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Found 124 results
Workspan Daily
05/20/2025
Benchmark Gaps: Staying Market-Driven When Comp Data Is Missing
;Example: If “machine learning strategist” has no data but is valued like a “data science lead,” adopt the same pay range.; ;Pro tip: Consider the job’s value, not the person.
Author(s):
Samantha Noble
Workspan Daily
12/22/2025
Dangling a Carrot That Doesn’t Exist: The ‘Ghost Job’ Economy
For WorldatWork Members Retaining Employees in Transparent Pay Environments , Journal of Total Rewards article;Employing Age-Friendly Work Practices for Multigenerational Workforces , Journal of Total Rewards article;How Total Rewards Can Solve Loyalty Issues Among Younger Workers , Workspan Daily Plus+ article;How a Positive Benefits Experience Can Multiply Worker Loyalty , Workspan Daily Plus+ article;Ghosts in the Machine: Policing Provider Network Adequacy Issues , Workspan Daily Plus+ article; For Everyone Evolve or Die?
Author(s):
Rebecca McKinsey
Workspan Daily
03/30/2026
The Shakeup of the HR Function Is at Hand (and Needed)
“Executives and the workforce are turning to HR and expecting an answer about how to navigate AI [and] automation impacts to the workforce and address topics like how to manage a hybrid workforce of humans and machines, what new career pathways look like, and more,” he said.
Author(s):
Audrey Ingram
Workspan Daily
11/26/2024
Busting Ghost Networks: What You Can Do on the Front End
Access bonus Workspan Daily Plus+ content on this subject: Ghosts in the Machine: Policing Provider Network Adequacy Issues ; What Are Ghost Networks?
Author(s):
Rebecca McKinsey
Workspan Daily
12/03/2024
Busting Ghost Networks: What You Can Do on the Back End
For WorldatWork Members Ghosts in the Machine: Policing Provider Network Adequacy Issues , Workspan Daily Plus+ article;Ch-Ch-Ch-Ch-Changes: Navigating Group Health Election Modifications , Workspan Daily Plus+ article;Workplace Well-Being Trends , Research; For Everyone Busting Ghost Networks: What You Can Do on the Front End , Workspan Daily article;Employees Don’t Understand Their Health Plan: That’s a Big Problem , Workspan Daily article;Health and Welfare Plans: Plan Types and Administration , course; Ghost networks — health plan listings containing inaccurate information such as outdated addresses or contact information, or providers who aren’t accepting new patients or don’t take that plan’s insurance — can lead to delayed care, health issues and financial challenges for your employees.
Author(s):
Rebecca McKinsey
Workspan Daily
11/18/2025
AI Just Might Reshape Your Rewards Strategies (for the Better)
Machine learning can help organizations model a range of agile pay models and forecast their impact before they are executed.; ;Personalized communications.
Author(s):
Michael Gilmartin, Julie Duda, Naomi Bradley
Workspan Magazine
08/08/2024
3 Sales Compensation Challenges that AI Can Help Tackle
A more accurate machine learning (ML) model-based quota can move a seller from slight underperformance versus target to performance at or above target, which can positively affect the seller’s morale, psyche and perception of quota fairness.
Author(s):
Amey Deorukhkar, Kalyani Sunil Nivsarkar, Siddharth MH
Journal Article
06/11/2021
Characterizing Compensation Philosophies: An Application of Statistical Learning to Optimize Rewards Programs
Cluster analysis is a branch of machine learning that partitions observations across groups based on their similarity on a set of factors, which in this case are the drivers.
Author(s):
Brian Levine, Mathieu Sauterey
Workspan Daily
03/06/2026
Workspan Daily News Bytes for March 6, 2026
.; ;34% now trust machines more than people to decide pay and bonuses.; A Sensitive Issue: Managers Score Below Average on Empathy New research from career website Zety and SIGMA Assessment Systems revealed managers scored lower than the general population across the “emotional” cluster, which measured emotional sensitivity through empathy , anxiety and cooperativeness subscales.
Author(s):
Nu Yang
Journal Article
05/31/2024
Disrupting Total Rewards: Where AI meets Pay Information Disclosure
IBM’s implementation of a machine learning system for salary recommendations, which boasts a 95% manager acceptance rate and has led to a 50% reduction in attrition, exemplifies AI’s potential in compensation discussions ( Sammer 2019).
Author(s):
Ormonde R. Cragun, Anthony J. Nyberg
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