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Fallacies and Errors in Inferential Statistics

I have recently been introduced to the concept of pseudoreplication as a mistake that people often make when using inferential statistics to evaluate treatment outcomes. My field (evolutionary and conservation biology) makes heavy use of inferential statistics, including techniques that are vulnerable to pseudoreplication, yet nowhere in my formal education have I been taught about how poor experimental design and lack of statistical rigor can lead to fallacies like this. My personal statistical proficiency is poor, but I am working to remedy that. To that end, could folks help me by identifying and ideally explaining whatever other potential pitfalls you can think of, and explaining how they can be avoided through careful experimental design and data-analysis?
posted by Scientist on Jan 26, 2013 - 5 answers

 

What should I use this free elective on?

I have a free elective in my final undergrad semester. What should I take? [more inside]
posted by Scientist on Dec 16, 2012 - 40 answers

What's some of the best, most illuminating, and most entertaining writing about conservation bio on the net?

What are some of the best technical blogs out there in conservation biology, biogeography, evolutionary biology, and ecology? [more inside]
posted by Scientist on Oct 29, 2012 - 4 answers

Is this an offer I'd be a fool to refuse?

I am a senior undergraduate biology student who wants to become a conservation biologist and a professor. I work part-time in a lab at my university, and my principal investigator recently made me an offer that on the face of it seems pretty great. Should I take it? [more inside]
posted by Scientist on Sep 24, 2012 - 28 answers

MSc or PhD?

Wondering whether I should go for the PhD that I wanted when I went back to school, or whether it's more sensible to stay where I am and do a Master's first. [more inside]
posted by Scientist on Jul 1, 2012 - 18 answers

I need some heroes.

I'm looking for reading material written by or about political, progressive scientists who had/have productive technical careers as well as being politically active, and who saw/see their research in the context of political activism. [more inside]
posted by Scientist on Mar 28, 2012 - 11 answers

How can I best position myself for grad school?

What should I be doing to position myself for grad school? I'm a freshman biology undergrad and my long-term goal is to earn a doctorate and start a career in research, either private or academic. What should I be doing now and over the next few years to open doors and set myself up for success? [more inside]
posted by Scientist on Sep 15, 2010 - 18 answers

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