Corporate Governance and Cost of Capital: Evidence from Emerging Market
Abstract
:1. Introduction
2. Institutional Context: Pakistan Code of Corporate Governance
3. Hypothesis Development
3.1. Firm-Level Corporate Governance and Cost of Capital
3.2. Ownership Structures and Cost of Capital (COC)
4. Data and Research Design
4.1. Data Sample and Summary Statistics
4.2. Empirical Model
5. Empirical Results
5.1. Main Findings
5.2. Unweighted Index Versus Weighted Index
5.3. Robustness Tests
5.4. Two-Stage Least Squares Result
6. Conclusions
Contributions and Policy Implications
Author Contributions
Funding
Acknowledgments
Conflicts of Interest
Appendix A
Dependent Variable | |
---|---|
WACC | Weighted average COC (WACC) is computed by using the after-tax cost of debt and cost of equity by using weights of total debt and total equity to the total market capitalisation of the firm. |
Independent Variables | |
PCGI | Pakistani Corporate Governance Index (PCGI) consists of 70 provisions from Pakistani Code of Corporate Governance, which takes a value of 1 if a particular CG provision is disclosed in annual reports of company, and 0 otherwise; scaled to a value between 0% and 100%. |
DOWNP | Percentage of shares owned by directors to the total shares held by firm. |
IOWNP | Percentage of shares owned by institutions to the total shares held by firm. |
GOWNP | Percentage of shares owned by government to the total shares held by firm. |
BOWNP | Percentage of shares owned by shareholders with at least 5% of total shares to the total shares held by firm. |
FOWNP | Percentage of shares owned by foreigner to the total shares held by firm. |
BIG4 | 1 if firm is audited by one of the big-four3 audit firms, and 0 otherwise. |
BSZ | The total number of directors on the board of firm at the time of AGM. |
BGEN | 1 if firm has a female board member, and 0 otherwise. |
The Control Variables | |
LTA | Natural log of total book value of assets of the firm. |
ROE | Earnings before interest and tax to total equity of the firm. |
SALESG | Sales in current year menus sales in last year to sales of last year. |
LEVG | Total book value of debt to total book value of assets. |
β | Three years monthly stock returns are used to calculate Beta of firm by using a regression of stock return to market returns. |
Appendix B
CG Variables | Code | Reference CO and PCCG * | Measurement |
---|---|---|---|
| |||
| DCDA | PCCG, 2002 (i.c) LR, p. 34 (1) PCCG, 2012 (i) | A binary number 1 is assigned if it discloses the categorisation of directors in annual reports, and 0 otherwise. |
| BCOM | PCCG, 2002 (i.b) PCCG, 2012 (i.b) | A binary number of 1 is assigned if at least one member of the board is independent, and 0 otherwise. |
| DRMS | PC, 2002 (i.a) PCCG, 2012 (i.a) | A binary number 1 is assigned if director representing minority shareholders, and 0 otherwise. |
| RNED | PC, 2002 (i.c) PCCG, 2012 (i.d) | A binary number of 1 if at least one-fourth of the board is non-executive, and 0 otherwise. |
| MDOB | PC, 2002 (iii) PCCG, 2012 (ii) | Binary number 1 is assigned if it discloses the director’s membership in other boards of listed companies in their annual reports, and 0 otherwise. |
| MDSB | PCCG, 2002 (iii) PCCG, 2012 (ii) | Binary number 1 is assigned if directors are not serving at the same time for the board of more than ten/seven, and 0 otherwise. |
| NECH | PCCG, 2002 (ix) PCCG, 2012 (vi) | Binary number 1 is assigned if the chairman of the board is a non-executive director, and 0 otherwise. |
| PCCG, 2002 (ix) PCCG, 2012 (vi) | Binary number 1 is assigned if there is a description that categorises the role of chairman and CEO, and 0 otherwise. | |
