The Impact of Integrated Reporting on the Cost of Capital: Evidence from an Emerging Market
Abstract
:1. Introduction
2. Materials and Methods
- (a)
- Hypotheses regarding the relationship between IR and WACC
- (b)
- Hypotheses regarding the relationship between IR and COE
- (c)
- Hypotheses regarding the relationship between IR and COD.
3. Results
3.1. Univariate Test Results
3.2. Panel Data Test Results
3.3. Robustness Check
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Appendix A
Institutional Framework for Turkish IR System
Appendix B
Notation | Result | Relationship |
---|---|---|
H1a | Rejection | Significant (+) |
H1b | No Rejection | Moderation (−) |
H2a | Rejection | Insignificant (+,−) |
H2b | Rejection | No Moderation (−) |
H3a | Rejection | Significant (+) |
H3b | No Rejection | Moderation (−) |
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Industry | # of Companies | IR Preparers (# of Firm-Year obs.) | |||
---|---|---|---|---|---|
2017 | 2018 | 2019 | 2020 | ||
Manufacturing | 22 | 1 | 5 | ||
Financial | 20 | 1 | 3 | 5 | 7 |
Energy | 5 | ||||
Wholesale-Retail | 4 | ||||
Technology | 3 | ||||
Transportation | 2 | ||||
Telecommunication | 2 | 1 | |||
Construction | 1 | ||||
Total | 59 | 1 | 3 | 6 | 13 |
Variable | Symbol | Source |
---|---|---|
Dependent | ||
Weighted average cost of capital (%) | WACC | Refinitiv |
Cost of equity (%) | COE | Refinitiv |
Cost of debt (%) | COD | Refinitiv |
Independent | ||
ESG score (grade) | ESG | Refinitiv |
Environment pillar score (grade) | ENV | Refinitiv |
Social pillar score (grade) | SOC | Refinitiv |
Governance pillar score (grade) | GOV | Refinitiv |
Integrated report (1 if an IR is published; 0 otherwise) | IR | ERTA |
Total assets (TRY) | TA | Refinitiv |
Total debt (ratio) | LEV | Refinitiv |
Price-to-book ratio (ratio) | PB | Refinitiv |
CDS (basis points) | CDS | Refinitiv |
Variable | Obs. | Mean | Median | Std. Dev. | Min. | Max. |
---|---|---|---|---|---|---|
WACC | 223 | 0.087 | 0.086 | 0.023 | 0.035 | 0.154 |
COE | 223 | 0.139 | 0.138 | 0.029 | 0.078 | 0.210 |
COD | 223 | 0.032 | 0.030 | 0.014 | 0.006 | 0.074 |
ESG | 223 | 59.331 | 61.750 | 15.237 | 17.380 | 93.950 |
ENV | 223 | 59.399 | 61.790 | 21.313 | 0.000 | 97.440 |
SOC | 223 | 65.247 | 67.840 | 19.588 | 14.070 | 97.320 |
GOV | 223 | 52.402 | 51.370 | 19.635 | 11.500 | 94.370 |
TA (billions TRY) | 223 | 13.313 | 2.654 | 26.394 | 0.243 | 118.737 |
LEV | 223 | 0.313 | 0.307 | 0.175 | 0.000 | 0.903 |
PB | 221 | 2.982 | 1.210 | 16.631 | 0.230 | 245.400 |
CDS | 223 | 375.006 | 341.337 | 108.875 | 219.797 | 526.026 |
Variable | Obs. | Mean | Std. Err. | t-Test | p-Value |
---|---|---|---|---|---|
ESGNIR | 200 | 58.476 | 1.082 | ||
ESGIR | 23 | 66.764 | 2.626 | ||
Diff. | −8.288 | 2.841 | −2.918 *** | 0.000 | |
ENVNIR | 200 | 58.425 | 1.501 | ||
ENVIR | 23 | 67.863 | 4.295 | ||
Diff. | −9.438 | 4.550 | −2.074 ** | 0.024 | |
