Research on Factors Influencing Aviation Safety: Data Analysis and Key Findings

Abstract

This research paper amalgamates a plethora of analytical tools to undertake an exhaustive investigation into the intricate facets influencing aviation safety. Through an in-depth exploration of pilots situational awareness, feature importance ranking, and empirical analyses,
it unveils the pivotal factors that shape flight safety outcomes. By harnessing the power of cutting-edge techniques such as XGBoost, Random
Forest, and Forward Selection, the study meticulously processes and dissects flight safety data, thereby furnishing invaluable insights essential
for fortifying aviation safety protocols. The implications of these findings are poised to offer substantial support and strategic guidance for
safety management frameworks and pilot training initiatives within the aviation industry, thereby fostering a safer and more secure aviation
environment for all stakeholders involved.