抖音平台补水喷雾销量稳定性分析数据

本数据对公司抖音补水喷雾产品的开发改进和精准的库存管理、供应商的生产计划调整、同行销售商的市场策略制定等方面具有重要的应用价值，具体包括：1.利用销量稳定性分析数据，公司能够识别出在市场上表现稳定的补水喷雾，从而在产品开发和改进时做出更符合市场需求的决策。同时，公司还可以据此针对销售稳定的产品进行有效、精准地库存管理。2.对供应商（生产厂家）而言，通过销量稳定性分析有助于了解补水喷雾在抖音平台的销售需求波动风险，从而有针对性地调整生产和供货计划。3.对其他补水喷雾销售商（即同行）而言，本数据可为其了解补水喷雾的市场趋势、明确自身产品定位和市场策略等提供参考。1.数据收集和预处理：（1）数据收集：收集公司近半年在抖音补水喷雾的销售统计信息，具体包括统计时间、销售渠道、货品编号、货品名称、规格、数量，6月销量、7月销量、8月销量、9月销量、10月销量、11月销量。（2）数据预处理：对采集到的原始数据进行处理，去除缺失和异常数据。
2.数据汇总：将6至11月的销量汇总，计算得到近半年总销量。
3.建立销量稳定性分析模型：（1）计算月平均销量：计算月平均销量＝近半年总销量/6；（2）计算月销量方差：月销售量方差＝[(6月销量-月平均销售量)^2+(7月销量-月平均销售量)^2+(8月销量-月平均销售量)^2+…+(11月销量-月平均销售量)^2]/6；（3）销量稳定性分析：当方差小于1000，则分析结论为“销量很平稳”；当方差大于等于1000且小于等于3000，则分析结论为“销量一般平稳”；当方差大于3000，则分析结论为“销量波动大”。

This dataset holds substantial application value for multiple stakeholders involved in the hydrating spray business on Douyin: it supports the company's product development and improvement, enables precise inventory management, assists suppliers in adjusting their production and supply plans, and provides references for peer retailers to formulate market strategies.

Specific application scenarios are as follows:
1. For the company: By leveraging sales stability analysis data, the firm can identify hydrating sprays with stable market performance, thus making product development and improvement decisions that better align with market demands. Additionally, this data enables the company to implement effective and precise inventory management for products with stable sales.
2. For suppliers (manufacturers): Sales stability analysis helps them understand the fluctuation risks of sales demand for hydrating sprays on the Douyin platform, allowing them to make targeted adjustments to their production and supply plans.
3. For peer hydrating spray retailers: This dataset serves as a reference for them to grasp market trends of hydrating sprays, clarify their own product positioning, and develop appropriate market strategies.

The dataset construction workflow is detailed below:
1. Data Collection and Preprocessing:
(1) Data Collection: Collect the sales statistics of the company's hydrating sprays sold on Douyin over the past six months, including statistical time, sales channel, product ID, product name, specifications, sales quantity, as well as the sales volumes of June, July, August, September, October, and November.
(2) Data Preprocessing: Process the collected raw data by removing entries with missing values or abnormal data.
2. Data Aggregation: Aggregate the sales volumes from June to November to calculate the total sales volume over the past six months.
3. Establishment of Sales Stability Analysis Model:
(1) Monthly Average Sales Calculation: Compute the monthly average sales as the total sales volume over the past six months divided by 6.
(2) Monthly Sales Variance Calculation: Calculate the monthly sales variance using the formula: [(Sales Volume of June - Monthly Average Sales)² + (Sales Volume of July - Monthly Average Sales)² + (Sales Volume of August - Monthly Average Sales)² + (Sales Volume of September - Monthly Average Sales)² + (Sales Volume of October - Monthly Average Sales)² + (Sales Volume of November - Monthly Average Sales)²] / 6.
(3) Sales Stability Analysis: Classify the sales stability based on the computed variance:
- If the variance is less than 1000, the analysis conclusion is "Stable Sales";
- If the variance is between 1000 and 3000 (inclusive), the analysis conclusion is "Moderately Stable Sales";
- If the variance exceeds 3000, the analysis conclusion is "Highly Volatile Sales";

搜集汇总

背景与挑战

背景概述

该数据集包含抖音平台补水喷雾近半年的销售数据，共计5350条记录，以excel格式存储，涵盖货品信息、月度销量及稳定性分析结果。数据可用于产品开发、库存管理和市场策略制定，通过计算月销量方差评估销量稳定性。