| CEOD | PCCG, 2002 (ix) PCCG, 2012 (vi) | Binary number 1 is assigned if the chairman position is separate from the CEO, and 0 otherwise. |
| OCDS | PCCG, 2002 (xiv) PCCG, 2012 (xi) | A binary number of 1 if the firm discloses the directors’ attendance in the orientation course, and 0 otherwise. |
| BRMD | PCCG, 2002 (xi) PCCG, 2012 (xvi, h) | A binary number of 1 if the board meetings are disclosed in annual reports, and 0 otherwise. |
| BRMF | PCCG, 2002 (xi) PCCG, 2012 (xvi, h) | A binary number of 1 if the board meets at least four times in a year, and 0 otherwise. |
| NTPD | PCCG, 2002 (iv, a) PCCG, 2012 (xi, 3) | A binary number of 1 if the name of the directors is born on the register of National Tax Payers is disclosed, and 0 otherwise. |
| NDDB | PCCG, 2002 (iv, b) PCCG, 2012 (xi, 3) | A binary number of 1 if no defaulter information about directors is disclosed, and 0 otherwise. |
| DSBB | PCCG, 2002 (xix, j) PCCG, 2012 (xvi, l) | Binary number 1 is assigned if no director’s involvement in brokerage business is disclosed in annual reports, and 0 otherwise. |
| SEBP | PCCG, 2002 (viii, a) PCCG, 2012 (xxxiv) | A binary number of 1 if firm discloses that the statement of ethics and business practices is prepared and circulated, and 0 otherwise. |
| PBOD | PC, 2002 (vii) PCCG, 2012 (iv) | Binary number 1 is assigned if it discloses their fiduciary powers are exercised by the board of directors, and 0 otherwise. |
| FUTO | PCCG, 2002 (xix, f) PCCG, 2012 (xvi, f) | Binary number 1 is assigned if it discloses the future outlook by board members, and 0 otherwise. |
Committees and Auditing | |||
| RHRC | PCCG, 2002 (xxx) PCCG, 2012 (xxv) | Binary number 1 is assigned if it has HR committee or a remuneration one, 0 otherwise. |
| CCOM | PCCG, 2002 (xxx) PCCG, 2012 (xxv) | A binary number of 1 is assigned if committee has at least three members with a majority of non-executive directors, and 0 otherwise. |
| CMDY | PCCG, 2002 (xxxi) PCCG, 2012 (xxv) | Binary number 1 is assigned if it discloses different committees’ meetings with numbers held during the year, and 0 otherwise. |
| CMAD | PCCG, 2002 (xxx) LR p. 27 (16a2) PCCG, 2012 (16h) | Binary number 1 is assigned if it discloses committees’ meetings attended by each director, and 0 otherwise. |
| NMCB | PC 2002 p. 6 (xxx) LR p. 29 (26) PCCG, 2012 (xxvi) | Binary number 1 is assigned if it discloses the names of member who attended committees of the board in each annual report, and 0 otherwise. |
| EDAC | PCCG, 2002 (xxx) PCCG, 2012 (xxiv) | A binary number of 1 is assigned if the names of the audit committee are disclosed in annual reports, and 0 otherwise. |
| MMAC | PCCG, 2002 (xxx) PCCG, 2012 (xxiv) | A binary number of 1 is assigned if minimum members of audit committee is at least three, and 0 otherwise. |
| NECC | PCCG, 2002 (xxx) PCCG, 2012 (xxiv) | A binary number of 1 if con-executive director is the chairman of the audit committee, and 0 otherwise. |
| MNEC | PCCG, 2002 (xxx) PCCG, 2012 (xxiv) | Binary number 1 is assigned if its non-executives have the majority in audit committee, and 0 otherwise. |
| MMAC | PCCG, 2002 (xxxi) PCCG, 2012 (xxvii) | Binary number 1 is assigned if the audit committee meets at least four times in a year and this information is available in annual reports, and 0 otherwise. |
| CIEA | PCCG, 2002 (xxxii) PCCG, 2012 (xxviii) | Binary number 1 is assigned if the CFO, the Head of Internal Audit Committee and a Representative of External Auditors attended audit committee meetings and this information is disclosed in annual reports, and 0 otherwise. |
