When data from individual projects is rolled up to the portfolio level, any issues with the integrity of that information—its age, its completeness, or its accuracy—are magnified. Project data built on subjective metrics is also an area that can generate questionable portfolio insights. People who pad their budget forecasts because they’re worried about contentious financial…