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The upside is that once you learn how to wrangle survey versions or build structures in one system, those muscles transfer to almost any other vendor.

To balance these needs, employers can explore plan design, vendor relations and employee perceptions.

Check with vendors about certain process requirements, such as if payroll systems will flag phase-out thresholds automatically or if employees will be required to self-attest, she added.

Sumser said that comp professionals will need to closely watch both the vendor universe and the outside AI universe to see how regulations may be applied to the AI space.

According to Weldon, there are an increasing number of reputable vendors that offer some form of training to help employers identify and avoid potential scams.

;Have they kept all the documentation and data the AI vendor used to set up, configure and train the algorithm?

An external partner or consultant can evaluate vendors and available solutions to fit the organization’s needs.

“Employers are looking to raise expectations for their own vendors … across all the entities employees look to for well-being support,” said Brenna Shebel, a vice president at the Business Group on Health and the leader of its Center for Data-Driven Insights.

Dell also instituted early, measurable goals for vendors that rely on data-driven assessments to drive accountability and developed a cardiometabolic program designed to manage growing chronic health concerns.

In a post on its website, law firm Foley & Lardner LLP stated such action plans should include: Determining how disclosure requirements will be implemented in job postings and advertisements;;Considering implementation of an internal pay audit, which will likely allow employers to better understand potential pay discrepancies and alert them to any suggestion of disparate impact; and;Training those responsible for drafting and/or posting job advertisements, including third-party vendors.; Editor’s Note: Additional Content For more information and resources related to this article, see the pages below, which offer quick access to all WorldatWork content on these topics: Employee Compensation;Finance and Budgeting;