The chi-squared statistic in ethology: use and misuse

Abstract Pearson's chi-squared and related tests are not appropriate for all frequency-type data. Lack of independence between observations can invalidate traditional contingency table analysis because sampling distributions are no longer Poisson, multinomial or product multinominal. The usual consequence is that a true null hypothesis is rejected too often, making dubious a claim of significance. If possible, counts should be verified as coming from a Poisson or multinomial distribution before conducting tests. Assuming independence is not sufficient; chi-squared and related tests are shown not to be robust to the violation of this assumption. Frequency-type ethological data, such as the number of encounters between individuals or performances of a behaviour, are likely to violate the assumption of independence. A superior approach for the analysis of these data is demonstrated using parametric and non-parametric analysis of variance (ANOVA).

[1]  J. W. Seampan,et al.  Statisticae dogmaticae : a critical essay on statistical practice in ecology , 1990 .

[2]  Alastair Scott,et al.  On Simple Adjustments to Chi-Square Tests with Sample Survey Data , 1987 .

[3]  D. Darling,et al.  A Test of Goodness of Fit , 1954 .

[4]  Thomas P. Hettmansperger,et al.  Statistical inference based on ranks , 1985 .

[5]  A Generalized χ2 for the Significance of Differences in Repeated, Related Measures Applied To Different Samples , 1979 .

[6]  Social interaction among pleometrotic queens of Veromessor pergandei (Hymenoptera:Formicidae) during colony foundation , 1986, Animal Behaviour.

[7]  David C. Hoaglin,et al.  A Poissonness Plot , 1980 .

[8]  W. G. Cochran The $\chi^2$ Test of Goodness of Fit , 1952 .

[9]  Robert Tibshirani,et al.  Bootstrap Methods for Standard Errors, Confidence Intervals, and Other Measures of Statistical Accuracy , 1986 .

[10]  J. Altmann,et al.  On the analysis of rates of behaviour , 1977, Animal Behaviour.

[11]  D. J. Watt A comparative study of status signalling in sparrows (genus Zonotrichia) , 1986, Animal Behaviour.

[12]  C. J. Burke,et al.  The use and misuse of the chi-square test. , 1949, Psychological bulletin.

[13]  Joel E. Cohen,et al.  The Distribution of the Chi-Squared Statistic under Clustered Sampling from Contingency Tables , 1976 .

[14]  S. Robinson Competitive and mutualistic interactions among females in a neotropical oriole , 1986, Animal Behaviour.

[15]  R. Iman,et al.  Rank Transformations as a Bridge between Parametric and Nonparametric Statistics , 1981 .

[16]  Stephen E. Fienberg,et al.  Discrete Multivariate Analysis: Theory and Practice , 1976 .

[17]  Ronald L. Iman A power study of a rank transform for the two‐way classification model when interaction may be present , 1974 .

[18]  David S. Moore,et al.  The Effect of Dependence on Chi-Squared and Empiric Distribution Tests of Fit , 1983 .

[19]  Brian Keane,et al.  The effect of relatedness on reproductive success and mate choice in the white-footed mouse, peromyscus leucopus , 1990, Animal Behaviour.