Introduction Universities rarely encounter failure as a sudden event. Academic decline, student attrition, financial stress, reputational damage, or operational breakdowns usually develop slowly, often unnoticed. Long before outcomes become visible in rankings, results, or...

Artificial intelligence has crossed a quiet threshold in higher education. What was once experimental is now embedded in daily academic life. Universities are using AI to assist admissions teams, support learning management systems, analyse assessments, automate finance...