- Exam Code: PCED-30-02
- Exam Name: PCED - Certified Entry-Level Data Analyst with Python
- Updated: Jul 30, 2026
- Q & A: 52 Questions and Answers
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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Communicating Insights and Reporting | 12.5% | - Data Visualization
|
| Topic 2: Python Basics for Data Analysis | 32.5% | - File Handling
|
| Topic 3: Introduction to Data and Data Analysis Concepts | 22.5% | - Data Analysis Process and Workflow
|
| Topic 4: Working with Data and Performing Simple Analyses | 32.5% | - Simple Analytical Techniques
|
1. You are developing a temperature control module for a laboratory incubator. Your objectives are to:
- generate timestamps every 10 minutes over a 3-hour span (i.e., 0 to 180 minutes), and
- simulate five evenly spaced target temperatures between 35.0°C and 37.0°C for system calibration.
Which code snippet correctly produces both sequences using NumPy? Select the best answer.
import numpy as np
A) timestamps = np.linspace(0, 181, 10)
target_temps = np.arange(35.0, 37.0, 0.5)
import numpy a3 np
B) timestamps = np.arange(0, 181, 10)
target_temps = np.linspace(35.0, 37.0, 5)
C) timestamps = np.arange(0, 180, 10)
target_temps = np.linspace(35.0, 37.0, 4)
import numpy as np
D) timestamps = np.linspace(0, 180, 10)
target_temps = np.arange(35.0, 37.0, 5)
import numpy as np
2. You are writing a function to validate battery voltage readings. The rules are:
- If the reading is "MISSING"or None, return "Missing".
- If the value is below 2.5or above 4.2, return "Outlier".
Otherwise, return "Normal".
Which version correctly implements this logic using the most robust conditional and nested structures? Select the best answer.
A)
B)
C)
D) 
3. You are reading a data.csvfile line by line. To prepare each line for formatting with f-strings, you need to remove extra whitespace and split the values by commas.
Which line should you insert to correctly clean and parse the input?
A) fields = line.replace(', ', '|').split('|')
B) fields = line.split().strip(', ')
C) fields = line.split(', ').trim()
D) fields = line.strip().split(', ')
4. How do the analysis and visualization stages of the data lifecycle typically work together?
A) Analysis produces charts and graphs, while visualization interprets the data to detect outliers.
B) Analysis summarizes archived data, and visualization transforms it into structured tables for storage.
C) Analysis identifies patterns and insights in processed data, which are then communicated through visualizations for informed decision-making.
D) Analysis retrieves raw inputs from dashboards, while visualization uses that input to clean the data.
5. You have a list of test scores, where each entry includes a student name and a score. Some students appear more than once. You want to compute the average score for each student and store the results in a dictionary. Here's the partial code block:
Which code correctly replaces the # MISSING CODE comment to calculate the average score for each student? Select the best answer.
A)
B)
C)
D) 
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: C | Question # 3 Answer: D | Question # 4 Answer: C | Question # 5 Answer: D |
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