Fig 1.
Respondent roles.
Fig 2.
Respondent industry sector.
Fig 3.
Respondent organisational size.
Fig 4.
The flowchart of the Random Forest algorithm.
Fig 5.
AI explanation chart.
Fig 6.
SHAP summary plots for Scenario 1 (a) demonstrate the order of importance of the ten features according to the mean (SHAP value); the higher the SHAP value of a trait is given; (b) illustrates the interpretation of the RF model, ranking the importance of the 94 features in descending order. (c) Shows the magnifiedFig 6(b) considering the ten most important features and 10 least important features.
Fig 7.
Summary plot for SHAP analysis shows the mean absolute SHAP value of the twenty most influential features on predicting organisational agility for the three classes for scenario 1.
Fig 8.
SHAP dependency plot for scenario 1, (a) globalisation and legislation, (b) globalisation and low level of process maturity, (c) globalisation and technology and digital disruption 1, and (d) globalisation and competitors.
Fig 9.
The SHAP summary plot for scenario 2 demonstrates the order of importance of the ten features according to the mean (SHAP value); the higher the SHAP value of a trait is given.
Fig 10.
Summary plot for SHAP analysis shows the mean absolute SHAP value of the twenty most influential features on predicting organisational agility for the three classes for scenario 2.
Fig 11.
SHAP dependency plot for scenario 2, (a) globalisation and legislation, (b) globalisation and technology and digital disruption 1, (c) globalisation and self-aware and honest, and (d) globalisation and lack of process maturity.