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“If employees who work from home, and are efficient and productive at home, perceive that their managers don't trust them, their trust in management will drop as well,” Ma said.

“When a business appears to be performing well and in a hiring spree to keep up with growth, workforce planning inefficiencies can be difficult to spot,” he said.

Another model, the challenge-hindrance stress model, further classifies job demands as challenge demands and hindrance demands ( Cavanaugh et al. 2000).

As you look to invest in employee growth, think hard about what career progression in your organization looks like, and recognize that many employees place value on acquiring diverse skills and experiences rather than a traditional climb-the-ladder growth model.

“If someone taking GLP-1s has less risk of having a chronic condition that will continue to rack up costs on the healthcare plan, that’s a positive — certainly for their own improved health, but also in terms of less utilization of healthcare benefits, fewer hospitalizations and less need for ongoing treatments.

“HR platforms are becoming more holistic and predictive to help leaders not only manage compliance but anticipate talent needs, model compensation strategies and continuously update benchmarks based on real-time data.” — Ruth Thomas, senior VP of marketing, Payscale ‘A Different Approach Than Traditional Corporate Hiring’ Also in September, talent acquisition software provider iCIMS acquired Apli , an AI-powered recruiting company.

This process required subjective judgment even when quantitative selection models were used.

This regulatory shift has exposed a critical vulnerability in many traditional compensation philosophies that were simply not designed to hold up to external scrutiny — and the clock is ticking to fix it.

;Predictive analytics: Is an advanced level of data calculations that deploys predictive modeling using statistical and machine-learning techniques.

To continue our coverage on this subject, this article shares some key considerations to help compensation professionals who are involved in setting up their organization’s job architecture.)