--- title: I Built 11 Models to Predict the 2026 World Cup. They... description: A data scientist built 11 different predictive models for the 2026 FIFA World Cup using the same match dataset and tournament simulator, covering rating... canonical: https://daily.dev/posts/i-built-11-models-to-predict-the-2026-world-cup-they-crown-four-different-champions--putfq3i4g twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: I Built 11 Models to Predict the 2026 World Cup. They Crown Four Different Champions. | daily.dev og:description: A data scientist built 11 different predictive models for the 2026 FIFA World Cup using the same match dataset and tournament simulator, covering rating... og:url: https://daily.dev/posts/i-built-11-models-to-predict-the-2026-world-cup-they-crown-four-different-champions--putfq3i4g og:image: https://api.daily.dev/og/posts/pUtFQ3i4G.png og:image:alt: I Built 11 Models to Predict the 2026 World Cup. They Crown Four Different Champions. 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. # I Built 11 Models to Predict the 2026 World Cup. They Crown Four Different Champions. **[Towards Data Science](https://daily.dev/sources/tds)** · 12 min read · 0 upvotes · 0 comments ## Summary A data scientist built 11 different predictive models for the 2026 FIFA World Cup using the same match dataset and tournament simulator, covering rating systems (Elo, Colley, PageRank), goal distribution models (Poisson, Negative Binomial), and five ML classifiers (logistic regression, KNN, random forest, XGBoost, neural network). The models crown four different champions — Spain, Argentina, France, and Netherlands — illustrating how model choice, information source, and bias-variance tradeoffs drive divergent predictions. The key insight is that the disagreement between models is more informative than any single forecast, and that simpler models outperform flexible ones on the small 358-match dataset due to overfitting. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [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 - [Can Machine Learning Predict the World Cup?](https://daily.dev/posts/can-machine-learning-predict-the-world-cup--huflntyqh) · Towards Data Science · 0 upvotes · 0 comments - [Who Will Win the 2026 Soccer World Cup?](https://daily.dev/posts/who-will-win-the-2026-soccer-world-cup--x1n79udqc) · Towards Data Science · 0 upvotes · 0 comments - [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 --- Tags: [#machine-learning](https://daily.dev/tags/machine-learning), [#python](https://daily.dev/tags/python), [#xgboost](https://daily.dev/tags/xgboost) [View this post on daily.dev](https://daily.dev/posts/i-built-11-models-to-predict-the-2026-world-cup-they-crown-four-different-champions--putfq3i4g) ```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":"I Built 11 Models to Predict the 2026 World Cup. 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