Mathematical Methods of Statistics

Cramér1946Plug-in asymptotics

Cramér (1946) — Mathematical Methods of Statistics

Result

Chapter 28, functions of sample moments: a smooth function of sample moments is asymptotically normal with variance from the first-order expansion, under the moment conditions that make the underlying sample moments asymptotically normal.

Use

the oldest form of O6.2's argument; the fourth-moment condition (A2) is exactly the classical condition for the second sample moment.

Verification

Chapter 28 "Asymptotic properties of sampling distributions", §28.4 "Functions of moments" confirmed in primary text (archive.org contents scan); finite-sample companions §27.4, §27.7 (audit 5 Sep 2026).

H. Cramer, Princeton University Press, 1946. Chapter 28 (asymptotic properties of sampling distributions), functions of sample moments: the classical normal limit for smooth functions of sample moments. Registered 5 Sep 2026 from memory; section numbering unverified.

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Claims this source bears on without being cited in their proofs.