Accreditation and credentials
AACSB and other accreditors, curriculum changes, and the credentials students are being asked for.
A new frontier model ships every 10 days, and no university is built to keep up
Anthropic, OpenAI and Google released at least 28 language models between 1 January and 9 October 2026. Higher education staff name the pace of change as their top AI challenge.
AACSB's 2026 standards never mention AI. That is a gigantic mistake.
Its own research says 97 percent of schools already cite AI in accreditation materials and nearly half lack the governance to manage it. The standards are silent.
The standalone academic data platform is running out of reasons to exist
AI assistants now ship with vendor data inside and recognize the licenses a user already holds. The query screen is the part of the platform that does not survive.
AI is obliterating the pipeline from finance programs to industry jobs
Data vendors and AI companies now sell to banks and asset managers directly. The junior tasks that absorbed finance graduates are the first ones their products automate.
AACSB's AI framework for business schools grows to 84 schools in its July 2026 update
The report series went from 26 institutions in July 2025 to 48 in January 2026 and 84 in July, and it names faculty development as the critical success factor.