祛痘类产品安徽省消费偏好分析数据

通过收集和分析全国范围内有对祛痘类精华产品交易行为的省份，相关消费数据，了解安徽省对祛痘类精华产品的需求偏好，针对高偏好省份采用多备货，低偏好省份减少库存等措施，从而为本行业的全链条企业制定生产销售策略提供数据支撑，更好地为客户提供个性化的商品和服务。1、数据采集：采集全国范围内，存在祛痘类精华消费行为的省份，相关销售交易数据，主要包括：订单编号、商品信息、订单数量、订单金额、收货人、收获省份、订单状态、全国订单总量、全国订单总金额。
2、数据处理，对采集到的数据进行分类、梳理，便于分析使用。
3、算法加工：将处理后的数据进行分析：全国平均订单金额＝全国订单总金额/全国订单总量，偏好指数（某省）＝（某省订单总金额/全国平均订单金额）*（全国订单总量/全国订单总金额），“全国订单总量/全国订单总金额”是常数，用于将算法确定为基于全国平均订单金额的需求量进行计算。数据为整理后状态，主要根据地区汇集，不完全按照时间先后顺序；订单可能存在捆绑/拼单/活动优惠，同品牌洗浴产品单价在各区域、不同时间的差价忽略不计，因此全国订单总金额额/全国订单总量≠某省订单总金额/某省订单总量，据行业经验采用全国平均订单金额进行标准化算法处理。
4、数据分类分级复用：根据计算出的偏好指数，偏好指数（某省）>5.0记为高偏好省份，1.0＜偏好指数（某省）≤5.0记为中偏好省份，1.0≥偏好指数（某省）记为低偏好省份，根据地区等级安排更精准的生产营销策略，例如：加大高偏好省份的铺货量等。

This dataset aims to collect and analyze relevant consumption data of provinces across the country with transaction behaviors for anti-acne essence products, so as to understand the demand preferences of Anhui Province for such products. Measures including increasing inventory stocking for high-preference provinces and reducing inventory for low-preference provinces will be adopted, thereby providing data support for full-chain enterprises in the industry to formulate production and sales strategies, and better deliver personalized products and services for customers.

1. Data Collection: Collect relevant sales transaction data of provinces across the country that have consumption behaviors for anti-acne essence products, mainly including: order ID, product information, order quantity, order amount, consignee, shipping province, order status, total national order volume, and total national order amount.

2. Data Processing: Classify and organize the collected data to facilitate analysis and application.

3. Algorithm Processing: Analyze the processed data with the following formulas:
Average national order amount = Total national order amount / Total national order volume
Preference Index (of a given province) = (Total provincial order amount / Average national order amount) * (Total national order volume / Total national order amount)
Note: "Total national order volume / Total national order amount" is a constant, which is used to standardize the algorithm based on demand calculated via the average national order amount. The data is in a consolidated state, mainly aggregated by region, and does not fully follow chronological order. Orders may involve bundled sales, group purchases, or promotional offers. Price differences of same-brand bath products across regions and time periods are neglected, so Total national order amount / Total national order volume ≠ Total provincial order amount / Total provincial order volume. Therefore, based on industry experience, the average national order amount is used for standardized algorithm processing.

4. Data Classification, Grading and Reuse: According to the calculated preference index, provinces are categorized as follows: high-preference provinces with Preference Index > 5.0, medium-preference provinces with 1.0 < Preference Index ≤ 5.0, and low-preference provinces with Preference Index ≤ 1.0. More precise production and marketing strategies will be formulated based on regional tiers, such as increasing product distribution volume in high-preference provinces, etc.

搜集汇总

背景与挑战

背景概述

该数据集包含祛痘类精华产品在安徽省的消费偏好分析数据，通过偏好指数划分省份偏好等级，支持企业制定精准的生产营销策略。