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 is writing an annual report and wants to present data with integrity. Which practice best supports ethical data reporting?
Answer: Reporting all relevant data including limitations and areas for improvement
Ethical reporting requires presenting complete and accurate data, including limitations, to give stakeholders an honest picture of program performance.
Which term refers to using multiple data sources or methods to confirm findings and strengthen the validity of conclusions?
Answer: Triangulation
Triangulation involves cross-referencing findings from multiple data sources (e.g., surveys, observations, test scores) to increase confidence in the conclusions drawn.
An adult educator is asked to create a logic model for a grant report. What is the primary purpose of a logic model in program evaluation?
Answer: To show the relationships between program inputs, activities, outputs, and outcomes
A logic model is a visual framework that maps the causal chain from program resources and activities to intended short- and long-term outcomes.
When analyzing survey data, a CAE professional finds that only 15 out of 200 enrolled learners responded. Which concern does this raise?
Answer: The results may not be representative due to low response rate
A low response rate (7.5%) raises concerns about response bias, meaning the respondents may not accurately represent the views or characteristics of all enrolled learners.
Which of the following is the best example of an 'outcome' measure in an adult education program evaluation?
Answer: Percentage of learners who obtained employment after program completion
Outcomes are changes in learners' skills, knowledge, behavior, or status resulting from participation; employment after completion directly reflects the program's impact.
A program receives both Title II and local grant funding. The funder for each source requires separate outcome reports. This situation requires which data management practice?
Answer: Tracking and reporting data separately by funding stream
When multiple funders have distinct reporting requirements, data must be tracked and reported separately by funding stream to ensure compliance and accuracy.
In the context of adult education accountability, what does the term 'NRS' refer to?
Answer: National Reporting System
The National Reporting System (NRS) is the federal accountability system for adult education programs funded under the Workforce Innovation and Opportunity Act (WIOA), tracking educational functioning levels and outcomes.