Accounting Comparability, Conservatism, Executive Compensation-Performance, and Information Quality
Abstract
:1. Introduction
2. Literature Review and Hypotheses Development
2.1. Accounting Comparability
2.2. Accounting Comparability and Executive Compensation-Performance
2.3. Accounting Comparability, Financial Reporting Quality and Executive Compensation-Performance
2.3.1. Accounting Comparability, Accounting Conservatism and Executive Compensation-Performance
2.3.2. Accounting Comparability, Earnings Management, and Executive Compensation-Performance
2.4. Simultaneous Interaction of Earnings Management and Accounting Conservatism
3. Data Collection Describes the Sample and Research Variables
- (A)
- For purposes of similarity, firms whose fiscal year does not match 20th March have been excluded;
- (B)
- Due to the differences in conditions governing banks and insurance firms, the study did not include these institutions;
- (C)
- The firms with Trading Interruptions of more than three months were excluded to ensure that firms conduct business in a balanced manner during a fiscal year; and
- (D)
- Companies with incomplete data were excluded from the study.
Statistical Results
4. Empirical Models and Econometrics Results
4.1. Hypothesis 1
- CFO(i,t): is cash flow from operations divided by beginning total assets.
- NI(i,t): is net income after deducting the current year’s tax divided by beginning total assets.
4.2. Hypothesis 2
4.3. Hypothesis 3
4.4. Hypothesis 4
4.5. Granger Test
5. Discussion and Conclusions
- There were some companies in the Iranian capital market whose information was not accessible, which reduced the sample size.
- Several factors, such as economic uncertainties and organisational cultures, which can affect executive function and compensation, are inaccessible and anonymous.
- Due to limitations associated with smooth panel transition regression, most potential influential factors cannot be included in the model.
- Study domestic and foreign corporate governance mechanisms that may impact executive compensation and the quality of financial reporting.
- There is an impact of international sanctions as an external political economy factor on the manner and amount of determining executive compensation. Furthermore, standardisation under these sanctions and financial reporting records are influential factors.
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Variables | Mean | Median | Max | Min | St.d | Obs |
---|---|---|---|---|---|---|
COMPENSATE | 4.534 | 6.291 | 12.004 | 0.000 | 3.394 | 1545 |
COMPCFO | −0.072 | −0.062 | −0.006 | −0.255 | 0.035 | 1545 |
COMPRET | −0.120 | −0.105 | −0.025 | −0.504 | 0.061 | 1545 |
COMPPRC | −5047.168 | −3422.600 | −1.514 | −42,814.63 | 5044.544 | 1545 |
CORR_ROA | 0.367 | 0.701 | 1.000 | −1.000 | 0.689 | 1545 |
CORR_CF | 0.200 | 0.384 | 0.999 | −0.999 | 0.706 | 1545 |
CORR_RET | 0.457 | 0.787 | 1.000 | −1.000 | 0.648 | 1545 |
