Accurate cost estimation remains one of the most complex challenges in the construction industry. Traditional methods—ranging from expert judgment to detailed quantity surveying—often grapple with human biases, incomplete data, and the unpredictable nature of project variables. As industry leaders seek innovative ways to refine prediction models, emerging trends in digital gamification are beginning to influence…