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| Section | Weight | Objectives |
|---|
| Topic 1: Python Basics for Data Analysis | 32.5% | - Python Fundamentals
- 1. Define and use functions
- 2. Use variables, data types, and basic operators
- 3. Implement control flow structures (loops, conditionals)
- Data Structures
- 1. Work with lists, tuples, dictionaries, and sets
- 2. Apply common operations and methods to data structures
- File Handling
- 1. Read from and write to files (text, CSV)
- 2. Use the csv module for basic CSV operations
|
| Topic 2: 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. Select appropriate visuals for different data types
- 3. Recognize common visualization types (bar, line, pie charts)
|
| Topic 3: Introduction to Data and Data Analysis Concepts | 22.5% | - Data Ethics and Privacy
- 1. Recognize ethical considerations in data handling
- 2. Understand basic data privacy concepts
- Data Analysis Process and Workflow
- 1. Explain the role of data cleaning and preparation
- 2. Describe the steps of the data analysis process
- 3. Identify common data sources and collection methods
- Define and Classify Data
- 1. Explain how data becomes meaningful
- 2. Differentiate structured, semi-structured, and unstructured data
- 3. Classify data as quantitative or qualitative
|
| Topic 4: Working with Data and Performing Simple Analyses | 32.5% | - Simple Analytical Techniques
- 1. Identify basic patterns and trends in data
- 2. Calculate descriptive statistics (mean, median, mode)
- Data Analysis with Python Libraries
- 1. Perform basic operations with NumPy arrays
- 2. Use the math and statistics modules for basic calculations
- 3. Utilize the collections module for specialized containers
- 4. Work with the datetime module for date/time data
- Data Cleaning and Transformation
- 1. Perform basic data transformation (filtering, sorting, grouping)
- 2. Handle missing and inconsistent data
|
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Python Institute PCED - Certified Entry-Level Data Analyst with Python Sample Questions (Q50-Q55):
NEW QUESTION # 50
A student writes a program using input() to collect user data, then tries to add 5 to the input value without conversion. The program crashes. What is the most likely cause of this behavior?
- A. input returns string
- B. input returns float
- C. Syntax error
- D. input returns int
Answer: A
Explanation:
The input() function always returns a string. Attempting to add an integer to a string causes a TypeError. The input must be explicitly converted using int() or float() before performing arithmetic operations.
NEW QUESTION # 51
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. Error
- B. None
- C. True
- D. False
Answer: C
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 # 52
A list is reversed using slicing: lst[::-1]. The programmer wants to confirm whether this modifies the original list or creates a new one. What is the correct behavior?
- A. Error
- B. Creates new list
- C. Returns None
- D. Modifies original
Answer: B
Explanation:
Slicing creates a new list object rather than modifying the original. The expression lst[::-1] returns a reversed copy, leaving the original list unchanged.
NEW QUESTION # 53
Which of the following statements about Python functions are correct? (Choose two.)
- A. If a function does not contain a returnstatement, it returns Noneby default.
- B. Functions can only return numeric values or strings.
- C. Positional arguments must be passed in the order defined, while keyword arguments can be passed in any order using their parameter names.
- D. A function cannot call itself or be passed as an argument to itself.
- E. Default parameters must always come before required ones in the parameter list.
- F. passexecutes the function body and returns its result.
Answer: A,C
Explanation:
Positional arguments are matched to parameters by their position, so they must follow the defined order, while keyword arguments are matched by name and can be provided in any order. If a function completes without an explicit return statement, Python returns None automatically.
NEW QUESTION # 54
A financial technology company is reviewing its data practices to ensure legal and ethical compliance.
Which of the following actions would support responsible data handling and align with regulations like GDPR, HIPAA, and CCPA? (Choose two.)
- A. Limiting data access only to marketing staff to streamline personalization.
- B. Implementing encryption for both stored and transmitted customer data.
- C. Retaining user data permanently unless users explicitly request deletion.
- D. Providing users with a clear explanation of how their data is used and obtaining explicit consent.
- E. Automatically opting users into data sharing unless they manually change settings.
Answer: B,D
Explanation:
Encrypting stored and transmitted data protects sensitive information from unauthorized access and supports regulatory requirements for data security. Providing clear explanations of data usage and obtaining explicit consent ensures transparency and aligns with core principles of data protection regulations such as lawful processing and user rights.
NEW QUESTION # 55
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