--- title: Can Machine Learning Predict the World Cup? | daily.dev description: A walkthrough of building a machine learning model in R to predict FIFA World Cup 2026 match outcomes using 49,000 historical international matches. The... canonical: https://daily.dev/posts/can-machine-learning-predict-the-world-cup--huflntyqh twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Can Machine Learning Predict the World Cup? | daily.dev og:description: A walkthrough of building a machine learning model in R to predict FIFA World Cup 2026 match outcomes using 49,000 historical international matches. The... og:url: https://daily.dev/posts/can-machine-learning-predict-the-world-cup--huflntyqh og:image: https://api.daily.dev/og/posts/hufLNTYqh.png og:image:alt: Can Machine Learning Predict the World Cup? og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Can Machine Learning Predict the World Cup? **[Towards Data Science](https://daily.dev/sources/tds)** · 16 min read · 0 upvotes · 0 comments ## Summary A walkthrough of building a machine learning model in R to predict FIFA World Cup 2026 match outcomes using 49,000 historical international matches. The project compares multinomial regression, elastic-net, and LightGBM models using Elo ratings, rolling form features, and match context. LightGBM was selected as the final model (test log loss 0.873), though it only marginally outperformed simpler regression. A key finding is that all models struggle to predict draws — the selected model correctly identified only 2 out of 1,784 actual draws. The analysis concludes that football forecasting gains come primarily from leakage-safe feature engineering rather than model complexity, and that player-level data would be the most impactful next step. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Machine learning meets reality: Forecast evaluation for the 2026 FIFA World Cup](https://daily.dev/posts/machine-learning-meets-reality-forecast-evaluation-for-the-2026-fifa-world-cup-oyrlq2252) · R-bloggers · 0 upvotes · 0 comments - [Football meets machine learning: Forecasting the 2026 FIFA World Cup](https://daily.dev/posts/football-meets-machine-learning-forecasting-the-2026-fifa-world-cup-oqcy3znjp) · R-bloggers · 0 upvotes · 0 comments - [I Built 11 Models to Predict the 2026 World Cup. They Crown Four Different Champions.](https://daily.dev/posts/i-built-11-models-to-predict-the-2026-world-cup-they-crown-four-different-champions--putfq3i4g) · Towards Data Science · 0 upvotes · 0 comments --- Tags: [#machine-learning](https://daily.dev/tags/machine-learning), [#r](https://daily.dev/tags/r), [#feature-engineering](https://daily.dev/tags/feature-engineering) [View this post on daily.dev](https://daily.dev/posts/can-machine-learning-predict-the-world-cup--huflntyqh) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"Can Machine Learning Predict the World Cup?","url":"https://daily.dev/posts/can-machine-learning-predict-the-world-cup--huflntyqh","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/can-machine-learning-predict-the-world-cup--huflntyqh"},"datePublished":"2026-06-09T06:05:07.810Z","dateModified":"2026-06-09T06:05:32.171Z","description":"A walkthrough of building a machine learning model in R to predict FIFA World Cup 2026 match outcomes using 49,000 historical international matches. 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