This document summarizes the 4th International Predictor Models in Software Engineering (PROMISE) Workshop held on May 12-13, 2008. The workshop focused on bridging industry and research in software engineering. It included keynote speakers from industry, papers on topics like defect prediction, effort estimation, and data quality, and discussions on how to better align research with industry needs and validate models for practical use.