The Matthew Effect · Hua-Ming Huang
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written by Hua-Ming Huang
March 27, 2026 1 minute read
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What is the Matthew Effect?

The Matthew Effect (馬太效應) describes the phenomenon where initial advantages tend to accumulate over time, leading to The Winner-Take-All Effects.

The term comes from the biblical verse in the Gospel of Matthew:

For to everyone who has, more will be given, and he will have abundance. But from the one who has not, even what he has will be taken away.


強者越強,弱者越弱;富者愈富,貧者愈貧。

  • Cumulative Advantage: Small differences in resources, status, or skill can snowball into much larger differences over time.
  • Feedback Loops: Success breeds further success, while disadvantage can compound into greater disadvantage.

The effect is observed in wealth distribution, academic recognition, career advancement, and more.

  • Well-known researchers receive more citations, funding, and opportunities, making them even more prominent.
  • The rich have more access to investment opportunities, better education, and social networks, increasing their wealth further.
  • Students who perform well early on receive more attention and resources, which helps them continue to excel.
  • Popular platforms attract more users, which in turn makes them even more popular (The Network Effect).
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