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Home/Guides/How Review Scores Should Be Calculated (And Why Most Platforms Get It Wrong)

How Review Scores Should Be Calculated (And Why Most Platforms Get It Wrong)

Most review platforms rely on simple star averages. Learn how review scores should actually be calculated using weighted algorithms, distribution analysis, and credibility signals.

3 MIN READ
How Review Scores Should Be Calculated (And Why Most Platforms Get It Wrong)

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The Problem With Simple AveragesWhat a Fair Review Score Should IncludeWhy Most Platforms Don’t Use Weighted ScoringHow Rated Stores Calculates Scores DifferentlyThe Future of Review ScoringFinal ThoughtsRelated Pages

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Most review platforms calculate scores using a simple average of star ratings.

At first glance, that seems fair.

But averages are easy to manipulate.

And in 2026, manipulation is exactly what regulators and consumers are worried about.


The Problem With Simple Averages

Imagine two businesses:

Business5★4★3★2★1★Average
A9500054.8
B602510324.4

Business A looks better on paper.

But Business B shows natural distribution.

Which one looks more authentic?

A simple average hides:

  • Suspicious rating spikes
  • Review timing anomalies
  • Unnatural 5-star dominance
  • Lack of mid-range feedback

What a Fair Review Score Should Include

A modern scoring system should consider:

1. Rating Distribution

Are the reviews evenly distributed?

Or heavily skewed in a suspicious way?

2. Review Velocity

Did 200 five-star reviews appear in 48 hours?

Sudden surges are red flags.

3. Reviewer Credibility

Are reviews tied to verified purchases?

Are reviewer histories consistent?

4. Recency Weighting

Older reviews may not reflect current service quality.


Why Most Platforms Don’t Use Weighted Scoring

Because:

  • Simple averages are easier to explain
  • Complex scoring requires more infrastructure
  • Transparency can reduce manipulation flexibility

Some platforms also prioritise:

  • Subscription revenue
  • Review volume
  • Engagement metrics

Not necessarily authenticity.


How Rated Stores Calculates Scores Differently

Rated Stores uses a weighted review algorithm designed to:

  • Identify unnatural distribution patterns
  • Adjust for suspicious activity
  • Reward consistency over volume
  • Penalise obvious manipulation

Instead of asking “What is the average?”
We ask: “Does this pattern look real?”


The Future of Review Scoring

With new regulation emerging, scoring systems will need to evolve.

Consumers are becoming more sophisticated.

They understand:

  • 5.0 stars can be suspicious
  • No negative reviews is unrealistic
  • Transparency matters more than perfection

The platforms that survive long-term will be those that prioritise credibility over cosmetic ratings.


Final Thoughts

Star averages are outdated.

Review scoring should reflect:

  • Authenticity
  • Transparency
  • Distribution integrity
  • Behavioural patterns

Anything less is just marketing math.


Related Pages

  • UK Fake Review Ban 2026 — What Businesses Need to Know
  • Why Transparency Matters
  • Rated Stores vs Trustpilot

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