013 | −0.230 | 0.210 | −0.122 | −0.012 | 0.196 | 0.058 | 0.347 | 0.200 | −0.052 | 0.077 | −0.219 | 1.000 | |
GOV | 0.045 | −0.047 | −0.014 | 0.012 | 0.019 | −0.045 | −0.063 | 0.019 | −0.070 | −0.076 | 0.071 | −0.003 | 0.147 | −0.121 | 1.000 |
Obs. | Mean | SD | Min | Max | Obs. | Mean | SD | Min | Max | ||
---|---|---|---|---|---|---|---|---|---|---|---|
Profitability Indicators | Control Variables | ||||||||||
ROA | 251 | 0.005 | 0.019 | −0.092 | 0.044 | BSIZE | 251 | 19.023 | 1.306 | 15.483 | 21.596 |
ROE | 251 | 0.048 | 0.248 | −2.030 | 0.334 | CAP | 251 | 0.111 | 0.079 | 0.002 | 0.762 |
NIM | 251 | 0.043 | 0.019 | −0.020 | 0.100 | RISK | 247 | 0.137 | 0.259 | 0.000 | 2.005 |
PM | 251 | 0.009 | 0.025 | −0.095 | 0.060 | IC5 | 251 | 0.540 | 0.012 | 0.525 | 0.562 |
Corporate Governance | GDPR | 251 | 3.709 | 1.335 | 1.607 | 5.741 | |||||
PCDs | 251 | 0.378 | 0.486 | 0 | 1 | GOV | 251 | 0.398 | 0.491 | 0 | 1 |
BOSIZE | 242 | 8.446 | 1.662 | 4 | 13 | ||||||
BCOMP | 236 | 0.586 | 0.214 | 0.111 | 0.923 | ||||||
BINDP | 239 | 0.269 | 0.213 | 0.000 | 0.875 | ||||||
BOWN | 251 | 0.434 | 0.497 | 0 | 1 | ||||||
BMEETs | 236 | 6.466 | 2.264 | 2 | 17 | ||||||
DCOMP | 247 | 10.807 | 0.832 | 8.045 | 12.840 | ||||||
AUDMEETs | 250 | 5.156 | 2.855 | 3 | 28 | ||||||
AUDIND | 251 | 0.681 | 0.467 | 0 | 1 |
ROA | ROE | NIM | PM | |
---|---|---|---|---|
DEPt−1 | 0.684 ** (0.303) | 0.405 *** (0.108) | 0.420 ** (0.202) | 0.243 ** (0.114) |
Corporate Governance | ||||
PCDs | −0.007 ** (0.004) | −0.075 * (0.041) | −0.009 ** (0.004) | −0.010 * (0.005) |
BOSIZE | −0.017 (0.030) | −0.201 (0.204) | −0.007 (0.032) | −0.024 (0.027) |
BCOMP | 0.035 (0.033) | 0.779 ** (0.360) | 0.047 ** (0.020) | 0.069 * (0.041) |
BINDP | −0.004 (0.027) | 0.232 (0.304) | 0.009 (0.026) | 0.019 (0.028) |
BOWN | −0.030 * (0.017) | −0.425 ** (0.196) | −0.034 ** (0.015) | −0.048 ** (0.023) |
BMEETs | −0.010 * (0.006) | −0.148 * (0.081) | −0.009 (0.006) | −0.027 *** (0.007) |
DCOMP | 0.010 (0.007) | 0.160 ** (0.066) | 0.009 ** (0.004) | 0.009 ** (0.005) |
AUDMEETs | −0.000 (0.011) | −0.302 * (0.172) | −0.013 (0.019) | −0.019 (0.020) |
AUDIND | 0.013 (0.014) | 0.209 (0.258) | 0.006 (0.016) | 0.014 (0.024) |
Control Variables | ||||
BSIZE | −0.000 (0.004) | 0.018 (0.020) | 0.002 (0.002) | 0.009 *** (0.003) |
SOLV | 0.027 (0.025) | 0.387 (0.264) | 0.082 ** (0.040) | 0.070 ** (0.031) |
RISK | −0.010 (0.012) | −0.256 *** (0.084) | 0.004 (0.008) | −0.020 * (0.010) |
IC5 | −0.330 (0.236) | −1.055 (1.176) | −0.332 (0.276) | 0.238 (0.319) |
GDPR | −0.005 *** (0.001) | −0.040 ** (0.018) | −0.006 * (0.003) | −0.001 (0.003) |
GOV | 0.005 (0.008) | 0.029 (0.043) | 0.011 (0.010) | 0.000 (0.009) |
Constant | 0.126 (0.130) | −0.635 (0.919) | 0.102 (0.246) | −0.283 * (0.167) |
Obs. | 210 | 210 | 210 | 210 |
Banks | 26 | 26 | 26 | 26 |
Instrument | 26 | 26 | 26 | 25 |
F-statistics | 24.43 *** | 141.17 *** | 26.89 *** | 140.73 *** |
AR-1 (p-value) | −1.37 (0.171) | −2.83 (0.005) | −2.01 (0.045) | −2.36 (0.018) |
AR-2 (p-value) | 1.05 (0.296) | −0.19 (0.851) | −0.13 (0.893) | 0.60 (0.546) |
Hansen-J (p-value) | 9.60 (0.384) | 3.49 (0.942) | 7.38 (0.598) | 3.37 (0.909) |
