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“Early on, I realized that when compensation is done well, it doesn’t just set pay but unlocks human potential and directly supports business results.”

Implementing this practice before budget cuts are imminent is ideal, but starting at any time will set you up for future success.

;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.

Implement the change and set a date to check in to evaluate effectiveness.

“When managers don’t have visibility into their teams’ unique value sets, even well-designed programs can miss the mark.”

Discourage Exceptions Allowing exceptions to your standard pay policies affects your internal pay statistics and can set an undesired precedent for what’s acceptable.

Level Setting Presenters in two sessions began by asking attendees where their organization currently resides on their pay transparency journey.

The survey included information from 18 PE investments and touched on two major topics with the following subtopics: Equity plan design How many shares in the portfolio company were set aside for grants to executives and key employees?

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).