Study design and assessment of test results
Statistical power analysis and study design of ecoctoxicological semifield and field experiments
The course introduces the theoretical basics of hypothesis-based testing procedures. Methods for a-priori planning of sound experimental designs and calculation of indicators of reliability of study results are presented. Theoretical parts enable understanding and interpretation of statistical analyses.
A special emphasis is put on practical exercises with open source software tools. This gives the opportunity to discuss the specific problems of the participants. Therefore, the use of own data is very welcome.
The specific content can be tailored to your needs.
Possible topics are:
Fundamentals of probability theory, hypothesis testing, and power analysis
A-priori study design
Estimation of initial values from prior experience and the calculation of required sample sizes
Interpretation and conclusions from power analyses
Effect sizes, test direction, compromise design, α-error inflation
Reliability of study results
A-posteriori calculation of minimum detectable differences
Current guideline development
Review of historical studies and outlook on possible new earthworm field studies in the OECD
Effects of different study designs - trade-off analysis
Alternative approaches to classical test methods