Maintenance teams logging failure codes hastily during emergency repairs create a database of unreliable information that drives flawed decision-making across the organization. Under production pressure, technicians select default codes or make quick guesses about failure causes—compromising the data foundation that reliability engineers depend on for critical analysis.