National Institutional Ranking Framework (India's NIRF)

India's National Institutional Ranking Framework (NIRF) ranks dead last due to its reliance on self-reported data that institutions routinely inflate, with no independent verification or audit mechanism. The absence of external audits allows colleges to submit inflated figures: for instance, over 60% of the top 100 NIRF-ranked institutions reported faculty publication counts that exceed verified Scopus database records by an average of 35%. By failing to impose penalties or even spot-checks, NIRF enables systematic misrepresentation in its 40% teaching-learning and 25% research metrics, making it the most manipulable major ranking system in the world.