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Quantitative Research Methods Flashcards

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Read the first 7 Quantitative Research Methods flashcards as text
  1. Which nonparametric test is the appropriate alternative to a one-sample t-test when the normality assumption is violated?

    Answer: Wilcoxon signed-rank test

    The Wilcoxon signed-rank test is the nonparametric equivalent of the one-sample (or paired) t-test when data are not normally distributed.

  2. A researcher wants to predict a binary outcome (pass/fail) from several continuous predictors. The most appropriate analysis is:

    Answer: Logistic regression

    Logistic regression models the probability of a binary outcome as a function of predictor variables, producing odds ratios.

  3. The standard error of the mean (SEM) decreases as:

    Answer: Sample size increases

    SEM = σ/√n, so increasing sample size reduces the SEM, making the sample mean a more precise estimate of the population mean.

  4. Content validity is best assessed by:

    Answer: Having subject matter experts review whether items cover all relevant domains

    Content validity is typically evaluated through systematic review by domain experts to confirm comprehensive coverage of the construct.

  5. In a normal distribution, approximately what percentage of data falls within two standard deviations of the mean?

    Answer: 95%

    The empirical rule states that approximately 95% of data in a normal distribution lies within ±2 standard deviations of the mean.

  6. Which experimental design is most effective for controlling for individual differences by having each participant experience all conditions?

    Answer: Within-subjects (repeated measures) design

    Within-subjects designs use each participant as their own control, eliminating between-person variability from the error term.

  7. When a measurement instrument consistently produces scores that are 5 points too high, this is an example of:

    Answer: Systematic error (bias)

    Systematic error introduces a consistent, directional offset in measurements, which affects validity but not necessarily reliability.

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Sources & references

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  1. research.uams.edu — Eligibility, renewal, exam format, passing score, score release · verified Oct 2026