The latest research from Google
Apr 13, 2026
Towards developing future-ready skills with generative AI · The latest research from Google
Education & Research · Apr 13, 2026
Google says the remaining hard problems for AI-based skill assessment are transferability and cultural validity: Vantage can assess simulated performance, but whether those scores reliably translate to real-world, diverse human interactions is unproven, so builders must demonstrate psychometric validity and real-world transfer before claiming decision-grade durable-skill scores.
Towards developing future-ready skills with generative AI · The latest research from Google
Education & Research · Apr 13, 2026
A Google joint study with NYU found an AI Evaluator’s automated scoring of collaboration tasks (conflict resolution and project management) agreed with expert human raters at about the same level as the experts agreed with each other, suggesting automated rubric-based scoring can reach human inter-rater reliability and shifts commercial focus to cost, latency, and validated rubric/workflow design.
Towards developing future-ready skills with generative AI · The latest research from Google
Education & Research · Apr 13, 2026
Google’s Vantage reframes assessment of durable skills (e.g., collaboration, critical thinking, creativity) as a controllable multi‑party AI simulation: an “Executive LLM” orchestrates and injects challenges during learner–AI avatar interactions while a separate “AI Evaluator” scores transcripts against a rubric and returns visual plus qualitative feedback, enabling standardized, scalable measurement of open-ended interpersonal skills embedded within coursework rather than as standalone tests.
Towards developing future-ready skills with generative AI · The latest research from Google
Education & Research · Apr 13, 2026
A second OpenMic study found the AI Evaluator highly correlated with expert ratings on 180 students' creative multimedia English-language-arts assignments, indicating the scoring approach generalizes beyond conversational collaboration into domain-linked, multimodal schoolwork and supporting a market for a curriculum-embedded “skills layer.”
Towards developing future-ready skills with generative AI · The latest research from Google
Science, Technology & Innovation · Apr 13, 2026
Researchers show that steering LLM-powered avatars (an 'Executive' LLM) to target specific soft skills—vs. non-steered avatars—elicits significantly more, high-density evidence about those skills while keeping conversations natural, suggesting adaptive agent orchestration as a key assessment design pattern.