Inclusion of covariates in capture–recapture studies can enhance the overall analysis.
However population size estimates can result in bias if covariates are contaminated.
A new robust open population size estimator is proposed to account for such outliers.
These new estimators are used on real data when contamination is present.
A simulation study is also conducted to examine bias, robustness and efficiency.