Does Intellectual Capital Disclosure Matter for Audit Risk? Evidence from the UK and Italy
Abstract
:1. Introduction
2. Literature Review
2.1. Disclosure Theory and Non-Financial Voluntary Disclosures
2.2. Intellectual Capital Disclosure
2.3. Audit Risk
2.4. Audit Fees
2.5. The Relationship Between Intellectual Capital Disclosure, Audit Risk and Audit Fees
3. Hypotheses and Research Questions
4. Sample and Methodology
4.1. Sample Definition and Data Collection
4.2. Empirical Models
5. Empirical Results
5.1. Effect of Intellectual Capital Disclosure on Qualitative Audit Risk
5.2. Effect of Intellectual Capital Disclosure on Quantitative Audit Risk
5.3. Effects of Intellectual Capital Disclosure on Audit Fees
5.4. Further Findings: Sub-Sample Analysis
6. Discussion
7. Conclusions
Acknowledgments
Author Contributions
Conflicts of Interest
Appendix A
Item | Factor Loading | Eigen Value | % of Variance | Cronbach’s Alpha |
---|---|---|---|---|
Qualitative Audit Risk | ||||
Board Functions Audit Committee Independence | 0.937 | 3.429 | 68.585 | 0.865 |
Board Functions Audit Committee Management Independence | 0.895 | 9.547 | ||
Board Structure Experienced Board | 0.628 | 2.064 | ||
Board Structure Independent Board Members | 0.740 | 5.137 | ||
Corporate Governance Score | 0.899 | 14.667 | ||
Quantitative Audit Risk | ||||
Net sales or revenues | 0.781 | 17.720 | 0.770 | |
Total assets | 0.885 | 2.518 | 62.957 | |
Total shareholders’equity | 0.771 | 12.480 | ||
Litigation expenses | 0.729 | 6.844 | ||
Accruals | ||||
Total inventories | 0.913 | 1.667 | 83.337 | 0.787 |
Total receivables | 0.913 | 16.663 |
Appendix B
TEST | Model 1 (y = QLAR) | Model 2 (y = QNAR) | Model 3 (y = Audit Fees) | ||||||
---|---|---|---|---|---|---|---|---|---|
Synthetic | Extended | Pooled | Synthetic | Extended | Pooled | Synthetic | Extended | Pooled | |
Chi2 | 2.8 × 1032 | 34,923.930 | 408.74 | 5.2 × 1032 | 1.8 × 1032 | 25.560 | 2.3 × 1033 | 2.8 × 1031 | 25.590 |
Prob > chi2 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
TEST | Model 1 (y = QLAR) | Model 2 (y = QNAR) | Model 3 (y = Audit Fees) | ||||||
---|---|---|---|---|---|---|---|---|---|
Synthetic | Extended | Pooled | Synthetic | Extended | Pooled | Synthetic | Extended | Pooled | |
chi2 | 653.962 | 2699.187 | 0.000 | 226.391 | 1502.766 | 80.619 | 761.327 | 0.000 | 788.058 |
Pr | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
TEST | Model 1 (y = QLAR) | Model 2 (y = QNAR) | Model 3 (y = Audit Fees) | ||||||
---|---|---|---|---|---|---|---|---|---|
Synthetic | Extended | Pooled | Synthetic | Extended | Pooled | Synthetic | Extended | Pooled | |
Pr(Skewness) | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
Pr(Kurtosis) | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
Prob > chi2 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
TEST | Model 1 (y = QLAR) | Model 2 (y = QNAR) | Model 3 (y = Audit Fees) | ||||||
---|---|---|---|---|---|---|---|---|---|
Synthetic | Extended | Pooled | Synthetic | Extended | Pooled | Synthetic | Extended | Pooled | |
F | 216.027 | 176.145 | 216.027 | 22.793 | 22.272 | 216.027 | 23.081 | 22.967 | 23.070 |