C-statistics (p-value) | 6.13 (0.105) | 0.98 (0.805) | 1.12 (0.773) | 1.34 (0.719) |
ROA | ROE | NIM | PM | |
---|---|---|---|---|
DEPt−1 | 0.887 *** (0.132) | 0.622 *** (0.091) | 0.471 *** (0.161) | 0.957 *** (0.143) |
Corporate Governance | ||||
BOSIZE × PCDs | −0.097 *** (0.030) | −1.281 *** (0.485) | −0.058 *** (0.020) | −0.175 *** (0.064) |
BCOMP × PCDs | −0.015 (0.031) | 0.101 (0.438) | 0.058 * (0.031) | 0.005 (0.042) |
BINDP × PCDs | −0.001 (0.015) | 0.449 (0.284) | 0.045 * (0.027) | 0.030 (0.039) |
BOWN × PCDs | −0.012 (0.011) | 0.047 (0.376) | 0.021 (0.027) | −0.025 (0.020) |
BMEETs × PCDs | −0.010 * (0.005) | −0.035 (0.148) | −0.002 (0.008) | −0.010 (0.010) |
DCOMP × PCDs | 0.000 (0.004) | −0.093 (0.088) | −0.006 (0.006) | −0.008 (0.010) |
AUDMEETs × PCDs | −0.004 (0.013) | −0.327 * (0.185) | −0.027 ** (0.013) | −0.026 (0.041) |
AUDIND × PCDs | −0.015 (0.011) | −0.339 * (0.176) | −0.001 (0.016) | −0.024 (0.013) |
Control Variables | ||||
BSIZE × PCDs | 0.013 *** (0.005) | 0.027 *** (0.062) | 0.009 *** (0.003) | 0.028 *** (0.008) |
SOLV × PCDs | 0.017 (0.018) | −0.047 (0.258) | 0.084 *** (0.028) | 0.029 (0.041) |
RISK × PCDs | 0.001 (0.007) | −0.151 * (0.84) | −0.002 (0.005) | 0.003 (0.014) |
IC5 | −0.135 (0.110) | −2.220 (0.854) | −0.250 *** (0.064) | −0.203 (0.219) |
GDPR | −0.002 * (0.001) | −0.003 (0.006) | −0.002 *** (0.001) | −0.003 (0.002) |
GOV × PCDs | −0.009 *** (0.003) | −0.100 ** (0.048) | −0.002 (0.004) | −0.017 ** (0.007) |
Constant | 0.079 (0.061) | 1.351 (0.463) | 0.164 *** (0.034) | 0.120 (0.122) |
Obs. | 211 | 211 | 211 | 211 |
Banks | 26 | 26 | 26 | 26 |
Instrument | 26 | 26 | 26 | 26 |
F-statistics | 170.67 *** | 184.66 *** | 135.76 *** | 369.21 *** |
AR-1 (p-value) | −1.59 (0.112) | −1.82 (0.069) | −2.51 (0.012) | −1.57 (0.117) |
AR-2 (p-value) | 0.22 (0.825) | −1.57 (0.116) | −0.49 (0.625) | −0.63 (0.527) |
Hansen-J (p-value) | 4.42 (0.926) | 3.11 (0.979) | 4.93 (0.896) | 3.82 (0.955) |
C-statistics (p-value) | 1.27 (0.736) | 0.18 (0.980) | 1.03 (0.793) | 2.17 (0.538) |
ROA | ROE | NIM | PM | |||||
---|---|---|---|---|---|---|---|---|
1 | 2 | 1 | 2 | 1 | 2 | 1 | 2 | |
DEPt−1 | 0.464 *** (0.153) | 0.958 *** (0.312) | 0.332 *** (0.086) | 0.550 *** (0.137) | 0.724 *** (0.102) | 0.701 *** (0.158) | 0.368 ** (0.141) | 0.791 *** (0.175) |
Corporate Governance | ||||||||
BOSIZE | 0.354 *** (0.099) | 0.907 * (0.456) | 6.663 *** (1.944) | 20.903 *** (7.094) | 0.329 *** (0.057) | 0.275 *** (0.081) | 0.453 ** (0.192) | 0.617 *** (0.208) |
BOSIZE-SQ | −0.080 *** (0.025) | −0.232 ** (0.112) | −1.511 *** (0.480) | −5.232 *** (1.759) | −0.082 *** (0.014) | −0.073 *** (0.020) | −0.099 ** (0.047) | −0.166 *** (0.055) |
BCOMP | −0.005 (0.020) | 0.009 (0.016) | 0.586 ** (0.229) | 1.277 *** (0.456) | −0.001 (0.013) | 0.014 (0.016) | 0.069 ** (0.033) | 0.002 (0.019) |
BINDP | −0.001 (0.011) | −0.009 (0.013) | 0.195 (0.346) | −0.207 (0.193) | 0.027 ** (0.011) | 0.001 (0.012) | 0.024 (0.023) | 0.029 ** (0.014) |
BOWN | −0.019 *** (0.007) | −0.011 * (0.006) | −0.165 ** (0.079) | −0.465 * (0.260) | −0.006 *** (0.002) | −0.001 (0.004) | −0.021 * (0.011) | −0.022 ** (0.011) |