| RQHY | PCCG, 2002 (xxxiii, c) PCCG, 2012 (xxix, b) | A binary number of 1 if audit committee reviews quarterly, half-yearly, and annual financial statements prior to the approval of board of directors and discloses in annual reports, and 0 otherwise. |
| RMLE | PCCG, 2002 (xxxiii, e) PCCG, 2012 (xxix, e) | A binary number of 1 if Review of Management letter issued by external auditors and discloses in annual reports, and 0 otherwise. |
| ASAC | PCCG, 2002 (xxxiv) PCCG, 2012 (xxx) | Binary number 1 is assigned if its audit committee appointed a secretary and this information is disclosed in the annual reports, and 0 otherwise. |
Right of Shareholder and Annual General Meeting | |||
| NAGM | CO 1984 p.111 (160a) | Binary number 1 is assigned if they issued a notice of AGM about the meeting to shareholders, and 0 otherwise. |
| WITN | CO 1984 p.111 (160a) | Binary number 1 is assigned if they issued a notice of AGM at least 21 days before the meeting date, and 0 otherwise. |
| AFFY | CO 1984 p.108 (158/1) | Binary number 1 is assigned if it held AGM within three/four7 months following the close of its financial year, and 0 otherwise. |
| ASRO | CO 1984 p.108 (158/2) | Binary number 1 is assigned if the firm held AGM within the same town as the company has a registered office, and 0 otherwise. |
| NMFD | CO 1984 p.111 (160/1a) | A binary number of 1 if the notice of the AGM specifies the date, place, time, and the business to be transacted, and 0 otherwise. |
| RSAP | CO 1984 p.111 (160/1d) | A binary number of 1 if the notice of the AGM specify that shareholder can participate personally or through a proxy, and 0 otherwise. |
Transparency and Disclosures | |||
| DOWS | PCCG, 2002 (xix, i) PCCG, 2012 (xvi, j) | Binary number 1 is assigned if it publishes ownership pattern reports, and 0 otherwise. |
| BDOD | PCCG, 2002 (xix, i) PCCG, 2012 (xvi, j) | A binary number of 1 if a firm discloses the name-wise details of shareholdings of directors, CEO, their spouse, and their minor children’s, and 0 otherwise. |
| STMV | PCCG, 2002 (xix, i) PCCG, 2012 (xvi, j) | A binary number of 1 if firm discloses the shareholdings of ten/five per cent or more voting rights, and 0 otherwise. |
| GCDR | PCCG, 2002 (xix, a) PCCG, 2012 (xvi, f) | A binary number of 1 if it is disclosed that the firm is a going concern entity and explanation if not, and 0 otherwise. |
| OTOC | PCCG, 2002 (xix, e) PCCG, 2012 (xvi, e) | Binary number 1 is assigned if it discloses its outstanding taxes and other charges with reason in annual reports, and 0 otherwise. |
| POCE | PCCG, 2002 (xix, a) PCCG, 2012 (xvi, a) | Binary number 1 is assigned if it discloses the operations, cash flows, and change in equity in annual reports, and 0 otherwise. |
| OFSY | PCCG, 2002 (xix, c) PCCG, 2012 (xvi, c) | Binary number 1 is assigned if it discloses the last six years financial and operating performance in annual reports, and 0 otherwise. |
| SDOR | PCCG, 2002 (xix, b) PCCG, 2012 (xvi, b) | Binary number 1 is assigned if it discloses operating results and significant deviation from last year, if any, and the reasons are explained in annual reports, and 0 otherwise. |
| TSDE | PCCG, 2002 (xix, j) LR p. 28 (16l) PCCG, 2012 (xvi, l) | Binary number 1 is assigned if it discloses the trade of shares of companies carried out by directors, executives, their spouses, and their minor child, and 0 otherwise. |
| DOCS | PCCG, 2002 (viii, b) PCCG, 2012 (v, c) | A binary number of 1 if firm discloses mission, vision, and corporate strategies in annual reports, and 0 otherwise. |
