Embracing uncertainty to reduce bias in hydroacoustic species apportionment

•Species apportionment is challenging, fraught with hidden biases and uncertainty.•This method reduces the influence of sampling, threshold, and misclassification biases.•Uncertainty in species composition and mean target strength measures are incorporated.•Distribution and abundance results mirror independent studies on Lake Erie walleye ecology.•This method is flexible and applicable to other systems.