¶ … ethical issues that should be addressed by researchers in the field of psychology who use human subjects: the protection of the human participants and the protection and maintenance of the integrity of the research findings (Punch, 2013). This paper will discuss several important ethical considerations regarding the use of statistics in the integrity of research findings.
Perhaps the topic that is addressed most frequently regarding the ethical use of statistics and certainly is a current concern is the overreliance of statistical significance testing (Verdam, Oort, & Sprangers, 2014). The surprising to find that many researchers still believe that significant P. values indicate that the research results will replicate, smaller team P. values indicate a larger magnitudes and results, or that smaller P. values mean that the results are more important (Gorard, 2014; Punch, 2013). None of these are true. In fact, the American Psychological Association [APA] has suggested since the 1990s that effect sizes be reported along with the values for statistically significant results and this practice is become mandatory for many journals (Gorard, 2014). Nonetheless, many researchers continue to concentrate on hypothesis testing and statistically significant differences between means as opposed to more robust measures (Punch, 2013; Schneider, 2013).
An important consideration for any researcher is to make sure that the researcher does not make statements regarding statistical findings that are false or deceptive (Asendorpf, Conner, De Fruyt, De Houwer, Denissen et al., 2013; Gorard, 2014). The ethical researcher understands the implications of anti-statistical findings and reports these obligations accurately without speculating beyond the confines of the procedures used or of the methodology. Almost every small -- sample research study in psychological research has limited external validity and it is extremely important that researchers do not overstep the bounds created by their sampling method (Gorard, 2014; Punch, 2013).
The APA code of ethics clearly states…
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