| SCCG | PCCG, 2002 (xlv) LR p. 34 (11) PCCG, 2012 (xl) | Binary number 1is assigned if it provides a positive statement on PCCG11 in the reports, and 0 otherwise. |
| DODP | PCCG, 2002 (xix, d) PCCG, 2012 (xvi, d) | Binary number 1 is assigned if it discloses the reason for a bonus share (if any) or not paying a dividend, and 0 otherwise. |
| DRPT | PCCG, 2002 (xiii, b) PCCG, 2012 (x) | A binary number of 1 if firm discloses facts of any contract in which executives or any director was an interested and clear statement in case of no such transaction, and 0 otherwise. |
| DDRD | PCCG, 2012 (xvii, b) | Binary number 1 is assigned if it publishes board members’ remuneration in annual reports, and 0 otherwise. |
| |||
| EICS | PCCG, 2002 (viii, c) PCCG, 2012 (xxix, i) | Binary number 1 is assigned if it publishes that there is an effective and sound internal control system established, implemented, and monitored by the BOD, and 0 otherwise. |
| DFRR | PCCG, 2002 (xix, f) PCCG, 2012 (ix) | Binary number 1 is assigned if it offers an explanation of the actual and potential risk of the company, and 0 otherwise. |
| RMPB | PCCG, 2002 (viii, b) PCCG, 2012 (ix) | A binary number of 1 if the firm provides a clear description of risk management policies in the annual report, and 0 otherwise. |
| ARIS | PCCG, 2002 (xxxiii, j) PCCG, 2012 (xiv, d) | A binary number of 1 if auditor reports provide a narrative that internal control system has been reviewed by the auditor, and 0 otherwise. |
| ARFR | PCCG, 2002 (xxxiii, c) PCCG, 2012 (xxix, b) | Binary number 1 is assigned if its auditor reports provide description financial reports have been reviewed by the auditor, and 0 otherwise. |
| AFFR | PCCG, 2002 (xxiv) PCCG, 2012 (xxi) | Binary number 1 is assigned if its reports are ratified by BOD and signed by the authorised executives, CFO, and CEO earlier than rotation, and 0 otherwise. |
| PBAM | PCCG, 2002 (xix, b) PCCG, 2012 (xvi, b) | Binary number 1 is assigned if it publishes that proper book of accounts is maintained in annual reports, and 0 otherwise. |
| APAE | PCCG, 2002 (xix, c) PCCG, 2012 (xvi, c) | Binary number 1 is assigned if it discloses appropriate accounting rules applied in the preparation of accounting estimations and financial statements in annual reports, and 0 otherwise. |
| FIAS | PCCG, 2002 (xix, d) PCCG, 2012 (xxix) | A binary number of 1 if firm discloses that financial statements are according to IAS, and 0 otherwise. |
| EARI | PCCG, 2002 (xxxvii) PCCG, 2012 (xxxiii) | A binary number of 1 if external auditors have satisfactory rating under the Quality Review Program by Institute of Charted Accountants of Pakistan and this information is disclosed, and 0 otherwise. |
| CGCE | PCCG, 2002 (xxxviii) PCCG, 2012 (xxxiii) | A binary number of 1 is assigned if compliance with International Federation of Accountants Gridlines on code of ethics is published in annual reports, and 0 otherwise. |
| ADIM | PCCG, 2002 (xl) PCCG, 2012 (xxxiv) | A binary number of 1 is assigned if the auditor performs duties according to IFAC, no management role, and this information is disclosed in annual reports, and 0 otherwise. |
| AAGM | PCCG, 2002 (xliv) PCCG, 2012 (xli) | A binary number of 1 is assigned if external auditor of the company attends the annual general meeting and this information is disclosed in annual reports, and 0 otherwise. |
| SARC | PCCG, 2002 (xlvi) PCCG, 2012 (xli) | A binary number of 1 is assigned if statutory auditors of company review the Corporate Governance Compliance Statement and disclose this information in annual reports, and 0 otherwise. |
