Applied Ecosystem Services, LLC

The Environmental Issues Doctor

Photo of Analyzing aquatic biological data

Categories:

Estimated reading time: 2 minutes

Regulatory and resource agencies sometimes require collection of benthic macroinvertebrates and/or fish for baseline data or permit compliance. Too often they do not know what they will do with the data. Correctly analyzing and interpreting these data yields valuable information that operators and regulators can use to make well-informed decisions regarding Clean Water Act compliance.

Aquatic biotic communities reflect ambient water quality conditions much better than do chemical concentrations. This is particularly true for benthic macroinvertebrates as they are less mobile than fish. Macroinvertebrates also quickly recolonize areas from which they were extirpated, frequently within a month.

Selecting appropriate statistical models requires understanding the differences between biological and physical-chemical data. For example, the latter are continuous (infinite values between any two end points such as a degree of temperature or mg/L of concentration) while the former are counts. Count data are not represented by continuous frequency distributions such as the normal (bell) curve, but the logarithms of counts might be normally distributed. The absence of an organism at one or more locations might be statistically significant; then again, it might not be: the organism might be present but not collected. In this situation the Bayesian approach to statistical models is more appropriate than is either the frequentist or maximum likelihood approach. The interpretation of model results needs to be carefully considered for the specific question that needs to be answered.

This work was originally published on the Applied Ecosystem Services, LLC web site at https://www.appl-ecosys.com/blog/analyzing-aquatic-biological-data/

It is offered under the terms of the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International license. In short, you may copy and redistribute the material in any medium or format as long as you credit Dr. Richard Shepard as the author. You may not use the material for commercial purposes, and you may not distribute modified versions.

Keep reading

  1. Photo of Beneficial uses under the clean water act

    Beneficial uses under the clean water act

    Categories:

    Estimated reading time: 3 minutes

    The Clean Water Act’s (CWA) Section 301(m)(2) reads: “The effuuent limitations established under a permit issued under paragraph (1) shall be sufficient to implement the applicable State water quality standards, to assure the protection of public water supplies and protection and propagation of a balanced, indigenous population of shellfish, fish, fauna, wildlife, and other aquatic organisms, and to allow recreational activities in and on the water. In setting such limitations, the Administrator shall take into account any seasonal variations and the need for an adequate margin of safety, considering the lack of essential knowledge concerning the relationship between effuuent limitations and water quality and the lack of essential knowledge of the effects of discharges on beneficial uses of the receiving waters.
  2. Photo of Bringing Environmental Policy and Regulation into the 21st Century, Part 4

    Bringing Environmental Policy and Regulation into the 21st Century, Part 4

    Categories:

    Estimated reading time: 3 minutes

    The three previous parts of this series described statistical frameworks for objectively analyzing environmental data and explaining where each is appropriate. Correct statistical models applied to environmental concerns are powerful tools for regulators, permit holders, attorneys, and consultants. Results are more technically sound and legally defensible than the commonly used methods. Appropriate statistical analyses can demonstrate compliance with statutory goals and objectives. The Clean Water, Endangered Species, and National Environmental Policy Acts are three statutes affecting natural resource industries.

Contact me to assist you to achieve positive outcomes.