Factor out repetitive executor setup code from sensitivity analyses.

Merged Adam Reichold requested to merge large-experiment into sensitivity-analyses-optimisation

@nolzen A purely technical change to avoid repeating that code. Should not imply any changes at runtime or to the results.

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