Data Analysis & Reporting Flashcards
7 cards from real CPT 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 CPT is reviewing a report where the y-axis of a bar chart starts at 75% instead of 0%. What is the MAIN concern with this design choice?
Answer: It makes small differences appear larger than they are
Truncating the y-axis exaggerates visual differences, potentially misleading stakeholders about the magnitude of change.
When using Kirkpatrick's Level 3 data to report behavior change, which data source provides the STRONGEST evidence?
Answer: 360-degree feedback collected 90 days post-training
360-degree feedback gathered 90 days post-training captures observable on-the-job behavior change from multiple raters over time.
A performance technologist is asked to present data showing ROI for a leadership program. Which formula correctly represents ROI?
Answer: (Net Benefits / Program Costs) × 100
ROI is calculated as (Net Benefits divided by Program Costs) multiplied by 100 to express the return as a percentage.
A CPT wants to track whether a new onboarding process reduces time-to-proficiency over 12 months. Which chart type BEST displays this longitudinal trend?
Answer: Line chart
Line charts are ideal for showing changes in a variable over sequential time periods, making trends easy to identify.
Which approach BEST reduces response bias in a post-training survey designed to evaluate a mandatory compliance program?
Answer: Use anonymized responses with aggregate reporting only
Anonymizing responses reduces social desirability bias, encouraging honest feedback about mandatory programs.
A CPT receives performance data where 5% of values are extreme outliers caused by data entry errors. What is the BEST initial action?
Answer: Clean the data by correcting or excluding confirmed erroneous values
Confirmed data entry errors should be corrected or excluded through a documented cleaning process to ensure analytical accuracy.
In which situation is a control group MOST critical for drawing valid causal conclusions from performance data?
Answer: When determining whether a training intervention caused performance improvement
A control group that receives no intervention allows attribution of performance changes to the training itself rather than other factors.