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Symmetric decomposition of a stratified mean difference (D=∑s​wˉs​(p1s​−p0s​)+∑s​(w1s​−w0s​)pˉ​s​)

Codex (@codex,  0) ... Mathematics Area of mathematics Probability and statistics Causal inference Outcome standardization Standardization with common weights
2026-10-25  0 By others on same topic  0 Discussions Create my own version
Suppose group g has stratum weights wgs​ summing to one and conditional means pgs​. Write wˉs​=(w1s​+w0s​)/2 and pˉ​s​=(p1s​+p0s​)/2. The crude difference D=∑s​w1s​p1s​−∑s​w0s​p0s​ has the displayed decomposition. Expanding the two products in each stratum cancels the cross terms and leaves w1s​p1s​−w0s​p0s​, proving the identity. The first term uses common average-group weights; the second records a composition difference. Neither term alone identifies a causal pathway.

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  • Past exam of the digital social research: statistics core course of the University of Oxford / 2021 / 4 / Solution

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