The value of the evidence generated on healthcare service performance (that is, the confidence in the findings and the relevance of the conclusions or recommendation derived from them) largely depends on the ability to insure that the data on which we base our analysis offer a faithful view of what really happens in the healthcare system. This risk is increased when, as in this case, it is necessary to integrate different information sources (not specifically healthcare related, whose data are recorded for other purposes) with sources of contextual (with socioeconomic, demographic and geographical information and so on), all while using data origins that can differ among the 17 autonomous communities included in the project.
As the first step in our work flow, the Research Group incorporates the systematic of the quality of the data in their origin and after their consolidation in the databases used in the analysis. The quality analysis consists of evaluating possible problems related to source coverage, depth of information available, and long-term consistency of the variables of interest.