各地区客户对晒后修护液需求量数据

通过收集和分析各区域客户对晒后修护液消费相关数据，了解客户对晒后修护液的购买力水平和消费偏好，从而了解该产品是否畅销，从而为本行业的所有企业制定生产策略，更好地为用户提供个性化的商品和服务，对于高等级客户可每月1至2次与之沟通，对于中等级客户可每季度1至2次与之客户沟通，对于低等级客户可每半年1至2次与之沟通，从而制定更精准的生产营销策略。1.数据采集：采集各年各个客户对晒后修护液的相关交易数据。2.数据处理：对采集到数据进行分类、合并、累加，便于分析使用。3.算法加工：将处理后的数据进行需求量分析：需求指数P={a1（单笔最少订单数量）/b1（单笔最少消费额度）+a2（单笔最高订单数量）/b2（单笔最高消费额度）}*k，k为消费系数，客户归属于不同的经济区域k值不同，全国分为四大经济区域：东部地区、东北地区、中部地区和西部地区，按经验取值东部地区k值为1.1，东北和中部地区k值为1.15，西部地区k值为1.2。4、数据分类分级：根据计算出的需求指数P，将客户等级划分为“高、中、低”不同的类别和级别（200分及以上标记为“高等级”，150-200分区间内标记为“中等级”，150分及以下标记为“低等级”），帮助公司更好地理解客户。

By collecting and analyzing regional customer consumption data related to after-sun repair serums, this dataset aims to understand customers' purchasing power and consumption preferences for such products, verify the market popularity of after-sun repair serums, formulate production strategies for enterprises in the industry, and provide personalized products and services to users. Targeted communication frequencies are also set: 1 to 2 times per month for high-tier customers, 1 to 2 times per quarter for mid-tier customers, and 1 to 2 times every six months for low-tier customers, so as to develop more precise production and marketing strategies.
1. Data Collection: Collect transaction data related to after-sun repair serums from each customer across different years.
2. Data Preprocessing: Classify, merge and aggregate the collected data to facilitate subsequent analysis.
3. Algorithm Processing: Conduct demand analysis on the preprocessed data. The demand index P is defined as P = [(a₁ / b₁) + (a₂ / b₂)] × k, where a₁ is the minimum single-order quantity, b₁ is the minimum single-order consumption amount, a₂ is the maximum single-order quantity, b₂ is the maximum single-order consumption amount, and k is the consumption coefficient. The value of k varies depending on the economic region where the customer is located. The whole country is divided into four major economic regions: Eastern Region, Northeast Region, Central Region and Western Region. Based on empirical values, k is set to 1.1 for the Eastern Region, 1.15 for the Northeast and Central Regions, and 1.2 for the Western Region.
4. Data Classification and Grading: Classify customers into high-tier, mid-tier and low-tier categories based on the calculated demand index P. Specifically, customers with a score of 200 or above are marked as "high-tier", those with a score between 150 and 200 as "mid-tier", and those with a score of 150 or below as "low-tier", to help enterprises better understand their customers.

搜集汇总

数据集介绍

特点

该数据集记录了各地区客户对晒后修护液的需求量数据，包含1761条记录，每年更新一次。通过分析客户消费数据，帮助企业了解客户购买力和消费偏好，制定精准的生产和营销策略。