This lesson develops practical capability in analytics use cases, data understanding, spl preparation, sampling, quality, and feature design for the Splunk 8.0 for Analytics and Data Science Training. Learners connect the topic to the wider course goal of preparing data, performing statistical analysis, building predictive workflows, and operationalizing insights.