BMEETs | −0.012 *** (0.003) | −0.028 *** (0.009) | −0.169 ** (0.069) | −0.352 *** (0.123) | −0.005 ** (0.003) | 0.011 (0.014) | −0.022 ** (0.008) | −0.022 ** (0.010) |
DCOMP | 0.007 *** (0.002) | 0.010 * (0.006) | 0.087 *** (0.023) | 0.001 (0.145) | 0.007 *** (0.003) | 0.004 ** (0.002) | 0.008 *** (0.003) | −0.007 (0.013) |
AUDMEETs | 0.005 (0.004) | 0.007 (0.015) | 0.012 (0.071) | −0.223 * (0.132) | −0.002 (0.005) | −0.008 (0.007) | 0.009 (0.015) | −0.040 ** (0.015) |
AUDIND | −0.009 (0.007) | −0.001 (0.005) | 0.074 (0.116) | 0.452 (0.243) | −0.023 *** (0.003) | 0.002 (0.006) | 0.008 (0.007) | −0.017 *** (0.006) |
Control Variables | ||||||||
BSIZE | −0.002 (0.004) | 0.124 ** (0.059) | 0.001 (0.002) | 0.014 ** (0.007) | ||||
SOLV | −0.004 (0.019) | 0.837 (0.746) | 0.054 *** (0.016) | 0.054 * (0.030) | ||||
RISK | 0.020 (0.023) | 0.181 (0.239) | −0.002 (0.014) | 0.009 (0.014) | ||||
IC5 | −0.288 ** (0.121) | −3.680 ** (1.634) | −0.312 * (0.176) | 0.308 (0.251) | ||||
GDPR | −0.002 (0.001) | −0.027 (0.020) | −0.003 ** (0.001) | 0.001 (0.002) | ||||
GOV | 0.004 (0.007) | 0.037 (0.073) | 0.002 (0.002) | −0.013 *** (0.004) | ||||
Constant | −0.425 *** (0.102) | −0.722 * (0.426) | −8.262 ** (1.959) | −20.856 ** (7.661) | −0.369 *** (0.084) | −0.142 (0.100) | −0.613 *** (0.218) | −0.813 *** (0.263) |
Obs. | 210 | 210 | 210 | 210 | 210 | 210 | 211 | 210 |
Banks | 26 | 26 | 26 | 26 | 26 | 26 | 26 | 26 |
Instrument | 26 | 26 | 26 | 26 | 26 | 26 | 26 | 26 |
F-statistics | 16.98 *** | 29.91 *** | 17.66 *** | 152.28 *** | 51.98 *** | 59.66 *** | 20.31 *** | 195.45 *** |
AR-1 (p-value) | −1.62 (0.105) | −1.70 (0.089) | −2.50 (0.012) | −2.39 (0.017) | −3.25 (0.001) | −2.26 (0.024) | −1.95 (0.051) | −2.08 (0.037) |
AR-2 (p-value) | 0.81 (0.420) | 0.75 (0.452) | −0.91 (0.363) | −0.38 (0.707) | −1.15 (0.251) | 0.05 (0.961) | −0.12 (0.906) | 0.52 (0.605) |
Hansen-J (p-value) | 7.81 (0.931) | 3.33 (0.950) | 8.85 (0.885) | 2.81 (0.971) | 12.66 (0.628) | 4.55 (0.872) | 14.58 (0.482) | 4.64 (0.865) |
C-statistics (p-value) | 0.26 (0.967) | 1.26 (0.739) | 1.53 (0.674) | 0.85 (0.838) | 4.21 (0.240) | 0.56 (0.905) | 0.98 (0.806) | 0.02 (0.999) |
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Haris, M.; Yao, H.; Tariq, G.; Javaid, H.M.; Ain, Q.U. Corporate Governance, Political Connections, and Bank Performance. Int. J. Financial Stud. 2019, 7, 62. https://doi.org/10.3390/ijfs7040062
Haris M, Yao H, Tariq G, Javaid HM, Ain QU. Corporate Governance, Political Connections, and Bank Performance. International Journal of Financial Studies. 2019; 7(4):62. https://doi.org/10.3390/ijfs7040062
Chicago/Turabian StyleHaris, Muhammad, Hongxing Yao, Gulzara Tariq, Hafiz Mustansar Javaid, and Qurat Ul Ain. 2019. "Corporate Governance, Political Connections, and Bank Performance" International Journal of Financial Studies 7, no. 4: 62. https://doi.org/10.3390/ijfs7040062
APA StyleHaris, M., Yao, H., Tariq, G., Javaid, H. M., & Ain, Q. U. (2019). Corporate Governance, Political Connections, and Bank Performance. International Journal of Financial Studies, 7(4), 62. https://doi.org/10.3390/ijfs7040062