Can HPWS Promote Digital Innovation? E-Learning as Mediator and Supportive Organisational Culture as Moderator
Abstract
:1. Introduction
- Does HPWS is positively linked with digital innovation?
- Does e-learning mediate in the relationship between HPWS and digital innovation?
- Do supportive organisational cultures moderate between the HPWS and digital innovation link?
2. Hypothesis Development and Research Model
2.1. HPWS and Digital Innovation
2.2. E-Learning Mediates
2.3. Supportive Organisational Culture Moderates
3. Methodology
3.1. Measurement
3.1.1. HPWS
3.1.2. E-Learning
3.1.3. Supportive Organisational Culture
3.1.4. Digital Innovation
3.1.5. Control Variables
4. Results
4.1. Data Analysis and Results
4.2. Reliability and Validity
4.3. Descriptive Statistics
4.4. Hypothesis Testing
5. Discussion
5.1. Practical Implications
5.2. Theoretical Implications
5.3. Limitations and Future Directions
6. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Conflicts of Interest
References
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Model Description | χ2 | df | χ2/Df | Rmesha | GFI | CFI |
---|---|---|---|---|---|---|
Hypothesized 4th-factor model | 1032.48 | 475 | 2.174 | 0.04 | 0.92 | 0.93 |
3rd-factor model | 1145.52 | 395 | 2.900 | 0.13 | 0.84 | 0.85 |
Two-factor model | 1215.47 | 375 | 3.241 | 0.18 | 0.72 | 0.73 |
Single-factor model | 1452.42 | 355 | 4.091 | 0.22 | 0.62 | 0.63 |
Construct Details | L.F | T | Alpha | C-R | A-V-E |
---|---|---|---|---|---|
High-Performance Work System | 0.88 | 0.92 | 0.78 | ||
HPWSys-1 | 0.86 | 18.64 | |||
HPWSys-2 | 0.78 | 12.52 | |||
HPWSys-3 | 0.82 | 24.34 | |||
HPWSys-4 | 0.74 | 17.41 | |||
HPWSys-5 | 0.89 | 16.29 | |||
HPWSys-6 | 0.77 | 24.52 | |||
HPWSys-7 | 0.86 | 14.57 | |||
HPWSys-8 | 0.88 | 25.41 | |||
HPWSys-9 | 0.74 | 22.46 | |||
E-Learning | 0.86 | 0.98 | 0.74 | ||
E-Lear-1 | 0.82 | ||||
E-Lear-2 | 0.78 | ||||
E-Lear-3 | 0.79 | ||||
E-Lear-4 | 0.87 | ||||
E-Lear-5 | 0.82 | ||||
E-Lear-6 | 0.86 | ||||
E-Lear-7 | 0.76 | ||||
E-Lear-8 | 0.79 | ||||
E-Lear-9 | 0.84 | ||||
Supportive Organisational Culture | 0.82 | 0.84 | 0.76 | ||
SOCul-1 | 0.86 | 15.47 | |||
SOCul-2 | 0.89 | 13.58 | |||
SOCul-3 | 0.74 | 14.63 | |||
SOCul-4 | 0.79 | 15.41 | |||
Digital Innovation | 0.98 | 0.96 | 0.72 | ||
DInn-1 | 0.84 | 15.23 | |||
DInn-2 | 0.88 | 13.63 | |||
DInn-3 | 0.78 | 14.54 | |||
DInn-4 | 0.82 | 15.27 | |||
DInn-5 | 0.87 | 14.59 | |||
DInn-6 | 0.81 | 14.27 |
Constructs | M | S-D | Alpha | 1 | 2 | 3 | 4 | 5 | 6 | |
---|---|---|---|---|---|---|---|---|---|---|
1 | Respondent Education | 1.86 | 0.86 | 0.82 | 1.00 | |||||
2 | Respondent Experience | 1.24 | 0.33 | 0.85 | −0.08 | 1.00 | ||||
3 | HPWS | 3.65 | 0.26 | 0.89 | −0.03 | −0.19 | 1.00 | |||
4 | E-Learning | 3.65 | 0.35 | 0.81 | 0.03 | −0.06 | 0.32 ** | 1.00 | ||
5 | SOC | 3.75 | 0.58 | 0.86 | −0.09 | −0.16 | 0.24 ** | 0.32 * | 1.00 | |
6 | Digital Innovation | 0.54 | 0.79 | 0.84 | 0.03 | −0.10 | 0.28 ** | 0.38 ** | 0.246 ** | 1.00 |
Model | Hypothesis Description | B | F | T | Sig | Remarks |
---|---|---|---|---|---|---|
HPWS → DI | HPWS to Digital Innovation | 0.28 | 18.045 | 14.570 | 0.000 | Accepted |
Construct Description | Data | Boot | SE | L | U | Sig |
---|---|---|---|---|---|---|
HPWS → EL → DI | 0.2649 | 0.3282 | 0.46 | 0.1632 | 0.2274 | 0.0000 |
Digital Innovation | ||||||
---|---|---|---|---|---|---|
Detail | Beta | T Value | Beta | T Value | Beta | T Value |
Step-1 | ||||||
Respondent education | 0.11 | 0.05 | 0.3 | 0.16 | 1.05 | 1.35 |
Respondent experience | 0.16 | 0.28 | 0.18 | 0.85 | 0.05 | 0.16 |
Step 2 | ||||||
HPWS | 0.34 * | 5.75 | 0.28 * | 4.84 | ||
SOC | 0.22 * | 4.68 | 0.32 * | 5.18 | ||
Step 3 | ||||||
HPWS x SOC | 0.34 ** | 2.24 | ||||
F | 4.78 ** | 12.35 * | 14.28 * | |||
R2 | 0.05 | 0.26 | 0.26 | |||
R2 | 0.24 | 0.02 |
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Zhang, Y.; Liu, J.; Wei, Q.; Cao, Y.; Gui, S. Can HPWS Promote Digital Innovation? E-Learning as Mediator and Supportive Organisational Culture as Moderator. Sustainability 2023, 15, 10057. https://doi.org/10.3390/su151310057
Zhang Y, Liu J, Wei Q, Cao Y, Gui S. Can HPWS Promote Digital Innovation? E-Learning as Mediator and Supportive Organisational Culture as Moderator. Sustainability. 2023; 15(13):10057. https://doi.org/10.3390/su151310057
Chicago/Turabian StyleZhang, Yu, Jialei Liu, Qing Wei, Yunfei Cao, and Shiquan Gui. 2023. "Can HPWS Promote Digital Innovation? E-Learning as Mediator and Supportive Organisational Culture as Moderator" Sustainability 15, no. 13: 10057. https://doi.org/10.3390/su151310057
APA StyleZhang, Y., Liu, J., Wei, Q., Cao, Y., & Gui, S. (2023). Can HPWS Promote Digital Innovation? E-Learning as Mediator and Supportive Organisational Culture as Moderator. Sustainability, 15(13), 10057. https://doi.org/10.3390/su151310057