Submitted:
25 April 2023
Posted:
26 April 2023
You are already at the latest version
Abstract
Keywords:
1. Introduction
1.1. Background of the Research
1.2. Problem Statement of the Research Study
1.3. Research Questiins of the Study
1.4. Research Objectives of the Study
1.5. Significance and Novelty of the Study
2. Review of Previous Literature and Hypotheses Formulation
2.1. The Theory Underpinning–Theory of Intellectual Capital (IC)
2.2. Business Ethics
2.3. Business Ethics and Organizational Performance
2.4. Dimensions of Business Ethics
2.4.1. Human Resource Management Ethic–HRE
2.4.2. Ethics in Corporate Governance
2.4.3. Ethics in Sales & Marketing
2.5. Mediation–Dimensions of Intellectual Capital
2.5.1. Human Capital–HC
2.5.2. Structural Capital–SC
2.5.3. Relational Capital–RC
2.5.4. Mediation and Multiple Serial Mediations of Variables
2.5.5. Mediation of Business Ethics
2.5.6. Multiple serial Mediation of Business ethics and Human capital
2.6. Technological Change as A Moderator
2.7. Conceptual Framework of the Study
3. Materials and Methods
3.1. Research Design of the Study
3.2. Data Collection Method and Sampling Strategy
3.3. Measurement Scaling
3.4. Estimation Techniques
3.5. Demographic Analysis
4. Results
4.1. Measurement Model
4.1.1. Outer Loading and Convergent Validity
4.1.2. Construct Reliability and Validity
4.1.3. HTMT Matrix-Discriminant Validity
4.1.4. The Fornell-Larcker Criterion
4.2. Structural Model
4.2.1. Coefficient of Variation (R2)
4.2.2. F-Square (Effect Size) Statistics
4.2.3. The Hypothesized Direct Relationship
4.2.4. The Hypothesized Multiple Serial Mediations
4.2.5. Moderation of Technological Change
4.2.6. Graphical Representation of Moderation of Technological Change
4.2.7. Blindfolding and Predictive Relevance (Q2)
4.2.8. Model Fitness
5. Discussions
6. Conclusion and Implications
7. Constraints of the Study and Future Directions to the Researchers
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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| Indicator | ECG | ESM | HRE | HC | OP | RC | SC | TC |
| ECG1 | 0.852 | |||||||
| ECG2 | 0.723 | |||||||
| ECG3 | 0.821 | |||||||
| ESM1 | 0.831 | |||||||
| ESM2 | 0.714 | |||||||
| ESM3 | 0.892 | |||||||
| ESM4 | 0.763 | |||||||
| ESM5 | 0.906 | |||||||
| HRE1 | 0.815 | |||||||
| HRE2 | 0.864 | |||||||
| HRE3 | 0.773 | |||||||
| HRE4 | 0.680 | |||||||
| HRE5 | 0.755 | |||||||
| HC1 | 0.900 | |||||||
| HC2 | 0.760 | |||||||
| HC3 | 0.878 | |||||||
| HC4 | 0.755 | |||||||
| OP1 | 0.948 | |||||||
| OP2 | 0.844 | |||||||
| OP3 | 0.755 | |||||||
| OP4 | 0.944 | |||||||
| OP5 | 0.937 | |||||||
| OP6 | 0.606 | |||||||
| RC1 | 0.750 | |||||||
| RC2 | 0.728 | |||||||
| RC3 | 0.750 | |||||||
| RC4 | 0.725 | |||||||
| RC5 | 0.784 | |||||||
| RC6 | 0.818 | |||||||
| SC1 | 0.834 | |||||||
| SC2 | 0.782 | |||||||
| SC3 | 0.723 | |||||||
| TC1 | 0.780 | |||||||
| TC2 | 0.800 | |||||||
| TC3 | 0.854 | |||||||
| TC4 | 0.858 |
