Constructs, Items, and their means, stds, and loadings
| Constructs | Items | Mean | Std | Loading |
|---|---|---|---|---|
| AI Competency | In our organization, we are capable of and continue to experiment with new AI tools and techniques as necessary for hiring/recruitment. (AIComp1) | 3.49 | 1.08 | 0.873 |
| In our organization, we have a climate that is supportive of trying out new ways of using AI in hiring/recruitment. (AIComp2) | 3.63 | 1.01 | 0.822 | |
| In our organization, we constantly seek new ways to enhance the effectiveness of AI use in hiring/recruitment. (AIComp3) | 3.48 | 1.19 | 0.935 | |
| In our organization, we constantly keep current with new AI innovations to be used in hiring/recruitment. (AIComp4) | 3.37 | 1.18 | 0.898 | |
| Recruitment Agility | Since our organization started using AI, the hiring operations have become more flexible. (Agility1) | 3.31 | 1.01 | 0.852 |
| Since our organization started using AI for hiring/recruitment, the recruitment processes have become more cost efficient. (Agility2) | 3.50 | 1.00 | 0.795 | |
| Since our organization started using AI for hiring/recruitment, our company has been able to complete recruitment processes more quickly. (Agility3) | 3.66 | 0.96 | 0.811 | |
| Since our organization started using AI for hiring/recruitment, it has had greater flexibility in our hiring/recruitment processes to adapt to job market changes. (Agility4) | 3.42 | 0.99 | Removed | |
| Since our organization started using AI for hiring/recruitment, it has efficiently redesigned our hiring processes to adapt to job market changes. (Agility5) | 3.32 | 1.00 | Removed | |
| Since our organization started using AI for hiring/recruitment, it has been very fast to adapt to the recruitment process without human guidance. (Agility6) | 3.09 | 1.08 | 0.723 | |
| AI opacity | We could not understand the decision-making processes of AI very well for hiring/recruitment in our organization. (AIOpac1) | 2.45 | 1.06 | 0.878 |
| We could not see through AI’s decision-making process for hiring/recruitment in our organization. (AIOpacs2) | 2.46 | 1.03 | 0.939 | |
| The decision-making processes of AI are not clear and transparent in hiring/recruitment in our organization. (AIOpac3) | 2.53 | 1.11 | 0.907 | |
| AI empathy | In the past while using AI in your organization for hiring/recruitment, have you felt that AI understands human’s feelings about things? (Empathy1) | 2.28 | 1.19 | 0.886 |
| In the past while using AI in your organization for hiring/recruitment, have you felt that AI can see things from a human’s point of view? (Empathy2) | 2.60 | 1.17 | 0.893 | |
| In the past while using AI in your organization for hiring/recruitment, have you felt that AI can understand distinct experiences? (Empathy3) | 2.53 | 1.15 | 0.899 | |
| In the past while using AI in your organization for hiring/recruitment, have you felt that AI can accurately understand emotional cues? (Empathy4) | 2.08 | 1.16 | 0.900 | |
| Human-AI collaboration | In our organization, we tend to act together with AI teammate when exploiting the inner potential of the team (e.g. optimizing resource allocation during candidate screening). (Collab1) | 3.36 | 1.11 | 0.893 |
| In our organization, we tend to work with AI teammates who depend on each other when it comes to improving the efficiency of existing resources (e.g. optimizing hiring/recruitment processes). (Collab2) | 3.31 | 1.10 | 0.912 | |
| In our organization, we tend to divide actions with my AI teammate when it comes to improving the efficiency of existing resources (e.g. automating routine hiring/recruitment tasks). (Collab3) | 3.35 | 1.05 | 0.873 | |
| In our organization, we tend to act in a complementary manner with my AI teammate when engaging in creative activities aimed at accomplishing hiring/recruitment tasks (e.g. collectively assessing candidate qualification). (Collab4) | 3.38 | 1.13 | 0.886 | |
| AI assimilation | AI tools and services are used across all our hiring/recruitment processes in our organization. (Assimilation1) | 2.95 | 1.14 | 0.893 |
| AI tools and services are used for decision-making across all our hiring/recruitment processes in our organization. (Assimilation2) | 2.92 | 1.12 | 0.909 | |
