Featuring scholarly and practitioner insights from HR and people leaders, industry experts, and researchers.

This research explores the AI premium, a phenomenon where stock markets systematically assign higher valuations to companies that demonstrate deep and sophisticated artificial intelligence adoption. Research indicates that investors prioritize frontier model usage and complex, agentic workflows over superficial or casual experimentation. This market-driven valuation reveals a shift in labor demand, favoring interactive skills like persuasion and instruction while penalizing roles focused on purely analytical or routine information processing. Organizations are encouraged to transition from broad, shallow implementation to intensive capability building to capture this financial advantage. Ultimately, the research argues that equity markets serve as a real-time indicator of competitive positioning, signaling which firms are successfully navigating the risks and opportunities of the AI-transformed economy.

This research explores the AI premium, a phenomenon where stock markets systematically assign higher valuations to companies that demonstrate deep and sophisticated artificial intelligence adoption. Research indicates that investors prioritize frontier model usage and complex, agentic workflows over superficial or casual experimentation. This market-driven valuation reveals a shift in labor demand, favoring interactive skills like persuasion and instruction while penalizing roles focused on purely analytical or routine information processing. Organizations are encouraged to transition from broad, shallow implementation to intensive capability building to capture this financial advantage. Ultimately, the research argues that equity markets serve as a real-time indicator of competitive positioning, signaling which firms are successfully navigating the risks and opportunities of the AI-transformed economy.

In this HCI Webinar, I talk with Ganzorig Ulziibayar about turning strategy into results. Ganzorig grew up herding on the Mongolian steppe, the same landscape that produced history's most effective strategists. He pursued fifteen years of independent research into the subconscious foundations of strategic judgment. He became a CEO at twenty-seven and has spent two decades building companies and teaching strategy. He is a Founder of the Education Reform Movement, the founding chairman of Mandal Financial Group, a World Economic Forum Young Global Leader, and Founder of the World Financial History Museum, which houses more than one thousand artifacts spanning two millennia.

This research explores the AI premium, a phenomenon where stock markets systematically assign higher valuations to companies that demonstrate deep and sophisticated artificial intelligence adoption. Research indicates that investors prioritize frontier model usage and complex, agentic workflows over superficial or casual experimentation. This market-driven valuation reveals a shift in labor demand, favoring interactive skills like persuasion and instruction while penalizing roles focused on purely analytical or routine information processing. Organizations are encouraged to transition from broad, shallow implementation to intensive capability building to capture this financial advantage. Ultimately, the research argues that equity markets serve as a real-time indicator of competitive positioning, signaling which firms are successfully navigating the risks and opportunities of the AI-transformed economy. See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

This research explores the AI premium, a phenomenon where stock markets systematically assign higher valuations to companies that demonstrate deep and sophisticated artificial intelligence adoption. Research indicates that investors prioritize frontier model usage and complex, agentic workflows over superficial or casual experimentation. This market-driven valuation reveals a shift in labor demand, favoring interactive skills like persuasion and instruction while penalizing roles focused on purely analytical or routine information processing. Organizations are encouraged to transition from broad, shallow implementation to intensive capability building to capture this financial advantage. Ultimately, the research argues that equity markets serve as a real-time indicator of competitive positioning, signaling which firms are successfully navigating the risks and opportunities of the AI-transformed economy. See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

In this podcast interview, Dr. Jonathan H. Westover talks with Ganzorig Ulziibayar about turning strategy into results. Ganzorig grew up herding on the Mongolian steppe, the same landscape that produced history's most effective strategists. He pursued fifteen years of independent research into the subconscious foundations of strategic judgment. He became a CEO at twenty-seven and has spent two decades building companies and teaching strategy. He is a Founder of the Education Reform Movement, the founding chairman of Mandal Financial Group, a World Economic Forum Young Global Leader, and Founder of the World Financial History Museum, which houses more than one thousand artifacts spanning two millennia.

Public confidence in American higher education has dropped significantly due to rising costs, perceived political bias, and doubts regarding career readiness. These systemic issues are further complicated by the rise of artificial intelligence, which many believe will reduce the necessity of traditional degrees. To combat this erosion of trust, institutions must move beyond surface-level messaging to implement transparent data sharing and operational reforms. Successful strategies include freezing tuition, integrating work-based learning, and fostering intellectual diversity to prove ongoing value. Ultimately, schools must realign their internal operations with the economic realities and expectations of a modern, skeptical public. Maintaining long-term legitimacy requires continuous engagement with stakeholders rather than relying on outdated institutional assumptions.

Public confidence in American higher education has dropped significantly due to rising costs, perceived political bias, and doubts regarding career readiness. These systemic issues are further complicated by the rise of artificial intelligence, which many believe will reduce the necessity of traditional degrees. To combat this erosion of trust, institutions must move beyond surface-level messaging to implement transparent data sharing and operational reforms. Successful strategies include freezing tuition, integrating work-based learning, and fostering intellectual diversity to prove ongoing value. Ultimately, schools must realign their internal operations with the economic realities and expectations of a modern, skeptical public. Maintaining long-term legitimacy requires continuous engagement with stakeholders rather than relying on outdated institutional assumptions.