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.; ;Organizations that fully equip their managers with well-defined job descriptions, unshakable compensation data and a firm but compassionate perspective that almost no one likes discussing their pay can set forth an entirely different dynamic — one that respects the potential of the employee while protecting the organization’s business objectives.; ;Supporting your organization’s managers with contemporary compensation tools and precise market pay information likely leads to better employee engagement and demonstrates a deeper understanding of how personal pay is structured.; 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; ;Workforce Engagement; #1 Total Rewards & Comp Newsletter Subscribe to Workspan Weekly and always get the latest news on compensation and Total Rewards delivered directly to

“Those who have the skill sets, particularly in AI, are the ones who are going to be able to get new jobs and the ones employers are going to want to keep,” she said.

;Gain valuable data sets, worksheets, references, research, publications, and tools to help make your pay equity efforts easier.; Course 2: Performing a Pay Equity Analysis Learn to perform a pay equity analysis that can expose unintended pay gaps.

Dufrane helps set the standard for HR, serving as the international secretariat for Global HR standards through ISO, the International Organization for Standardization.

Local Law —San Francisco Salary History: Effective July 1, 2018, a city ordinance in San Francisco prohibits employers from both asking or considering a job applicants’ current or prior compensation in setting pay .

AI-Powered Skill Market Valuation AI tools now analyze vacancies and job descriptions, leveraging vast datasets to determine the market value of specific skills, helping organizations adjust pay structures dynamically: ;LLM-based tools scan resumes and job descriptions to evaluate individual skill sets and identify in-demand industry skills.; ;AI can provide salary benchmarks and market trends, guiding HR in dynamically adjusting compensation models by analyzing millions of job postings and employee profiles.; Examples: Research on the use of LLMs in career position forecasting ( Chen, Wang, and Ma 2025).

While many companies have moved to quarterly goal setting and performance discussions, the year-end compensation review is a unique opportunity to recognize employees for their contributions during the past year.

“Are we the kind of place that demands everybody be here and follows this set of rules or the type of place that provides flexibility?”

Key Takeaways Set priorities.

“This wave of change is transforming the hiring process and setting a new standard for workplace fairness,” she said, adding there’s been a surge of recent legislative activity that has swept through nearly a dozen states, with others in the wings proposing similar legislation that is reshaping pay transparency norms.