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Because the data are coming from many idiosyncratic sources, we also expect that statistical modeling skills will become increasingly important, to adjust for various biases, gaps and collection processes.

For WorldatWork Members Salary Benchmarking , tool;2024-2025 Salary Budget Survey , research;When Comparing HR Strategies, Should You Model Talent Competitors?

Access bonus Workspan Daily Plus+ articles on this subject: ;How to Incorporate Skills into Rewards and Recognition;3 Reasons Why Your Talent Marketplace Isn’t Working; Untapped Opportunities The Mercer report showed how organizations incorporate skills models into various talent practices (see table below); in some cases, skills are underutilized.

;Flexible work models .

The employees told CBC News that they were previously informed that a return to the office likely wouldn’t happen until September, and when they did return, they would be working in a hybrid model.

That model, while packing a load of information into a finite period of time, often leads employees to make quick uninformed decisions without much preparation or knowledge and puts employers at a loss when it comes to truly understanding their employees' needs and driving engagement and utilization.

Forward-looking modeling/analysis assumptions and rules of thumb may also need retooling.

Chinese authorities aim to push the flexible-jobs model across prosperous cities such as Guangdong province, and throughout professional, technical and management positions.

A hybrid model where employees work from the office two to three days per week was the most prevalent, reported by 31% of participating organizations.”

.; ;Understand and account for the organization’s business strategy and revenue generation model.; ;Seek out non-HR business knowledge, and network across industries.; ;Establish and monitor key performance indicators (KPIs) for rewards programs — and adapt as needed to meet goals.; ;Align incentive programs with your business’ performance objectives.; ;Design rewards programs to drive employee productivity .; Turba said such thinking is encapsulated within WorldatWork’s Total Rewards Optimization Methodology (see figure below).