Skewed analytics occur when data collected from digital channels is distorted or inaccurate, often due to the presence of invalid traffic such as bots, click farms, or non-human interactions. This contamination leads to misleading insights, where performance metrics like impressions, clicks, or conversions no longer reflect true user behavior. As a result, businesses may make strategic decisions based on faulty assumptions, wasting resources and missing real opportunities for optimization.