| HYFS | PCCG, 2002 (xxi) PCCG, 2012 (xxix, b) | A binary number of 1 is assigned if half-yearly financial statements with statutory auditor’s review information are disclosed in annual reports, and 0 otherwise. |
| AAFS | PCCG, 2002 (xxii) PCCG, 2012 (xxix) | A binary number of 1 if annual audited financial statements no later than four months from the close of financial year are disclose in annual reports, and 0 otherwise. |
| DCSR | PCCG, 2002 (xxx, l) PCCG, 2012 (xxix, l) | A binary number of 1 is assigned if compliance with relevant statutory requirements is determined by external auditors and is disclosed in annual reports, and 0 otherwise. |
| MCGV | PCCG, 2002 (xxx, m) PCCG, 2012 (xxix, m) | A binary number of 1 if external auditors are Monitoring Compliance with Best Practices of Corporate Governance and Identification of Violence if any discloses in annual reports, and 0 otherwise.” |
Appendix C
COC | PCGI | DOWNP | IOWNP | GOWNP | BOWNP | FOWNP | BIG4 | BSZ | BGEN | BNAT | LTA | ROE | SALESG | LVG | B | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
COC | 1.000 | |||||||||||||||
PCGI | −0.138 | 1.000 | ||||||||||||||
DOWNP | −0.015 | −0.010 | 1.000 | |||||||||||||
IOWNP | −0.013 | 0.027 | −0.163 | 1.000 | ||||||||||||
GOWNP | 0.015 | 0.011 | −0.194 | 0.277 | 1.000 | |||||||||||
BOWNP | −0.008 | −0.008 | −0.027 | 0.531 | 0.336 | 1.000 | ||||||||||
FOWNP | 0.079 | −0.012 | −0.265 | 0.254 | 0.264 | 0.464 | 1.000 | |||||||||
BIG4 | 0.046 | 0.062 | −0.373 | 0.092 | 0.149 | 0.066 | 0.248 | 1.000 | ||||||||
BSZ | 0.003 | 0.025 | −0.251 | 0.232 | 0.184 | 0.087 | −0.006 | 0.278 | 1.000 | |||||||
BGEN | −0.009 | 0.001 | 0.275 | −0.018 | −0.077 | 0.081 | −0.022 | −0.152 | −0.097 | 1.000 | ||||||
BNAT | 0.028 | 0.017 | −0.435 | 0.165 | −0.002 | 0.169 | 0.408 | 0.390 | 0.122 | −0.185 | 1.000 | |||||
LTA | −0.120 | 0.161 | −0.036 | 0.108 | 0.071 | 0.076 | −0.054 | 0.054 | 0.086 | −0.130 | 0.066 | 1.000 | ||||
ROE | −0.039 | −0.048 | 0.171 | 0.006 | −0.076 | 0.012 | −0.083 | −0.185 | −0.074 | 0.066 | −0.139 | −0.115 | 1.000 | |||
SALESG | −0.042 | 0.031 | 0.051 | −0.017 | −0.017 | −0.023 | −0.033 | −0.028 | −0.002 | 0.010 | −0.007 | 0.101 | −0.004 | 1.000 | ||
LVG | −0.153 | −0.015 | 0.200 | −0.034 | −0.089 | −0.014 | −0.139 | −0.181 | −0.139 | 0.097 | −0.128 | −0.091 | 0.129 | −0.003 | 1.000 | |
B | 0.320 | 0.072 | −0.067 | −0.028 | −0.001 | 0.010 | −0.024 | 0.061 | 0.014 | 0.005 | 0.033 | 0.089 | 0.019 | −0.021 | −0.035 | 1.000 |
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1 | Samaha et al. (2012) report 9% of director ownership in Egyptian firms. Similarly, Henry (2008) reports 6% of director ownership in Australian firms. |
2 | The corporate governance index that is used in the current study to measure corporate governance compliance and disclosure among Pakistani listed firms consists of 70 corporate governance provisions divided into five sub-indices, which are equally weighted, but the number of corporate governance provisions are different in the five sub-indices and leads to different weights being assigned to each sub-index. |
3 | Big-four refers to Deloitte & Touche, Ernst & Young, KPMG, and PricewaterhouseCoopers. |
4 | Categorization of directors in terms of independent, non-executive, or executive. |
5 | Chief Executive Officer. |
6 | Remunerations and Human Resource Committee |
7 | According to Companies Ordinance 1984, till 2008, this period was four months and then changed to three months. Data are collected accordingly. |
8 | Notice of AGM to shareholders contains the date, place, time, and the business to be transacted. |
