{"repo":"AmirhosseinHonardoust/Loyalty-Behavioral-Geometry","free":true,"listed":false,"github":"https://github.com/AmirhosseinHonardoust/Loyalty-Behavioral-Geometry","clone":"git clone https://github.com/AmirhosseinHonardoust/Loyalty-Behavioral-Geometry.git","description":"A deep exploration of loyalty as a multi-dimensional behavioral system shaped by intent, habit, and sensitivity. This article introduces a geometric framework for modeling customer behavior, predicting churn trajectories, and designing ML systems that understand loyalty as a dynamic state, not a metric.","language":null,"stars":16,"topics":["behavioral-economics","behavioral-science","business-intelligence","churn-prediction","customer-analytics","customer-behavior","customer-intelligence","decision-intelligence","dynamic-modeling","latent-variables"],"license":"MIT","category":"auth-billing-email","readme_excerpt":"Loyalty Is Not a Metric, It’s a Multi-Dimensional Behavioral Geometry Why loyalty isn’t a number, but a behavioral shape and how modern ML systems can finally map, predict, and influence its dynamics. --- Introduction: The Problem With Loyalty Metrics Companies love simple metrics. Dashboards love numbers. But human behavior isn’t simple and loyalty definitely isn’t a number. Take the three most common indicators used in retail: Number of purchases Subscription status Recency/frequency metrics Marketers treat these as signs of loyalty. Analysts turn them into KPIs. Executives use them to justify strategy. But these metrics capture only the surface of loyalty, they tell us what happened , not why . Loyalty is not a metric. Loyalty is a multi-dimensional behavioral geometry , a latent psychological system expressed through patterns, preferences, rhythms, and sensitivities. Understanding this geometry changes everything: how we model customers, how we interpret signals, and how we design retention strategies. This article builds that framework. --- 1. Loyalty Is Not an Outcome, It Is a Latent State Businesses often treat loyalty as an output: loyal not loyal churned retained This is convenient but wrong. Loyalty is not something a customer is . Loyalty is the invisible force that shapes how a customer behaves . You can never measure loyalty directly. You can only observe its manifestations: Repeated purchases Subscription or membership Tolerance for friction Sensitivity to prici","default_branch":null,"files":null,"tree":[],"storefront":"/r/AmirhosseinHonardoust","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/AmirhosseinHonardoust/Loyalty-Behavioral-Geometry/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}