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Python Institute PCED-30-02 Exam Syllabus Topics:

SectionObjectives
Data Handling and Processing with Python- Data manipulation libraries
  • 1. Pandas fundamentals
    • 2. NumPy basics
      - Working with data structures
      • 1. Lists, tuples, dictionaries
        • 2. Iterating and transformations
          Basic Statistics for Data Analysis- Descriptive statistics
          • 1. Variance and standard deviation
            • 2. Mean, median, mode
              Data Analysis and Visualization- Data visualization
              • 1. Matplotlib basics
                • 2. Plot interpretation
                  - Data cleaning and preprocessing
                  • 1. Data transformation techniques
                    • 2. Missing values handling
                      Python Programming Fundamentals- Basic syntax and data types
                      • 1. Variables and operators
                        • 2. Control flow basics

                          Python Institute PCED - Certified Entry-Level Data Analyst with Python Sample Questions:

                          Question 1

                          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. True
                          C. None
                          D. False


                          Question 2

                          A health researcher uses wearable devices to record physical activity and sends a survey to randomly selected participants across age groups.
                          Why can this approach be effective? Select the best answer.

                          A. It limits sampling to one demographic, ensuring high-quality data within a specific group.
                          B. It uses unstructured interviews to validate automated tracking, improving bias detection.
                          C. It relies on observational methods, which are more accurate than surveys or sensors.
                          D. It combines automated data collection with representative sampling, reducing the risk of bias.


                          Question 3

                          A government agency collects citizen data for various public services.
                          What is the primary reason for emphasizing careful data management throughout the entire data lifecycle in this context? Select the best answer.

                          A. To enable seamless sharing of anonymized citizen information with other governmental bodies for collaborative initiatives.
                          B. To guarantee the long-term availability and integrity of crucial citizen datasets for future policy formulation and evaluation.
                          C. To uphold data quality for effective service delivery, safeguard citizen privacy and prevent misuse, and comply with data protection laws.
                          D. To streamline the initial capture of citizen details and minimize the administrative burden on both staff and the public.


                          Question 4

                          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. True
                          C. None
                          D. False


                          Question 5

                          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. Automatically opting users into data sharing unless they manually change settings.
                          C. Retaining user data permanently unless users explicitly request deletion.
                          D. Implementing encryption for both stored and transmitted customer data.
                          E. Providing users with a clear explanation of how their data is used and obtaining explicit consent.


                          Solutions:

                          Question 1
                          Answer: B
                          Question 2
                          Answer: D
                          Question 3
                          Answer: C
                          Question 4
                          Answer: D
                          Question 5
                          Answer: D,E

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