Does Earning Management Matter for the Tax Avoidance and Investment Efficiency Nexus? Evidence from an Emerging Market
Abstract
1. Introduction
2. Theoretical Background and Literature Review
2.1. Theoretical Background
2.2. Previous Literature
2.2.1. Tax Avoidance and Investment Efficiency
2.2.2. Earnings Management and Investment Efficiency
2.2.3. Earnings Management and Tax Avoidance
3. Methodology and Research Design
3.1. Sample Selection and Data Sources
- Companies are required to present their financial statements in Egyptian pounds.
- Financial institutions and banks are excluded due to their distinct accounting and regulatory standards.
- To ensure data availability, firms must have been actively traded one year prior to the study period (i.e., in 2016).
- Companies with missing data for the variables being investigated were excluded.
3.2. Research Design
3.2.1. Independent Variables
Tax Avoidance
3.2.2. Dependent Variable
Investment Efficiency
3.2.3. Moderator Variable
Earnings Management
3.2.4. Control Variables
3.3. Research Models
4. Results and Discussion
4.1. Descriptive Statistics
4.2. Additional Analysis
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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| Initial Population | 100 |
|---|---|
| Financial banks and institutions | (24) |
| Companies reporting their financial statements in foreign currencies | (2) |
| Companies listed after 2016 | (14) |
| Companies with missing data | (2) |
| Total | 58 |
| Variables | Name | Measurement | Papers |
|---|---|---|---|
| Independent | Tax avoidance | Tax expense/EBT | Taylor & Richardson (2012), Asiri et al. (2020), Abbasi et al. (2024), Salah (2024) |
| Dependent variable | Investment efficiency | Residual of the investment equation | Richardson (2006), Biddle et al. (2009), Sharaf (2019), Asiri et al. (2020) |
| Moderator variable | Earnings management (discretionary accruals) | Residual of the modified Jones model equation | Dechow (1995), Sharaf (2019), Salah (2024), Marques et al. (2011) |
| Control variables | Sizeit | Natural logarithm of total assets | Biddle et al. (2009), Macchioni et al. (2024), Sharaf (2019), Salah (2024) |
| Control variables | ROAit | Net income/total lagged assets | Macchioni et al. (2024), Salah (2024) |
| Control variables | Leverageit | Total liabilities/total assets | Richardson (2006), Sharaf (2019), Eissa et al. (2025) |
| Control variables | Ageit | The natural logarithm of firm age since listing | Biddle et al. (2009), Macchioni et al. (2024), Salah (2024) |
| Control variables | Opcycleit | The natural logarithm of operating cycle calculated by the following formula: ln{(average accounts receivables/sales) × 365 + (average inventory/cost of goods sold) × 365}. | F. Chen et al. (2011), Biddle et al. (2009), Asiri et al. (2020), Menshawy et al. (2023) |
| Control variables | tangit | Tangibility measured by the ratio of property, plant, and equipment to total assets | F. Chen et al. (2011), Biddle et al. (2009), Eissa et al. (2025), Menshawy et al. (2023), Asiri et al. (2020) |
| Control variables | Slackit | The ratio of cash to PPE. | Biddle et al. (2009), Asiri et al. (2020), Menshawy et al. (2023) |
