Last Updated: Aug 11, 2026
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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Introduction to Data and Data Analysis Concepts | 22.5% | - Define and Classify Data
|
| Topic 2: Python Basics for Data Analysis | 32.5% | - Python Fundamentals
|
| Topic 3: Communicating Insights and Reporting | 12.5% | - Data Storytelling and Reporting
|
| Topic 4: Working with Data and Performing Simple Analyses | 32.5% | - Data Cleaning and Transformation
|
1. You are given two lists representing daily page views and sign-ups on a website:
views = [120, 130, 128, 700, 115, 123, 119, 680, 122]
signups = [12, 15, 13, 50, 11, 14, 10, 55, 13]
You want to:
- remove outliers (views > 600), and
- calculate correlation between the cleaned lists.
Which code accomplishes this correctly? Select the best answer.
A)
B)
C)
D) 
2. You have collected sales data and want to compute the average using the NumPy library.
Which option correctly shows how to install NumPy and use it in your code to perform this task?
A) To install NumPy:
pip install numpy
Then run this code:
import numpy as np
data = numpy.arr([10, 20, 30])
print(numpy.mean(data))
B) To install NumPy:
from pip install numpy
Then run this code:
import numpy as np
data = np.array([10, 20, 30])
print(np.mean(data))
C) To install NumPy:
pip install numpy as np
Then run this code:
import np
data = np.array([10, 20, 30])
print(np.mean(data))
3. A program uses slicing on a string "Python". The expression s[1:4] is evaluated. Which substring will be returned?
A) yth
B) ytho
C) tho
D) ythn
4. 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?
A) 14
B) 20
C) 10
D) 24
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) Automatically opting users into data sharing unless they manually change settings.
B) Limiting data access only to marketing staff to streamline personalization.
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) Implementing encryption for both stored and transmitted customer data.
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: B | Question # 3 Answer: A | Question # 4 Answer: B | Question # 5 Answer: D,E |
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