Building Micro-Foundations for Digital Transformation: A Moderated Mediation Model of the Interplay between Digital Literacy and Digital Transformation
Abstract
:1. Introduction
2. Theoretical Background and Hypotheses Development
2.1. Underpinning Theory
2.2. Digital Literacy
2.3. Digital Transformation
2.4. Digital Literacy and Digital Transformation
2.5. Digital Literacy and Digital Readiness
2.6. DGR and Digital Transformation
2.7. Digital Readiness as a Mediator
2.8. TMT Behavioral Integration as a Moderator
3. Methodology
3.1. Study Site and Data Collection Procedure
3.2. Measurement of Constructs
3.3. Common Method Bias Assessment
4. Data Analysis
4.1. Measurement Model Assessment
4.2. Structural Model Assessment
4.3. Strength of the Moderating Effect
5. Discussion
6. Conclusions
6.1. Theoretical Contribution
6.2. Practical Implications
6.3. Limitations and Future Direction
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Appendix A
Codes | Items |
---|---|
Digital Readiness (DGR) | |
At work | |
DGR1 | I have access to a range of new technologies like cloud, mobile, social media, and big data analytics available to facilitate innovations. |
DGR2 | Our information technology infrastructure is stable, up-to-date, and reliable to facilitate innovations. |
DGR3 | The enterprise system/s is stable, up-to-date, and reliable. |
DGR4 | I have management based on digital technologies to communicate and collaborate with colleagues or customers in my daily work. |
Digital Literacy (DL) | |
Information literacy (INL) | |
I am confident in | |
INL1 | …browsing, searching and filtering data, information, and digital content. |
INL2 | …evaluating data, information, and digital content. |
INL3 | …managing data, information, and digital content. |
Interaction and collaboration (IAC) | |
I can | |
IAC1 | …interact through digital technologies. |
IAC2 | …share through digital technologies. |
IAC3 | …engage in citizenship through digital technologies. |
IAC4 | …collaborate through digital technologies. |
Digital content creation (DCC) | |
I can | |
DCC1 | …develop digital content. |
DCC2 | …integrate and re-elaborate digital content. |
DCC3 | …respect copyright and licenses. |
Safety (SFT) | |
I am aware of | |
SFT1 | …protecting devices. |
SFT2 | …protecting personal data and privacy. |
SFT3 | …protecting health and well-being. |
SFT4 | …protecting the environment. |
Problem solving (PRS) | |
I am able to | |
PRS1 | …solve technical problems. |
PRS2 | …identify needs and technological responses. |
PRS3 | …creatively use digital technologies. |
PRS4 | …identify digital competence gaps. |
TMT Behavioral Integration (TBI) | |
The extent to which TMT members . . . | |
TBI1 | Let each other know when their actions affect another team member’s work. |
TBI2 | Have a clear understanding of the job problems and needs of other team members. |
TBI3 | Discuss their expectations of each other. |
TBI4 | Volunteer to help some team members, who are busy, to manage their workload. |
TBI5 | Are flexible about switching responsibilities to make things easier for each other. |
TBI6 | Are willing to help each other complete jobs and meet deadlines. |
TBI7 | Are effective in developing high-quality ideas. |
TBI8 | Are effective in generating high-quality solutions. |
