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The Impact Factor: A Vanity Metric
October 1, 2025PaperScores Team
The Impact Factor
The Journal Impact Factor (JIF) is a number. It measures how often the average paper in a journal is cited.
- Nature and NEJM have high impact factors.
- Niche journals have low ones.
The Flaw
The JIF is an average. But citations follow a "power law." A few blockbuster papers get thousands of citations. Most papers get zero.
Publishing in a high-impact journal does not mean your paper is good. It just means it is sitting next to a good paper.
The Gaming
Editors game the system.
- They publish "Review Articles" (which get cited a lot) to boost their score.
- They pressure authors to cite other papers in the same journal ("Coercive Citation").
- They reject solid, boring science because it won't go viral.
The Diagnosis
Do not judge a paper by the cover of the journal. A bad paper in Nature is still a bad paper. A great paper in a small journal is still great.
Read the paper, not the label.