Cohort Analysis: What It Is and How to Use It
Cohort analysis groups users by behavior or date to measure retention, engagement, and conversion over time. Learn how to set it up and extract actionable...

Psychological pricing refers to pricing strategies based on how the human brain perceives and processes numbers, rather than being based exclusively on costs, margins, or competition. The fundamental principle is that consumers don't evaluate prices rationally: they compare them, round them, associate them with quality, and process them emotionally before making a decision.
Research in behavioral economics has shown that small changes in how a price is presented can have a significant impact on conversion rate, without changing the actual product price.
The best-known technique: ending the price in 9 or 99. A product at 29.99 USD is perceived as significantly cheaper than one at 30.00 USD, even though the difference is one cent.
Why does it work? The brain processes numbers from left to right. When reading "29.99," the first digit it registers is 2, not 3. This effect is called "left-digit bias" and has been validated in dozens of studies.
When to use it: consumer products, ecommerce, low-to-medium prices. When to avoid it: premium or luxury products, where round prices convey quality and exclusivity.
Presenting a high price as reference before showing the actual price. The brain uses the first number as an anchor to evaluate whether the second is expensive or cheap.
Examples in ecommerce:
Adding a third option that nobody chooses but makes one of the other two look more attractive.
The classic example: The Economist offered three subscription options:
The print-only option (the decoy) made digital + print seem like a bargain. Dan Ariely demonstrated that without the decoy, most people chose the cheapest option.
Breaking the price into smaller units reduces the perception of cost:
While prices ending in 9 work for rational purchases (the user compares), round prices work better for emotional purchases (the user acts on impulse).
A study by Kuangjie Zhang and Monica Wadhwa (2015) showed that round prices are processed faster and "feel right," facilitating impulse buying.
Grouping products and offering a package price lower than the sum of individuals. Bundling works because it makes price comparison difficult, increases perceived value, and reduces the "pain of paying."
Research by Coulter and Coulter (2005) shows that prices displayed in smaller typography are perceived as cheaper. The brain associates visual size with numerical magnitude.
A Cornell University study found that removing the USD or EUR symbol from the price increases average spending. Common in upscale restaurant menus.
| Metric | What It Reveals |
|---|---|
| Add-to-cart rate | Whether the perceived price encourages adding to cart |
| Checkout initiation rate | Whether the total price doesn't cause abandonment |
| Final conversion | Whether the user completes the purchase |
| AOV (Average Order Value) | Whether the technique increases or decreases average ticket |
There's a line between persuasion and manipulation. Psychological pricing techniques are legitimate when the final price is clear and transparent, hidden costs aren't revealed only at checkout, advertised discounts are real, and users aren't unfairly discriminated against.
Dark patterns in pricing (hidden costs, trap subscriptions, artificial urgency) erode trust and, in the long run, destroy more conversion than they generate.
At Boost, we analyze how users perceive and react to prices on your site to optimize conversion without compromising trust. Learn about our CRO services or analyze your ecommerce for free with Scan&Boost.
Adrià Vidal — Boost
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