Sexual selection has been demonstrated to sometimes be strongly related to
the expression of secondary sexual characters, as shown by a number of clas
sical textbook examples, thereby providing evidence for the importance of s
exual selection in the maintenance of secondary sexual characters, but equa
lly many studies with no or only weak effects also exist. Because there is
no general estimate of the magnitude of the relationship between intensity
of sexual selection and expression of secondary sexual characters, we do no
t know to which extent extreme effects are typical, and whether there is an
overall effect across studies. We made a meta-analysis of visual sexual si
gnals in birds to test whether there is a general, significant relationship
between the strength of sexual selection and the expression of secondary s
exual characters and determined factors that accounted for some of the hete
rogeneity in effects among studies. The average effect size, measured as th
e Pearson product-moment correlation coefficient, was 0.30 for studies and
0.31 for species as units of analysis, which implies that 9-10% of the vari
ance in male mating success is accounted for by intraspecific variation in
the expression of secondary sexual characters. This finding is extremely ro
bust given the high fail-safe number. We found some evidence consistent wit
h publication bias, such as a decreasing effect with increasing sample size
, whereas a decreasing variance in effect size with increasing sample size
and the most common effect size being close to the average effect size did
not suggest publication bias. Effect size was significantly negatively rela
ted to year of publication, suggesting that more representative studies hav
e been published in recent years. Experimental studies demonstrated stronge
r effects than observational studies (weighted Pearson's r for experimental
studies was 0.35), apparently because experimental studies increase the ra
nge of phenotypes and control for potentially confounding factors. Color si
gnals did not differ in effect size from morphological structures. Monogamo
us and lekking species tended to show stronger effects than polgynous speci
es (mean Pearson's r were 0.29, 0.48 and 0.23, respectively). Mean weighted
effect size was larger for studies based on mating success than for studie
s based on mate preferences or reproductive success (mean Pearson's r were
0.35, 0.30, 0.28, respectively). A multiple regression analysis taking samp
le size into account demonstrated a significant effect of experiment and ye
ar of publication on effect size. Sexual selection on visual secondary sexu
al characters can thus be considered to have an intermediate effect on thei
r maintenance.