This document summarizes a study that developed a construction to utilize customer complaint data for process improvement at a large wholesale logistics company. The construction included a database to collect and analyze qualitative customer complaint information. The implementation of the construction provided benefits at both operational and strategic levels. It allowed the company to identify systematic errors, track the root causes, and make improvements to avoid future complaints. This led to improved operational quality and customer satisfaction over time.