---
title: "Discussion on \"Why Poorer Countries Use More \"Renewable\" Energy: A Data Analysis Case Study in Solving Messy Data\" | Hashnode"
description: "Discussion on \"Why Poorer Countries Use More \"Renewable\" Energy: A Data Analysis Case Study in Solving Messy Data\". How metadata and income-group analysis revealed the \"why\" behind a misleading correlation."
url: "https://hashnode.com/posts/why-poorer-countries-use-more-renewable-energy-a-data-analysis-case-study-in-solving-messy-data/6913201051d43b396bd6653c"
---

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# [Why Poorer Countries Use More "Renewable" Energy: A Data Analysis Case Study in Solving Messy Data](https://nerdyalgorithm.hashnode.dev/why-poorer-countries-use-more-renewable-energy-a-data-analysis-case-study-in-solving-messy-data?utm_source=hashnode&utm_medium=feed)

How metadata and income-group analysis revealed the "why" behind a misleading correlation.

Nov 11, 2025 · 5 min read · nerdyalgorithm.hashnode.dev  
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-   [#data-science](https://hashnode.com/tag/data-science)
-   [#data-analysis](https://hashnode.com/tag/data-analysis)
-   [#renewable-energy](https://hashnode.com/tag/renewable-energy)
-   [#python](https://hashnode.com/tag/python)
-   [#exploratory-data-analysis](https://hashnode.com/tag/exploratory-data-analysis)
-   [#dataraflow](https://hashnode.com/tag/dataraflow)

## Written by

[Angelic Charles](https://hashnode.com/@ZQQ)

@ZQQ

  
[View profile](https://hashnode.com/@ZQQ)

Data Science • Machine Learning

Turning raw data into insights, models, and tools that feel human.

## Responses 2

Markdown supported · ⌘↵ to post

[Winner Emeto](https://hashnode.com/@emetowinner)

[Nov 11, 2025](https://hashnode.com/posts/why-poorer-countries-use-more-renewable-energy-a-data-analysis-case-study-in-solving-messy-data/6913201051d43b396bd6653c/comment/69137560ebbe57e1cfa8e2f4)

This is a good analysis, good job here!

[Franklin C. Obika](https://hashnode.com/@franklin-obika)

[Nov 11, 2025](https://hashnode.com/posts/why-poorer-countries-use-more-renewable-energy-a-data-analysis-case-study-in-solving-messy-data/6913201051d43b396bd6653c/comment/69132605ffaac42aa25df883)

Great insights!