9 | Shareholding to be disclosed was ten percent in PCCG 2002, but it was changed to five percent shareholding in PCCG 2012. |
10 | Here “executives” means the CEO, COO, CFO, head of internal audit, and company secretary. |
11 | PCCG stands for Pakistani Code of Corporate Governance. |
12 | IAS stands for International Accounting Standards, and Pakistan follows these standards in preparation of financial statements. |
13 | IFAC stands for International Federation of Accountants and this institute issued guidelines on code of ethics. |
14 | ICAP stands for Institute of Charted Accountants of Pakistan, and this institute adopted the same code of ethics. |
15 | AGM stands for annual general meeting of a company. |
Variables | Observations | Mean | Median | SD | Maximum | Minimum |
---|---|---|---|---|---|---|
Panel A: Dependent variables | ||||||
COC | 1760 | 0.209 | 0.156 | 0.276 | 0.976 | −0.470 |
COD | 1760 | 0.196 | 0.072 | 0.258 | 0.700 | 0.000 |
COE | 1760 | 0.255 | 0.212 | 0.303 | 0.932 | −0.307 |
Panel B: Independent variables | ||||||
PCGI | 1760 | 54.230 | 74.648 | 33.572 | 97.183 | 0.000 |
DOWNP | 1760 | 20.879 | 9.001 | 24.811 | 98.371 | 0.000 |
IOWNP | 1760 | 10.699 | 5.543 | 14.674 | 95.471 | 0.000 |
GOWNP | 1760 | 6.397 | 1.741 | 12.564 | 95.023 | 0.000 |
BOWNP | 1760 | 55.451 | 55.220 | 26.727 | 99.806 | 0.000 |
FOWNP | 1760 | 9.967 | 0.000 | 21.624 | 93.187 | 0.000 |
BIG4 | 1760 | 0.551 | 1.000 | 0.498 | 1.000 | 0.000 |
BSZ | 1760 | 8.220 | 8.000 | 1.683 | 17.000 | 6.000 |
BGEN | 1760 | 11.398 | 0 | 23.376 | 1 | 0 |
Panel C: Control variables | ||||||
LTA | 1760 | 16.017 | 15.641 | 2.082 | 21.304 | 12.636 |
ROE | 1760 | 0.146 | 0.103 | 0.225 | 0.692 | −0.212 |
SALESG | 1760 | 0.163 | 0.127 | 0.388 | 1.655 | −0.728 |
LVG | 1760 | 30.605 | 25.853 | 30.491 | 147.877 | 0.000 |
β | 1760 | 0.590 | 0.567 | 0.564 | 2.106 | −0.529 |
Dependent Variable: COC | ||||
---|---|---|---|---|
Independent Variables | Expected Sign | Coefficient | SE | t-Statistic |
Panel A: CG variables | ||||
PCGI | − | −0.00026 ** | 0.000108 | −2.36741 |
DOWNP | + | 0.000448 ** | 0.000189 | 2.378413 |
IOWNP | − | 0.00011 | 0.000113 | 0.96854 |
GOWNP | − | 0.000242 | 0.000219 | 1.10389 |
BOWNP | +/− | −0.00017 *** | 0.000487 | −3.3948 |
FOWNP | − | 0.000782 *** | 0.000161 | 4.871608 |
BIG4 | − | −0.00039 | 0.00646 | −0.0599 |
BSZ | − | 0.002998 | 0.001825 | 1.642575 |
BGEN | − | 0.011861 ** | 0.005159 | 2.29886 |
Panel B: Control variables | ||||
LTA | −0.01866 *** | 0.004099 | −4.5532 | |
ROE | −0.00052 * | 0.000284 | −1.83358 | |
SALESG | −0.00168 | 0.005707 | −0.29502 | |
LVG | −0.0007 *** | 0.000166 | −4.23521 | |
β | 0.152732 ** | 0.06078 | 2.512878 | |
Industry fixed effects | Yes | |||
Year fixed effects | Yes | |||
Constant | 0.493347 *** | 0.037561 | 13.13452 | |
Adjusted R-square | 0.540825 | Sample: 2003 2013 | ||
F-statistic | 60.19378 | Cross-sections included: 160 | ||
Prob(F-statistic) | 0.00000 | Total panel (balanced) observations: 1760 |
Dependent Variable: COC | |||||
---|---|---|---|---|---|
Unweighted Index | Weighted Index | ||||
Independent Variable | Expected Sign | Coefficient | t-Statistic | Coefficient | t-Statistic |
Panel A: CG variables | |||||
PCGI | − | −0.000256 ** | −2.367414 | −0.000285 *** | −2.692242 |
DOWNP | + | 0.000448 ** | 2.378413 | 0.000453 ** | 2.409312 |
IOWNP | − | 0.000110 | 0.968540 | 0.000111 | 0.990667 |
GOWNP | − | 0.000242 | 1.103890 | 0.000253 | 1.140036 |
BOWNP | +/− | −0.000165 *** | −3.394800 | −0.000169 *** | −3.466370 |
FOWNP | − | 0.000782 *** | 4.871608 | 0.000787 *** | 4.904898 |
