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Expression of Ideas / Transitions Difficulty: Medium

A 2022 study by researchers Hala Altamimi and Qiaozhen Liu investigated the relationship between nonprofit arts organizations’ spending and performance. blank the researchers examined the correlation between how much 22,328 US arts nonprofits spent on overhead—operational costs such as equipment and fundraising—and how many people attended their events (a measure of overall success).

Which choice completes the text with the most logical transition?

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Explanation

Choice D is the best answer. "Specifically" logically signals that the information in this sentence—that the researchers examined the overhead costs and attendance at events of 22,328 nonprofits—provides specific, precise details elaborating on how the researchers investigated the relationship between nonprofits’ spending and performance.

Choice A is incorrect. "Thus" illogically signals that the information in this sentence is a result or consequence of the researchers’ investigation of nonprofits’ spending and performance. Instead, it specifies how they examined that correlation. Choice B is incorrect. "In addition" illogically signals that the information in this sentence is merely an additional fact about the researchers’ investigation of nonprofits’ spending and performance. Instead, it specifies how they examined that correlation. Choice C is incorrect. "By comparison" illogically signals that the information in this sentence is being compared to the researchers’ investigation of nonprofits’ spending and performance. Instead, it specifies how they examined that correlation.