TBI9 | Are effective in making decisions that require high levels of creativity and innovativeness. |
Digital Transformation (DGT) | |
In my organization | |
DGT1 | We aim to digitalize everything that can be digitalized. |
DGT2 | We collect large amounts of data from different sources. |
DGT3 | We aim to create stronger networking between the different business processes with digital technologies. |
DGT4 | We aim to enhance an efficient customer interface with digitality. |
DGT5 | We aim at achieving information exchange with digitality. |
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Characteristics | Number | % | |
---|---|---|---|
Gender | Male | 149 | 63.4% |
Female | 86 | 36.6% | |
Education | High school/diploma | 16 | 6.8% |
Bachelor’s degree | 149 | 63.4% | |
Master’s degree | 41 | 17.4% | |
Doctorate degree | 29 | 12.3% | |
Firm size | Less than 250 employees | 59 | 25.1% |
251–500 | 57 | 24.3% | |
501–1000 | 62 | 26.4% | |
1001–5000 | 32 | 13.6% | |
More than 5001 | 25 | 10.6% | |
Firm age | Less than 5 years | 9 | 3.8% |
5–10 | 94 | 40.0% | |
11–30 | 65 | 27.7% | |
31–50 | 41 | 17.4% | |
More than 51 | 26 | 11.1% | |
Business type | Apparel, leather, and textile | 20 | 8.5% |
Plastics, pharmaceutical, and chemicals | 13 | 5.5% | |
Machinery, electrical equipment, and consumer electronics | 77 | 32.8% | |
Food and beverages products | 21 | 8.9% | |
Media, telecommunication, and transportation | 8 | 3.4% | |
Wholesale and retail | 20 | 8.5% | |
Health and social services | 18 | 7.7% | |
Construction and real estate | 14 | 6.0% | |
Information systems and technology services | 21 | 8.9% | |
Financial services | 9 | 3.8% | |
Other | 14 | 6.0% | |
Total | 235 | 100% |
Items | FL | VIF | AVE | CR | α | ID |
---|---|---|---|---|---|---|
Digital Readiness (DGR) | 0.885 | 0.968 | 0.956 | |||
DGR1 | 0.901 | 2.527 | Retained | |||
DGR2 | 0.957 | 2.713 | Retained | |||
DGR3 | 0.952 | 2.507 | Retained | |||
DGR4 | 0.952 | 2.285 | Retained | |||
Digital Literacy (DL) | 0.548 | 0.950 | 0.944 | |||
Information literacy (INL) | 0.882 | 0.957 | 0.933 | |||
INL1 | 0.925 | 2.439 | Retained | |||
INL2 | 0.940 | 2.845 | Retained | |||
INL3 | 0.953 | 2.667 | Retained | |||
Interaction and collaboration (IAC) | 0.796 | 0.940 | 0.914 | |||
IAC1 | 0.887 | 2.767 | Retained | |||
IAC2 | 0.896 | 2.932 | Retained | |||
IAC3 | 0.867 | 2.585 | Retained | |||
IAC4 | 0.918 | 2.877 | Retained | |||
Digital content creation (DCC) | 0.723 | 0.886 | 0.806 | |||
DCC1 | 0.773 | 1.362 | Retained | |||
DCC2 | 0.893 | 2.619 | Retained | |||
DCC3 | 0.880 | 2.542 | Retained | |||
Safety (SFT) | 0.844 | 0.956 | 0.938 | |||
SFT1 | 0.900 | 2.760 | Retained | |||
SFT2 | 0.935 | 2.642 | Retained | |||
SFT3 | 0.940 | 2.005 | Retained | |||
SFT4 | 0.899 | 2.589 | Retained | |||
Problem solving (PRS) | 0.825 | 0.950 | 0.929 | |||
PRS1 | 0.919 | 2.860 | Retained | |||
PRS2 | 0.888 | 2.212 | Retained | |||
PRS3 | 0.921 | 2.428 | Retained | |||
PRS4 | 0.905 | 2.457 | Retained | |||
TMT Behavioral Integration (TBI) | 0.673 | 0.942 | 0.930 | |||
TBI1 | 0.862 | 2.525 | Retained | |||
TBI2 | 0.760 | 2.054 | Retained | |||
TBI3 | 0.919 | 2.003 | Retained | |||
TBI4 | 0.819 | 2.952 | Retained | |||
TBI5 | 0.774 | 2.229 | Retained | |||
