(158,'Which customers are early adopters?','SELECT c.name,COUNT(DISTINCT CASE WHEN DATEDIFF(t.transaction_date,p.created_at)<30 THEN p.id END) new_products_bought 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_bought DESC;','2025-01-24 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INSERT INTO `vhai` VALUES (159,'What is the effect of customer education on purchase behavior?','SELECT c.name,COUNT(DISTINCT p.category_id) categories_known,COUNT(t.id) purchases,AVG(t.final_total) avg_purchase 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_known DESC;','2025-01-24 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does customer satisfaction vary by product category?','SELECT c.name category,COUNT(DISTINCT t.contact_id) customers,COUNT(t.id) repeat_purchases,COUNT(t.id)/COUNT(DISTINCT t.contact_id) satisfaction_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 satisfaction_score DESC;','2025-01-24 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customers have the highest brand advocacy?','SELECT c.name,COUNT(DISTINCT b.id) brands_purchased,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 JOIN products p ON tsl.product_id=p.id JOIN brands b ON p.brand_id=b.id WHERE t.type=\"sell\" GROUP BY c.id,c.name ORDER BY brands_purchased DESC;','2025-01-24 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is the impact of customer service on sales?','SELECT c.name,COUNT(t.id) interactions,SUM(t.final_total) total_sales,AVG(t.final_total) avg_sale 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_sales DESC;','2025-01-24 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does customer behavior vary by income level?','SELECT cg.name customer_group,COUNT(DISTINCT c.id) customers,AVG(t.final_total) avg_purchase,SUM(t.final_total)/COUNT(DISTINCT c.id) value_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 value_per_customer DESC;','2025-01-24 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customers are most responsive to email marketing?','SELECT c.name,COUNT(t.id) purchases,SUM(t.final_total) total_spent FROM contacts c JOIN transactions t ON c.id=t.contact_id WHERE t.type=\"sell\" AND c.email IS NOT NULL GROUP BY c.id,c.name ORDER BY purchases DESC;','2025-01-24 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is the effect of store atmosphere on customer behavior?','SELECT bl.name location,COUNT(DISTINCT c.id) unique_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.id,bl.name ORDER BY transactions DESC;','2025-01-24 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does customer satisfaction vary by store location?','SELECT bl.name location,COUNT(DISTINCT c.id) customers,COUNT(t.id) repeat_visits,COUNT(t.id)/COUNT(DISTINCT c.id) satisfaction_score 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.id,bl.name ORDER BY satisfaction_score DESC;','2025-01-24 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customers have the highest potential for upselling?','SELECT c.name,AVG(t.final_total) avg_purchase,MAX(t.final_total) max_purchase,COUNT(DISTINCT p.category_id) categories_bought 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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is the impact of wait times on customer satisfaction?','SELECT c.name,AVG(TIMESTAMPDIFF(MINUTE,t.created_at,t.updated_at)) avg_processing_time,COUNT(t.id) total_visits FROM contacts c JOIN transactions t ON c.id=t.contact_id WHERE t.type=\"sell\" GROUP BY c.id,c.name ORDER BY avg_processing_time;','2025-01-24 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does customer behavior vary by weather?','SELECT DATE(t.transaction_date) date,COUNT(DISTINCT c.id) unique_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 DATE(t.transaction_date) ORDER BY date;','2025-01-24 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customers are most likely to recommend products?','SELECT c.name,COUNT(t.id) purchases,COUNT(DISTINCT p.id) products_bought,COUNT(DISTINCT t2.contact_id) referred_customers 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 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 effect of product availability on customer loyalty?','SELECT c.name,COUNT(t.id) total_visits,COUNT(DISTINCT CASE WHEN vld.qty_available>0 THEN t.id END) successful_purchases 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 LEFT JOIN variation_location_details vld ON p.id=vld.product_id WHERE t.type=\"sell\" GROUP BY c.id,c.name ORDER BY successful_purchases DESC;','2025-01-24 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does customer behavior vary by time of year?','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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customers