(132,'What is the average customer acquisition cost?','SELECT DATE_FORMAT(t.transaction_date,\"%Y-%m\") month,COUNT(DISTINCT t.contact_id) new_customers,SUM(t.final_total) revenue,SUM(t.final_total)/COUNT(DISTINCT t.contact_id) acquisition_cost FROM transactions t WHERE t.type=\"sell\" AND t.contact_id NOT IN (SELECT contact_id FROM transactions WHERE type=\"sell\" AND transaction_date < t.transaction_date) GROUP BY DATE_FORMAT(t.transaction_date,\"%Y-%m\") ORDER BY month;','2025-01-24 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does customer behavior vary by demographics?','SELECT CASE WHEN TIMESTAMPDIFF(YEAR,c.dob,CURRENT_DATE)<25 THEN \"18-24\" WHEN TIMESTAMPDIFF(YEAR,c.dob,CURRENT_DATE)<35 THEN \"25-34\" ELSE \"35+\" END age_group,COUNT(DISTINCT c.id) customers,AVG(t.final_total) avg_purchase FROM contacts c JOIN transactions t ON c.id=t.contact_id WHERE t.type=\"sell\" AND c.dob IS NOT NULL GROUP BY 1 ORDER BY avg_purchase DESC;','2025-01-24 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customers have the highest referral value?','SELECT c.name,COUNT(DISTINCT t.id) transactions,SUM(t.final_total) total_spent,COUNT(DISTINCT t2.contact_id) referred_customers FROM contacts c JOIN transactions t ON c.id=t.contact_id LEFT JOIN transactions t2 ON t.transaction_date<t2.transaction_date WHERE t.type=\"sell\" GROUP BY c.id,c.name ORDER BY referred_customers DESC;','2025-01-24 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is the customer satisfaction trend over time?','SELECT DATE_FORMAT(t.transaction_date,\"%Y-%m\") month,COUNT(DISTINCT t.contact_id) customers,COUNT(t.id) transactions,AVG(t.final_total) avg_transaction FROM transactions t WHERE t.type=\"sell\" GROUP BY DATE_FORMAT(t.transaction_date,\"%Y-%m\") ORDER BY month;','2025-01-24 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does purchase frequency vary by customer type?','SELECT c.type customer_type,COUNT(DISTINCT c.id) customers,COUNT(t.id) transactions,COUNT(t.id)/COUNT(DISTINCT c.id) avg_frequency FROM contacts c JOIN transactions t ON c.id=t.contact_id WHERE t.type=\"sell\" GROUP BY c.type ORDER BY avg_frequency DESC;','2025-01-24 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customers are most responsive to promotions?','SELECT c.name,COUNT(DISTINCT CASE WHEN tsl.line_discount_amount>0 THEN t.id END) promo_purchases,COUNT(DISTINCT CASE WHEN tsl.line_discount_amount=0 THEN t.id END) regular_purchases FROM contacts c JOIN transactions t ON c.id=t.contact_id JOIN transaction_sell_lines tsl ON t.id=tsl.transaction_id WHERE t.type=\"sell\" GROUP BY c.id,c.name HAVING promo_purchases>0 ORDER BY promo_purchases DESC;','2025-01-24 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is the average customer lifespan?','SELECT c.name,MIN(t.transaction_date) first_purchase,MAX(t.transaction_date) last_purchase,DATEDIFF(MAX(t.transaction_date),MIN(t.transaction_date)) customer_lifespan FROM contacts c JOIN transactions t ON c.id=t.contact_id WHERE t.type=\"sell\" GROUP BY c.id,c.name HAVING customer_lifespan>0 ORDER BY customer_lifespan DESC;','2025-01-24 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does customer loyalty vary by product category?','SELECT c.name category,COUNT(DISTINCT t.contact_id) customers,COUNT(t.id) transactions,COUNT(t.id)/COUNT(DISTINCT t.contact_id) loyalty_score FROM categories c JOIN products p ON c.id=p.category_id JOIN transaction_sell_lines tsl ON p.id=tsl.product_id JOIN transactions t ON tsl.transaction_id=t.id WHERE t.type=\"sell\" GROUP BY c.id,c.name ORDER BY loyalty_score DESC;','2025-01-24 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customers have the highest cross-selling potential?','SELECT c.name,COUNT(DISTINCT p.category_id) categories_purchased,COUNT(DISTINCT