Python Institute PCAD-31-02 Exam Overview:
| Certification Vendor: | Python Institute |
| Exam Name: | Python Institute Certified Associate Data Analyst with Python (PCAD-31-02) |
| Exam Number: | PCAD-31-02 |
| Passing Score: | 70% |
| Exam Format: | Multiple Choice, Multiple Select, Fill in the Blank, Code Completion |
| Related Certifications: | PCEP - Certified Entry-Level Python Programmer PCAP - Certified Associate in Python Programming |
| Real Exam Qty: | 40 |
| Certificate Validity Period: | No expiration (lifetime validity) |
| Exam Price: | $295 USD |
| Exam Duration: | 65 minutes |
| Available Languages: | English |
| Sample Questions: | Python Institute PCAD-31-02 Sample Questions |
| Exam Way: | Online proctored exam through Pearson VUE testing centers |
| Pre Condition: | PCEP certification is recommended but not required. Basic Python programming knowledge is expected. |
| Official Syllabus URL: | https://pythoninstitute.org/certifications/pcad |
Python Institute PCAD-31-02 Exam Syllabus Topics:
| Section | Weight | Objectives |
| Topic 1: Working with Data Using Python Libraries | 30% | - Pandas Library
- 1. Handling missing data
- 2. GroupBy operations
- 3. Series and DataFrame structures
- 4. Data selection and filtering
- 5. DataFrame operations (merge, join, concat)
- NumPy Fundamentals
- 1. NumPy arrays and operations
- 2. Array indexing and slicing
- 3. Vectorized operations
- 4. Basic statistical functions
- Data Visualization
- 1. Creating basic charts (line, bar, scatter, histogram)
- 2. Seaborn introduction
- 3. Customizing plots
- 4. Matplotlib basics
|
| Topic 2: Applied Data Analysis Projects | 20% | - Exploratory Data Analysis (EDA)
- 1. Descriptive statistics computation
- 2. Correlation analysis
- 3. Data distribution analysis
- 4. Pattern identification
- Data Analysis Workflow
- 1. Problem definition
- 2. Analysis and modeling
- 3. Results interpretation and presentation
- 4. Data exploration and cleaning
|
| Topic 3: Data Analysis Fundamentals | 20% | - Introduction to Data Analysis
- 1. Data analysis concepts and terminology
- 2. Types of data (structured, unstructured, semi-structured)
- 3. Data analysis process lifecycle
- Data Collection and Preparation
- 1. Data import/export operations
- 2. Data cleaning and preprocessing basics
- 3. Data sources and acquisition methods
|
| Topic 4: Python Programming for Data Analysis | 30% | - File Operations
- 1. Writing to files
- 2. Reading from files (text, CSV)
- 3. Context managers (with statement)
- Python Data Types and Structures
- 1. Data type conversions
- 2. Numbers, strings, booleans
- 3. Lists, tuples, dictionaries, sets
- Control Flow and Functions
- 1. Conditional statements (if, elif, else)
- 2. Function definitions and parameters
- 3. Loops (for, while)
- 4. Return values and scope
|
Python Institute Certified Associate Data Analyst with Python (PCAD-31-02) Sample Questions:
1. Which operation would most efficiently apply element-wise multiplication to two NumPy arrays of equal size?
A) numpy.outer()
B) array1.dot(array2)
C) array1 * array2
D) numpy.matrix()
2. Which method is best suited to transform inconsistent entries such as "N/A", "missing", and empty strings into a standard missing value representation in a Pandas DataFrame?
A) df.replace()
B) df.rename()
C) df.dropna()
D) df.sort_values()
3. Which practices are considered part of professional Python scripting standards?
(Choose two)
A) Avoiding use of modules and libraries
B) Using consistent indentation and naming conventions
C) Avoiding error handling to keep code clean
D) Including in-line comments and docstrings
4. Which Python feature allows the reuse of logic in different data processing steps, reducing duplication and improving maintainability?
A) Global variables
B) Tuple unpacking
C) Custom functions
D) Lambda functions
5. Which conditions typically necessitate data normalization or scaling before analysis?
(choose two)
A) Presence of duplicate data
B) Features with different units and scales
C) Distance-based modeling algorithms
D) Boolean feature encoding
Solutions:
Question # 1 Answer: C | Question # 2 Answer: A | Question # 3 Answer: B,D | Question # 4 Answer: C | Question # 5 Answer: B,C |
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