Digital Transformation and Corporate Tax Avoidance: Evidence from Moroccan Listed Firms
Abstract
1. Introduction
2. Theoretical Foundation and Research Hypotheses
2.1. Conceptual Framework
2.1.1. Digital Transformation
2.1.2. Tax Avoidance
2.2. Theoretical Framework
2.2.1. Agency Theory
2.2.2. Signal Theory
- (a)
- Digitalization as a strong governance mechanism
- (b)
- Digitalization as a tool for tax avoidance
2.3. Hypothesis Development
2.3.1. The Positive Effect Hypothesis
2.3.2. The Negative Effect Hypothesis
3. Research Methodology
3.1. Sample Selection and Data Source
3.2. Variable Design
3.2.1. Dependent Variable
3.2.2. Independent Variable
3.2.3. Control Variables
3.3. Model Design
4. Research Results and Discussion
4.1. Descriptive Statistics
4.2. Correlation Matrix
4.3. Baseline Regression
4.4. Robustness Tests
4.4.1. Change in the Dependent Variable
4.4.2. Sample Selection Bias
4.4.3. Endogeneity
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Appendix A
Digitalization Dictionary | Source |
3D printing, AI facial recognition, Augmented reality, Autonomous driving, Automatic production, B2B, B2C, Big data, Billion-level concurrency, Bitcoin, Biometrics, Biometric technology, Blockchain, Brain-like computing, Business decision support, Business intelligence, C2B, C2C, Cloud computing, Cognitive computing, Consensus algorithm, Consensus mechanism, Consortium blockchain, Contactless payment, Converged architecture, Credit reporting, Credit scoring, Cyber-physical systems, Data cleaning, Data collection, Data-driven, Data extraction, Data integration, Data management, Data mining, Data security, Data sharing, Data storage, Data stream, Data visualization, Decentralization, Deep algorithm, Deep learning, Differential privacy technology, Digital currency, Digital finance, Digital innovation, Digital marketing, Digital potential, Digital products, Digital services, Digital terminal, Digital tracking, Distributed computing, Distributed database, Distributed file system, Distributed storage, Distributed system, E-commerce, EB-level storage, Encryption algorithm, Exabyte-scale storage, Facial recognition, Financial technology, Fintech, Flexible production, Fusion architecture, Graph computing, Green computing, Group services, Heterogeneous data, High competition, Human–computer interaction, Identity verification, Image analysis, Image understanding, In-memory computing, Industrial interconnection, Industrial Internet, Industry 4.0, Information platform, Information system, Information-physical system, Intelligent agriculture, Intelligent animal husbandry, Intelligent cultural tourism, Intelligent customer service, Intelligent data analysis, Intelligent environmental protection, Intelligent investment advisory, Intelligent logistics, Intelligent manufacturing, Intelligent marketing, Intelligent robots, Intelligent warehousing, Internet connection, Internet finance, Internet healthcare, Internet of Things, Live streaming, Machine learning, Memory computing, Mini program, Mixed reality, Mobile application, Mobile Internet, Mobile payment, Multi-party secure computing, Natural language processing, Network channel, Neural networks, NFC payment, Numerical control, O2O (Online-to-Offline), OA system, Official account, Online and offline sales, Online banking, Online marketplace, Online payment, Online sales, Open banking, Payment systems, Personalization, Private domain, Quantitative finance, Robotics, Semantic search, Sensors, Server network, Smart agriculture, Smart clothing, Smart contracts, Smart customer service, Smart energy, Smart environmental protection, Smart financial contracts, Smart grid, Smart healthcare, Smart home, Smart investment advisory, Smart marketing, Smart transportation, Smart travel, Smart wearables, Social media, Social network, Speech recognition, Stream computing, Text analysis, Text mining, Third-party payment, Traffic, Unmanned retail, Virtual machine, Virtual products, Virtual reality, Virtualization, Visualization, Voice recognition. | Mu et al. (2025), Cen and Lin (2025), E. X. Liu and Dang (2025) |
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Screening Step | Firms |
---|---|
Total listed firms | 77 |
Excluded: Financial companies (insurance, banks, and financial services) | 16 |
Excluded: Companies not consistently listed | 2 |
Excluded: Companies liquidated or radiated | 3 |
Valid sample left for analysis | 56 |
Sector | Firms | Percentage |
---|---|---|
Industry | 29 | 51.78% |
Trade | 10 | 17.85% |
Service | 17 | 30.37% |
Total | 56 | 100% |
Category | Variable | Symbol | Formula | Source |