INDHERF | 0.221 | 0.245 | 0.482 | 0.000 | 0.124 | 1545 |
SIZE | 13.819 | 13.614 | 19.374 | 9.797 | 1.571 | 1545 |
BM | 0.515 | 0.418 | 1.974 | −1.559 | 0.409 | 1545 |
LEV | 0.588 | 0.563 | 1.363 | 0.012 | 0.214 | 1545 |
ROA | 0.170 | 0.145 | 0.803 | −0.729 | 0.156 | 1545 |
ADJROA | 0.002 | −0.003 | 0.563 | −0.938 | 0.135 | 1545 |
RET | 0.106 | 0.093 | 0.989 | −0.997 | 0.317 | 1545 |
ADJRET | 0.001 | −0.009 | 1.092 | −1.200 | 0.284 | 1545 |
GROWTH | 0.194 | 0.161 | 1.460 | −0.964 | 0.327 | 1545 |
DIVYIELD | 0.105 | 0.078 | 0.809 | 0.000 | 0.114 | 1545 |
RETVOL | 0.218 | 0.186 | 0.768 | 0.002 | 0.141 | 1545 |
CFVOL | 0.076 | 0.061 | 0.619 | 0.000 | 0.060 | 1545 |
CONS_C | −0.094 | −0.064 | 0.863 | −1.581 | 0.143 | 1545 |
MB | 2.900 | 2.849 | 16.448 | −13.664 | 0.943 | 1545 |
EM_ACC | 0.000 | 0.000 | 0.900 | −0.699 | 0.103 | 1545 |
AEM | 0.000 | 0.000 | 0.641 | −0.889 | 0.820 | 1545 |
(A) | (B) | ||
---|---|---|---|
Variables | ANOVA (F) | Kruskal-Wallis | t-Statistics |
COMPENSATE | 16.071 *** | 308.324 *** | 497.251 *** |
COMPCFO | 12.011 *** | 256.126 *** | 519.336 *** |
COMPRET | 19.203 *** | 318.874 *** | 609.562 *** |
COMPPRC | 17.305 *** | 128.347 *** | 437.164 *** |
CORR_ROA | 14.459 *** | 361.213 *** | 806.228 *** |
CORR_CF | 18.154 *** | 327.267 *** | 659.450 *** |
CORR_RET | 11.240 *** | 471.289 *** | 647.330 *** |
INDHERF | 14.642 *** | 241.478 *** | 708.029 *** |
SIZE | 11.246 *** | 502.545 *** | 415.260 *** |
BM | 14.913 *** | 139.115 *** | 558.116 *** |
LEV | 11.315 *** | 207.831 *** | 352.283 *** |
ROA | 12.459 *** | 336.643 *** | 549.686 *** |
ADJROA | 18.914 *** | 327.267 *** | 553.628 *** |
RET | 10.210 *** | 471.289 *** | 967.044 *** |
ADJRET | 15.642 *** | 141.478 *** | 953.812 *** |
GROWTH | 11.246 *** | 502.555 *** | 977.738 *** |
DIVYIELD | 14.130 *** | 139.115 *** | 604.402 *** |
RETVOL | 11.243 *** | 207.831 *** | 466.964 *** |
CFVOL | 14.910 *** | 236.643 *** | 557.470 *** |
CONS_C | 19.331 *** | 274.120 *** | 442.103 *** |
MB | 13.143 *** | 421.982 *** | 731.404 *** |
EM_ACC | 13.246 *** | 241.873 *** | 539.182 *** |
AEM | 12.014 *** | 402.592 *** | 766.387 *** |
Variable | COMPCFO_I | COMPRET_I | COMPPRC_I | Overall |
---|---|---|---|---|
COMPCFO | 6.552 ** (3.039) | - | - | 3.358 *** (1.030) |
COMPRET | - | 2.739 *** (0.743) | - | 3.145 *** (0.718) |
COMPPRC | - | - | 0.0000378 *** (0.0000140) | 0.0000525 *** (0.0000135) |
CORR_ROA | 0.097 (0.106) | 0.043 (0.048) | 0.042 (0.042) | 0.030 (0.025) |
CORR_CF | −0.137 (0.103) | −0.049 (0.044) | −0.069 * (0.040) | −0.046 * (0.028) |
CORR_RET | 0.111 (0.117) | 0.044 (0.057) | 0.030 (0.047) | 0.051 (0.041) |
INDHERF | −2.262 (1.863) | −2.502 ** (1.207) | −3.516 *** (1.111) | −2.649 * (1.572) |
SIZE | 0.641 *** (0.076) | 0.654 *** (0.044) | 0.695 *** (0.038) | 0.619 *** (0.064) |
BM | 0.480 ** (0.226) | 0.078 (0.109) | 0.043 (0.103) | 0.138 * (0.078) |
LEV | 1.360 ** (0.542) | 0.487 ** (0.246) | 0.430 * (0.224) | 0.485 *** (0.136) |
