How to get ROI from Data Science in Python (HOW TO AVOID PROJECT FAILURE)

Опубликовано: 02 Май 2026
на канале: Matt Dancho (Business Science)
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Return on investment separates data science project success from failure. But most data science teams DON'T know how to do an ROI analysis. In this short video, I expose some key concepts for getting ROI from data science projects including: the 4 elements, how to overcome mistakes, how to generate a strategy from machine learning predictions, how to optimize results, and how to visualize and select the right optimization.

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Table of Contents:
00:00 Introduction to ROI for Data Science Projects
00:29 The mistake 90% of data science departments make
02:26 The 4 Elements of ROI (Email Lead Scoring Case Study)
02:47 Classification Strategy (Hot/Cold Lead Strategy)
03:08 Expected Value
03:46 Optimization Table
05:57 Optimization Plot
06:58 ROI Recap

#datascience #python #project