| Control variables | Operating cash flow divided by sales | F. Chen et al. (2011), Biddle et al. (2009), Asiri et al. (2020) | |
| Parameters | , , , , | Coefficients of the equations |
| Variable | Obs | Mean | Std. Dev. | Min | Max |
|---|---|---|---|---|---|
| IE | 464 | 0 | 0.175 | −1.725 | 1.593 |
| BTD | 464 | 0.014 | 0.201 | −1.677 | 3.125 |
| ETR | 464 | 0.205 | 0.278 | −2.14 | 2.501 |
| CETR | 464 | 0.337 | 1.174 | −1.71 | 10.137 |
| EM MJM | 464 | 0.122 | 0.26 | 0.001 | 4.475 |
| EM Kothari | 464 | 0.117 | 0.259 | 0 | 4.503 |
| CFOsales | 464 | 0.169 | 0.808 | −11.381 | 6.768 |
| slack | 464 | 11.382 | 133.139 | 0.001 | 2837.674 |
| tangibility | 464 | 0.222 | 0.213 | 0 | 1 |
| Opcycle | 464 | 3.103 | 0.087 | 2.813 | 3.332 |
| Leverage | 464 | 0.566 | 0.506 | 0.045 | 7.939 |
| Size | 464 | 21.772 | 1.851 | 16.59 | 26.6 |
| Age | 464 | 2.92 | 0.561 | 0.693 | 3.664 |
| ROA | 464 | 0.114 | 0.179 | −0.782 | 1.58 |
| Variables | (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | (11) | (12) | (13) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| (1) IE | 1.000 | ||||||||||||
| (2) EM MJM | −0.089 ** | 1.000 | |||||||||||
| (3) EM Kothari | −0.085 ** | 0.980 *** | 1.000 | ||||||||||
| (4) BTD | −0.041 ** | −0.025 | −0.028 | 1.000 | |||||||||
| (5) ETR | 0.010 ** | −0.018 | −0.017 | −0.044 | 1.000 | ||||||||
| (6) CETR | 0.038 ** | −0.011 | −0.003 | −0.007 | −0.017 | 1.000 | |||||||
| (7) ROA | −0.061 ** | 0.139 ** | 0.169 ** | 0.317 ** | 0.018 | 0.050 | 1.000 | ||||||
| (8) age | −0.015 | 0.015 | 0.016 | 0.010 | −0.103 ** | 0.039 | −0.024 | 1.000 | |||||
| (9) size | 0.005 | −0.060 | −0.044 | 0.006 | 0.089 ** | −0.254 ** | 0.119 ** | −0.197 ** | 1.000 | ||||
| (10) leverage | 0.031 ** | 0.014 | 0.005 | −0.126 ** | −0.003 | 0.007 | −0.217 ** | 0.037 | −0.006 | 1.000 | |||
| (11) op cycle | 0.009 | −0.049 | −0.036 | −0.033 | 0.085 ** | −0.269 *** | 0.062 | −0.178 *** | 0.967 *** | 0.242 *** | 1.000 | ||
| (12) tang | −0.036 | −0.032 | −0.045 | −0.068 | 0.013 | −0.019 | −0.153 *** | −0.208 *** | −0.136 ** | −0.033 | −0.143 *** | 1.000 | |
| (13) slack | 0.022 ** | −0.010 | −0.001 | −0.003 | 0.003 | −0.006 | 0.046 | 0.036 | −0.047 | −0.032 | −0.052 | −0.085 ** | 1.000 |
| (14) CFO sales | −0.031 | 0.038 | 0.031 | 0.045 | 0.065 | 0.033 | 0.085 * | 0.008 | 0.061 | −0.003 | 0.057 | −0.028 | 0.064 |
| Model | F Statistic | p-Value | Decision | Preferred Model |
|---|---|---|---|---|
| Pooled OLS vs. Fixed Effects | 5.82 | 0.0001 | Reject H0 | Fixed Effects |
| Test Statistic | Chi-Square | p-Value | Decision |
|---|---|---|---|
| Hausman | 16.27 | 0.011 | Fixed effects preferred |
| Variable | Model 1 BTD | Model 2 ETR | Model 3 CETR |
|---|---|---|---|
| Tax avoidance | −0.082 ** | 0.067 *** | 0.042 ** |
| ROA | 0.094 ** | 0.081 ** | 0.095 ** |
| Age | −0.007 | −0.014 | −0.017 |
| Size | 0.058 | 0.021 | 0.018 |
| Leverage ratio | −0.091 ** | −0.012 | −0.011 |
| Operating cycle | −1.426 | 1.386 ** | 1.218 ** |
| tangibility | 0.019 | 0.211 *** | 0.204 *** |
| slack | 0.00031 *** | 0.00028 ** | 0.00029 ** |
| CFO sales | −0.004 | −0.002 | −0.001 |
| Constant | 3.216 | −1.176 | −1.084 |
| F-test | 22.391 | 8.019 | 7.851 |
| Prob > F | 0.021 | 0 | 0 |
| Overall R-squared | 0.268 | 0.214 | 0.208 |