ROA | 0.401 (1.282) | 0.908 (0.612) | −0.056 (0.532) | 0.850 *** (0.316) |
ADJROA | 3.123 ** (1.281) | 0.926 (0.615) | 1.830 *** (0.528) | 1.023 *** (0.392) |
RET | 1.669 *** (0.406) | 0.516 *** (0.178) | 0.554 *** (0.159) | 0.531 *** (0.128) |
ADJRET | −1.471 *** (0.445) | −0.541 *** (0.206) | −0.645 *** (0.176) | −0.571 *** (0.133) |
GROWTH | −0.184 0.236 | −0.008 (0.108) | −0.006 (0.099) | −0.024 (0.067) |
DIVYIELD | 1.370 * (0.736) | 0.955 ** (0.385) | 0.939 *** (0.361) | 0.883 ** (0.344) |
RETVOL | 1.265 ** (0.552) | 0.553 ** (0.240) | 0.492 ** (0.220) | 0.424 ** (0.167) |
CFVOL | 0.101 (1.276) | 0.174 (0.605) | 0.289 (0.544) | 0.139 (0.469) |
Hausman Test () | 38.392 | 43.573 | 39.641 | 45.988 |
R2 (Adj) | 0.735 | 0.837 | 0.879 | 0.845 |
F | 7. 650 *** | 45.456 *** | 64.161 *** | 47.741 *** |
DW | 1.853 | 1.777 | 1.747 | 1.756 |
Variable | COMPCFO_I | COMPRET_I | COMPPRC_I |
---|---|---|---|
COMPCFO | 5.468 * (3.041) | - | - |
C.O.M.P.R.E.T. | - | 7.262 *** (1.550) | - |
C.O.M.P.P.R.C. | - | - | 0.0000438 *** (0.0000155) |
CONS_C | 0.0034 *** (0.0014) | 0.0044 *** (0.0018) | 0.0037 *** (0.0011) |
CONS_C* COMPCFO | 0.006 *** (0.002) | - | - |
CONS_C* C.O.M.P.R.E.T. | - | 0.003 *** (0.001) | - |
CONS_C* C.O.M.P.P.R.C. | - | - | 0.0000000148 *** (0.00000000418) |
CORR_ROA | 0.102 (0.105) | 0.106 (0.105) | 0.033 (0.043) |
CORR_CF | −0.144 (0.102) | −0.152 (0.102) | −0.067 (0.041) |
CORR_RET | 0.098 (0.116) | 0.128 (0.115) | 0.005 (0.051) |
INDHERF | −2.336 (1.863) | −3.275 * (1.840) | −3.417 ** (1.113) |
SIZE | 0.644 *** (0.075) | 0.551 *** (0.078) | 0.679 *** (0.037) |
BM | 0.461 ** (0.225) | 0.576 ** (0.224) | 0.080 (0.105) |
LEV | 1.347 ** (0.539) | 1.359 ** (0.536) | 0.379 * (0.225) |
ROA | −1.029 (1.402) | −0.311 (1.394) | −0.590 (0.590) |
ADJROA | 3.188 ** (1.277) | 2.232 * (1.304) | 1.988 *** (0.543) |
RET | 1.686 *** (0.404) | 1.644 *** (0.400) | 0.660 *** (0.161) |
ADJRET | −1.441 *** (0.442) | −1.311 *** (0.439) | −0.738 *** (0.181) |
GROWTH | −0.177 (0.235) | −0.132 (0.233) | −0.038 (0.099) |
DIVYIELD | 1.205 (0.735) | 0.843 (0.730) | 0.794 ** (0.382) |
RETVOL | 1.248 ** (0.552) | 1.547 *** (0.548) | 0.470 ** (0.230) |
CFVOL | −0.137 (1.273) | 0.124 (1.265) | 0.221 (0.590) |
Hausman Test () | 45.957 | 47.549 | 52.314 |
R2 (Adj) | 0.507 | 0.514 | 0.868 |
F | 7.740 *** | 7.962 *** | 57.201 *** |
DW | 1.763 | 1.777 | 1.756 |
Variable | COMPCFO_I | COMPRET_I | COMPPRC_I |
---|---|---|---|
COMPCFO | 2.747 (1.973) | - | - |
C.O.M.P.R.E.T. | - | 3.523 *** (1.055) | - |
C.O.M.P.P.R.C. | - | - | 0.0000786 *** (0.0000180) |
MB | −0.027 (0.028) | −0.043 (0.033) | 0.012 (0.020) |
MB*COMPCFO | −0.211 (0.386) | - | - |
MB*COMPRET | - | −0.184 (0.200) | - |
MB*COMPPRC | - | - | 6.41 × 10−6 *** (2.48 × 10−6 ) |
CORR_ROA | 0.055 (0.043) | 0.040 (0.048) | 0.041 (0.042) |
CORR_CF | −0.058 (0.039) | −0.033 (0.044) | −0.079 * (0.040) |
CORR_RET | 0.031 (0.047) | 0.060 (0.055) | 0.057 (0.048) |
INDHERF | −1.796 (1.179) | −1.329 (1.201) | −2.801 ** (1.160) |