SOCNIR | 200 | 64.019 | 1.396 | ||
SOCIR | 23 | 75.920 | 3.053 | ||
Diff. | −11.901 | 3.357 | −3.545 *** | 0.000 | |
GOVNIR | 200 | 52.123 | 1.410 | ||
GOVIR | 23 | 54.831 | 3.531 | ||
Diff. | −2.708 | 3.802 | −0.712 | 0.241 |
Variable | Obs. | Mean | Std. Err. | t-Test | p-Value |
---|---|---|---|---|---|
WACCNIR | 200 | 0.088 | 0.002 | ||
WACCIR | 23 | 0.078 | 0.004 | ||
Diff. | 0.009 | 0.004 | 2.292 ** | 0.014 | |
COENIR | 200 | 0.138 | 0.002 | ||
COEIR | 23 | 0.156 | 0.005 | ||
Diff. | −0.018 | 0.005 | −3.345 *** | 0.001 | |
CODNIR | 200 | 0.031 | 0.001 | ||
CODIR | 23 | 0.037 | 0.004 | ||
Diff. | −0.006 | 0.004 | −1.568 * | 0.065 |
Panel A: IR-WACC Relationship with Respect to ESG | Panel B: IR-COE Relationship with Respect to ESG | Panel C: IR-COD Relationship with Respect to ESG | ||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
WACC | Step 1 | Step 2 | Step 3 | Step 4 | COE | Step 1 | Step 2 | Step 3 | Step 4 | COD | Step 1 | Step 2 | Step 3 | Step 4 |
Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | |||
IR | 0.004 (0.003) | 0.004 * (0.002) | 0.007 ** (0.003) | 0.004 (0.003) | IR | −0.000 (0.003) | 0.000 (0.003) | 0.002 (0.005) | 0.002 (0.005) | IR | 0.006 ** (0.003) | 0.006 ** (0.003) | 0.010 *** (0.004) | 0.011 *** (0.003) |
ESG | 0.007 ** (0.003) | 0.007 * (0.003) | 0.007 * (0.004) | ESG | −0.001 (0.007) | −0.001 (0.007) | −0.001 (0.007) | ESG | −0.009 ** (0.004) | −0.009 ** (0.004) | −0.009 ** (0.004) | |||
ESGxIR | −0.015 * (0.008) | −0.023 ** (0.009) | ESGxIR | −0.013 (0.021) | −0.015 (0.021) | ESGxIR | −0.025 * (0.015) | -0.021 (0.014) | ||||||
PB | 0.001 (0.001) | PB | −0.001 (0.000) | PB | −0.001 *** (0.000) | |||||||||
LEV | −0.045 ** (0.022) | LEV | −0.010 (0.017) | LEV | 0.034 ** (0.016) | |||||||||
TA | −0.011 (0.010) | TA | −0.003 (0.005) | TA | −0.001 (0.006) | |||||||||
CDS | −0.006 | CDS | 0.034 *** | CDS | −0.011 * | |||||||||
(0.006) | (0.005) | (0.006) | ||||||||||||
Year fixed-effects | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | ||
Hausman Test | 11.520 ** | 12.970 ** | 13.570 * | 16.810 * | 5.910 | 5.980 | 8.460 | 20.690 ** | 6.060 | 9.720 | 14.350 ** | 13.390 | ||
# of obs. | 223 | 223 | 223 | 221 | 223 | 223 | 223 | 221 | 223 | 223 | 223 | 221 | ||
R sq. | 0.194 | 0.171 | 0.170 | 0.511 | R sq. | 0.542 | 0.541 | 0.537 | 0.456 | R sq. | 0.329 | 0.287 | 0.264 | 0.271 |
F | 43.96 *** | 37.32 *** | 33.56 *** | 33.68 *** | F | 135.25 *** | 153.67 *** | 128.87 *** | 101.55 *** | F | 31.04 *** | 27.02 *** | 22.54 *** | 24.64 *** |
(a) | ||||||||||||||
Panel A: IR-WACC Relationship with Respect to ENV | Panel B: IR-WACC Relationship with Respect to SOC | Panel C: IR-WACC Relationship with Respect to GOV | ||||||||||||
WACC | Step 1 | Step 2 | Step 3 | Step 4 | Step 1 | Step 2 | Step 3 | Step 4 | Step 1 | Step 2 | Step 3 | Step 4 | ||
Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | |||
