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| Section | Weight | Objectives |
|---|
| Python Basics for Data Analysis | 32.5% | - Data Structures
- 1. Work with lists, tuples, dictionaries, and sets
- 2. Apply common operations and methods to data structures
- Python Fundamentals
- 1. Define and use functions
- 2. Implement control flow structures (loops, conditionals)
- 3. Use variables, data types, and basic operators
- File Handling
- 1. Use the csv module for basic CSV operations
- 2. Read from and write to files (text, CSV)
|
| Communicating Insights and Reporting | 12.5% | - Data Storytelling and Reporting
- 1. Present insights with visual and verbal techniques
- 2. Structure insights as a narrative
- 3. Create clear and concise analytical reports
- Data Visualization
- 1. Select appropriate visuals for different data types
- 2. Interpret simple data visualizations
- 3. Recognize common visualization types (bar, line, pie charts)
|
| Introduction to Data and Data Analysis Concepts | 22.5% | - Define and Classify Data
- 1. Classify data as quantitative or qualitative
- 2. Differentiate structured, semi-structured, and unstructured data
- 3. Explain how data becomes meaningful
- Data Analysis Process and Workflow
- 1. Identify common data sources and collection methods
- 2. Describe the steps of the data analysis process
- 3. Explain the role of data cleaning and preparation
- Data Ethics and Privacy
- 1. Understand basic data privacy concepts
- 2. Recognize ethical considerations in data handling
|
| Working with Data and Performing Simple Analyses | 32.5% | - Data Cleaning and Transformation
- 1. Perform basic data transformation (filtering, sorting, grouping)
- 2. Handle missing and inconsistent data
- Simple Analytical Techniques
- 1. Calculate descriptive statistics (mean, median, mode)
- 2. Identify basic patterns and trends in data
- Data Analysis with Python Libraries
- 1. Work with the datetime module for date/time data
- 2. Perform basic operations with NumPy arrays
- 3. Use the math and statistics modules for basic calculations
- 4. Utilize the collections module for specialized containers
|
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Python Institute PCED - Certified Entry-Level Data Analyst with Python Sample Questions (Q37-Q42):
NEW QUESTION # 37
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.
Answer: B
Explanation:
It iterates through each record, extracts the name and score, and uses dictionary .get() to accumulate total scores and counts per student safely, initializing missing keys to zero. This correctly enables calculation of each student's average afterward.
NEW QUESTION # 38
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.strip().split(', ')
- B. fields = line.split(', ').trim()
- C. fields = line.split().strip(', ')
- D. fields = line.replace(', ', '|').split('|')
Answer: A
NEW QUESTION # 39
You are reviewing a report that compares the number of weekly client meetings and project completion rates across teams. The table below summarizes the data for each team:

Which statement best describes the data shown above? Select the best answer.
- A. The more meetings a team had, the more projects they finished, especially in high-performing teams like Omega and Delta."
- B. "Project completion numbers were nearly identical across all teams, averaging 3.25 per month."
- C. "Teams with 5-6 weekly meetings tended to complete more projects than those with very high or very low meeting counts."
- D. "Gamma and Omega were outliers that inflated the meeting average, but most teams finished about 3 projects per month."
Answer: C
Explanation:
Teams with moderate meeting counts around 5-6 per week (such as Alpha, Gamma, and Theta) completed among the highest numbers of projects, while teams with very high or very low meeting counts tended to complete fewer projects, indicating that moderate meeting frequency is associated with higher project completion.
NEW QUESTION # 40
A program compares two values using == and is. The variables a = 256 and b = 256 are defined.
What is the expected result of a is b in most Python implementations?
- A. None
- B. Error
- C. False
- D. True
Answer: D
Explanation:
Python caches small integers for efficiency. Since 256 is typically within the cached range, both variables reference the same object in memory, making a is b evaluate to True.
NEW QUESTION # 41
You are given a short Python script that uses both arithmetic and assignment operators. The variable x is initialized as 4, then updated using x *= 2 + 3. What will be printed when the final value of x is displayed?
Answer: D
Explanation:
Python evaluates the addition first because of operator precedence. The expression 2 + 3 equals
5, then x *= 5 multiplies the current value of x (4) by 5, resulting in a final value of 20.
NEW QUESTION # 42
......
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