Prob > F | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
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Research Variable | Relational Capital (RC Disclosure) | Human Capital (HC Disclosure) | Structural Capital (SC Disclosure) |
---|---|---|---|
Items in the research variable | 1. Brand value | 1. Average age | 1. Cost of innovations |
2. Customer satisfaction | 2. Average training hours | 2. Lost time for injury rate | |
3. Customer satisfaction transparency | 3. Employee satisfaction | 3. Total employee injury rate | |
4. Consumer complaints | 4. Employee productivity | 4. Total accidents | |
5. Shareholder loyalty | 5. Internal promotion | 5. Six Sigma and Quality Management Systems | |
6. Management training | |||
7. Turnover of employees | |||
8. Training cost total | |||
9. Training hours total | |||
10. Women managers |
Variable | Min | Max | Mean | Standard Deviation | Obs. |
---|---|---|---|---|---|
ICD | 0.000 | 18.000 | 7.621 | 2.921 | 1528 |
RC disclosure | 0.000 | 5.000 | 2.086 | 0.871 | 1528 |
SC disclosure | 0.000 | 5.000 | 2.008 | 0.802 | 1528 |
HC disclosure | 0.000 | 10.000 | 3.527 | 1.732 | 1528 |
Qualitative Audit Risk | 9.000 | 358.000 | 278.398 | 38.386 | 1431 |
Quantitative Audit Risk | 9.227 | 57.003 | 27.697 | 7.132 | 1528 |
Accruals | 0.000 | 67,692,128.000 | 2,040,207.000 | 5,747,811.000 | 1457 |
Reputation Risk | 1.000 | 4.000 | 2.432 | 0.603 | 1528 |
Audit fees | 24.000 | 13,913,000.000 | 17,499.280 | 380,048.000 | 1472 |
VIF | RC Disclosure | HC Disclosure | SC Disclosure | ICD | Audit Fees | QLAR | Accruals | QNAR | Reputation Risk | |
---|---|---|---|---|---|---|---|---|---|---|
RC disclosure | 1.000 | |||||||||
HC disclosure | 0.522 ** | 1.000 | ||||||||
SC disclosure | 0.577 ** | 0.629 ** | 1.000 | |||||||
ICD | 1.38 | 1.000 | ||||||||
Audit fees | 0.078 ** | 0.146 ** | 0.071 ** | 0.130 ** | 1.000 | |||||
QLAR * | 1.31 | 0.537 ** | 0.413 ** | 0.562 ** | 0.560 ** | 0.069 ** | 1.000 | |||
Accruals | 1.03 | 0.086 ** | 0.209 ** | 0.130 ** | 0.188 ** | 0.144 ** | 0.053 * | 1.000 | ||
QNAR ** | 1.12 | 0.186 ** | 0.320 ** | 0.244 ** | 0.318 ** | 0.411 ** | 0.123 ** | 0.108 ** | 1.000 | |
Reputation Risk | 1.07 | 0.196 ** | 0.132 ** | 0.203 ** | 0.192 ** | −0.085 ** | 0.444 | 0.051 | −0.085 ** | 1.00 |
Mean VIF | 1.18 |
Model 1 (y = Qualitative Audit Risk) Robust Coefficients | Model 2 (y = Quantitative Audit Risk) Robust Coefficients | Model 3 (y = Audit Fees) Robust Coefficients | ||||
---|---|---|---|---|---|---|
Synthetic | Extended | Synthetic | Extended | Synthetic | Extended | |
ICD | 3.955 *** (0.206) | 1.660 *** (0.208) | 0.082 (0.043) | |||
HC disclosure | 0.786 *** (0.194) | 0.658 ** (0.262) | 0.004 (0.038) | |||
SC disclosure | 1.931 *** (0.181) | 0.379 (0.247) | 0.041 (0.031) | |||
RC disclosure | 2.832 *** (0.219) | 1.025 *** (0.292) | 0.072 (0.044) | |||
Reputation risk | 0.676 *** (0.101) | 0.831 *** (0.092) | −0.343 *** (0.125) | −0.360 *** (0.125) | ||
Accruals | 0.239 (0.300) | 0.064 (0.142) | 0.364 ** (0.184) | 0.376 ** (0.183) | 0.433 *** (0.037) | 0.434 *** (0.037) |
Qualitative Audit Risk | −0.017 *** (0.005) | −0.019 *** (0.005) | ||||
Quantitative Audit Risk | 0.009 *** (0.003) | 0.009 *** (0.003) | ||||
