APPIAN CERTIFIED ASSOCIATE DEVELOPER EXAM – COMPLETE GUIDE & TIPS, Exams of Learning processes

Prepare for the Appian Certified Associate Developer Exam with key topics, study resources, and practice questions. Learn about data modeling, process design, SAIL interfaces, and expression rules to pass the official Appian certification.

Typology: Exams

2025/2026

Available from 05/19/2026

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Page 1 of 120 Applied Healthcare Statistics Final Exam With Multiple, Correctly Answered Questions Already Graded A 1. A hospital reports that the average length of stay for pneumonia patients is 5.2 days with a standard deviation of 1.4 days. What is the correct interpretation? A) Most patients stay exactly 5.2 days. Page 2 of 120 B) The median stay is 1.4 days. C) The typical deviation from the mean is 1.4 days. D) 5.2 days is the mode. Answer: C Rationale: Standard deviation measures the average distance of data points from the mean. 2. In a dataset of patient ages (22, 34, 45, 45, 67, 68, 70), what is the mode? A) 45 B) 50.1 C) 45 and 67 D) No mode Answer: A Rationale: Mode is the most frequent value (45 appears twice). 3. A clinic records blood pressures: 120, 125, 130, 135, 140. The interquartile range (IQR) is: A) 10 Page 4 of 120 B) Median C) Mode D) Standard deviation Answer: B Rationale: Median better represents skewed distributions. 6. If variance of HbA1c levels is 0.64, standard deviation is: A) 0.8 B) 0.64 C) 0.4 D) 0.32 Answer: A (sqrt(0.64)=0.8) 7. In a normal distribution of cholesterol levels, mean=200 mg/dL, SD=20. The coefficient of variation is: A) 10% B) 20% C) 15% D) 5% Page 5 of 120 Answer: A (20/200*100=10%) 8. Scenario: A dataset of ER wait times (minutes): 10, 12, 15, 15, 18, 100. The mean is 28.3, median 15. What does this suggest? A) Normal distribution B) Negatively skewed C) Positively skewed D) No skew Answer: C (Mean > median indicates positive skew) 9. The range of the dataset 4, 8, 15, 16, 23, 42 is: A) 38 B) 42 Cc) 4 D) 19 Answer: A (42-4=38) 10. Scenario: A nurse records pain scores (0-10) for 5 patients: 2, 3, 3, 4, 9. Which measure of central tendency is highest? Page 7 of 120 Answer: C (Mode for categorical frequency) 13. Z-score for a patient with BP=150, mean=130, SD=10 is: A) 2 Answer: A (150-130/10=2) 14. Which graph best shows the spread and skewness of patient ages? A) Bar chart B) Boxplot C) Pie chart D) Line graph Answer: B 15. Scenario: ICU lengths of stay: 1,2,2,3,4,5,5,5,6,30. The outlier is: A) 5 Page 8 of 120 B) 6 C) 30 D) 1 Answer: C (30 is extreme) 16. If Q1=50, Q3=80, the IQR is: A) 30 B) 130 C) 40 D) 20 Answer: A 17. A dataset with mean=median=mode is likely: A) Skewed right B) Skewed left C) Symmetric D) Bimodal Answer: C Page 10 of 120 ¢)8 D) 1 Answer: B (Mean=4, squared diffs: 4,0,4 sum=8, 8/2=4) 21. Scenario: A quality improvement team wants to see variability in surgical times. They should calculate: A) Mode B) Range or SD C) Median D) Frequency Answer: B 22. A boxplot shows a long left tail. The distribution is: A) Positively skewed B) Negatively skewed C) Normal D) Uniform Answer: B Page 11 of 120 23. The empirical rule states that approximately 95% of data in a normal distribution lies within: A) 1 SD B) 2 SD C) 3 SD D) 4 SD Answer: B 24. Scenario: Hemoglobin levels in healthy adults have mean=14, SD=1.5. What % is between 11 and 172 A) 68% B) 95% C) 99.7% D) 50% Answer: B (within 2 SD) 25. A histogram of hospital charges is skewed right. The mean is $50,000. The median is likely: A) > $50,000 Page 13 of 120 28. A patient's weight is at the 90th percentile. This means: A) 90% are heavier B) 10% are lighter C) 90% are lighter D) 90% are equal Answer: C 29. Scenario: ER triage times in minutes: 5,7,7,8,9,10,10,10,12,45. The best measure of center is: A) Mean B) Median C) Mode D) Range Answer: B (Outlier present) 30. If every patient's heart rate increases by 10 bpm, the standard deviation: A) Increases by 10 B) Increases by 100 Page 14 of 120 C) Stays the same D) Decreases Answer: C (Adding constant does not change SD) 31. Coefficient of variation allows comparison of: A) Means with different units B) Medians C) Modes D) Percentiles Answer: A 32. Scenario: Two clinics report BP variability: Clinic A SD=8, Clinic B SD=12. Which has more consistent BP? A) Clinic A B) Clinic B C) Same D) Cannot tell Answer: A (Lower SD = less variability) Page 16 of 120 C) Mode and range D) Only mean Answer: B 36. The shape of a normal distribution is: A) Skewed left B) Skewed right C) Bell-shaped D) Uniform Answer: C 37. A bimodal distribution has: A) One peak B) Two peaks C) No peaks D) A flat line Answer: B 38. Scenario: Patient satisfaction scores (1-5): 1,1,2,5,5,5. The mode is: Page 17 of 120 A) 1 B) 2 C)5 D) 1 and 5 Answer: D (Both appear 3 times) 39. Standard deviation can be zero if: A) All values are the same B) Mean is zero C) Range is large D) Data are skewed Answer: A 40. The interquartile range contains what percentage of data? A) 25% B) 50% C) 75% D) 100% Answer: B Page 19 of 120 C) Mode D) Range Answer: D 44. Scenario: A nurse wants to know if a patient's BP of 145 is unusual given clinic mean 130, SD 10. The Z-score is: A) +1.5 B) -1.5 C) +15 D)O Answer: A (1.5 SD above mean) 45. The sum of squared deviations divided by (n-1) is: A) Standard deviation B) Variance C) Range D) Mean Answer: B Page 20 of 120 46. Scenario: A dataset has min=10, Q1=20, median=30, Q3=40, max=100. Which is an outlier? A) 100 B) 40 C) 30 D) 20 Answer: A (1.5*IQR=30, @3+30=70, 100>70) 47. A histogram with a long right tail indicates: A) Negative skew B) Positive skew C) Normal D) Bimodal Answer: B 48. Scenario: Hospital A has mean LOS=4 days, SD=1; Hospital B mean=4 days, SD=3. Which is more consistent? A) Hospital A B) Hospital B