The psychology of online shopping, with the evidence attached.

Consumer Psychology Index is a free reference for people who build and run ecommerce sites, setting out what the research says about how people shop online and, the part most guides leave out, how sure anyone can be about it.

104principles, each on its own page407citations, each linked to its source9kinds of psychology8areas of a site, from homepage to post-purchase
Why it exists

Most advice on this subject arrives without its sources.

Advice about ecommerce psychology is easy to find, and it usually arrives as a list of tactics, each presented as though it were equally proven. They aren’t. Some rest on decades of replicated research; some rest on one famous study that later failed to replicate; and some are useful ways of thinking that have never been tested on a shop at all.

Anyone deciding what to change on a site needs to know which is which, so each principle here names its research, links to it, and carries a rating that says how far the evidence goes.

Where the evidence is weak or disputed, the entry says so.

Ashton Lee Hudson, founder of Ostrich and Zebra
Who built it, and why
“We’ve never asked a client to take our word for it. We show them the research. Now that research is free for everyone, so the next change you make to your site can rest on evidence rather than gut feel.”
Ashton Lee HudsonFounder, Ostrich and Zebra

Consumer Psychology Index is built by Ostrich and Zebra, a growth consultancy that works with ecommerce brands. It’s free to use, with no account to create and nothing to sign up to.

Visit Ostrich and Zebra
What each entry gives you

Five things, on every principle.

01
The principle

What it is and why it works, in plain language.

02
How to apply it

Where it belongs on an ecommerce site and what to do with it, including what to avoid.

03
The research

The studies behind it, each linked to the published source so you can read it yourself.

04
An evidence rating

One of four ratings, with a note explaining why the entry earned it.

How we rate evidence
05
A caution, where one is needed

Where a tactic can mislead shoppers or fall foul of UK consumer law, the entry says so.

What it is not

Three limits worth knowing.

Not a promise of results

A principle that held up in the research may still do nothing on your site, which is why each one is better treated as something to test than something to install.

Not legal advice

The notes on the law refer to UK consumer law and are there to point out risk; they don’t replace advice from a lawyer.

Not the final word

Ratings are editorial judgements of the research available to us at the time, and because research moves, a rating can change when it does.

How it was made

Researched with AI, checked against the source.

Each of the principles was researched and drafted with the help of AI, allowing us to undertake research at scale. Each citation is then being checked against the published sources, which we link to for you to check yourself.

On occasions, mistakes may slip through and sources may be updated or refuted. When this happens, we seek to update our rating as promptly as possible. But if you spot a mistake, let us know and we’ll look into it.

Get in touch

Two ways to reach us.

Start with the 104 principles.

Browse them all, or narrow them by page area, kind of psychology or strength of evidence.

Browse the database