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•Parametric models for predicting E. coliconcentrations in greywater sources are assessed.•Limitations of current modelling techniques are highlighted.•The poisson lognormal distribution is proposed for more accurate predictions.•The impact of modelling decisions on health risk assessment in water reuse is underlined.•Reporting primary data instead of summary statistics is advocated in microbial studies.