p.id) products_purchased FROM contacts c JOIN transactions t ON c.id=t.contact_id JOIN transaction_sell_lines tsl ON t.id=tsl.transaction_id JOIN products p ON tsl.product_id=p.id WHERE t.type=\"sell\" GROUP BY c.id,c.name ORDER BY categories_purchased DESC;','2025-01-24 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is the customer profitability by segment?','SELECT cg.name segment,COUNT(DISTINCT c.id) customers,SUM(t.final_total) revenue,SUM(t.final_total)/COUNT(DISTINCT c.id) avg_revenue_per_customer FROM customer_groups cg JOIN contacts c ON cg.id=c.customer_group_id JOIN transactions t ON c.id=t.contact_id WHERE t.type=\"sell\" GROUP BY cg.id,cg.name ORDER BY avg_revenue_per_customer DESC;','2025-01-24 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does customer behavior change over time?','SELECT c.name,DATE_FORMAT(t.transaction_date,\"%Y-%m\") month,COUNT(t.id) transactions,SUM(t.final_total) spend FROM contacts c JOIN transactions t ON c.id=t.contact_id WHERE t.type=\"sell\" GROUP BY c.id,c.name,DATE_FORMAT(t.transaction_date,\"%Y-%m\") ORDER BY c.name,month;','2025-01-24 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customers are most likely to try new products?','SELECT c.name,COUNT(DISTINCT p.id) unique_products,COUNT(DISTINCT CASE WHEN DATEDIFF(t.transaction_date,p.created_at)<30 THEN p.id END) new_products FROM contacts c JOIN transactions t ON c.id=t.contact_id JOIN transaction_sell_lines tsl ON t.id=tsl.transaction_id JOIN products p ON tsl.product_id=p.id WHERE t.type=\"sell\" GROUP BY c.id,c.name ORDER BY new_products DESC;','2025-01-24 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is the impact of loyalty programs on customer behavior?','SELECT CASE WHEN c.total_rp>0 THEN \"Loyalty Member\" ELSE \"Non-Member\" END status,COUNT(DISTINCT c.id) customers,AVG(t.final_total) avg_transaction,COUNT(t.id)/COUNT(DISTINCT c.id) purchase_frequency FROM contacts c JOIN transactions t ON c.id=t.contact_id WHERE t.type=\"sell\" GROUP BY CASE WHEN c.total_rp>0 THEN \"Loyalty Member\" ELSE \"Non-Member\" END;','2025-01-24 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does customer satisfaction affect purchase frequency?','SELECT c.name,COUNT(t.id) transactions,AVG(t.final_total) avg_transaction,COUNT(t.id)/DATEDIFF(MAX(t.transaction_date),MIN(t.transaction_date)) frequency FROM contacts c JOIN transactions t ON c.id=t.contact_id WHERE t.type=\"sell\" GROUP BY c.id,c.name HAVING COUNT(t.id)>1 ORDER BY frequency DESC;','2025-01-24 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customers have the highest basket diversity?','SELECT c.name,COUNT(DISTINCT p.id) unique_products,COUNT(DISTINCT p.category_id) unique_categories FROM contacts c JOIN transactions t ON c.id=t.contact_id JOIN transaction_sell_lines tsl ON t.id=tsl.transaction_id JOIN products p ON tsl.product_id=p.id WHERE t.type=\"sell\" GROUP BY c.id,c.name ORDER BY unique_categories DESC;','2025-01-24 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is the correlation between customer age and purchase patterns?','SELECT CASE WHEN TIMESTAMPDIFF(YEAR,c.dob,CURRENT_DATE)<25 THEN \"18-24\" WHEN TIMESTAMPDIFF(YEAR,c.dob,CURRENT_DATE)<35 THEN \"25-34\" ELSE \"35+\" END age_group,AVG(t.final_total) avg_purchase,COUNT(t.id)/COUNT(DISTINCT c.id) purchase_frequency FROM contacts c JOIN transactions t ON c.id=t.contact_id WHERE t.type=\"sell\" AND c.dob IS NOT NULL GROUP BY 1 ORDER BY avg_purchase DESC;','2025-01-24 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does customer feedback affect purchase behavior?','SELECT c.name,COUNT(t.id) transactions,SUM(t.final_total) total_spent,AVG(t.final_total) avg_transaction FROM contacts c JOIN transactions t ON c.id=t.contact_id WHERE t.type=\"sell\" GROUP BY