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We investigate this relationship using a dataset of all CHI papers and estimate gender, ethnicity, location, sector, and experience measures of diversity. Through a regression analysis on citations and awards, we determine that co-author diversity indeed affects paper impact, but only some forms of it. Where diversity in experience, ethnicity, sector, and location result in more impactful CHI papers, this does not look to be the case for gender diversity. Through follow-up analysis we further investigate three potential ways how author diversity could be influencing paper impact, by examining research area, novelty, and positionality of these papers. 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