Use the countable identity
If , some has , proving the nontrivial inclusion. Each preimage on the right is measurable by statistical hypothesis, so closure of a sigma-algebra under countable unions proves the strict-superlevel preimage is measurable.
For each real ,
The final strict-superlevel set is measurable by part 1 and the given criterion for measurable functions. A complement relative to the measurable domain is measurable, so is measurable.
If is measurable, then for , , and for , . Thus the given superlevel criterion proves measurable. Part 2 makes measurable, and the same argument applied to proves measurable.
Conversely . If both parts are measurable, part 2 and the permitted closure under addition prove measurable. Therefore is measurable exactly when its positive and negative parts are measurable.
Since , the previous part and closure under addition prove measurability of the absolute value.
The converse fails. Choose a nonmeasurable subset of and define on , on its complement. Then is measurable, whereas is not. Thus measurability of does not imply measurability of .

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