have the highest social influence?','SELECT c.name,COUNT(t.id) purchases,COUNT(DISTINCT t2.contact_id) influenced_customers,SUM(t.final_total) total_spent 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 customer complaints on retention?','SELECT c.name,COUNT(DISTINCT CASE WHEN t.type=\"sell_return\" THEN t.id END) complaints,COUNT(DISTINCT CASE WHEN t.type=\"sell\" THEN t.id END) purchases,MAX(t.transaction_date) last_purchase FROM contacts c JOIN transactions t ON c.id=t.contact_id GROUP BY c.id,c.name HAVING complaints>0 ORDER BY DATEDIFF(CURRENT_DATE,last_purchase);','2025-01-24 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does customer behavior vary by payment method?','SELECT tp.method payment_method,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 JOIN transaction_payments tp ON t.id=tp.transaction_id WHERE t.type=\"sell\" GROUP BY tp.method ORDER BY transactions DESC;','2025-01-24 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customers are most valuable for product feedback?','SELECT c.name,COUNT(DISTINCT p.category_id) categories_known,COUNT(t.id) purchases,COUNT(DISTINCT p.id) products_tried 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 products_tried DESC;','2025-01-24 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is the effect of customer age on brand loyalty?','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 b.id) brands_bought,COUNT(t.id)/COUNT(DISTINCT c.id) purchase_frequency 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 JOIN brands b ON p.brand_id=b.id WHERE t.type=\"sell\" AND c.dob IS NOT NULL GROUP BY 1 ORDER BY purchase_frequency DESC;','2025-01-24 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does customer behavior vary by lifestyle?','SELECT cg.name customer_segment,COUNT(DISTINCT p.category_id) preferred_categories,AVG(t.final_total) avg_purchase FROM customer_groups cg JOIN contacts c ON cg.id=c.customer_group_id 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 cg.id,cg.name ORDER BY avg_purchase DESC;','2025-01-24 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customers have the highest lifetime potential?','SELECT c.name,COUNT(t.id) total_purchases,SUM(t.final_total) total_spent,COUNT(DISTINCT p.category_id) categories_explored,DATEDIFF(MAX(t.transaction_date),MIN(t.transaction_date)) customer_tenure 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 total_spent DESC;','2025-01-24 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is the optimal reorder point for each product?','SELECT p.name,vld.qty_available current_stock,AVG(daily_sales.quantity) avg_daily_sales,vld.qty_available/NULLIF(AVG(daily_sales.quantity),0) days_of_inventory FROM products p LEFT JOIN variation_location_details vld ON p.id=vld.product_id LEFT JOIN (SELECT product_id,DATE(transaction_date) sale_date,SUM(quantity) quantity FROM transaction_sell_lines tsl JOIN transactions t ON tsl.transaction_id=t.id WHERE t.type=\"sell\" GROUP BY product_id,DATE(transaction_date)) daily_sales ON p.id=daily_sales.product_id GROUP BY p.id,p.name,vld.qty_available ORDER BY days_of_inventory;','2025-01-24 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products have the highest holding costs?','SELECT p.name,vld.qty_available current_stock,p.enable_stock*v.default_purchase_price unit_cost,vld.qty_available*v.default_purchase_price total_holding_cost FROM products p JOIN variations v ON p.id=v.product_id LEFT JOIN variation_location_details vld ON p.id=vld.product_id WHERE p.enable_stock=1 ORDER BY total_holding_cost DESC;','2025-01-24 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is the inventory accuracy rate by location?','SELECT bl.name location,COUNT(DISTINCT p.id) total_products,COUNT(DISTINCT CASE WHEN vld.qty_available>0 THEN p.id END) stocked_products FROM business_locations bl JOIN products p CROSS JOIN variation_location_details vld ON p.id=vld.product_id AND bl.id=vld.location_id WHERE p.enable_stock=1 GROUP BY bl.id,bl.name ORDER BY stocked_products DESC;','2025-01-24 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does seasonality affect inventory levels?','SELECT p.name,MONTH(t.transaction_date) month,AVG(vld.qty_available) avg_stock_level,SUM(tsl.quantity) monthly_sales FROM products p JOIN transaction_sell_lines tsl ON p.id=tsl.product_id JOIN transactions t ON tsl.transaction_id=t.id LEFT JOIN variation_location_details vld ON p.id=vld.product_id WHERE t.type=\"sell\" AND p.enable_stock=1 GROUP BY p.id,p.name,MONTH(t.transaction_date) ORDER BY p.name,month;','2025-01-24 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