BIG4 | − | −0.000387 | −0.059896 | −0.000282 | −0.043382 |
BSZ | − | 0.002998 | 1.642575 | 0.003034 * | 1.659411 |
BGEN | − | 0.011861 ** | 2.298860 | 0.011793 ** | 2.280540 |
Panel B: Control variables | |||||
LTA | −0.018664 *** | −4.553196 | −0.018612 *** | −4.569124 | |
ROE | −0.000520 * | −1.833582 | −0.000519 * | −1.825441 | |
SALESG | −0.001684 | −0.295017 | −0.001598 | −0.280165 | |
LVG | −0.000704 *** | −4.235213 | −0.000706 *** | −4.250991 | |
Β | 0.152732 * | 2.512878 | 0.152671 ** | 2.514698 | |
Industry fixed effects | Yes | ||||
Year fixed effects | Yes | ||||
Constant | 0.493347 *** | 13.13452 | 0.493092 *** | 13.17160 | |
Adjusted R-square | 0.540825 | 0.550872 | |||
F-statistic | 60.19378 *** | 60.41580 *** | |||
Balanced panel observations | 1760 | 1760 |
Dependent Variable: COC/COE | |||||
---|---|---|---|---|---|
Dependent Variable: COC | Dependent Variable: COE | ||||
Independent Variable | Expected Sign | Coefficient | t-Statistic | Coefficient | t-Statistic |
Panel A: CG variables | |||||
PCGI | − | −0.000256 ** | −2.367414 | −0.000158 ** | −2.204032 |
DOWNP | + | 0.000448 ** | 2.378413 | 0.000176 | 1.101021 |
IOWNP | − | 0.000110 | 0.968540 | 0.000121 | 0.082011 |
GOWNP | − | 0.000242 | 1.103890 | 0.000146 | 0.605721 |
BOWNP | +/− | −0.000165 *** | −3.394800 | −0.000101 | −1.558801 |
FOWNP | − | 0.000782 *** | 4.871608 | 0.000411 *** | 2.638581 |
BIG4 | − | −0.000387 | −0.059896 | 0.006483 | 0.905017 |
BSZ | − | 0.002998 | 1.642575 | 0.004159 | 1.500352 |
BGEN | − | 0.011861 ** | 2.298860 | 0.007951 | 1.085436 |
Panel B: Control variables | |||||
LTA | −0.018664 *** | −4.553196 | 0.001458 | 0.795485 | |
ROE | −0.000520 * | −1.833582 | −0.000397 ** | −2.385347 | |
SALESG | −0.001684 | −0.295017 | −0.006968 | −0.894314 | |
LVG | −0.000704 *** | −4.235213 | 0.000589 | 0.881462 | |
β | 0.152732 * | 2.512878 | 0.262360 *** | 2.959989 | |
Industry fixed effects | Yes | ||||
Year fixed effects | Yes | ||||
Constant | 0.493347 *** | 13.13452 | 0.217037 *** | 3.344781 | |
Adjusted R-square | 0.540825 | 0.744496 | |||
F-statistic | 60.19378 *** | 147.4412 *** | |||
Balanced panel observations | 1760 | 1760 |
Dependent Variable: COC/COD | |||||
---|---|---|---|---|---|
Dependent Variable: COC | Dependent Variable: COD | ||||
Independent Variable | Expected Sign | Coefficient | t-Statistic | Coefficient | t-Statistic |
Panel A: CG variables | |||||
PCGI | - | −0.000256 ** | −2.367414 | −0.000556 *** | −3.764441 |
DOWNP | + | 0.000448 ** | 2.378413 | 0.000150 ** | 2.021592 |
IOWNP | - | 0.000110 | 0.968540 | 4.21 × 10−5 | 0.209547 |
GOWNP | - | 0.000242 | 1.103890 | −0.000204 | −1.365303 |
BOWNP | +/- | −0.000165 *** | −3.394800 | −0.000258 *** | −7.090828 |
FOWNP | - | 0.000782 *** | 4.871608 | 0.000926 *** | 5.473368 |
BIG4 | - | −0.000387 | −0.059896 | −0.016931 *** | −3.138824 |
BSZ | - | 0.002998 | 1.642575 | −0.001615 | −0.854725 |
BGEN | - | 0.011861 ** | 2.298860 | 0.006309 | 1.638559 |
Panel B: Control variables | |||||
LTA | −0.018664 *** | −4.553196 | −0.029582 *** | −8.405904 | |
ROE | −0.000520 * | −1.833582 | −0.000696 *** | −2.721204 | |
SALESG | −0.001684 | −0.295017 | −0.006232 | −1.136623 | |
LVG | −0.000704 *** | −4.235213 | −0.000348 *** | −9.934225 | |
β | 0.152732 * | 2.512878 | 0.005018 | 1.022498 | |
Industry fixed effects | Yes | ||||
Year fixed effects | Yes | ||||
Constant | 0.493347 *** | 13.13452 | 0.756528 *** | 9.673746 | |
Adjusted R-square | 0.540825 | 0.270132 | |||
F-statistic | 60.19378 *** | 19.60072 *** | |||
Balanced panel observations | 1760 | 1760 |
Dependent Variable: COC | |||||
