重庆市速冻榴莲肉销售分析数据

速冻榴莲肉的销售受地区经济结构，产业组成等条件影响，因此数据收集整理以省份作为划分区间。通过消费者购买速冻榴莲肉的型号重量、消费者的地区、消费者重复购买次数、复购率等，计算出重庆市各区域客户需求级别，从而了解各区域市场潜力和消费者购买力情况，为企业相关产品批发、零售行业制定采购、销售策略提供数据支持，实现精准生产与供应链优化和区域针对性供货销售。本数据可帮助本行业所有企业更准确地掌握市场动态及市场需求，同时也为本行业的所有企业制定生产策略提供依据，提升各企业在行业内的销售竞争力。1、数据采集：通过公司内部订单管理系统采集到速冻榴莲肉的销售数据。2、数据处理：对采集到的数据进行脱敏、去错，其中订单编号和消费者id已进行脱敏转换处理。3、数据加工：将处理好的数据按区域累计订单(N)、区域订单总件数(M）、区域当月销售额(E)、区域总重复购买次数(W)、区域复购率(Q)、权重系数ɑ1、权重系数ɑ2、权重系数ɑ3、权重系数ɑ4进行算法加工，区域复购率(Q)= W/M，ɑ1+ɑ2+ɑ3+ɑ4=1，区域供货优先级系数=(M/E)*ɑ1+(M/M)*ɑ2+(E/10000)*ɑ3+Q*ɑ4。4、数据应用：用区域供货优先级系数来设定低、中、高三个等级，＜0.6为低优先级，0.6-0.8为中优先级，＞0.8高优先级，低优先级减少供货频率，高优先级则增加供货频率。The sales of frozen durian pulp are affected by regional economic structure, industrial composition and other relevant factors. Therefore, data collection and organization are divided by provinces. By collecting indicators such as the model and weight of frozen durian pulp purchased by consumers, consumers' regions, consumers' repeat purchase times and repurchase rate, the customer demand level of each region in Chongqing is calculated, so as to figure out the market potential of each region and consumers' purchasing power. This provides data support for enterprises' product wholesale and retail industries to formulate procurement and sales strategies, enabling precision production, supply chain optimization and targeted regional supply and sales. This dataset can help all enterprises in the industry accurately grasp market trends and demands, provide a basis for all enterprises in the industry to formulate production strategies, and enhance their sales competitiveness in the industry. 1. Data Collection: Sales data of frozen durian pulp is collected through the company's internal order management system. 2. Data Processing: Desensitization and error removal are conducted on the collected data, and order numbers and consumer IDs have been desensitized and converted. 3. Data Algorithm Processing: The processed data is processed via algorithms based on cumulative regional orders (N), total regional order pieces (M), regional monthly sales (E), total regional repeat purchase times (W), regional repurchase rate (Q), and weight coefficients α1, α2, α3, α4. The formulas are as follows: regional repurchase rate Q = W/M, α1+α2+α3+α4=1, and regional supply priority coefficient = (M/E)*α1 + (M/M)*α2 + (E/10000)*α3 + Q*α4. 4. Data Application: The regional supply priority coefficient is used to define three levels: low priority (<0.6), medium priority (0.6-0.8) and high priority (>0.8). For low-priority regions, the supply frequency should be reduced, while for high-priority regions, the supply frequency should be increased.

搜集汇总

背景与挑战

背景概述

该数据集聚焦重庆市速冻榴莲肉的销售分析，包含534条记录，每月更新，以Excel格式提供26个字段，涵盖订单详情、地区分布、复购率等关键指标。通过算法计算区域供货优先级系数，数据旨在评估各区域市场潜力和消费者购买力，为企业制定精准的采购、销售策略及供应链优化提供数据支持，助力行业提升销售竞争力。