Submitted:
03 May 2026
Posted:
05 May 2026
You are already at the latest version
Abstract
Keywords:
1. Introduction
2. Related Literature and Hypothesis Development
2.1. Digital Marketing Strategies
2.2. Marketing Infrastructure
2.3. Digital Transformation
2.4. Marketing Performance
2.5. Theoretical Framework and Hypothesis Development
3. Research Methodology
4. Data Analysis
4.1. Demographic Profile of Respondents
4.2. Validity and Reliability
Constructs Validity Test
4.3. Structural Model
| Hypothesised Relationships |
Path coefficient |
Standard Error |
t-value | Result |
| Direct effects | ||||
| H1+ MAIN → DMAS | 0.285 | 0.022 | 3.457*** | Supported |
| H2+ MAIN → DTRA | 0.239 | 0.041 | 4.149*** | Supported |
| H3+ DMAS → DTRA | 0.220 | 0.012 | 3.199*** | Supported |
| H4+ DTRA → MPERF | 0.195 | 0.033 | 5.396*** | Supported |
| H5+ MAIN → DTRA → MPERF | 0.186 | 0.042 | 3.586*** | Supported |
| H6+ DMAS → DTRA → MPERF | 0.198 | 0.036 | 4.632*** | Supported |
| Note: Significant level is denoted as *** p<0.001 | ||||
5. Discussions, Conclusion and Recommendations
5.1. Discussions of Findings
Implications
5.2. Conclusion
5.3. Recommendations
5.4. Limitations of the Study
Author Contributions
Funding
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Ethical consideration
References
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| Indictors | Items | Factor Loading | t-value |
|---|---|---|---|
| DMAS: | Digital marketing strategies: a=.789, CR=.744, AVE =.574 | ||
| DMAS1 | My company uses email to follow up customers regularly. | .777 | 19.445 |
| DMAS2 | My company uses social media to engage customers regularly. | .755 | 17.561 |
| DMAS3 | My company uses SEO to enhance search visibility and traffics to its website. | .773 | 13.962 |
| DMAS4 | My company distributes valuable and relevant contents to attract and retain customers. | .585 | 6.615 |
| MAIN: | Marketing infrastructure: a=.730, CR=.758, AVE =.552 | ||
| MAIN1 | My company has invested in training and development of marketing staff. | .865 | 6.772 |
| MAIN2 | My company has invested in ICT in areas of cloud computing, AI, data analytics tools and digital marketing platforms. | .764 | 12.765 |
| MAIN3 | My company has efficient distribution channels. | .727 | 9.728 |
| MAIN4 | My company has reliable internet connectivity. | .652 | 15.726 |
| DTRA: | Digital transformation: a=.878, CR=.815, AVE =.613 | ||
| DTRA1 | My company has encoded its analogue information into digital format. | .516 | 6.028 |
| DTRA2 | My company has adopted digital technologies to improve existing business processes. | .562 | 2.608 |
| DTRA3 | My company has developed a new business model based on digital technologies. | .675 | 10.685 |
| DTRA4 | My company has changed its organisational processes. | .611 | 7.234 |
| MPERF: | Marketing performance: a=.846, CR=.793, AVE =.589 | ||
| MPERF1 | Awareness of my company and its products has increased. | .706 | 2.228 |
| MPERF2 | My company has increased customer engagement. | .730 | 2.662 |
| MPERF3 | My company has increased customer acquisitions. | .667 | 11.608 |
| MPERF4 | My company has increased customer satisfaction and retention. | .743 | 16.118 |
| MAIN | DMAS | DTRA | MPERF | |
|---|---|---|---|---|
| MAIN | 0.758 | |||
| DMAS | 0.232 | 0.743 | ||
| DTRA | .0463 | .0930 | 0.783 | |
| MPERF | 0.364 | 0.210 | 0.156 | 0.767 |
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