Structural model results for hypothesis testing
| Relationship | Parameter estimate (β) | Standard error | p-value | t-value | Hypothesis testing |
|---|---|---|---|---|---|
| H1. Big data analytics capabilities → Data-driven culture | 0.860 | 0.086 | 0.000 | 9.974 | Supported |
| H2. Digital capabilities → Data-driven culture | 0.251 | 0.083 | 0.003 | 3.021 | Supported |
| H3. Data-driven culture → Digital transformation | 0.499 | 0.039 | 0.000 | 12.846 | Supported |
| Relationship | Parameter estimate (β) | Standard error | Hypothesis testing | ||
|---|---|---|---|---|---|
| 0.860 | 0.086 | 0.000 | 9.974 | Supported | |
| 0.251 | 0.083 | 0.003 | 3.021 | Supported | |
| 0.499 | 0.039 | 0.000 | 12.846 | Supported |
Note(s): p-value is significant at <0.01 while t-value is significant at >2.576 for 99% confidence level Lim (2025)
Source(s): Authors’ own work
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