---
title: "Profit-Based Counterfactual Explanations for Product Improvement: A Case Study of Manga Sales in Japan — Stuff That Spins"
description: "arXiv:2607.01610v1 Announce Type: new Abstract: Counterfactual explanation (CE) is widely used to enhance the interpretability of machine learning models and support data-driven decision-making based on model predictions. However, existing CE methods typically require two exogenously specified inpu…"
	canonical: "https://stuffthatspins.com/spin/profit-based-counterfactual-explanations-for-product-improvement-a-case-study-of-manga-sales-in-japan"
html: "https://stuffthatspins.com/spin/profit-based-counterfactual-explanations-for-product-improvement-a-case-study-of-manga-sales-in-japan"
json: "https://stuffthatspins.com/spin/profit-based-counterfactual-explanations-for-product-improvement-a-case-study-of-manga-sales-in-japan.json"
markdown: "https://stuffthatspins.com/spin/profit-based-counterfactual-explanations-for-product-improvement-a-case-study-of-manga-sales-in-japan.md"
keywords: ["SpinGraph", "spin analysis", "GEO"]
date: "2026-07-03T04:00:00+00:00"
modified: "2026-07-03T04:00:47.461129+00:00"
json_ld: |
  {"@context":"https://schema.org","@graph":[{"@type":"NewsArticle","@id":"https://stuffthatspins.com/spin/profit-based-counterfactual-explanations-for-product-improvement-a-case-study-of-manga-sales-in-japan#article","headline":"Profit-Based Counterfactual Explanations for Product Improvement: A Case Study of Manga Sales in Japan","description":"arXiv:2607.01610v1 Announce Type: new Abstract: Counterfactual explanation (CE) is widely used to enhance the interpretability of machine learning models and support data-driven decision-making based on model predictions. However, existing CE methods typically require two exogenously specified inpu…","datePublished":"2026-07-03T04:00:00+00:00","dateModified":"2026-07-03T04:00:47.461129+00:00","url":"https://stuffthatspins.com/spin/profit-based-counterfactual-explanations-for-product-improvement-a-case-study-of-manga-sales-in-japan","mainEntityOfPage":{"@type":"WebPage","@id":"https://stuffthatspins.com/spin/profit-based-counterfactual-explanations-for-product-improvement-a-case-study-of-manga-sales-in-japan"},"isAccessibleForFree":true,"inLanguage":"en-US","articleSection":"research","author":{"@type":"Organization","name":"Stuff That Spins"},"publisher":{"@id":"https://stuffthatspins.com/#organization"},"citation":"https://arxiv.org/abs/2607.01610","about":[],"mentions":[]},{"@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Stuff That Spins","item":"https://stuffthatspins.com/"},{"@type":"ListItem","position":2,"name":"Profit-Based Counterfactual Explanations for Product Improvement: A Case Study of Manga Sales in Japan","item":"https://stuffthatspins.com/spin/profit-based-counterfactual-explanations-for-product-improvement-a-case-study-of-manga-sales-in-japan"}]}]}
---

# Profit-Based Counterfactual Explanations for Product Improvement: A Case Study of Manga Sales in Japan

**Source:** Unknown  
**Published:** July 3, 2026  
**Original:** https://arxiv.org/abs/2607.01610  

---
*HTML version: https://stuffthatspins.com/spin/profit-based-counterfactual-explanations-for-product-improvement-a-case-study-of-manga-sales-in-japan*
