Overview
- A certification program that tested 1,656 participants found 98% used AI tools yet only about 34% demonstrated correct, value‑adding use in realistic work simulations.
- The same assessment showed 59% of participants submitted at least one deliverable made mostly from unmodified AI output and nearly 30% presented content nearly copied in full.
- Researchers and leaders identify 'orchestration'—designing workflows where people and multiple AI agents share tasks and review results—as the weakest and most critical skill.
- Hiring demand for AI skills is rising but uneven, with job postings in Mexico roughly doubling year‑over‑year and growth concentrated in user roles rather than developer positions.
- Employers still prize experience and soft skills over basic AI literacy, and studies show task‑based simulations and repeat practice predict and improve real‑world AI performance better than self‑reports.