IR | 0.004 (0.003) | 0.005 * (0.003) | 0.006 ** (0.003) | 0.003 (0.003) | IR | 0.004 (0.003) | 0.004 * (0.003) | 0.005 ** (0.002) | 0.003 (0.003) | IR | 0.004 (0.003) | 0.004 (0.003) | 0.004 * (0.002) | 0.000 (0.000) |
ENV | 0.002 ** (0.001) | 0.002 ** (0.001) | 0.003 *** (0.001) | SOC | 0.005 * (0.003) | 0.005 * (0.003) | 0.005 (0.003) | GOV | 0.002 (0.003) | 0.002 (0.003) | 0.002 (0.003) | |||
ENVxIR | −0.005 (0.004) | −0.008 (0.006) | SOCxIR | −0.004 (0.005) | −0.009 (0.008) | GOVxIR | −0.010 *** (0.003) | −0.012 *** (0.004) | ||||||
PB | 0.001 (0.001) | PB | 0.001 (0.001) | PB | 0.001 (0.001) | |||||||||
LEV | −0.046 ** (0.022) | LEV | −0.04 6 ** (0.023) | LEV | −0.043 * (0.022) | |||||||||
TA | −0.012 (0.010) | TA | −0.011 (0.010) | TA | −0.012 (0.010) | |||||||||
CDS | −0.005 | CDS | −0.006 | CDS | −0.003 | |||||||||
(0.005) | (0.006) | (0.005) | ||||||||||||
Year fixed-effects | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | ||
Hausman Test | 11.520 ** | 14.870 ** | 14.680 * | 15.820 | 11.520 ** | 12.840 ** | 12.790 * | 13.840 | 11.520 ** | 13.100 ** | 15.930 ** | 25.220 *** | ||
# of obs. | 223 | 222 | 222 | 220 | 223 | 223 | 223 | 221 | 223 | 223 | 223 | 221 | ||
R sq. | 0.194 | 0.176 | 0.177 | 0.509 | R sq. | 0.194 | 0.165 | 0.165 | 0.519 | R sq. | 0.194 | 0.203 | 0.204 | 0.496 |
F | 43.96 *** | 39.64 *** | 43.41 *** | 34.88 *** | F | 43.96 *** | 36.44 *** | 32.04 *** | 34.93 *** | F | 43.96 *** | 37.80 *** | 40.26 *** | 37.51 *** |
(b) | ||||||||||||||
Panel A: IR-COE Relationship with Respect to ENV | Panel B: IR-COE Relationship with Respect to SOC | Panel C: IR-COE Relationship with Respect to GOV | ||||||||||||
COE | Step 1 | Step 2 | Step 3 | Step 4 | Step 1 | Step 2 | Step 3 | Step 4 | Step 1 | Step 2 | Step 3 | Step 4 | ||
Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | |||
IR | −0.000 (0.003) | −0.001 (0.003) | −0.001 (0.005) | −0.001 (0.005) | IR | −0.000 (0.003) | −0.000 (0.003) | 0.003 (0.005) | 0.003 (0.005) | IR | −0.000 (0.003) | −0.000 (0.003) | −0.000 (0.003) | −0.001 (0.004) |
ENV | −0.001 (0.000) | −0.001 (0.000) | −0.001 (0.002) | SOC | −0.003 (0.005) | −0.003 (0.005) | −0.003 (0.005) | GOV | 0.002 (0.003) | 0.002 (0.003) | 0.002 (0.003) | |||
ENVxIR | 0.001 (0.014) | 0.000 (0.014) | SOCxIR | −0.014 (0.016) | -0.017 (0.017) | GOVxIR | −0.002 (0.010) | −0.002 (0.010) | ||||||
PB | −0.001 (0.000) | PB | −0.001 (0.000) | PB | −0.001 (0.000) | |||||||||
LEV | −0.009 (0.017) | LEV | −0.012 (0.017) | LEV | −0.007 (0.017) | |||||||||
TA | −0.002 (0.005) | TA | −0.002 (0.006) | TA | −0.002 (0.006) | |||||||||
CDS | 0.034 *** | CDS | 0.035 *** | CDS | 0.032 *** | |||||||||
(0.005) | (0.005) | (0.005) | ||||||||||||
Year fixed-effects | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | ||
Hausman Test | 5.910 | 8.570 | 12.370 | 21.510 ** | 5.910 | 6.130 | 12.400 * | 29.230 *** | 5.910 | 5.950 | 6.380 | 20.150 ** | ||
