```json { "picks": [ { "source": "gold", "table": "telco_by_Contract_Churn Label", "caption": "Contract type shows stark churn differences—month-to-month contracts have dramatically higher churn rates than annual or multi-year commitments, revealing the strongest retention lever." }, { "source": "gold", "table": "telco_by_Churn Category_Churn Reason", "caption": "Churn breaks down into six categories with specific reasons—competitor offers, price sensitivity, and service dissatisfaction dominate, enabling targeted retention strategies." }, { "source": "gold", "table": "telco_by_Age_Churn Label", "caption": "Churn risk varies significantly by age cohort, with younger customers and seniors showing distinct patterns that suggest different engagement and value propositions are needed." }, { "source": "gold", "table": "telco_by_Internet Service_Churn Label", "caption": "Internet service adoption correlates with churn—customers with no internet service show markedly different retention profiles than those with active subscriptions." } ] } ```