| R-square adjusted | 0.254 | 0.207 | 0.205 |
| Variable | Model 3 MJM | Model 4 Kothari |
|---|---|---|
| BTD | −0.083 ** | −0.082 *** |
| ETR | 0.094 ** | 0.087 ** |
| CETR | 0.087 ** | 0.083 ** |
| EM | −0.154 ** | −0.142 ** |
| BTD × EM | −0.072 *** | −0.083 ** |
| ETR × EM | −0.053 ** | −0.059 ** |
| CETR × EM | −0.038 ** | −0.044 ** |
| ROA | −0.087 ** | −0.097 ** |
| Age | −0.024 | −0.024 |
| Size | 0.012 | 0.011 |
| Leverage | −0.021 | −0.021 |
| Operating cycle | 0.372 | 0.372 |
| Tangibility | 0.226 *** | 0.229 *** |
| Slack | 0.085 ** | 0.001 ** |
| CFO/sales | −0.003 | −0.003 |
| Constant | −1.145 | −1.145 |
| F-test | 5.992 | 5.562 |
| Prob > F | 0 | 0 |
| Overall R-squared | 0.361 | 0.401 |
| R-square adjusted | 0.352 | 0.387 |
| Moderator | Overinvestment | Underinvestment | ||
|---|---|---|---|---|
| Model 1 MJM | Model 2 Kothari | Model 3 MJM | Model 4 Kothari | |
| Variable | Coefficient | Coefficient | Coefficient | Coefficient |
| BTD | 0.069 *** | 0.075 *** | −0.058 *** | −0.059 *** |
| ETR | 0.038 ** | 0.047 ** | −0.037 *** | −0.041 *** |
| CETR | 0.034 ** | 0.045 ** | −0.029 ** | −0.030 ** |
| EM | 0.050 *** | 0.064 *** | −0.087 *** | −0.081 *** |
| BTD × EM | 0.031 ** | 0.028 ** | −0.044 ** | −0.047 ** |
| ETR × EM | 0.024 ** | 0.022 ** | −0.031 ** | −0.034 ** |
| CETR × EM | 0.018 ** | 0.020 ** | −0.026 ** | −0.029 ** |
| ROA | 0.086 | 0.089 | −0.081 | −0.087 |
| Age | 0.005 | 0.008 | −0.019 | −0.021 |
| Size | −0.041 | −0.034 | 0.053 | 0.033 |
| Leverage | −0.089 | −0.082 | −0.114 ** | −0.122 ** |
| Operating cycle | 0.852 | 0.872 | −0.944 | −0.964 |
| Tangibility | 0.028 | 0.032 | −0.057 | −0.052 |
| slack | 0.00023 ** | 0.00015 ** | −0.00019 ** | −0.00020 ** |
| CFO/sales | 0.002 | 0.001 | −0.007 | −0.008 |
| Constant | −1.306 | −1.302 | 2.721 | 2.721 |
| F-test | 3.56 | 3.66 | 4.15 | 4.19 |
| Prob > F | 0 | 0 | 0 | 0 |
| Overall R-squared | 0.179 | 0.188 | 0.214 | 0.224 |
| R-square adjusted | 0.178 | 0.182 | 0.209 | 0.219 |
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Sharaf, I.H.; El-Moslemany, R.; Elswah, T.; Almutairi, A.; Abdelazim, S.I. Does Earning Management Matter for the Tax Avoidance and Investment Efficiency Nexus? Evidence from an Emerging Market. J. Risk Financial Manag. 2026, 19, 67. https://doi.org/10.3390/jrfm19010067
Sharaf IH, El-Moslemany R, Elswah T, Almutairi A, Abdelazim SI. Does Earning Management Matter for the Tax Avoidance and Investment Efficiency Nexus? Evidence from an Emerging Market. Journal of Risk and Financial Management. 2026; 19(1):67. https://doi.org/10.3390/jrfm19010067
Chicago/Turabian StyleSharaf, Ingi Hassan, Racha El-Moslemany, Tamer Elswah, Abdullah Almutairi, and Samir Ibrahim Abdelazim. 2026. "Does Earning Management Matter for the Tax Avoidance and Investment Efficiency Nexus? Evidence from an Emerging Market" Journal of Risk and Financial Management 19, no. 1: 67. https://doi.org/10.3390/jrfm19010067
APA StyleSharaf, I. H., El-Moslemany, R., Elswah, T., Almutairi, A., & Abdelazim, S. I. (2026). Does Earning Management Matter for the Tax Avoidance and Investment Efficiency Nexus? Evidence from an Emerging Market. Journal of Risk and Financial Management, 19(1), 67. https://doi.org/10.3390/jrfm19010067

