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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. Use variables, data types, and basic operators
- 2. Implement control flow structures (loops, conditionals)
- 3. Define and use functions
- File Handling
- 1. Read from and write to files (text, CSV)
- 2. Use the csv module for basic CSV operations
|
| Introduction to Data and Data Analysis Concepts | 22.5% | - Define and Classify Data
- 1. Differentiate structured, semi-structured, and unstructured data
- 2. Explain how data becomes meaningful
- 3. Classify data as quantitative or qualitative
- Data Analysis Process and Workflow
- 1. Explain the role of data cleaning and preparation
- 2. Identify common data sources and collection methods
- 3. Describe the steps of the data analysis process
- Data Ethics and Privacy
- 1. Recognize ethical considerations in data handling
- 2. Understand basic data privacy concepts
|
| Working with Data and Performing Simple Analyses | 32.5% | - Simple Analytical Techniques
- 1. Calculate descriptive statistics (mean, median, mode)
- 2. Identify basic patterns and trends in data
- Data Analysis with Python Libraries
- 1. Use the math and statistics modules for basic calculations
- 2. Perform basic operations with NumPy arrays
- 3. Work with the datetime module for date/time data
- 4. Utilize the collections module for specialized containers
- Data Cleaning and Transformation
- 1. Perform basic data transformation (filtering, sorting, grouping)
- 2. Handle missing and inconsistent data
|
| 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. Interpret simple data visualizations
- 2. Recognize common visualization types (bar, line, pie charts)
- 3. Select appropriate visuals for different data types
|
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Python Institute PCED - Certified Entry-Level Data Analyst with Python Sample Questions (Q42-Q47):
NEW QUESTION # 42
You are creating a presentation slide to communicate findings about student stress levels across four categories over a six-month period. You include the following line graph in your presentation:

Your goal is to help your audience clearly understand trends in stress levels over time.
What is the highest problem with this visual presentation? Select the best answer.
- A. The font used in the chart is hard to read; using larger, uppercase text would improve clarity.
- B. The months should be replaced with week numbers to provide more detailed insight.
- C. The graph doesn't explain what each stress level means or show exact values for each month, which limits interpretation.
- D. The chart should be in 3D format to show depth and highlight differences more clearly.
- E. The lines are too light and similar in color, making it difficult to distinguish between trends.
Answer: E
Explanation:
The lines are very light and visually similar, making it difficult to clearly distinguish between the different stress level trends, which directly reduces the effectiveness of the visualization in communicating patterns over time.
NEW QUESTION # 43
The following chart shows how a student spends 24 hours in a day:

Which statements are most accurate? (Choose two.)
- A. Commuting is the second most time-consuming activity.
- B. More time is spent commuting than on leisure.
- C. Leisure and meals combined equal the time spent at school.
- D. School and homework together take up half of the day's time.
- E. Sleep and school take up the majority of time in a day.
- F. Leisure accounts for a moderate portion of the student's daily schedule, larger than commuting but smaller than the time spent at school.
Answer: E,F
NEW QUESTION # 44
The following chart shows how a student spends 24 hours in a day:

Which statements are most accurate? (Choose two.)
- A. Commuting is the second most time-consuming activity.
- B. More time is spent commuting than on leisure.
- C. Leisure and meals combined equal the time spent at school.
- D. School and homework together take up half of the day's time.
- E. Sleep and school take up the majority of time in a day.
- F. Leisure accounts for a moderate portion of the student's daily schedule, larger than commuting but smaller than the time spent at school.
Answer: E,F
Explanation:
The largest portions of the chart are sleep and school, and together they clearly make up more than half of the day. Leisure appears as a mid-sized segment that is larger than commuting but smaller than school, fitting the description of a moderate portion.
NEW QUESTION # 45
Which of the following code snippets will output Truefor both printfunctions by correctly identifying the type of each variable and performing valid operations?
Answer: A
Explanation:
Adding an integer and a float produces a float result, so checking that the type of the sum is float evaluates to True. The variable holding 3.0 is a float, so the isinstance check for float also evaluates to True.
NEW QUESTION # 46
A script defines a variable x = None and checks its truth value using a conditional statement. The developer wants to understand how Python evaluates None in Boolean contexts. What will bool(x) return?
- A. Error
- B. None
- C. False
- D. True
Answer: C
Explanation:
The value None represents the absence of a value and is treated as False in Boolean expressions. Therefore, calling bool(None) returns False, similar to empty containers or zero values.
NEW QUESTION # 47
......
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