Your Models Are Neither Useful Nor Approximate
A discussion about models and the assumptions that underlie them.

Exploring how conclusions change under different assumptions
Critical examination of model assumptions
Statistics that work when assumptions fail
Drawing causal conclusions from observational data
Resampling techniques for uncertainty quantification
Best practices for statistical workflows
Get updates on new posts via RSS or follow on Twitter or Bluesky
Found an issue or want to contribute? Visit the GitHub repository
@online{panda,
author = {Panda, Sir},
url = {https://lesslikely.com/},
langid = {en}
}
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## Statistical Science and Related Matters {fig-align="center" width="144" height="67"}
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[Blog Posts](blog.html){style="color: #6c757d; text-decoration: none;"}
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## Recent Posts
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## Featured Statistics Articles
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## Topics We Cover
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**[Sensitivity Analysis](blog.html#category=statistics)**
Exploring how conclusions change under different assumptions
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**[Statistical Assumptions](blog.html#category=statistics)**
Critical examination of model assumptions
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**[Robust Methods](blog.html#category=statistics)**
Statistics that work when assumptions fail
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**[Causal Inference](blog.html#category=statistics)**
Drawing causal conclusions from observational data
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**[Bootstrap Methods](blog.html#category=statistics)**
Resampling techniques for uncertainty quantification
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**[Data Management](blog.html#category=statistics)**
Best practices for statistical workflows
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## Stay Connected
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### Subscribe
Get updates on new posts via [RSS](blog.xml) or follow on [Twitter](https://twitter.com/dailyzad)
or [Bluesky](https://bsky.app/profile/lesslikely.com)
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### Contribute
Found an issue or want to contribute? Visit the [GitHub repository](https://github.com/zadrafi)
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