# of obs. | 223 | 222 | 222 | 220 | 223 | 223 | 223 | 221 | 223 | 223 | 223 | 221 | ||
R sq. | 0.542 | 0.536 | 0.537 | 0.481 | R sq. | 0.542 | 0.534 | 0.528 | 0.470 | R sq. | 0.542 | 0.538 | 0.538 | 0.467 |
F | 135.25 *** | 148.06 *** | 131.03 *** | 103.34 *** | F | 135.25 *** | 159.02 *** | 131.47 *** | 105.02 *** | F | 135.25 *** | 182.18 *** | 170.15 *** | 142.49 *** |
(c) | ||||||||||||||
Panel A: IR-COD Relationship with Respect to ENV | Panel B: IR-COD Relationship with Respect to SOC | Panel C: IR-COD Relationship with Respect to GOV | ||||||||||||
COD | Step 1 | Step 2 | Step 3 | Step 4 | Step 1 | Step 2 | Step 3 | Step 4 | Step 1 | Step 2 | Step 3 | Step 4 | ||
Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | |||
IR | 0.006 ** (0.003) | 0.006 * (0.002) | 0.007 * (0.004) | 0.009 ** (0.004) | IR | 0.006 ** (0.003) | 0.006 ** (0.003) | 0.010 *** (0.003) | 0.011 *** (0.003) | IR | 0.006 ** (0.003) | 0.006 ** (0.003) | 0.006 ** (0.003) | 0.008 *** (0.003) |
ENV | −0.001 (0.003) | −0.001 (0.002) | −0.001 (0.002) | SOC | −0.009 ** (0.004) | −0.009 ** (0.004) | −0.009 ** (0.004) | GOV | −0.000 (0.003) | 0.001 (0.004) | 0.002 (0.004) | |||
ENVxIR | −0.006 (0.011) | −0.004 (0.010) | SOCxIR | −0.019 (0.011) | −0.013 * (0.009) | GOVxIR | −0.010 ** (0.005) | −0.011 ** (0.005) | ||||||
PB | −0.001 *** (0.000) | PB | −0.001 *** (0.000) | PB | −0.001 *** (0.000) | |||||||||
LEV | −0.038 ** (0.017) | LEV | 0.035 ** (0.016) | LEV | 0.040 ** (0.016) | |||||||||
TA | −0.000 (0.006) | TA | −0.000 (0.006) | TA | −0.002 (0.006) | |||||||||
CDS | −0.014 ** | CDS | −0.010 * | CDS | −0.015 *** | |||||||||
(0.006) | (0.006) | (0.005) | ||||||||||||
Year fixed-effects | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | ||
Hausman Test | 6.060 | 7.110 | 12.280 | 11.370 | 6.060 | 10.950 * | 12.260 * | 12.800 | 6.060 | 5.950 | 6.380 | 20.150 ** | ||
# of obs. | 223 | 222 | 222 | 220 | 223 | 223 | 223 | 221 | 223 | 223 | 223 | 221 | ||
R sq. | 0.329 | 0.321 | 0.306 | 0.322 | R sq. | 0.329 | 0.259 | 0.249 | 0.284 | R sq. | 0.329 | 0.330 | 0.321 | 0.224 |
F | 31.04 *** | 27.17 *** | 23.65 *** | 28.80 *** | F | 31.04 *** | 25.45 *** | 22.18 *** | 24.15 *** | F | 31.04 *** | 26.47 *** | 22.36 *** | 25.89 *** |
Panel A: IR-WACC Relationship | Panel B: IR-COE Relationship | Panel C: IR-COD Relationship | ||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
WACC | ESG | ENV | SOC | GOV | COE | ESG | ENV | SOC | GOV | COD | ESG | ENV | SOC | GOV |
Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | Coef. (std.err.) | |||
WACC(-1) | 0.527 ** (0.223) | 0.528 ** (0.202) | 0.405 ** (0.199) | 0.540 *** (0.163) | COE(-1) | 0.915 *** (0.129) | 0.886 *** (0.146) | 0.910 *** (0.129) | 0.905 *** (0.149) | COD(-1) | 0.832 *** (0.232) | 0.790 *** (0.211) | 0.921 *** (0.247) | 0.698 *** (0.232) |
