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Many organizations still define pay philosophy in relatively narrow terms.

The EEOC defines undue hardship as an action that would require significant difficulty or expense, and it is evaluated on a case-by-case basis using the following three pillars — an accommodation is not required if it results in: ;Significant financial cost: Review the expense relative to the organization’s total resources, not just a department or division.; ;Substantial operational disruption: Does it compromise safety or significantly increase the workload of other employees?

There may be some aspects that are relatively easy to operationalize, such as new programs or communication tools to improve existing strengths or weaknesses.

Through a survey, we found out what’s most valuable to employees and we benchmarked our program relative to our peers.

Choose relatively narrow topics to help the AI engineers modify the system, if needed.; ;Establish the test variables being used (see above) and the prompts being used for each.; ;Create test personas that are representative of the employee base (age, gender, location, exempt status, etc.) to ensure the chatbot is reading the context correctly against the policy, plan or program being reviewed.; ;Run the test correspondence and capture the outputs received.

Members can access additional recent WorldatWork research: ;2026 Priorities of Total Rewards Leaders; ;Compensation Programs and Practices; ;2025-2026 Salary Budget Survey; ;Total Rewards Inventory of Programs & Practices; The ‘Table Stakes’ Trap: Strong Satisfaction, Weak Commitment Surveyed workers reported relatively high satisfaction with traditional, “table stakes” rewards: ;77% are satisfied with their overall benefits.; ;73% are satisfied with offerings related to employee well-being.; ;69% are satisfied with their compensation.; However, the data showed this satisfaction doesn’t translate into retention.

Few organizations have achieved their aspirations in terms of their position relative to market or their internal consistency on the appropriate pay for each employee’s role and contribution.

Pay positioning defines where a company wants to pay relative to the market.

“With pay transparency on the rise, employers will face mounting pressure to not only explain, but also defend employee pay levels relative to the market and peers,” Johansson said.

.; ;Ratings for a manager’s direct reports are relatively the same.; From this simplified view, it’s easy to see how biased ratings make it impossible for an employer to accurately assess organizational performance levels.