| AI tools and services are used to support the development of new hiring/recruitment processes in our organization. (Assimilation3) | 3.53 | 1.09 | 0.797 |
| Constructs | Items | Mean | Std | Loading |
|---|---|---|---|---|
| AI Competency | In our organization, we are capable of and continue to experiment with new AI tools and techniques as necessary for hiring/recruitment. | 3.49 | 1.08 | 0.873 |
| In our organization, we have a climate that is supportive of trying out new ways of using AI in hiring/recruitment. | 3.63 | 1.01 | 0.822 | |
| In our organization, we constantly seek new ways to enhance the effectiveness of AI use in hiring/recruitment. | 3.48 | 1.19 | 0.935 | |
| In our organization, we constantly keep current with new AI innovations to be used in hiring/recruitment. | 3.37 | 1.18 | 0.898 | |
| Recruitment Agility | Since our organization started using AI, the hiring operations have become more flexible. | 3.31 | 1.01 | 0.852 |
| Since our organization started using AI for hiring/recruitment, the recruitment processes have become more cost efficient. | 3.50 | 1.00 | 0.795 | |
| Since our organization started using AI for hiring/recruitment, our company has been able to complete recruitment processes more quickly. | 3.66 | 0.96 | 0.811 | |
| Since our organization started using AI for hiring/recruitment, it has had greater flexibility in our hiring/recruitment processes to adapt to job market changes. | 3.42 | 0.99 | Removed | |
| Since our organization started using AI for hiring/recruitment, it has efficiently redesigned our hiring processes to adapt to job market changes. | 3.32 | 1.00 | Removed | |
| Since our organization started using AI for hiring/recruitment, it has been very fast to adapt to the recruitment process without human guidance. | 3.09 | 1.08 | 0.723 | |
| AI opacity | We could not understand the decision-making processes of AI very well for hiring/recruitment in our organization. | 2.45 | 1.06 | 0.878 |
| We could not see through AI’s decision-making process for hiring/recruitment in our organization. | 2.46 | 1.03 | 0.939 | |
| The decision-making processes of AI are not clear and transparent in hiring/recruitment in our organization. | 2.53 | 1.11 | 0.907 | |
| AI empathy | In the past while using AI in your organization for hiring/recruitment, have you felt that AI understands human’s feelings about things? | 2.28 | 1.19 | 0.886 |
| In the past while using AI in your organization for hiring/recruitment, have you felt that AI can see things from a human’s point of view? (Empathy2) | 2.60 | 1.17 | 0.893 | |
| In the past while using AI in your organization for hiring/recruitment, have you felt that AI can understand distinct experiences? | 2.53 | 1.15 | 0.899 | |
| In the past while using AI in your organization for hiring/recruitment, have you felt that AI can accurately understand emotional cues? | 2.08 | 1.16 | 0.900 | |
| Human-AI collaboration | In our organization, we tend to act together with AI teammate when exploiting the inner potential of the team (e.g. optimizing resource allocation during candidate screening). | 3.36 | 1.11 | 0.893 |
| In our organization, we tend to work with AI teammates who depend on each other when it comes to improving the efficiency of existing resources (e.g. optimizing hiring/recruitment processes). | 3.31 | 1.10 | 0.912 | |
| In our organization, we tend to divide actions with my AI teammate when it comes to improving the efficiency of existing resources (e.g. automating routine hiring/recruitment tasks). | 3.35 | 1.05 | 0.873 | |
| In our organization, we tend to act in a complementary manner with my AI teammate when engaging in creative activities aimed at accomplishing hiring/recruitment tasks (e.g. collectively assessing candidate qualification). | 3.38 | 1.13 | 0.886 | |
| AI assimilation | AI tools and services are used across all our hiring/recruitment processes in our organization. | 2.95 | 1.14 | 0.893 |
| AI tools and services are used for decision-making across all our hiring/recruitment processes in our organization. | 2.92 | 1.12 | 0.909 | |
| AI tools and services are used to support the development of new hiring/recruitment processes in our organization. | 3.53 | 1.09 | 0.797 |
Source(s): Authors’ own work
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