The “hot hand” revisited: A nonstationarity argument
Yanlong Sun and Hongbin Wang
School of Biomedical Informatics, University of Texas Health Science Center at Houston, Houston,
Texas, USA
Abstract: The “hot hand belief,” that a basketball player would experience elevated performance for a certain period of time, during which
consecutive shots are made in streaks, has been suggested to be a “cognitive illusion,” because, from the basketball-shooting data, no
significant evidence has been found to reject the simple binomial model. The present study raises concerns about the statistical methods used
to support this claim. It is argued that nonstationarity may manifest as a residual effect when the changes in shooting accuracy are interrupted
by activities such as shot selection and defense effort. Reanalyses of the field goal data from the earlier study showed that the serial
correlation varied substantially between positive (“hot hand shooting”) and negative (“over-alternation shooting”). In addition, a nested
model comparison revealed that when a player’s shooting accuracy fluctuated substantially in a short period of time, it was unlikely to be
detected by the binomial model. Our results suggest that paying special attention to streak patterns in the hot hand belief may be an adaptive
strategy in detecting changes in the environment.
Keywords: hot hand belief; perception of randomness; stationarity
Correspondence: DrYanlong Sun, School of Biomedical Informatics, University of Texas Health Science Center at Houston, 7000
Fannin, Suite 600, Houston, TX 77030, USA. Email: yanlong.sun@uth.tmc.edu
Received 23 November 2011. Accepted 22 February 2012.
The “hot hand” in the game of basketball has raised many
interesting questions about human perceptions of probabil-
istic events outside the psychological laboratory. Many
people hold the “hot hand belief,” which is a manifestation
about nonstationary shooting accuracy or positive depen-
dence in basketball shooting sequences. For example, a
player would experience elevated performance for a certain
period of time, during which consecutive shots are made in
streaks. However, regarding the statistical validity of the hot
hand belief, a long-lasting debate has been triggered by three
articles written by Gilovich, Vallone, and Tversky (1985),
and Tversky and Gilovich (1989a, 1989b).
If we think of the case of randomly tossing a biased coin,
we would expect that the outcome of each toss has the same
probability to be a head. As a consequence, it would be
unlikely to observe that in some periods of time most of the
tosses are heads, but in other periods of time most of the
tosses are tails. That is, such a process should be stationary.
Moreover, if we encode each head as 1 and each tail as 0,
then calculate the serial correlation between consecutive
tosses, we should expect the correlation to be close to 0,
rather than 1 (e.g. if we had a streak of heads or tails) or -1
(heads and tails were perfectly alternating with each other).
That is, such a process should also be independent. In the
case of basketball shooting, it is clear that the hot hand belief
has violated either the stationarity or the independence or
both of the properties as in the case of coin tossing, namely,
the properties of the simple binomial model. However, after
a number of statistical analyses of the data from actual
basketball games and a controlled shooting experiment,
Gilovich et al. concluded that actual basketball shooting
records “may be adequately described by a simple binomial
model” (Gilovich et al., 1985, p. 313), and “perhaps, then,
the belief in the hot hand is merely one manifestation of this
fundamental misconception of the laws of chance” (Tversky
& Gilovich, 1989a, p. 16). This conclusion has had a con-
siderable impact on a variety of fields, such as judgment and
decision making, sports, and particularly behavioral eco-
nomics. Many researchers seem to be convinced that the hot
hand is just a myth and the hot hand belief is indeed a fallacy
PsyCh Journal 1 (2012): 28–39
doi: 10.1002/pchj.2
© 2012 The Institute of Psychology, Chinese Academy of Sciences and Blackwell Publishing Asia Pty Ltd