How Shopify Capital Uses Quantile Regression To Help Merchants Succeed - Shopify

What this post added

This post introduces the application of quantile regression within Shopify Capital's risk-assessment algorithms. It explains the limitations of traditional regression for predicting sales distributions with varying variances and details how quantile regression addresses this by predicting specific quantiles of future sales. The post provides theoretical background, mathematical formulations, and practical examples using Python to illustrate the concept and its application in offering tailored merchant cash advances.