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Google has indicated site/page speed is one of the signals used by its algorithm to rank pages. Pages with a longer load time tend to have higher bounce rates and lower average time on page. Longer load times have also been shown to negatively affect conversions.
If your site does not provide a good user experience for mobile visitors, this can negatively impact your mobile rankings.