## 4 Descriptive Analysis of Data
### ANOVA and Non-Parametric Tests
\begin{table}
\begin{tabular}{l c} \hline \hline  & **Function 1** \\ \hline
20. AI-driven maintenance scheduling optimizes the efficiency of airport operations. & 0.458 \\ \hline
31. AI-driven project management tools greatly enhance team collaboration. & 0.413 \\ \hline
24. AI improves the accuracy of maintenance logs and records substantially. & 0.369 \\ \hline
22. AI aids in the real-time monitoring of airport facilities. & 0.366 \\ \hline
35. AI enhances the accuracy of project reporting and documentation substantially. & 0.347 \\ \hline
18. AI technology ensures the accuracy of design plans and blueprints. & 0.329 \\ \hline
27. AI revolutionizes risk management and mitigation during project planning. & 0.311 \\ \hline
23. AI helps in automating routine maintenance tasks effectively. & 0.284 \\ \hline
28. AI helps in identifying potential project delays and bottlenecks with high accuracy. & 0.279 \\ \hline
32. AI helps in real-time tracking of project progress effectively. & 0.274 \\ \hline
15. AI helps in creating highly sustainable and energy-efficient airport designs. & 0.256 \\ \hline
19. AI accurately predicts maintenance needs before issues arise. & 0.248 \\ \hline
29. AI enhances the integration of various project planning aspects significantly. & 0.246 \\ \hline
25. AI tools help in precisely forecasting project timelines. & 0.245 \\ \hline
21. AI tools minimize downtime by optimizing maintenance processes. & 0.237 \\ \hline
13. AI can optimize airport layout design for superior passenger flow. & 0.235 \\ \hline
10. AI tools revolutionize the efficiency of emergency response plans. & 0.228 \\ \hline
26. AI-driven planning software optimizes resource allocation extensively. & 0.222 \\ \hline
14. AI-driven revolutionizes the design process of airport facilities. & 0.210 \\ \hline
47. AI technology ensures a smoother transition from construction to operational phases. & 0.208 \\ \hline
46. AI significantly reduces the time required for resolving warranty claims. & 0.202 \\ \hline
12. AI greatly enhances the ability to track and report safety incidents. & 0.198 \\ \hline
9. The integration of AI in safety inspections eliminates human error. & 0.188 \\ \hline
16. AI technology eliminates design flaws in airport construction. & 0.165 \\ \hline
11. AI-driven predictive analytics prevent accidents in aviation construction. & 0.161 \\ \hline
38. AI assists significantly in the real-time monitoring of construction quality. & 0.136 \\ \hline
39. AI-driven analytics greatly enhance the consistency of quality control measures. & 0.106 \\ \hline
17. AI significantly contributes to the esthetic and functional design aspects of airports. & 0.099 \\ \hline
45. AI supports the management of warranty claims and processes. & 0.080 \\ \hline
40. AI helps in accurately tracking and documenting quality control activities. & 0.080 \\ \hline
30. AI vastly improves project management efficiency in UAE aviation construction projects. & 0.073 \\ \hline
34. AI helps in automating routine project management tasks efficiently. & 0.072 \\ \hline
42. AI streamlines the handover process in aviation construction projects. & \(-\)0.070 \\ \hline
37. AI helps in identifying defects and issues in construction materials precisely. & \(-\)0.054 \\ \hline
33. AI technology supports superior decision-making in project management. & \(-\)0.047 \\ \hline
41. AI technology supports continuous improvement in quality control practices effectively. & 0.040 \\ \hline
43. AI tools enhance the accuracy of commissioning processes. & \(-\)0.016 \\ \hline
44. AI-driven systems facilitate better coordination during the handover period. & 0.004 \\ \hline
36. AI significantly enhances the quality control processes in aviation construction projects by improving the accuracy of quality inspections. & \(-\)0.002 \\ \hline \hline \end{tabular}
\end{table} 
Table 8: Matrix structure of correlations. such a test requires normality in the data. A Kolmogorov-Smirnov (K-S) test is required to check for normality. The results of K-S test are shown in Table 9a.