Mathematical Psychology
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Hicks Law

Hick's Law states that choice reaction time increases logarithmically with the number of stimulus-response alternatives, reflecting the time needed to reduce uncertainty.

RT = a + b · log₂(n + 1)

Hick's Law (also known as the Hick-Hyman Law) was independently discovered by William Edmund Hick (1952) and Ray Hyman (1953). It states that the time to make a decision increases logarithmically with the number of choices, establishing a direct link between Shannon's information theory and human reaction time.

Hick's Law RT = a + b · log₂(n + 1)
= a + b · H (where H = stimulus entropy in bits)

a = base RT (intercept)
b = rate of information processing (ms/bit)
n = number of equally likely alternatives

Information-Theoretic Interpretation

The +1 in log₂(n+1) accounts for the temporal uncertainty of stimulus onset (an additional "alternative" is that no stimulus has appeared yet). When stimulus probabilities are unequal, the generalization uses Shannon entropy H rather than log₂(n). The slope b reflects the human information processing rate, typically around 150–200 ms per bit for simple choice reactions.

Applications

Hick's Law is widely applied in human-computer interaction and UX design: it predicts that adding more options to a menu increases selection time logarithmically, not linearly. In sports psychology, it explains why feints and fakes are effective — they increase the number of possible stimuli the defender must discriminate, slowing their reaction. The law breaks down, however, when choices are highly practiced or when stimulus-response mappings are highly compatible.

Interactive Calculator

Each row records n_alternatives (number of stimulus-response choices) and mean_rt (mean reaction time in ms). The calculator fits Hick's Law: RT = a + b·log₂(n+1).

Click Calculate to see results, or Animate to watch the statistics update one record at a time.

Related Topics

References

  1. Hick, W. E. (1952). On the rate of gain of information. Quarterly Journal of Experimental Psychology, 4(1), 11–26. https://doi.org/10.1080/17470215208416600
  2. Hyman, R. (1953). Stimulus information as a determinant of reaction time. Journal of Experimental Psychology, 45(3), 188–196. https://doi.org/10.1037/h0056940
  3. Proctor, R. W., & Schneider, D. W. (2018). Hick's law for choice reaction time: A review. Quarterly Journal of Experimental Psychology, 71(6), 1281–1299. https://doi.org/10.1080/17470218.2017.1322622

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