直播带货中订单来源和佣金数据

在互联网传媒行业，达人为网店直播宣传带货时会积累庞大的数据，我们通过分析订单的来源数据。从订单来源我们可以看出消费者下单是从哪个软件进来下单的，在我们抽查的119条数据中可以看出，107个是抖音平台下单的，也就是抖音直播平台占比89%。12个是抖音极速版下载的，占比是11%而在119条直播里面有26个佣金率是在30%以上，可见我们每场直播都要对产品进行分析和部署。我们的这个算法完美的解决这个部署问题。数据收集和预处理：收集网红直播带货的交易数据，包括店铺、订单来源、流量细分来源和佣金率等信息。

关联规则挖掘：
使用关联规则挖掘算法（如Apriori、FP-growth等）找到交易数据中的订单来源和细分来源。

定义评分指标：
定义订单来源的指标，如订单来源的于抖音直播间为优质，来源于抖音橱窗为优秀，来源于抖音视频为良好，来源于其他为一般。

利用关联规则：
根据找到的关联规则中的佣金率和总佣金收入来计划推广，佣金率超过30%是我们直播的核心推广产品。

高佣金率指标：商家给出的机制佣金率超过30%即为高佣金率。
结合步骤3中定义的指标，计算每个产品的佣金率来判定是否属于核心推广产品范围。

试播和调优：
使用高佣金率和福利产品交叉直播，根据结果进行调优。

部署和监控：
将设计好的算法部署到直播产品中，用于高佣金率产品。
定期监控和调序，并根据需要进行调整和优化。

In the internet media industry, influencers accumulate vast amounts of data when promoting products for online stores via live streaming. We analyze order source data, which reveals which software consumers used to place orders. Among the 119 sampled data entries, 107 orders were placed on the Douyin platform, accounting for 89% of the total; 12 orders came from the Douyin Lite app, accounting for 11%. Out of the 119 live streams, 26 had a commission rate exceeding 30%, which demonstrates that we need to analyze and plan products for each live stream. Our algorithm perfectly solves this planning issue.

Data Collection and Preprocessing:
Collect transaction data from influencer live streaming product promotions, including details such as store information, order sources, traffic breakdown sources, and commission rates.

Association Rule Mining:
Use association rule mining algorithms (e.g., Apriori, FP-growth) to identify the correlations between order sources and traffic breakdown sources in the transaction dataset.

Scoring Indicator Definition:
Define scoring indicators for order sources: orders originating from Douyin live rooms are categorized as "Excellent", those from Douyin Shop as "Outstanding", those from Douyin short videos as "Good", and those from other channels as "Average".

Utilizing Association Rules:
Plan promotion strategies based on the commission rates and total commission revenue identified from the mined association rules. Products with a commission rate exceeding 30% are our core promotion products for live streams.

High Commission Rate Indicator:
A commission rate offered by merchants exceeding 30% is defined as a high commission rate. Combine with the indicators defined in the previous step to calculate the commission rate of each product and determine whether it falls within the scope of core promotion products.

Pilot Broadcast and Tuning:
Conduct cross live streams featuring high commission rate products and promotional offers, and optimize the strategy based on the results.

Deployment and Monitoring:
Deploy the designed algorithm into live streaming products for promoting high commission rate products. Conduct regular monitoring and tuning, and make adjustments and optimizations as required.

搜集汇总

数据集介绍

特点

该数据集由杭州达灵文化传媒有限责任公司提供，包含119条直播带货中的订单来源和佣金数据，每日更新。数据主要来源于抖音平台，应用场景为互联网传媒行业，通过分析订单来源和佣金率来优化直播推广策略。算法规则包括数据收集、关联规则挖掘、评分指标定义和试播调优等步骤，旨在提高直播带货的效果。