Constant | −4.800 *** (2.307) | −2.809 *** (1.8823) | 22.862 *** (2.432) | 22.680 *** (2.422) | 1.721 *** (0.260) | 1.718 *** (0.259) |
R2 (overall) | 0.271 | 0.408 | 0.114 | 0.100 | 0.023 | 0.022 |
F (Wald-Chi2) | 150.930 *** | 1142.730 *** | (78.230) *** | (82.790) *** | 41.640 *** | 28.160 *** |
SE of regression | 3.072 | 3.527 | 4.662 | 4.672 | 0.461 | 0.461 |
Rho | 0.414 | 0.643 | 0.386 | 0.383 | 0.470 | 0.471 |
Hausman test (p-value) | FE 0.000 | RE 0.000 | RE 0.051 | RE 0.080 | FE 0.000 | |
Obs. | 1267 | 1457 | 1371 | 1103 | ||
Groups | 189 | 190 | 189 | 179 |
Panel A: Italian Firms | |||
Model 1 (y = Qualitative Audit Risk) Robust Coefficients | Model 2 (y = Quantitative Audit Risk) Robust Coefficients | Model 3 (y = Audit Fees) Robust Coefficients | |
ICD | 3.634 *** (0.216) | 1.219 *** | 0.285 ** (0.118) |
Reputation risk | 0.479 ** (0.217) | −0.263 (0.350) | |
Accruals | −0.075 (0.425) | −0.453 (0.622) | 0.651 *** (0.199) |
Qualitative Audit Risk | −0.072 *** (0.022) | ||
Quantitative Audit Risk | 0.025 ** (0.012) | ||
Constant | −6.713 (6.178) | 39.492 *** (8.980) | −2.772 (2.954) |
R2 (overall) | 0.561 | 0.134 | 0.173 |
Wald-Chi2 or F | 336.120 *** | 8.140 * | 27.890 *** |
SE of regression (Sigma e) | 3.112 | 5.781 | 0.754 |
Rho | 0.485 | 0.593 | 0.652 |
Hausman test (p-value) | RE | RE | RE |
Obs. | 210 | 195 | 137 |
Groups | 27 | 27 | 24 |
Panel B: UK Firms | |||
Model 1 (y = Qualitative Audit Risk) Robust Coefficients | Model 2 (y = Quantitative Audit Risk) Robust Coefficients | Model 3 (y = Audit Fees) Robust Coefficients | |
ICD | 5.211 *** (0.200) | 1.432 *** (0.249) | 0.058 (0.036) |
Reputation risk | 0.915 *** (0.100) | −0.273 ** (0.128) | |
Accruals | 0.307 ** (0.145) | 0.139 (0.191) | 0.032 (0.028) |
Qualitative Audit Risk | −0.002 (0.004) | ||
Quantitative Audit Risk | |||
Constant | 0.010 *** (0.0032789) | ||
R2 (overall) | −4.727 ** (1.886) | 25.017 *** (2.4882) | 6.868 *** (0.374) |
Wald-Chi2 or F | 0.478 | 0.049 | 0.163 |
SE of regression (Sigma e) | 848.690 *** | 37.600 *** | 17.220 ** |
Rho | 3.5920.441 | 4.3700.306 | 03.5310.391 |
Hausman test (p-value) | RE | RE | RE |
Obs. | 1247 | 1176 | 1148 |
Groups | 163 | 162 | 158 |
© 2016 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC-BY) license (http://creativecommons.org/licenses/by/4.0/).
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Demartini, C.; Trucco, S. Does Intellectual Capital Disclosure Matter for Audit Risk? Evidence from the UK and Italy. Sustainability 2016, 8, 867. https://doi.org/10.3390/su8090867
Demartini C, Trucco S. Does Intellectual Capital Disclosure Matter for Audit Risk? Evidence from the UK and Italy. Sustainability. 2016; 8(9):867. https://doi.org/10.3390/su8090867
Chicago/Turabian StyleDemartini, Chiara, and Sara Trucco. 2016. "Does Intellectual Capital Disclosure Matter for Audit Risk? Evidence from the UK and Italy" Sustainability 8, no. 9: 867. https://doi.org/10.3390/su8090867
APA StyleDemartini, C., & Trucco, S. (2016). Does Intellectual Capital Disclosure Matter for Audit Risk? Evidence from the UK and Italy. Sustainability, 8(9), 867. https://doi.org/10.3390/su8090867