---|---|---|---|---|
Dependent variable | Book-tax differences | BTD | (Accounting profit before tax − taxable income)/total assets | Desai and Dharmapala (2006) |
Independent variable | Digitalization | Dig | The frequency of digitalization-related keywords the in annual report of listed companies | Vial (2019) |
Control variables | Return on assets | ROA | The operating profit/total assets | Dyreng et al. (2008) |
Size | Size | The natural logarithm of the company assets | Richardson and Lanis (2007) | |
Leverage | Lev | Total debt/total assets | Titman and Wessels (1988) | |
Age | Age | The number of years since the foundation of the company | Loderer and Waelchli (2010) | |
Dual | Dual | Dummy variable, where the value is 1 if the chairman of the board is also the general manager, and 0 otherwise | Godard and Schatt (2004) | |
Top1 | Top1 | The proportion of capital owned by the biggest shareholder | Q. Liu et al. (2011) | |
Board Size | BoardSz | The number of directors on the board | Yermack (1996) | |
Independence | Indep | The proportion of independent directors to the total number of board members | McKnight and Weir (2009) |
Variable | Observations | Mean | Median | Std | Min | Max |
---|---|---|---|---|---|---|
BTD | 272 | −0.00474 | −0.0031 | 0.067062 | −0.36594 | 0.2265 |
DIG | 272 | 0.000127 | 0.0000375 | 0.000257 | 0 | 0.00184 |
ROA | 272 | 0.046908 | 0.04155 | 0.0507 | −0.0957 | 0.1821 |
Size | 272 | 21.27587 | 21.30635 | 1.622889 | 17.0243 | 24.9058 |
Lev | 272 | 0.226533 | 0.1983 | 0.175911 | 0 | 0.714 |
Age | 272 | 58.79412 | 50 | 33.23962 | 11 | 190 |
Dual | 272 | 0.507353 | 1 | 0.500867 | 0 | 1 |
Top1 | 272 | 0.504463 | 0.5135 | 0.201468 | 0.09 | 0.94 |
BoardSz | 272 | 9.022059 | 9 | 2.591405 | 4 | 15 |
Indep | 272 | 0.217794 | 0.22 | 0.124589 | 0 | 0.571 |
Variables | VIF |
---|---|
Dig | 1.09 |
ROA | 1.25 |
Size | 1.32 |
Lev | 1.23 |
Age | 1.12 |
Dual | 1.37 |
Top1 | 1.15 |
BoardSz | 1.50 |
Indep | 1.23 |
Variables | Coeff | p Value |
---|---|---|
Dig | −40.8477 ** | 0.021 |
ROA | 0.3014 *** | 0.001 |
Size | 0.0057 ** | 0.041 |
Lev | 0.0112 | 0.661 |
Age | 0.0003 | 0.773 |
Dual | 0.0215 ** | 0.019 |
Top1 | −0.0626 *** | 0.003 |
BoardSz | −0.0003 | 0.863 |
Indep | −0.0802 ** | 0.024 |
Constant | −0.1153 ** | 0.036 |
Year FE | YES | |
Industry FE | YES | |
Observations | 272 | |
R2 | 0.142 |
Variables | Coeff | p Value |
---|---|---|
Dig | −35.6185 ** | 0.038 |
ROA | 0.3019 *** | 0.001 |
Size | 0.0059 ** | 0.034 |
Lev | 0.0042 | 0.864 |
Age | 0.0005 ** | 0.034 |
Dual | 0.0211 ** | 0.022 |
Top1 | −0.0675 *** | 0.001 |
BoardSz | −0.0005 | 0.805 |
Indep | −0.0656 * | 0.060 |
Constant | −0.0932 * | 0.085 |
Year FE | YES | |
Industry FE | YES | |
Observations | 272 | |
R2 | 0.126 |
Variables | Coeff | p Value |
---|---|---|
Dig | −0.0213 ** | 0.012 |
ROA | 0.3543 *** | 0.000 |
Size | 0.0024 | 0.447 |
Lev | 0.0576 ** | 0.038 |
Age | 0.0008 | 0.520 |
Dual | 0.0296 *** | 0.002 |
Top1 | −0.1042 *** | 0.000 |
BoardSz | −0.0017 | 0.412 |
Indep | −0.1415 *** | 0.000 |
Year FE | YES | |
Industry FE | YES | |
Observations | 272 | |
R2 | 0.208 |
Variables | First Stage | Second Stage |
---|---|---|
DIG | BTD | |
DIG | −52.083 ** | |
IV1 | −0.8678 * | |
IV2 | 1.11 × 106 * | |
ROA | −0.0001 | 0.2473 ** |
Size | 0.000006 | 0.0023 |
Lev | −0.0002 ** | 0.0095 |
Age | 0.0000003 | 0.0006 |
Dual | 0.00004 *** | 0.0207 |
Top1 | −0.00005 | −0.0987 ** |
BoardSz | 0.000008 | 0.00004 |
Indep | −0.000009 | −0.0999 * |
Year FE | YES | YES |
Industry FE | YES | YES |
Observations | 237 | 237 |
R2 | 0.76 | 0.17 |
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Azenzoul, A.; Mahouat, N.; Mokhlis, K.; Moussaid, A. Digital Transformation and Corporate Tax Avoidance: Evidence from Moroccan Listed Firms. J. Risk Financial Manag. 2025, 18, 575. https://doi.org/10.3390/jrfm18100575
Azenzoul A, Mahouat N, Mokhlis K, Moussaid A. Digital Transformation and Corporate Tax Avoidance: Evidence from Moroccan Listed Firms. Journal of Risk and Financial Management. 2025; 18(10):575. https://doi.org/10.3390/jrfm18100575
Chicago/Turabian StyleAzenzoul, Anas, Nacer Mahouat, Khalil Mokhlis, and Abdellatif Moussaid. 2025. "Digital Transformation and Corporate Tax Avoidance: Evidence from Moroccan Listed Firms" Journal of Risk and Financial Management 18, no. 10: 575. https://doi.org/10.3390/jrfm18100575
APA StyleAzenzoul, A., Mahouat, N., Mokhlis, K., & Moussaid, A. (2025). Digital Transformation and Corporate Tax Avoidance: Evidence from Moroccan Listed Firms. Journal of Risk and Financial Management, 18(10), 575. https://doi.org/10.3390/jrfm18100575