EPISODE · Sep 8, 2026 · 12 MIN
Work Slop: What SHRM's Research Says About AI Guardrails and the Skills Gap
from HR Mixtape · host WRKdefined Podcast Network
A little less than half of workers now use AI regularly on the job. Of that group, 44% admit the output looks finished on the surface and holds nothing underneath. SHRM has a name for it: work slop. Dr. James Atkinson is VP of Thought Leadership at SHRM, where he leads the research teams behind that finding. He spent nine years at Gartner, finishing as Managing Vice President of Data Products for its HR research practice, and ran data products at Payscale before joining SHRM. James walks through SHRM's Skills Revolution research in this conversation. Read the full report here: https://www.shrm.org/topics-tools/research/skills-revolution-preparing-employees-tomorrows-jobs In this episode, he covers: • Why CFOs approve people investments framed as productivity gained and cost avoided, and why SHRM's navigating the C-suite research found finance leaders want that case backed by workforce data • How 44% of AI users admit to producing work slop, and where HR can step in to define what good output looks like • What SHRM's Skills Revolution research says about learning and development systems that can't track how fast skills are changing Timestamps [00:01:01] Why the labor market is uneven rather than hot or cold, and why the last two months shouldn't set your expectations [00:01:51] Healthcare keeps adding jobs as the population ages while federal employment declines and local government picks back up [00:03:13] Framing a people investment as a business opportunity with a productivity number and a cost number attached [00:04:49] SHRM's navigating the C-suite research: CFOs want the ROI spelled out and backed by workforce data [00:05:34] Turnover as the metric finance already understands, because a role sitting empty is a day of lost productivity [00:06:11] Ask your executives how they want to be presented to before you build the deck [00:06:48] Just under half of workers use AI regularly, and 44% of them admit to producing work slop [00:07:28] Why AI needs guardrails and how managers become the people who say what good looks like [00:09:12] The Skills Revolution research: skills are changing faster than learning and development systems can follow [00:11:10] Why skills inventories still haven't replaced job descriptions, and what might finally move that Guest Bio James Atkinson is the VP, Thought Leadership at SHRM, where he leads research teams uncovering key insights on the challenges and trends affecting HR and the workplace. James joined SHRM with more than 15 years of research, data, and product experience, having spent a decade in various leadership roles within the HR industry. Prior to SHRM, James was the Vice President of Data Products at Payscale, where he was responsible for the overall strategy, development, and delivery of data products for compensation professionals. He also spent 9 years at Gartner, finishing his tenure there as the Managing Vice President of Data Products for the HR research and advisory practice. Across his career, his teams have created award-winning research and data products for HR executives and their teams on topics including learning and development, total rewards, recruiting, talent management, HR strategy, HR technology, and diversity, equity, inclusion, and belonging. This work has been featured in top business journals and media outlets such as Harvard Business Review, Wall Street Journal, and Forbes. James holds a PhD in Political Science from the University of Michigan and an MBA from Ohio State University. Brought to You by Paylocity Paylocity is the fastest growing unified platform for HR, Finance, and IT. Paylocity brings your people, processes, and data together in one place so HR leaders can spend less time managing systems and more time doing the work that actually moves their organizations forward. Learn more at paylocity.com Keywords: SHRM research, labor market outlook, work slop, AI guardrails, HR ROI, CFO conversations, workforce data, skills revolution, learning and development, career development, employee attrition, talent retention, healthcare hiring, HR strategy, skills inventory, job descriptions, people analytics, workforce planning, HR Mixtape
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Work Slop: What SHRM's Research Says About AI Guardrails and the Skills Gap
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