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I really enjoy making models with my kids as well; Legos or miniature models.

“The shift is moving from theoretical planning to practical experimentation and adoption,” said Turba, who authored an article in the Q1 2024 issue of WorldatWork’s Journal of Total Rewards , “ TR Is Key to Successfully Integrating AI and Work . ” Turba advised TR pros to “i dentify areas where the organization is investing in expanded AI capabilities, such as data warehousing or service bot models, and determine how to leverage these resources to enhance total rewards impact.”

Across all demographics, 45% of the 4,000 survey participants said getting help investing within their retirement plans was the biggest benefit of having access to employer-sponsored advice models.

The other size metrics offer valuable insights into the business model and structure, helping identify the most comparable companies and leading to meaningful benchmarking.

The idea of a formalized hybrid model — allowing employees to choose the frequency with which they work from home and in the office — is the middle ground that might appeal to many companies and employees that got their first taste of ongoing remote work.

To illustrate the difference between the 4D model and the one outlined in Figure 1, in an organization experiencing high turnover, management using a Figure 1 model would ask: How is the rewards program affecting people’s decision to leave?

AI for Skill-Based Workforce Planning AI helps organizations strategically plan for necessary skills, ensuring the workforce remains competitive and well-compensated: ;Reasoning models can analyze emerging skill demands, allowing companies to proactively invest in training and upskilling initiatives.; ;AI assigns employees to projects based on skill assessments, optimizing talent allocation.; Example: A reasoning model is fed with information about upcoming projects and the current workforce distribution along with employees' skill sets.

;The majority of organizations are operating with a hybrid model, while 30% require employees to be in the office full-time.

Figures 1, 2 and 3 preview the models tested.

The “hire-to-retire” model, central to traditional HR planning, is outdated in an era where workers frequently change roles or employers.; ;Market and technological disruptions.