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pymc-devs / pymc-examples

Examples of PyMC models, including a library of Jupyter notebooks.
https://www.pymc.io/projects/examples/en/latest/
MIT License
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MrP - Multilevel Regression and Poststratification #563

Closed NathanielF closed 9 months ago

NathanielF commented 11 months ago

MrP - Multilevel Regression and Poststratification

MrP is an interesting technique used to analyse non-probability samples in a survey setting. The idea is broadly that we risk non-representativeness in our sample and by weighting the data appropriately we hope to recover better estimates than found in the simple sample data.

I think the technique is very common in survey data analysis and well covered in the Stan ecosystem. Would be good to see a PyMC example in the docs.

Suggested categories:

Related notebooks

Related to all hierarchical notebooks but distinct due to the survey topic.

References

https://tellingstorieswithdata.com/15-mrp.html

NathanielF commented 9 months ago

Closing issue due to work covered in the Bambi examples page here:https://bambinos.github.io/bambi/notebooks/mister_p.html