The Effects of Digital Transformation, IT Innovation, and Sustainability Strategies on Firms’ Performances: An Empirical Study
Abstract
:1. Introduction
2. Theoretical Background
2.1. Digital Transformation and Business Model
2.2. DT and Innovation
2.3. Digital Transformation and Sustainability
3. Methodology and Data
3.1. Sample
3.2. Variables
3.2.1. Dependent Variable
3.2.2. Independent Variables
3.2.3. Control Variables
3.3. Model OLS Regression
4. Results
4.1. Correlation Matrix
4.2. Benchmark Regression Results
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Country | Freq. | Percent % |
---|---|---|
USA | 588 | 38.94% |
Japan | 292 | 19.34% |
UK | 88 | 5.83% |
Canada | 85 | 5.63% |
France | 77 | 5.10% |
Southern | 66 | 4.37% |
Germany | 56 | 3.71% |
Hong Kong | 41 | 2.72% |
Switzerland | 34 | 2.25% |
Sweden | 28 | 1.85% |
Italy | 20 | 1.32% |
Netherlands | 20 | 1.32% |
Singapore | 20 | 1.32% |
Spain | 20 | 1.32% |
Denmark | 16 | 1.06% |
Israel | 11 | 0.73% |
Belgium | 10 | 0.66% |
Finland | 10 | 0.66% |
Norway | 9 | 0.60% |
New Ze | 7 | 0.46% |
Austria | 6 | 0.40% |
Ireland | 3 | 0.20% |
Portugal | 3 | 0.20% |
Total | 1510 | 100% |
Variables | Obs. | Mean | Std. Dev. | Min | Max |
---|---|---|---|---|---|
Years | 16,610 | 2018 | 3.162 | 2013 | 2023 |
Firm Performance | 15,244 | 1.927 | 5.055 | 0.318 | 539.134 |
DT | 15,214 | 3.759 | 0.628 | 1 | 5 |
Firms age | 16,610 | 63.649 | 51.502 | 0 | 365 |
IT Innovation | 15,683 | 0.177 | 0.209 | 0 | 0.923 |
ESG | 14,052 | 33.538 | 15.49 | 1.653 | 80.579 |
Ln Total Assets | 15,796 | 9.149 | 2.06 | −7.381 | 15.09 |
ROI | 15,609 | 3.145 | 204.049 | −25,394.549 | 95.342 |
Leverage | 15,297 | 5.415 | 21.991 | 1.009 | 1601.25 |
Variables | (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) |
---|---|---|---|---|---|---|---|---|
(1) Firm Performance | 1.000 | |||||||
(2) DT | 0.079 | 1.000 | ||||||
(3) Firms age | −0.140 | −0.129 | 1.000 | |||||
(4) IT Innovation | 0.097 | 0.133 | −0.052 | 1.000 | ||||
(5) ESG | −0.182 | −0.112 | 0.240 | −0.044 | 1.000 | |||
(6) Ln Total Assets | −0.297 | 0.044 | 0.157 | −0.000 | 0.335 | 1.000 | ||
(7) ROI | 0.397 | 0.072 | −0.018 | 0.096 | −0.052 | −0.151 | 1.000 | |
(8) Leverage | −0.029 | −0.010 | 0.020 | −0.046 | 0.016 | 0.127 | −0.084 | 1.000 |
Firm Performance | β Coef. | St. Err. | t-Value | p-Value | [95% Conf | Interval] | Sig |
---|---|---|---|---|---|---|---|
IT Innovation | 0.333 | 0.055 | 6.07 | 0 | 0.225 | 0.44 | *** |
ESG | −0.01 | 0.001 | −12.63 | 0 | −0.012 | −0.009 | *** |
DT | 0.093 | 0.018 | 5.09 | 0 | 0.057 | 0.129 | *** |
Firms Age | −0.002 | 0 | −9.53 | 0 | −0.003 | −0.002 | *** |
Ln Total Assets | −0.185 | 0.007 | −27.65 | 0 | −0.198 | −0.172 | *** |
ROI | 0.072 | 0.002 | 45.70 | 0 | 0.068 | 0.075 | *** |
Leverage | 0.002 | 0 | 4.54 | 0 | 0.001 | 0.003 | *** |
Constant | 3.196 | 0.09 | 35.35 | 0 | 3.019 | 3.373 | *** |
Mean dependent var | 1.845 | SD dependent var | 1.489 | ||||
R-squared | 0.249 | Several obs. | 13,494 | ||||
F-test | 558.418 | Prob > F | 0.000 | ||||
Akaike crit. (AIC) | 44,989.680 | Bayesian crit. (BIC) | 45,057.270 |
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Billi, A.; Bernardo, A. The Effects of Digital Transformation, IT Innovation, and Sustainability Strategies on Firms’ Performances: An Empirical Study. Sustainability 2025, 17, 823. https://doi.org/10.3390/su17030823
Billi A, Bernardo A. The Effects of Digital Transformation, IT Innovation, and Sustainability Strategies on Firms’ Performances: An Empirical Study. Sustainability. 2025; 17(3):823. https://doi.org/10.3390/su17030823
Chicago/Turabian StyleBilli, Andrea, and Alessandro Bernardo. 2025. "The Effects of Digital Transformation, IT Innovation, and Sustainability Strategies on Firms’ Performances: An Empirical Study" Sustainability 17, no. 3: 823. https://doi.org/10.3390/su17030823
APA StyleBilli, A., & Bernardo, A. (2025). The Effects of Digital Transformation, IT Innovation, and Sustainability Strategies on Firms’ Performances: An Empirical Study. Sustainability, 17(3), 823. https://doi.org/10.3390/su17030823