Which term describes the measurable changes in employment due to AI adoption, including job creation, elimination, augmentation, or transformation?

• A. Social Cohesion
• B. Digital Divide
• C. Labor Market Effects of AI
• D. Distributional Effects

Answer: (C)

The main concept being tested is how AI adoption translates into employment outcomes in the labor market. This term centers on the measurable changes in jobs and roles that arise when AI technologies are deployed—such as creating new positions, eliminating others, augmenting workers by enhancing their productivity, or transforming responsibilities as tasks shift. It captures the full spectrum of employment-level effects directly tied to AI use, making it the best fit for describing how work changes in response to automation.

Think of how automation can displace routine tasks in some roles while opening opportunities in others, like AI-enabled systems creating demand for data scientists, AI maintenance specialists, or trainers who curate and improve models. It also explains augmentation, where AI tools help workers perform their jobs more efficiently without a decrease in overall employment, and transformation, where job content evolves to require different skills.

Social cohesion refers to the strength of social bonds and community trust, which isn’t about employment changes. The digital divide concerns unequal access to digital tools and skills rather than directly measuring how employment responds to AI. Distributional effects address who gains or loses from economic changes, such as income or wealth distribution, but doesn’t by itself describe the labor-market shifts caused specifically by AI adoption.