Data Analysis & Reporting Flashcards
7 cards from real CAE practice questions. Tap to flip, then mark Knew It or Still Learning — missed cards come back until you master them.
Read the first 7 Data Analysis & Reporting flashcards as text
A CAE practitioner wants to report whether there is a statistically meaningful difference between two groups' pre- and post-test scores. Which statistical test is most appropriate?
Answer: Paired t-test
A paired t-test is used to determine whether the mean difference between two related sets of data (pre- and post-test scores from the same group) is statistically significant.
In adult education program reporting, 'disaggregated data' refers to which of the following?
Answer: Data broken down by subgroups such as age, gender, or ethnicity
Disaggregated data is separated by demographic or other subgroup variables, allowing educators to identify equity gaps and differences in outcomes across populations.
Which data visualization method is best suited to show the relationship between learners' hours of instruction and their final assessment scores?
Answer: Scatter plot
A scatter plot displays the relationship between two continuous variables (instruction hours and assessment scores), making it ideal for examining correlations.
An educator reviewing program data notices that dropout rates spike in the third week of class every semester. This type of pattern recognition is an example of which analytical approach?
Answer: Trend analysis
Trend analysis examines data over time to identify recurring patterns, which can then inform targeted interventions at critical points in the program.
When collecting learner demographic data for federal reporting, which principle is most important to follow?
Answer: Ensure data collection is voluntary and follows privacy regulations
Federal and ethical guidelines require that learner data collection be voluntary, informed, and compliant with privacy regulations such as FERPA.
A program's data shows that 80% of enrolled learners completed the course, but only 40% achieved the target outcome. What does this discrepancy most likely indicate?
Answer: Completion and mastery are not the same measure
High completion rates paired with low achievement rates indicate that simply finishing a program does not ensure learners have mastered the intended skills or knowledge.
Which of the following best describes a 'formative' use of data in adult education?
Answer: Using mid-course assessment results to adjust instruction in real time
Formative data use involves collecting and applying information during instruction to make immediate adjustments that improve learning, rather than evaluating outcomes after the fact.