Negotiation as a tactic to increase individual compensation is well established in both industry literature and research literature, so it may seem surprising that negotiation did not rank in the top influencing features. With a negative feature importance, the LOCO method implies that negotiation features are not important in predicting an individual’s compensation. To accurately frame the conversation, it should be noted that this analysis was examining real-world impact of behaviors on compensation.