Items of the constructs in the questionnaire
| Section | Construct | Items | Meaning of items | Factor loading | Standard error | p-value | McDonald's omega |
|---|---|---|---|---|---|---|---|
| Digitalization to Customers | Customer-oriented digitalization | DC3 | Digital interaction platforms (customer contact, networking) | 0.745 | 0.027 | <0.001 | 0.862 |
| DC4 | Big data analytics (for marketing purposes) | 0.854 | 0.019 | <0.001 | |||
| DC5 | Quick analytics (e.g. feedback) | 0.810 | 0.023 | <0.001 | |||
| DC6 | Predictive analytics (e.g. in marketing) | 0.846 | |||||
| Digitalization to Employees | Employee-oriented digitalization | DE3 | Digital interaction platforms (e.g. internal communication, networking) | 0.716 | 0.028 | <0.001 | 0.844 |
| DE4 | Big data analytics (e.g. employee motivation analysis) | 0.822 | 0.027 | <0.001 | |||
| DE5 | Fast analytics (e.g. feedback) | 0.803 | 0.026 | <0.001 | |||
| DE6 | Predictive analytics (e.g. in work performance management) | 0.843 | |||||
| Competencies | Employee future competencies | Attitude and Soft Skills | 0.870 | 0.843 | |||
| Technical and analytical skills | 0.963 | 0.062 | <0.001 | ||||
| Way of thinking related | 0.927 | 0.066 | <0.001 | ||||
| Attitude and Soft Skills | CE2 | Soft skills (interpersonal relations. Communication. Willingness to cooperate. Information sharing…) | 0.650 | ||||
| CE8 | Ability to independently solve a problem | 0.686 | 0.054 | <0.001 | |||
| CE9 | Personal involvement | 0.788 | 0.056 | <0.001 | |||
| Technical and analytical skills | CE1 | Professional qualifications (for the job) | 0.612 | 0.053 | <0.001 | ||
| CE3 | Technology and IT skills. Working with specific software | 0.655 | |||||
| CE4 | Ability to study independently (search and process information) | 0.797 | 0.053 | <0.001 | |||
| CE7 | Analytical skills (Excel. SPSS. Business Intelligence. Big Data …) | 0.699 | 0.045 | <0.001 | |||
| Way of thinking related competencies | CE5 | Critical thinking | 0.774 | ||||
| CE6 | Creativity and creative thinking | 0.741 | 0.035 | <0.001 | |||
| Modern concepts of HRM | HR development | HR14 | The company takes into account the freedom and personal responsibility of the employee in the choice of education | 0.616 | 0.031 | <0.001 | 0.795 |
| HR15 | Employee education has key role in corporate culture and is perceived as a shared responsibility | 0.850 | 0.028 | <0.001 | |||
| HR16 | The company evaluates the benefits of training for both the employee and the company | 0.860 |
| Section | Construct | Items | Meaning of items | Factor loading | Standard error | McDonald's omega | |
|---|---|---|---|---|---|---|---|
| Digitalization to Customers | Customer-oriented digitalization | DC3 | Digital interaction platforms (customer contact, networking) | 0.745 | 0.027 | <0.001 | 0.862 |
| DC4 | Big data analytics (for marketing purposes) | 0.854 | 0.019 | <0.001 | |||
| DC5 | Quick analytics (e.g. feedback) | 0.810 | 0.023 | <0.001 | |||
| DC6 | Predictive analytics (e.g. in marketing) | 0.846 | |||||
| Digitalization to Employees | Employee-oriented digitalization | DE3 | Digital interaction platforms (e.g. internal communication, networking) | 0.716 | 0.028 | <0.001 | 0.844 |
| DE4 | Big data analytics (e.g. employee motivation analysis) | 0.822 | 0.027 | <0.001 | |||
| DE5 | Fast analytics (e.g. feedback) | 0.803 | 0.026 | <0.001 | |||
| DE6 | Predictive analytics (e.g. in work performance management) | 0.843 | |||||
| Competencies | Employee future competencies | Attitude and Soft Skills | 0.870 | 0.843 | |||
| Technical and analytical skills | 0.963 | 0.062 | <0.001 | ||||
| Way of thinking related | 0.927 | 0.066 | <0.001 | ||||
| Attitude and Soft Skills | CE2 | Soft skills (interpersonal relations. Communication. Willingness to cooperate. Information sharing…) | 0.650 | ||||
| CE8 | Ability to independently solve a problem | 0.686 | 0.054 | <0.001 | |||
| CE9 | Personal involvement | 0.788 | 0.056 | <0.001 | |||
| Technical and analytical skills | CE1 | Professional qualifications (for the job) | 0.612 | 0.053 | <0.001 | ||
| CE3 | Technology and IT skills. Working with specific software | 0.655 | |||||
| CE4 | Ability to study independently (search and process information) | 0.797 | 0.053 | <0.001 | |||
| CE7 | Analytical skills (Excel. SPSS. Business Intelligence. Big Data …) | 0.699 | 0.045 | <0.001 | |||
| Way of thinking related competencies | CE5 | Critical thinking | 0.774 | ||||
| CE6 | Creativity and creative thinking | 0.741 | 0.035 | <0.001 | |||
| Modern concepts of HRM | HR development | HR14 | The company takes into account the freedom and personal responsibility of the employee in the choice of education | 0.616 | 0.031 | <0.001 | 0.795 |
| HR15 | Employee education has key role in corporate culture and is perceived as a shared responsibility | 0.850 | 0.028 | <0.001 | |||
| HR16 | The company evaluates the benefits of training for both the employee and the company | 0.860 |
Source(s): Authors’ work
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