Good Citizens · Usability Harness · Experiment ·

Hick’s law: what choosing costs, and what it doesn’t

More options take longer to choose between, but each doubling adds the same small step, so the cost grows far more slowly than the list.

Press the button to see a word, then find it among the choices as fast as you can. Fifteen rounds, with two, four or eight choices. Your times will show the step.

Round 1 of 15

I · Where it comes from

One man and a ring of ten lamps

2 lampstime to pressbase4 lampstime to pressbase + 1 step8 lampstime to pressbase + 2 steps
Hick, 1952: each time the choices double, the time to choose grows by the same step.

In 1952 the British psychologist William Hick sat in front of ten lamps arranged in a ring, with a finger on a key for each, and pressed the key for whichever lamp lit.

He was his own subject. The time he took grew with the logarithm of the number of lamps: each time the number of choices doubled, the time rose by the same amount. A year later the American psychologist Ray Hyman showed it was really about uncertainty. Make some choices more likely than others and people answer faster, exactly as information theory predicts. The two names stuck together as the Hick–Hyman law, set out in a 2018 review1 by Robert Proctor and Darryl Schneider.

II · When it holds

Practice wears it away

sessionscard 128extracard 228extracard 328extracard 428extracard 528extrathe extra cost of eight over two shrinks with practice
The shape, not measured data: practice shrinks the extra time eight choices cost over two.

The law describes people choosing among clear options they have not practised. Change either part and it changes.

When the link between signal and response is obvious, it can vanish entirely. In a 1959 study, people felt a vibration under the finger they were meant to press, and eight choices took no longer than two. Practice flattens it too: after thousands of trials, the difference between choosing among eight and choosing among two shrinks to a fraction of what it was.

This experiment, like most menus, also asks you to find the word, and finding is different. Scanning an unfamiliar list takes time in proportion to its length, one item after another, as Andy Cockburn and colleagues2 showed in 2007. Hick’s law only takes over once people know where things are.

III · How it is misused

Fewer is not always faster

24 jamsmore people stop3% of them buy6 jamsfewer people stop30% of them buy63 studies: about zero
Iyengar and Lepper, 2000, one booth on two Saturdays; then a review of 63 studies, which found the average effect close to zero.

Hick’s law is often quoted to argue that every menu should be short. Read properly, it says almost the opposite.

Because the cost grows with the logarithm, each added option costs less than the one before. A 2020 paper3 asking how relevant the law is to design concluded that it “speaks against, not for” the idea that less is better. Splitting one menu into several levels makes people choose, wait and choose again, and broad, shallow menus have long been found faster than narrow, deep ones.

The famous jam study is similar. In 2000, a tasting booth in a California supermarket offered 24 jams on some hours and 6 on others. More people stopped at the big display, but of those who stopped, 3% bought jam, against 30% at the small one. A decade later, a review of 63 studies5 found the average effect of too much choice was almost zero. It appears when the options are hard to compare, people are unsure what they want, or time is short.

IV · What to do

What it means for your design

  1. ABCDEF
    01

    Design for finding

    Order lists in a way people can predict, alphabetically, by how often they are used, or in meaningful groups, so scanning is quick.

  2. 02

    Prefer broad to deep

    One well-grouped level is usually faster than several clicks of drilling down.

  3. =
    03

    Keep things where they are

    Regular users find things by remembering where they are. Menus that reorder themselves turn experts back into beginners.

  4. Book a table
    04

    Make the right choice obvious

    When the link between what people want and what they press is clear, the cost of choosing can almost disappear.

  5. 05

    Help people compare

    Cut options only where they are hard to compare or people are unsure. Otherwise give them filters, sensible defaults and side-by-side views.

  6. 06

    Test, don’t cite

    Watch people use your menu before trimming it. A law about lamps and keys is not evidence about your navigation.

V · Prototypes

An experiment on you

measures younot the page

This one runs here, on this page: it measures you, not a design. Use what it shows you when you review a prototype or a live page with the other tools.

VI · Myths

What people get wrong

Fewer menu items is always faster
Decision time grows slowly, and practice flattens it. Splitting a menu into levels often costs more than it saves.
Hick’s law explains why people get lost
It times a choice among options people can already see and understand. Getting lost is a problem of finding, not choosing.
Too much choice cuts sales by 90%
That was one booth on two Saturdays, counting people who stopped. Across 63 studies the average effect was close to zero.
Hick tested hundreds of people
In his first experiment the only subject was Hick himself.

VII · Sources

The research behind this page

Every figure above comes from one of these 6 sources. The small numbers in the text point here, and each source points back.

  1. Review

    Hick’s law for choice reaction time: a review

    Proctor and Schneider ·

    Quarterly Journal of Experimental Psychology

    web.ics.purdue.edu · cited in I

  2. Peer-reviewed study

    A predictive model of menu performance

    Cockburn, Gutwin and Greenberg ·

    CHI 2007

    grouplab.cpsc.ucalgary.ca · cited in II

  3. Peer-reviewed study

    How relevant is Hick’s law for HCI?

    Liu, Gori, Rioul, Beaudouin-Lafon and Guiard ·

    CHI 2020

    perso.telecom-paristech.fr · cited in III

  4. Peer-reviewed study

    When choice is demotivating: can one desire too much of a good thing?

    Iyengar and Lepper ·

    Journal of Personality and Social Psychology

    faculty.washington.edu

  5. Review

    Can there ever be too many options? A meta-analytic review of choice overload

    Scheibehenne, Greifeneder and Todd ·

    Journal of Consumer Research

    scheibehenne.com · cited in III

  6. Review

    Choice overload: a conceptual review and meta-analysis

    Chernev, Böckenholt and Goodman ·

    Journal of Consumer Psychology

    chernev.com