基于RFM模型和回归算法的客户生命周期价值(LTV)预测分析工具,支持电商和零售业务的客户价值预测。使用时需要客户交易数据、订单历史或消费记录,自动进行RFM特征工程、回归建模和价值预测。
npx ai-builder add skill liangdabiao/ltv-predictor将原始研究问题细化为结构化的深度研究任务。通过提问澄清需求,生成符合 OpenAI/Google Deep Research 标准的结构化提示词。当用户提出研究问题、需要帮助定义研究范围、或想要生成结构化研究提示词时使用此技能。
npx ai-builder add skill liangdabiao/question-refinerPerform RFM (Recency, Frequency, Monetary) customer segmentation analysis on e-commerce data. Use when you need to analyze customer value, identify VIP customers, or create marketing segments. Automatically cleans data, calculates RFM metrics, applies K-means clustering, and generates visualization reports with Chinese language support.
npx ai-builder add skill liangdabiao/rfm-customer-segmentationAnalyze user conversion funnels, calculate step-by-step conversion rates, create interactive visualizations, and identify optimization opportunities. Use when working with multi-step user journey data, conversion analysis, or when user mentions funnels, conversion rates, or user flow analysis.
npx ai-builder add skill liangdabiao/funnel-analysis