Influences on a study that can lead to invalid conclusions about a treatment or intervention. This may result from flaws in the design of a study or in the analysis of results, and may result in either an underestimate or an overestimate of the effect. Bias can occur at different stages in the research process – for example in the collection, analysis, interpretation, publication or review of the research.