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实例探究 > APT Illuminate – Housewares Promotion

APT Illuminate – Housewares Promotion

技术
  • 分析与建模 - 预测分析
  • 分析与建模 - 数据挖掘
适用行业
  • 零售
适用功能
  • 销售与市场营销
  • 商业运营
用例
  • 补货预测
服务
  • 数据科学服务
  • 系统集成
挑战
A leading US retailer wanted to understand the effectiveness of its promotions by department over the past year. Specifically, the retailer wanted to evaluate its housewares promotional strategy and sought to understand key questions, including: 1. Which categories were the most effective when promoted? 2. Within the highest-performing categories, which promotions were the most effective? 3. Where should they focus within the best housewares categories? 4. Where are there missed opportunities within housewares?
关于客户
The customer is a leading US retailer with a significant presence in the market. They have a diverse range of products across various departments, including housewares, auto, toys, and electronics. The retailer is known for its extensive promotional strategies aimed at driving sales and customer engagement. With a large customer base and numerous stores nationwide, the retailer continuously seeks to optimize its promotional efforts to maximize sales and profitability. The retailer's commitment to understanding and improving its promotional strategies highlights its focus on data-driven decision-making and operational excellence.
解决方案
The retailer leveraged APT Illuminate to conduct a deep dive into promotional effectiveness for their housewares department. The software revealed that bedding and cleaning delivered the greatest sales lifts from promotions, but there was limited impact across other, lower-performing housewares categories. In evaluating subcategory performance, the software revealed that four bedding subcategories should not be promoted, as they did not have a significant impact on sales. On the other hand, there were opportunities to promote certain top performers more frequently to drive an even greater sales impact. Breaking out the results by brand showed an opportunity to feature Brand B and C promotions more consistently. The retailer used these findings to revise its housewares promotional strategy. Specifically, the retailer increased space devoted to bedding, cleaning, bath, and cookware, instantly driving incremental sales. Also, the retailer replaced some of its housewares promotions with ones for auto, toys, and electronics, increasing sales by $2.5 million. Finally, optimizing the housewares items promoted by featuring top-performing subcategories and brands created an incremental $1.5 million in sales.
运营影响
  • The retailer increased space devoted to bedding, cleaning, bath, and cookware, instantly driving incremental sales.
  • The retailer replaced some of its housewares promotions with ones for auto, toys, and electronics, increasing sales by $2.5 million.
  • Optimizing the housewares items promoted by featuring top-performing subcategories and brands created an incremental $1.5 million in sales.
数量效益
  • Increased sales by $2.5 million from replacing housewares promotions with auto, toys, and electronics.
  • Created an incremental $1.5 million in sales by optimizing housewares items promoted.
  • Overall, the revised promotional strategy increased additional promotional sales by over $4 million.

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