江西省购买公司防撞桶客户价值评估数据

采集销售记录表中江西省的数据，通过分析客户对防撞桶消费相关数据，了解客户对防撞桶的购买力水平和消费偏好，并对客户进行价值评级，实现精准化运营，满足不同价值客户的个性化需求。对A级客户，每个月进行一次回访维护，对B级客户，每个季度进行一次回访维护，对C级客户每半年进行一次回访维护，对D级客户每年进行一次回访维护。另外可以为本地区客户群体高度重叠企业提供不同价值类型的客户个性化服务的数据支持。1、数据处理：对从销售记录表中采集到的数据进行脱敏、降噪、清洗、聚集、分析。2、数据加工：运用RFM模型结合客户最近一次消费时间天数（R）、消费频次(F)和消费金额(M)的得分排名对客户进行一个综合排名，最终得出一个RFM总评分a.提取出客户上次消费时间距离2025年6月30日的天数R、消费频次(F)和消费金额(M)进行分类，最近一次消费时间间隔最短的客户排在最上面。按照从1-5评分，前20%的客户获得5分，接下来的20%用户获得4分,再下来20%的客户为3分，再下来20% 的客户为2分，最后20% 的客户为1分。 b.根据消费频次(F)从高到底依次对客户进行分类，前20%的客户在用户活动频率的分数为5，以此类推。 C.根据客户的消费金额(M)，前20%的客户在消费金额的分数为5，以此类推。消费金额最少的20%客户则分数为1。 RFM得分=0.3*（R得分）+0.3*（F得分）+0.4*（M得分） 评分大于等于4分的为A级客户，大于等于3小于4的为B级客户，大于等于2小于3的为C级客户，低于2的为D级客户This dataset collects data of Jiangxi Province from sales record tables. By analyzing customers' consumption data related to anti-collision barrels, it aims to understand customers' purchasing power levels and consumption preferences for anti-collision barrels, conduct value rating on customers, realize precision operations, and meet the personalized needs of customers of different value tiers. For Tier A customers, monthly follow-up and maintenance will be conducted; for Tier B customers, quarterly follow-up and maintenance will be carried out; for Tier C customers, semi-annual follow-up and maintenance will be performed; and for Tier D customers, annual follow-up and maintenance will be implemented. Additionally, it can provide data support for personalized services of customers of different value types for enterprises with highly overlapping local customer groups. 1. Data Processing: Desensitize, denoise, clean, aggregate and analyze the data collected from the sales record tables. 2. Data Enrichment: Adopt the RFM model to conduct comprehensive ranking of customers based on the scoring rankings of three indicators: days since the customer's last consumption (R), consumption frequency (F), and consumption amount (M), and finally obtain the overall RFM score. a. Extract the days R from the customer's last consumption to June 30, 2025, consumption frequency (F) and consumption amount (M) for classification. Rank customers by the shortest time interval since their last consumption first. Score customers from 1 to 5: the top 20% of customers get 5 points, the next 20% get 4 points, the subsequent 20% get 3 points, another 20% get 2 points, and the last 20% get 1 point. b. Classify customers in descending order of consumption frequency (F). The top 20% of customers get 5 points for user activity frequency, and the rest follows the same rule. c. Based on customers' consumption amount (M), the top 20% of customers get 5 points for consumption amount, and the rest follows the same rule. The bottom 20% of customers with the least consumption amount get 1 point. The overall RFM Score = 0.3 * (R Score) + 0.3 * (F Score) + 0.4 * (M Score). Customers with a score ≥4 are classified as Tier A customers, those with 3 ≤ score <4 are Tier B customers, those with 2 ≤ score <3 are Tier C customers, and those with a score <2 are Tier D customers.

搜集汇总

背景与挑战

背景概述

该数据集是江西省防撞桶购买客户的RFM价值评估数据，包含640条企业数据，通过分析客户消费时间、频次和金额进行评分和等级划分，用于精准运营和个性化服务支持。