| Constructs | Cronbach's alpha | Composite reliability (rho_a) | Composite reliability (rho_c) | The average variance extracted (AVE) |
| Business Ethics | 0.943 | 0.949 | 0.950 | 0.598 |
| Ethics in Corporate Governance | 0.720 | 0.736 | 0.842 | 0.641 |
| Ethics in Sales & Marketing | 0.880 | 0.883 | 0.913 | 0.680 |
| HR Management Ethics | 0.875 | 0.883 | 0.909 | 0.666 |
| Human Capital | 0.841 | 0.843 | 0.895 | 0.682 |
| Organizational Performance | 0.917 | 0.940 | 0.938 | 0.720 |
| Relational Capital | 0.856 | 0.868 | 0.891 | 0.577 |
| Structural Capital | 0.679 | 0.687 | 0.824 | 0.610 |
| Technological Change | 0.849 | 0.883 | 0.894 | 0.679 |
| Constructs | BE | ECG | ESM | HRE | HC | OP | RC | SC | TC |
| Business Ethics | 1.000 | ||||||||
| Ethics in Corporate Governance | 0.779 | 1.000 | |||||||
| Ethics in Sales & Marketing | 0.806 | 0.790 | 1.000 | ||||||
| HR Management Ethics | 0.742 | 0.766 | 0.815 | 1.000 | |||||
| Human Capital | 0.802 | 0.838 | 0.757 | 0.783 | 1.000 | ||||
| Organizational Performance | 0.694 | 0.756 | 0.695 | 0.666 | 0.823 | 1.000 | |||
| Relational Capital | 0.665 | 0.717 | 0.693 | 0.614 | 0.812 | 0.817 | 1.000 | ||
| Structural Capital | 0.848 | 0.755 | 0.808 | 0.840 | 0.837 | 0.801 | 0.752 | 1.000 | |
| Technological Change | 0.839 | 0.825 | 0.802 | 0.840 | 0.809 | 0.764 | 0.781 | 0.785 | 1.000 |
| Constructs | BE | ECG | HRE | ESM | HC | OP | RC | SC | TC |
| Business Ethics | 0.773 | ||||||||
| Ethics in Corporate Governance | 0.772 | 0.801 | |||||||
| Ethics in HR | 0.637 | 0.719 | 0.816 | ||||||
| Ethics in Sales & Marketing | 0.750 | 0.787 | 0.792 | 0.825 | |||||
| Human Capital | 0.710 | 0.704 | 0.769 | 0.814 | 0.826 | ||||
| Organizational Performance | 0.646 | 0.616 | 0.598 | 0.624 | 0.765 | 0.848 | |||
| Rational Capital | 0.621 | 0.588 | 0.553 | 0.619 | 0.714 | 0.846 | 0.760 | ||
| Structural Capital | 0.668 | 0.738 | 0.749 | 0.773 | 0.673 | 0.665 | 0.795 | 0.781 | |
| Technological Change | 0.720 | 0.782 | 0.787 | 0.766 | 0.741 | 0.826 | 0.706 | 0.706 | 0.824 |
| Constructs | R-square | R-square adjusted |
| Business Ethics | 1.000 | 1.000 |
| Human Capital | 0.828 | 0.828 |
| Organizational Performance | 0.918 | 0.917 |
| Rational Capital | 0.650 | 0.648 |
| Structural Capital | 0.793 | 0.792 |
| Constructs | BE | ECG | HRE | ESM | HC | OP | RC | SC | TC |
| Business Ethics | 4.828 | 0.055 | 0.054 | 0.151 | |||||
| Ethics in Corporate Governance | 22.283 | ||||||||
| HR Ethics | 73.131 | ||||||||
| Ethics in Sales & Marketing | 171.421 | ||||||||
| Human Capital | 0.358 | 0.194 | |||||||
| Organizational Performance | |||||||||
| Rational Capital | 0.633 | ||||||||
| Structural Capital | 0.432 | 0.757 | |||||||
| Technological Change | 0.978 |
| Direct Relationship | Standard deviation | T statistics | P values | |
| Business Ethics -> Organizational Performance | 0.163 | 0.066 | 2.484 | 0.013 |
| Ethics in Corporate Governance -> Business Ethics | 0.252 | 0.007 | 38.039 | 0.000 |
| Ethics in Sales & Marketing -> Business Ethics | 0.432 | 0.011 | 40.618 | 0.000 |
