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At the conclusion of the process, we analyzed the differences in award outcomes across the two groups.

Similar to Camm, Citron stated many organizations that successfully attract and retain talent analyze their holistic rewards offerings, including compensation and the benefits captured in the bulleted list above, as well as flexibility and “the ability to do purposeful work with a meaningful impact.”

“Anything that requires a large amount of data to be summarized and analyzed — those jobs are going to shrink as a proportion of employment,” she said.

Payscale analyzed data from more than 325,000 respondents in an online salary survey taken between Jan. 1, 2021, and Jan. 1, 2025.

A major challenge is the lack of comprehensive systems to collect and analyze pay data across various roles, levels and geographies.

Employers also may want to analyze whether to take credit for wages or premiums.

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The Board proposes to consider both direct evidence of control and evidence of reserved and/or indirect control over these essential terms and conditions of employment when analyzing joint-employer status.

HR can also analyze their own data to define their year-round benefits communications with the workforce, according to Forbes HR Council member Mary Klipfel , chief engagement officer at Businessolver.