SIZE | 0.680 *** (0.042) | 0.629 *** (0.046) | 0.660 *** (0.041) |
BM | 0.015 (0.106) | 0.016 (0.123) | 0.018 (0.110) |
LEV | 0.442 * (0.232) | 0.540 ** (0.248) | 0.452 * (0.231) |
ROA | 0.882 * (0.531) | 1.716 *** (0.588) | 0.115 (0.561) |
ADJROA | 1.675 *** (0.533) | 0.764 (0.610) | 2.085 *** (0.543) |
RET | 0.480 *** (0.160) | 0.450 *** (0.171) | 0.605 *** (0.162) |
ADJRET | −0.579 *** (0.175) | −0.474 ** (0.192) | −0.700 *** (0.177) |
GROWTH | −0.073 (0.102) | −0.079 (0.186) | −0.035 (0.102) |
DIVYIELD | 0.877 ** (0.365) | 0.731 * (0.405) | 0.707 * (0.383) |
RETVOL | 0.416 * (0.218) | 0.426 * (0.236) | 0.325 (0.224) |
CFVOL | 0.525 (0.565) | 0.498 (0.635) | 0.468 (0.576) |
Hausman Test () | 44.446 | 42.467 | 43.583 |
R2 (Adj) | 0.883 | 0.830 | 0.880 |
F-statistic | 64.381 *** | 42.255 *** | 62.786 *** |
DW | 1.844 | 1.848 | 1.854 |
Variable | COMPCFO_I | COMPRET_I | COMPPRC_I |
---|---|---|---|
COMPCFO | 1.203 (0.797) | - | - |
C.O.M.P.R.E.T. | - | 2.772 *** (0.580) | - |
C.O.M.P.P.R.C. | - | - | 0.0000437 *** (0.00000973) |
EM | 2.667 *** (0.805) | 2.206 *** (0.708) | 1.899 *** (0.490) |
EM_ACC* COMPCFO | 20.605 ** (8.718) | - | - |
EM_ACC* COMPRET | - | 9.005 *** (2.032) | - |
EM_ACC* COMPPRC | - | - | 0.0001 *** (0.0000177) |
CORR_ROA | 0.045 ** (0.019) | 0.039 (0.028) | 0.021 (0.020) |
CORR_CF | −0.064 ** (0.028) | −0.033 (0.037) | −0.044 * (0.025) |
CORR_RET | 0.033 (0.029) | 0.059 (0.053) | 0.054 (0.104) |
INDHERF | −3.651 ** (1.572) | −3.036 * (1.635) | −3.555 ** (1.448) |
SIZE | 0.674 *** (0.066) | 0.663 *** (0.076) | 0.676 *** (0.063) |
BM | 0.044 (0.072) | 0.092 (0.083) | 0.059 (0.071) |
LEV | 0.349 *** (0.118) | 0.513 *** (0.147) | 0.372 *** (0.102) |
ROA | −0.157 (0.446) | 0.252 (0.608) | −0.293 (0.331) |
ADJROA | 1.494 *** (0.458) | 0.892 (0.139) | 1.363 *** (0.340) |
RET | 0.463 *** (0.122) | 0.458 *** (0.139) | 0.491 *** (0.114) |
ADJRET | −0.592 *** (0.128) | −0.491 *** (0.159) | −0.595 *** (0.115) |
GROWTH | 0.071 (0.080) | 0.097 (0.086) | 0.063 (0.075) |
DIVYIELD | 0.962 *** (0.304) | 0.876 *** (0.336) | 0.785 *** (0.262) |
RETVOL | 0.459 *** (0.173) | 0.601 *** (0.191) | 0.422 ** (0.171) |
CFVOL | 0.464 (0.409) | 0.094 (0.500) | 0.104 (0.353) |
Hausman Test () | 42.094 | 38.867 | 35.285 |
R2 (Adj) | 0.907 | 0.843 | 0.902 |
F-statistic | 73.987 *** | 40.485 *** | 69.286 *** |
DW | 1.857 | 1.863 | 1.858 |
Variable | COMPCFO_I | COMPRET_I | COMPPRC_I |
---|---|---|---|
COMPCFO | 6.160 *** (2.342) | - | - |
C.O.M.P.R.E.T. | - | 2.648 *** (0.740) | - |
C.O.M.P.P.R.C. | - | - | 0.0000446 *** (0.0000139) |
AEM | 0.772 (1.087) | −0.584 (0.580) | 0.397 (0.278) |
AEM*COMPCFO | 11.711 (10.407) | - | - |
AEM*COMPRET | - | −5.702 (4.426) | - |
AEM*COMPPRC | - | - | 0.0000144 (0.0000171) |
CORR_ROA | 0.102 (0.064) | 0.042 (0.048) | 0.049 (0.042) |
CORR_CF | −0.139 (0.095) | −0.051 (0.044) | −0.069 * (0.039) |
CORR_RET | 0.106 (0.136) | 0.052 (0.057) | 0.026 (0.047) |