IR | 0.004 (0.005) | 0.004 (0.004) | 0.004 (0.003) | 0.003 (0.003) | IR | 0.000 (0.007) | −0.006 (0.012) | −0.000 (0.009) | −0.004 (0.007) | IR | 0.005 ** (0.003) | 0.004 (0.003) | 0.007 ** (0.003) | 0.002 (0.004) |
ESG/Pillar | 0.004 (0.009) | 0.002 (0.002) | −0.006 (0.008) | 0.006 ** (0.003) | ESG/Pillar | 0.003 (0.005) | 0.002 (0.001) | 0.003 (0.005) | -0.000 (0.003) | ESG/Pillar | −0.002 (0.004) | -0.001 (0.001) | −0.003 (0.003) | −0.000 (0.003) |
ESG/PillarxIR | −0.032 (0.019) | −0.008 (0.009) | −0.019 (0.012) | −0.016 * (0.008) | ESG/PillarxIR | −0.027 (0.030) | 0.010 (0.028) | −0.016 (0.025) | −0.007 (0.014) | ESG/PillarxIR | −0.035 ** (0.014) | −0.011 (0.007) | −0.030 *** (0.009) | −0.013 ** (0.006) |
PB | 0.006 (0.005) | 0.005 (0.005) | 0.007 * (0.004) | 0.005 (0.003) | PB | 0.000 (0.003) | −0.000 (0.003) | 0.000 (0.003) | −0.001 (0.003) | PB | 0.000 (0.002) | −0.000 (0.002) | 0.000 (0.001) | −0.000 (0.002) |
LEV | −0.055 * (0.028) | −0.054 * (0.029) | −0.065 *** (0.019) | −0.049 *** (0.018) | LEV | −0.004 (0.011) | −0.001 (0.010) | −0.005 (0.012) | −0.001 (0.010) | LEV | 0.005 (0.011) | 0.010 (0.011) | 0.002 (0.011) | 0.013 (0.011) |
TA | −0.002 (0.002) | −0.003 (0.002) | −0.003 (0.002) | −0.003 ** (0.002) | TA | −0.000 (0.002) | −0.001 (0.002) | −0.000 (0.002) | −0.001 (0.003) | TA | 0.003 (0.002) | 0.002 (0.002) | 0.002 (0.002) | 0.002 (0.002) |
CDS | −0.013 (0.019) | −0.015 (0.017) | - - | - - | CDS | - - | −0.050 *** (0.009) | - - | - - | CDS | - - | -0.004 (0.004) | - - | - - |
Year fixed-effects | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | ||
AR(2) p-value | 0.848 | 0.860 | 0.781 | 0.879 | 0.170 | 0.186 | 0.192 | 0.184 | 0.148 | 0.123 | 0.107 | 0.163 | ||
Hansen p-value | 0.203 | 0.193 | 0.255 | 0.363 | 0.294 | 0.314 | 0.210 | 0.097 | 0.560 | 0.470 | 0.780 | 0.295 | ||
# of obs. | 163 | 163 | 163 | 163 | 163 | 163 | 163 | 163 | 163 | 163 | 163 | 163 | ||
# of grp./inst. | 47/28 | 47/28 | 47/28 | 47/28 | 47/28 | 47/28 | 47/28 | 47/28 | 47/28 | 47/28 | 47/28 | 47/28 |
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Pirgaip, B.; Rizvić, L. The Impact of Integrated Reporting on the Cost of Capital: Evidence from an Emerging Market. J. Risk Financial Manag. 2023, 16, 311. https://doi.org/10.3390/jrfm16070311
Pirgaip B, Rizvić L. The Impact of Integrated Reporting on the Cost of Capital: Evidence from an Emerging Market. Journal of Risk and Financial Management. 2023; 16(7):311. https://doi.org/10.3390/jrfm16070311
Chicago/Turabian StylePirgaip, Burak, and Lamija Rizvić. 2023. "The Impact of Integrated Reporting on the Cost of Capital: Evidence from an Emerging Market" Journal of Risk and Financial Management 16, no. 7: 311. https://doi.org/10.3390/jrfm16070311
APA StylePirgaip, B., & Rizvić, L. (2023). The Impact of Integrated Reporting on the Cost of Capital: Evidence from an Emerging Market. Journal of Risk and Financial Management, 16(7), 311. https://doi.org/10.3390/jrfm16070311