Review bias

Polarized “J-shaped” curve of reviews

Even honest reviews are often inaccurate — because only the loudest voices speak.

Most people only leave a review when they’re either delighted or furious. Moderate experiences — the vast majority — are rarely shared.

📉 What this creates:

  • A distorted view of reality

  • A polarized “J-shaped” curve of reviews

  • Far too many 5-star and 1-star ratings — and almost nothing in between

Platforms don't fix this. In fact, they profit from it. Drama drives clicks. Balance doesn’t.


📚 Research confirms the distortion:

A 2018 Harvard Business Review study found that:

  • The review economy is heavily skewed by extreme opinions

  • Moderate voices often stay silent

  • Monetary incentives improve both quantity and quality of reviews

The result? A digital world where every place is either “amazing” or “terrible” — but rarely accurate.


💡 How WeRate Reduces Review Bias

WeRate tackles the silence of moderate voices through:

  • Incentives for every type of review, not just extremes

  • Wisdom Points for timely, balanced, and consistent contributions

  • Gamified competitions that reward contribution, not controversy

  • Optional anonymity for honest, pressure-free feedback

Incentives don’t distort quality — they uncover it.

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