TBI6 | 0.705 | 1.859 | Retained | |||
TBI7 | - | - | Deleted | |||
TBI8 | 0.850 | 2.621 | Retained | |||
TBI9 | 0.853 | 2.700 | Retained | |||
Digital Transformation (DGT) | 0.774 | 0.932 | 0.902 | |||
DGT1 | 0.880 | 2.041 | Retained | |||
DGT2 | 0.854 | 2.215 | Retained | |||
DGT3 | 0.906 | 1.494 | Retained | |||
DGT4 | 0.878 | 2.476 | Retained | |||
DGT5 | - | - | Deleted |
DCC | DGR | DGT | IAC | INL | PRS | SFT | TBI | |
---|---|---|---|---|---|---|---|---|
DCC | 0.850 a | 0.722 b | 0.787 | 0.542 | 0.639 | 0.495 | 0.595 | 0.650 |
DGR | 0.633 c | 0.941 | 0.793 | 0.670 | 0.807 | 0.733 | 0.726 | 0.827 |
DGT | 0.671 | 0.738 | 0.880 | 0.786 | 0.666 | 0.631 | 0.682 | 0.716 |
IAC | 0.465 | 0.628 | 0.715 | 0.892 | 0.529 | 0.629 | 0.700 | 0.613 |
INL | 0.555 | 0.764 | 0.614 | 0.493 | 0.939 | 0.707 | 0.759 | 0.690 |
PRS | 0.428 | 0.691 | 0.578 | 0.581 | 0.661 | 0.908 | 0.708 | 0.813 |
SFT | 0.519 | 0.688 | 0.629 | 0.650 | 0.711 | 0.662 | 0.919 | 0.739 |
TBI | 0.561 | 0.784 | 0.663 | 0.574 | 0.729 | 0.766 | 0.790 | 0.820 |
Direct Effect | Standardized Coefficients | Standard Errors | t-Values | p-Values | Confidence Intervals | Decision | |
---|---|---|---|---|---|---|---|
2.5% | 97.5% | ||||||
Direct effect | |||||||
H1: DL → DGR | 0.608 | 0.079 | 7.662 | 0.000 | 0.444 | 0.766 | Supported |
H2: DL → DGT | 0.630 | 0.094 | 6.706 | 0.000 | 0.410 | 0.800 | Supported |
H3: DGR → DGT | 0.266 | 0.081 | 3.265 | 0.001 | 0.176 | 0.499 | Supported |
Indirect effect | |||||||
H4: DL → DGR → DGT | 0.162 | 0.056 | 2.907 | 0.004 | 0.098 | 0.334 | Supported |
Interaction effect | |||||||
H5: DL × TBI → DGR | 0.079 | 0.033 | 2.396 | 0.017 | 0.019 | 0.149 | Supported |
H6: DL × TBI → DGT | −0.108 | 0.032 | 3.373 | 0.001 | −0.166 | −0.040 | Not supported |
Controls | |||||||
Education → DGT | 0.044 | 0.036 | 1.229 | 0.219 | |||
Business type → DGT | 0.001 | 0.041 | 0.013 | 0.990 | |||
Firm size → DGT | 0.033 | 0.032 | 1.049 | 0.249 |
Interaction Effect | R2 | F2 | Effect Size | |
---|---|---|---|---|
R2 with the Moderator | R2 without the Moderator | |||
DL × TBI → DGR | 0.713 | 0.687 | 0.090 | Weak |
DL × TBI → DGT | 0.654 | 0.639 | 0.043 | Weak |
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Ben Ghrbeia, S.; Alzubi, A. Building Micro-Foundations for Digital Transformation: A Moderated Mediation Model of the Interplay between Digital Literacy and Digital Transformation. Sustainability 2024, 16, 3749. https://doi.org/10.3390/su16093749
Ben Ghrbeia S, Alzubi A. Building Micro-Foundations for Digital Transformation: A Moderated Mediation Model of the Interplay between Digital Literacy and Digital Transformation. Sustainability. 2024; 16(9):3749. https://doi.org/10.3390/su16093749
Chicago/Turabian StyleBen Ghrbeia, Suliman, and Ahmad Alzubi. 2024. "Building Micro-Foundations for Digital Transformation: A Moderated Mediation Model of the Interplay between Digital Literacy and Digital Transformation" Sustainability 16, no. 9: 3749. https://doi.org/10.3390/su16093749
APA StyleBen Ghrbeia, S., & Alzubi, A. (2024). Building Micro-Foundations for Digital Transformation: A Moderated Mediation Model of the Interplay between Digital Literacy and Digital Transformation. Sustainability, 16(9), 3749. https://doi.org/10.3390/su16093749