---|---|---|---|---|---|
Un-Lagged Structure | Lagged Structure | ||||
Independent Variable | Expected Sign | Coefficient | t-Statistic | Coefficient | t-Statistic |
Panel A: CG variables | |||||
PCGI (−1) | − | −0.000256 ** | −2.367414 | −0.000250 * | −1.838121 |
DOWNP (−1) | + | 0.000448 ** | 2.378413 | 0.000496 *** | 2.613038 |
IOWNP (−1) | − | 0.000110 | 0.968540 | 0.000270 * | 1.802866 |
GOWNP (−1) | − | 0.000242 | 1.103890 | −0.000892 | −0.285109 |
BOWNP (−1) | +/− | −0.000165 *** | −3.394800 | −0.000196 *** | −2.968802 |
FOWNP (−1) | − | 0.000782 *** | 4.871608 | 0.000795 *** | 4.081046 |
BIG4 (−1) | − | −0.000387 | −0.059896 | 0.001296 | 0.151817 |
BSZ (−1) | − | 0.002998 | 1.642575 | 0.002940 | 1.359421 |
BGEN (−1) | − | 0.011861 ** | 2.298860 | 0.010384 | 1.204158 |
Panel B: Control variables | |||||
LTA (−1) | −0.018664 *** | −4.553196 | −0.018774 *** | −8.242142 | |
ROE (−1) | −0.000520 * | −1.833582 | −0.000559 * | −1.820631 | |
SALESG (−1) | −0.001684 | −0.295017 | −0.001323 | −0.135539 | |
LVG (−1) | −0.000704 *** | −4.235213 | −0.000705 *** | −8.992319 | |
Β (−1) | 0.152732 * | 2.512878 | 0.152765 *** | 19.22891 | |
Industry fixed effects | Yes | ||||
Year fixed effects | Yes | ||||
Constant | 0.493347 *** | 13.13452 | 0.496610 *** | 12.83157 | |
Adjusted R-square | 0.540825 | 0.540752 | |||
F-statistic | 60.19378 *** | 58.53265 *** | |||
Balanced panel observations | 1760 | 1600 |
Dependent Variable: COC | |||||
---|---|---|---|---|---|
Ordinary Least Square | 2SLS | ||||
Independent Variable | Expected Sign | Coefficient | t-Statistic | Coefficient | t-Statistic |
Panel A: CG variables | |||||
PCGI | − | −0.000256 ** | −2.367414 | −0.003473 ** | −2.368299 |
DOWNP | + | 0.000448 ** | 2.378413 | 0.000808 *** | 2.755872 |
IOWNP | − | 0.000110 | 0.968540 | 0.000451 | 1.036336 |
GOWNP | − | 0.000242 | 1.103890 | 0.001057 * | 1.668139 |
BOWNP | +/− | −0.000165 *** | −3.394800 | −0.000312 *** | −2.802401 |
FOWNP | − | 0.000782 *** | 4.871608 | 0.001167 *** | 4.033018 |
BIG4 | − | −0.000387 | −0.059896 | 0.012895 | 0.909296 |
BSZ | − | 0.002998 | 1.642575 | −0.001324 | −0.341998 |
BGEN | − | 0.011861 ** | 2.298860 | −0.002020 | −0.148545 |
Panel B: Control variables | |||||
LTA | −0.018664 *** | −4.553196 | −0.015608 *** | −3.683365 | |
ROE | −0.000520 * | −1.833582 | −0.001147 *** | −2.668026 | |
SALESG | −0.001684 | −0.295017 | −0.008931 | −0.574553 | |
LVG | −0.000704 *** | −4.235213 | −0.000756 *** | −6.888064 | |
β | 0.152732 * | 2.512878 | 0.151077 *** | 13.68539 | |
Industry fixed effects | Yes | ||||
Year fixed effects | Yes | ||||
Constant | 0.493347 *** | 13.13452 | 0.565122 *** | 8.267790 | |
Adjusted R-square | 0.540825 | 0.264234 | |||
F-statistic | 60.19378 *** | 28.47540 *** | |||
Balanced panel observations | 1760 | 1760 |
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Khan, M.Y.; Javeed, A.; Cuong, L.K.; Pham, H. Corporate Governance and Cost of Capital: Evidence from Emerging Market. Risks 2020, 8, 104. https://doi.org/10.3390/risks8040104
Khan MY, Javeed A, Cuong LK, Pham H. Corporate Governance and Cost of Capital: Evidence from Emerging Market. Risks. 2020; 8(4):104. https://doi.org/10.3390/risks8040104
Chicago/Turabian StyleKhan, Muhammad Yar, Anam Javeed, Ly Kim Cuong, and Ha Pham. 2020. "Corporate Governance and Cost of Capital: Evidence from Emerging Market" Risks 8, no. 4: 104. https://doi.org/10.3390/risks8040104
APA StyleKhan, M. Y., Javeed, A., Cuong, L. K., & Pham, H. (2020). Corporate Governance and Cost of Capital: Evidence from Emerging Market. Risks, 8(4), 104. https://doi.org/10.3390/risks8040104