CompTIA DataX DY0-001 (V1) Practice Question

A data science team is analyzing the results of a year-long randomized controlled trial (RCT) for a new hypertension medication. The initial randomization successfully created comparable treatment and control groups. However, the final analysis reveals that 30% of the participants in the treatment group dropped out of the study, citing adverse side effects, compared to only a 5% dropout rate in the control group. Despite this, a simple comparison of the endpoints between the remaining participants shows a statistically significant reduction in blood pressure for the treatment group. Which of the following is the most significant threat to the study's internal validity?

  • The study lacks external validity, as the results are not generalizable to a broader population.

  • The presence of unknown confounding variables that were not accounted for during the initial randomization.

  • An increased risk of a Type I error due to the reduced sample size in the treatment group.

  • Differential attrition between the groups compromises the initial randomization, potentially leading to selection bias.

CompTIA DataX DY0-001 (V1)
Mathematics and Statistics
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