| HR Management Ethics -> Business Ethics | 0.368 | 0.009 | 39.666 | 0.000 |
| Human Capital -> Organizational Performance | 0.459 | 0.066 | 7.000 | 0.000 |
| Relational Capital -> Organizational Performance | 0.497 | 0.045 | 11.009 | 0.000 |
| Structural Capital -> Organizational Performance | -0.528 | 0.065 | 8.094 | 0.000 |
| Hypothesized Multiple Serial Mediation Relationship | Standard deviation | T statistics | P values | |
| ESM -> BE -> SC -> OP | -0.097 | 0.017 | 5.552 | 0.000 |
| HRE -> BE -> SC -> RC -> OP | 0.080 | 0.016 | 4.967 | 0.000 |
| ESM -> BE -> HC -> SC -> RC -> OP | 0.099 | 0.020 | 4.949 | 0.000 |
| ESM -> BE -> HC -> OP | 0.180 | 0.026 | 6.802 | 0.000 |
| BE -> HC -> SC -> RC -> OP | 0.229 | 0.046 | 5.005 | 0.000 |
| BE -> HC -> OP | 0.416 | 0.061 | 6.864 | 0.000 |
| ECG -> BE -> RC -> OP | -0.034 | 0.010 | 3.403 | 0.001 |
| HRE -> BE -> HC -> OP | 0.153 | 0.022 | 6.867 | 0.000 |
| HRE -> BE -> SC -> OP | -0.083 | 0.015 | 5.451 | 0.000 |
| ECG -> BE -> SC -> OP | -0.057 | 0.010 | 5.571 | 0.000 |
| ECG -> BE -> HC -> SC -> OP | -0.060 | 0.013 | 4.506 | 0.000 |
| HRE -> BE -> RC -> OP | -0.050 | 0.015 | 3.367 | 0.001 |
| ECG -> BE -> HC -> SC -> RC -> OP | 0.058 | 0.012 | 4.914 | 0.000 |
| BE -> HC -> SC -> OP | -0.238 | 0.052 | 4.597 | 0.000 |
| HRE -> BE -> HC -> SC -> RC -> OP | 0.084 | 0.017 | 5.030 | 0.000 |
| ESM -> BE -> OP | -0.070 | 0.028 | 2.485 | 0.013 |
| BE -> SC -> OP | -0.225 | 0.040 | 5.552 | 0.000 |
| ECG -> BE -> HC -> OP | 0.105 | 0.016 | 6.724 | 0.000 |
| ESM -> BE -> SC -> RC -> OP | 0.094 | 0.018 | 5.099 | 0.000 |
| BE -> RC -> OP | -0.137 | 0.040 | 3.391 | 0.001 |
| HRE -> BE -> OP | -0.060 | 0.024 | 2.481 | 0.013 |
| ESM -> BE -> RC -> OP | -0.059 | 0.018 | 3.371 | 0.001 |
| ECG -> BE -> SC -> RC -> OP | 0.054 | 0.011 | 5.131 | 0.000 |
| BE -> SC -> RC -> OP | 0.216 | 0.043 | 5.089 | 0.000 |
| HRE -> BE -> HC -> SC -> OP | -0.087 | 0.019 | 4.653 | 0.000 |
| ESM -> BE -> HC -> SC -> OP | -0.103 | 0.023 | 4.549 | 0.000 |
| ECG -> BE -> OP | -0.041 | 0.017 | 2.478 | 0.013 |
| Moderation of Technological change | Standard deviation | T statistics | P values | |
| Technological change x Business Ethics -> Organizational Performance | 0.036 | 0.013 | 2.754 | 0.006 |
| Factors | SSO | SSE | Q² (=1-SSE/SSO) |
| Business Ethics | 4511.000 | 2057.966 | 0.544 |
| Corporate Governance | 1041.000 | 734.908 | 0.294 |
| Ethics in Sales & Marketing | 1735.000 | 835.826 | 0.518 |
| HR Management Ethics | 1735.000 | 871.360 | 0.498 |
| Human Capital | 1388.000 | 741.411 | 0.466 |
| Organizational Performance | 2082.000 | 800.210 | 0.616 |
| Relational Capital | 2082.000 | 1232.689 | 0.408 |
| Structural Capital | 1041.000 | 790.969 | 0.240 |
| Technological Change | 1388.000 | 749.479 | 0.460 |
| Fitness Indicators | Saturated model | Estimated model |
| SRMR | 0.054 | 0.049 |
| d_ULS | 28.963 | 27.967 |
| d_G | n/a | n/a |
| Chi-square | Infinite | Infinite |
| NFI | 0.912 | 0.929 |
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