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| Section | Weight | Objectives |
|---|
| Topic 1: Working with Data and Performing Simple Analysis | 25% | - Data cleaning and preparation
- 1. Handling missing values, duplicates, and errors
- 2. Filtering, sorting, transforming data
- 3. Formatting and standardizing values
- Data acquisition and loading
- 1. Reading text, CSV, and structured files
- 2. Importing data from external sources
- Exploratory data analysis
- 1. Identifying patterns, trends, and outliers
- 2. Calculating mean, median, mode, range, variance, standard deviation
- Data aggregation and grouping
- 1. Summarizing and grouping datasets
|
| Topic 2: Data Visualization and Communication | 20% | - Interpreting and presenting results
- 1. Reporting findings clearly and concisely
- 2. Deriving conclusions and insights
- Principles of effective data visualization
- 1. Choosing appropriate chart types
- 2. Clarity, simplicity, and accuracy
- Creating basic visualizations
- 1. Using text and simple plotting tools
- 2. Line charts, bar charts, histograms, pie charts
|
| Topic 3: Introduction to Data and Data Analysis Concepts | 22.5% | - Definition and classification of data
- 1. Role of data in decision-making and business
- 2. Difference between data, information, and knowledge
- 3. Process of turning raw data into insights
- Data lifecycle and ethical considerations
- 1. Data collection, storage, processing, usage, and sharing
- 2. Privacy, security, bias, and fairness in data
- Data types and measurement scales
- 1. Qualitative vs quantitative data
- 2. Nominal, ordinal, interval, ratio scales
- Basic statistical concepts
- 1. Population, sample, variable, observation
- 2. Descriptive vs inferential statistics
|
| Topic 4: Python Basics for Data Analysis | 32.5% | - Core Python syntax and data types
- 1. Lists, tuples, sets, dictionaries
- 2. Variables, numbers, strings, booleans
- Control flow and functions
- 1. Defining and calling functions, parameters, return values
- 2. Conditional statements, loops, iteration
- 3. Basic exception handling
- Introduction to NumPy
- 1. Arrays, basic operations, indexing, slicing
- Built-in modules for data work
- 1. math, statistics, datetime, collections, csv
|
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Certification Python Institute PCED-30-02 Cost, PCED-30-02 Exam Materials
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Python Institute PCED - Certified Entry-Level Data Analyst with Python Sample Questions (Q30-Q35):
NEW QUESTION # 30
Which task is traditionally or typically performed by a data analyst, and not by a data scientist or analytics specialist? Select the best answer.
- A. Recommending pricing strategies using predictive modeling and A/B testing.
- B. Designing a data pipeline to ingest and process real-time sensor data.
- C. Developing machine learning algorithms to predict user behavior.
- D. Creating summary tables and charts to describe patterns in historical data.
Answer: D
Explanation:
Creating summary tables and charts to describe patterns in historical data is a core responsibility of a data analyst, focusing on descriptive analytics and reporting rather than building predictive models, machine learning systems, or engineering data pipelines.
NEW QUESTION # 31
You are reviewing a report that compares the number of weekly client meetings and project completion rates across teams. The table below summarizes the data for each team:

Which statement best describes the data shown above? Select the best answer.
- A. "Project completion numbers were nearly identical across all teams, averaging 3.25 per month."
- B. The more meetings a team had, the more projects they finished, especially in high-performing teams like Omega and Delta."
- C. "Gamma and Omega were outliers that inflated the meeting average, but most teams finished about 3 projects per month."
- D. "Teams with 5-6 weekly meetings tended to complete more projects than those with very high or very low meeting counts."
Answer: D
Explanation:
Teams with moderate meeting counts around 5-6 per week (such as Alpha, Gamma, and Theta) completed among the highest numbers of projects, while teams with very high or very low meeting counts tended to complete fewer projects, indicating that moderate meeting frequency is associated with higher project completion.
NEW QUESTION # 32
You are working with city names entered by users. These names may contain inconsistent capitalization and unwanted spaces.
To standardize the data, you want to:
- Remove any leading or trailing whitespace, and
- Capitalize the first letter of each word (e.g., convert "new york" to "New York").
For example:
" New york " → "New York"
"lOS ANGELES" → "Los Angeles"
You are given a variable citythat contains the raw input.
Which line of code correctly updates the value of cleaned_cityto apply the required transformation? Select the best answer.
- A. cleaned_city = city.upper().strip()
- B. cleaned_city = city.upper().replace(" ", "")
- C. cleaned_city = city.strip().title()
- D. cleaned_city = city.strip().capitalize()
Answer: C
Explanation:
Stripping removes leading and trailing whitespace, and applying title formatting capitalizes the first letter of each word while converting the remaining letters to lowercase, producing the correctly standardized city name.
NEW QUESTION # 33
You are reading a data.csvfile line by line. To prepare each line for formatting with f-strings, you need to remove extra whitespace and split the values by commas.
Which line should you insert to correctly clean and parse the input?
- A. fields = line.split(', ').trim()
- B. fields = line.split().strip(', ')
- C. fields = line.strip().split(', ')
- D. fields = line.replace(', ', '|').split('|')
Answer: C
NEW QUESTION # 34
A script attempts to divide two numbers using / and //. The values are 7 and 2. The developer wants to understand the difference between true division and floor division. What are the results respectively?
- A. 3 and 3.5
- B. 3.5 and 3
- C. 4 and 3
- D. 3 and 4
Answer: B
Explanation:
The / operator performs true division, returning a float result of 3.5. The // operator performs floor division, truncating the decimal part and returning the integer value 3.
NEW QUESTION # 35
......
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