c.id,c.name ORDER BY total_spent DESC;','2025-01-24 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customers are most valuable for word-of-mouth marketing?','SELECT c.name,COUNT(DISTINCT t.id) transactions,COUNT(DISTINCT t2.contact_id) referred_customers FROM contacts c JOIN transactions t ON c.id=t.contact_id LEFT JOIN transactions t2 ON t.transaction_date<t2.transaction_date WHERE t.type=\"sell\" GROUP BY c.id,c.name ORDER BY referred_customers DESC;','2025-01-24 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is the impact of service quality on customer retention?','SELECT c.name,COUNT(t.id) total_visits,MAX(t.transaction_date) last_visit,DATEDIFF(CURRENT_DATE,MAX(t.transaction_date)) days_since_last_visit FROM contacts c JOIN transactions t ON c.id=t.contact_id WHERE t.type=\"sell\" GROUP BY c.id,c.name ORDER BY days_since_last_visit;','2025-01-24 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does customer behavior vary by channel?','SELECT t.sub_type channel,COUNT(DISTINCT c.id) customers,COUNT(t.id) transactions,AVG(t.final_total) avg_transaction FROM contacts c JOIN transactions t ON c.id=t.contact_id WHERE t.type=\"sell\" GROUP BY t.sub_type ORDER BY transactions DESC;','2025-01-24 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customers are most price sensitive?','SELECT c.name,AVG(CASE WHEN tsl.line_discount_amount>0 THEN 1 ELSE 0 END) discount_rate,COUNT(t.id) total_purchases FROM contacts c JOIN transactions t ON c.id=t.contact_id JOIN transaction_sell_lines tsl ON t.id=tsl.transaction_id WHERE t.type=\"sell\" GROUP BY c.id,c.name ORDER BY discount_rate DESC;','2025-01-24 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is the effect of personalization on customer engagement?','SELECT c.name,COUNT(DISTINCT p.category_id) categories_bought,COUNT(t.id) total_purchases,SUM(t.final_total) total_spent FROM contacts c JOIN transactions t ON c.id=t.contact_id JOIN transaction_sell_lines tsl ON t.id=tsl.transaction_id JOIN products p ON tsl.product_id=p.id WHERE t.type=\"sell\" GROUP BY c.id,c.name ORDER BY categories_bought DESC;','2025-01-24 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does customer location affect purchase patterns?','SELECT bl.state,bl.city,COUNT(DISTINCT c.id) customers,COUNT(t.id) transactions,AVG(t.final_total) avg_transaction FROM business_locations bl JOIN transactions t ON bl.id=t.location_id JOIN contacts c ON t.contact_id=c.id WHERE t.type=\"sell\" GROUP BY bl.state,bl.city ORDER BY transactions DESC;','2025-01-24 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customers have the highest social media influence?','SELECT c.name,COUNT(t.id) purchases,SUM(t.final_total) total_spent,COUNT(DISTINCT t2.contact_id) influenced_customers FROM contacts c JOIN transactions t ON c.id=t.contact_id LEFT JOIN transactions t2 ON t.transaction_date<t2.transaction_date WHERE t.type=\"sell\" GROUP BY c.id,c.name ORDER BY influenced_customers DESC;','2025-01-24 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is the impact of returns on customer loyalty?','SELECT c.name,COUNT(DISTINCT CASE WHEN t.type=\"sell_return\" THEN t.id END) returns,COUNT(DISTINCT CASE WHEN t.type=\"sell\" THEN t.id END) purchases FROM contacts c JOIN transactions t ON c.id=t.contact_id GROUP BY c.id,c.name HAVING returns>0 ORDER BY returns DESC;','2025-01-24 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does customer behavior vary by season?','SELECT MONTH(t.transaction_date) month,COUNT(DISTINCT c.id) active_customers,COUNT(t.id) transactions,AVG(t.final_total) avg_transaction FROM contacts c JOIN transactions t ON c.id=t.contact_id WHERE t.type=\"sell\" GROUP BY MONTH(t.transaction_date) ORDER BY month;','2025-01-24 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