Ethan Ray is a senior research analyst at 451 Research from S&P Global Energy Horizons, where he contributes to the Workforce Productivity & Collaboration practice. Ethan leads research on employee experience technologies, performance and talent management systems, human capital management tools, and people analytics platforms, with a particular focus on how data and behavioral science drive organizational effectiveness. Ethan joined S&P Global in July 2025. Prior to this, he was a senior people scientist at Culture Amp, where he served as a strategic adviser to HR teams and senior leaders on evidence-based employee survey strategies and performance management initiatives. He also held roles in talent management at New York Life Insurance Company and served as an adjunct faculty member at Baruch College, where he taught courses in organizational psychology. Ethan holds a Bachelor of Science in Biobehavioral Health from Pennsylvania State University, a Master of Science in Industrial-Organizational Psychology from Baruch College, and a Ph.D. in Industrial-Organizational Psychology from The Graduate Center, City University of New York. During his Ph.D. studies, his research focused on the intersection of technology and employee dynamics, particularly examining biases in asynchronous video interviews and perceptions of leadership in remote work environments.
The vendor's evolution from talent experience platform to applied AI operating model positions it as a differentiated infrastructure option in a crowded market. WorkOps introduces a governing layer for agents built on a structured operating model.
The vendor has added a new offering to its AI-powered people platform, allowing organizations to compress workforce planning cycles from months to weeks while identifying significant cost savings. SWP integrates scenario modeling, real-time analytics and streamlined execution across a unified HCM platform.
Artificial intelligence has transformed sourcing and screening, but the live interview remains one of hiring's least instrumented moments. HireLogic is utilizing AI to analyze these conversations — prioritizing compliance and decision support over automation in a tightening regulatory environment.
The most anxious workers are not in the organizations deploying the most AI — they are in the organizations doing and saying the least about it. Employees are primarily concerned with whether they will still understand what their work means and how their contribution will be recognized as AI changes what the work requires.
The growing emphasis on skills-based workforce strategies and internal mobility has accelerated demand for talent marketplace platforms. Organizations are seeking solutions that enable dynamic career pathing, project-based work and agile workforce planning, driven by the need to optimize talent utilization and reduce external hiring costs. This report provides guidance for enterprises evaluating investments in talent marketplace technology, including criteria for comparing and assessing vendors and their offerings. It also identifies and profiles providers according to different enterprise objectives.
The company's expansion positions it as differentiated infrastructure for AI-driven workforce planning, with an academic foundation few segment peers match — although its Workday relationship remains as much strategic risk as distribution advantage.
New Alert Set
"My Alert"
Failed to Set Alert
"My Alert"
Here are a few tips for navigating our Research.
Quickly access any of our research and data products.
Browse the research & data that aligns with your specific interest.
Discover new and more flexible ways of finding relevant content.
Set notifications for the topics & companies you care about most.
Access any page in the dashboard from here.
Hand picked content for you and your team.
