Respond to this classmates discussion post. Use sources 5 yrs old or less.
One of the components of power is the sample size. Power has a direct and positive relationship with sample sizes. Hence, the larger the sample size, the more the power up to the point that each additional sample results in a marginal increase in power. Similarly, type 2 errors are more likely when there is a small sample size since the analysis may fail to identify statistically significant differences from the data (Columb & Atkinson, 2016). Another component of power is the variability of the measured variables. When variables are widely distributed, then there is a high likelihood of low power or ability to detect true statistical differences; hence, leading to a type II error. Generally, having a large sample size reduces variability in the data. A final component would be the effect size or the magnitude of the relationship between variables under study (Plichta & Kelvin, 2013). When the effect size is large, then there is a lower likelihood to detect statistically significant differences from data. An effect size can be lowered by having a larger sample size.”
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