INDHERF | −2.187 (2.011) | −2.468 ** (1.202) | −3.218 *** (1.120) |
SIZE | 0.650 *** (0.140) | 0.464 *** (0.044) | 0.687 *** (0.038) |
BM | 0.469 *** (0.132) | 0.074 (0.108) | 0.063 (0.103) |
LEV | 1.371 *** (0.379) | 0.487 * (0.249) | 0.412 ** (0.226) |
ROA | 0.570 (1.454) | 0.862 (0.648) | 0.046 (0.576) |
ADJROA | 3.105 ** (1.513) | 0.897 (0.618) | 1.849 *** (0.521) |
RET | 1.663 *** (0.564) | 0.522 *** (0.178) | 0.549 *** (0.158) |
ADJRET | −1.469 ** (0.646) | −0.531 * (0.206) | −0.644 *** (0.174) |
GROWTH | −0.196 (0.275) | −0.0007 (0.109) | −0.013 (0.099) |
DIVYIELD | 1.350 (0.842) | 0.997 ** (0.386) | 0.862 ** (0.360) |
RETVOL | 1.236 *** (0.457) | 0.551 ** (0.241) | 0.423 ** (0.220) |
CFVOL | 0.034 (0.960) | 0.199 (0.606) | 0.333 (0.547) |
Hausman Test () | 44.573 | 46.682 | 49.761 |
R2 (Adj) | 0.501 | 0.856 | 0.895 |
F-statistic | 7.565 *** | 44.962 *** | 64.490 *** |
DW | 1.956 | 1.955 | 1.953 |
H0 | F | p-Value |
---|---|---|
CONS_C | 353/621 | 0/0000 |
EM_ACC | 203/733 | 0.0003 |
A | ||||
Variables | Coefficient | St.D | t-Statistics | p-Value |
CONC_C | 0.136 | 0.012 | 11.232 | 0.000 |
ROA | 0.723 | 0.023 | 31.119 | 0.000 |
SIZE | 0.010 | 0.002 | 5.177 | 0.000 |
GROWTH | −0.083 | 0.006 | −12.982 | 0.000 |
CFO | −0.281 | 0.016 | −17.394 | 0.000 |
LEV | 0.011 | 0.015 | 0.720 | 0.471 |
Hausman Test () | 43.130 | |||
R2 (Adj) | 0.592 | |||
F | 12.188 | |||
DW | 1.821 | |||
B | ||||
Variables | Coefficient | St.D | t-Statistics | p-Value |
EM_ACC | 0.477 | 0.036 | 13.163 | 0.000 |
ROA | 0.486 | 0.039 | 12.228 | 0.000 |
SIZE | −0.009 | 0.002 | −3.259 | 0.001 |
GROWTH | 0.039 | 0.008 | 4.639 | 0.000 |
CFO | 0.083 | 0.023 | 3.623 | 0.000 |
LEV | 0.049 | 0.018 | 2.623 | 0.008 |
Hausman Test () | 39.781 | |||
R2 (Adj) | 0.549 | |||
F | 10.243 | |||
DW | 1.587 |
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Daryaei, A.A.; Fattahi, Y.; Askarany, D.; Askary, S.; Mollazamani, M. Accounting Comparability, Conservatism, Executive Compensation-Performance, and Information Quality. J. Risk Financial Manag. 2022, 15, 489. https://doi.org/10.3390/jrfm15110489
Daryaei AA, Fattahi Y, Askarany D, Askary S, Mollazamani M. Accounting Comparability, Conservatism, Executive Compensation-Performance, and Information Quality. Journal of Risk and Financial Management. 2022; 15(11):489. https://doi.org/10.3390/jrfm15110489
Chicago/Turabian StyleDaryaei, Abbas Ali, Yasin Fattahi, Davood Askarany, Saeed Askary, and Mahdad Mollazamani. 2022. "Accounting Comparability, Conservatism, Executive Compensation-Performance, and Information Quality" Journal of Risk and Financial Management 15, no. 11: 489. https://doi.org/10.3390/jrfm15110489
APA StyleDaryaei, A. A., Fattahi, Y., Askarany, D., Askary, S., & Mollazamani, M. (2022). Accounting Comparability, Conservatism, Executive Compensation-Performance, and Information Quality. Journal of Risk and Financial Management, 15(11), 489. https://doi.org/10.3390/jrfm15110489