Exam Name: Python Institute Certified Associate Data Analyst with Python (PCAD-31-02)
Certification Provider: Python Institute
Corresponding Certification: Python Institute Certification
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Updated: Nov 11, 2026
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- Total Questions: 146
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Python Institute PCAD-31-02 Exam Overview:
| Certification Vendor: | Python Institute (OpenEDG) |
|---|---|
| Exam Name: | PCAD – Certified Associate Data Analyst with Python |
| Exam Number: | PCAD-31-02 |
| Real Exam Qty: | 48 |
| Exam Price: | from $195 USD (varies by voucher/package) |
| Related Certifications: | PCPD – Certified Professional Data Analyst with Python PCED – Certified Entry-Level Data Analyst with Python |
| Certificate Validity Period: | 6 years |
| Available Languages: | Japanese, English |
| Exam Format: | Scenario-based questions, Multiple-select questions, Single-select questions |
| Exam Duration: | 60 minutes |
| Passing Score: | 75% |
| Recommended Training: | Python Institute Data Analytics Learning Path |
| Exam Registration: | Python Institute PCAD Certification Page OpenEDG Voucher Store |
| Sample Questions: | DOWNLOAD DEMO |
| Exam Way: | Online proctored exam via OpenEDG TestNow™ platform |
| Pre Condition: | No formal prerequisites required. Recommended: foundational Python knowledge (e.g., PCED or equivalent experience). |
| Official Syllabus URL: | https://pythoninstitute.org/pcad |
Python Institute PCAD-31-02 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Data Visualization and Communication | ||
| Data Acquisition and Pre-Processing | 29.2% | |
| Statistical Methods and Modeling | ||
| SQL and Data Management | ||
| Exploratory Data Analysis |
Frequently Asked Questions: Python Institute Certified Associate Data Analyst with Python (PCAD-31-02) Preparation
Prep4away refunds you in full if you take the Python Institute Certified Associate Data Analyst with Python (PCAD-31-02) exam within 60 days of purchase and do not pass. The policy does not apply if the exam is taken within 3 days of purchase, if the exam was never actually taken, or to free materials or expired orders, and the candidate name must match the payer name. Submit a scan of your enrollment slip and the official Score Report PDF within 2 days of the exam; claims are processed within 7 days. Alternatively, exchange for two free exam products of equal value and keep your original update service. Delivery is by email within 1 minute of purchase — contact support if nothing arrives within 2 hours.
The PCAD-31-02 exam is a Python Institute certification exam covering the Python Institute Certified Associate Data Analyst with Python (PCAD-31-02) syllabus shown above. It forms part of these credential paths: PCED – Certified Entry-Level Data Analyst with Python, PCPD – Certified Professional Data Analyst with Python. Most candidates are working people studying around jobs and families, which is why Prep4away built its 146 practice questions for fragmented schedules — PDF, Desktop Test Engine, and Online Test Engine formats included.
Online proctored exam via OpenEDG TestNow™ platform Register for the Python Institute Certified Associate Data Analyst with Python (PCAD-31-02) exam through these official channels:
Once your date is confirmed, your Prep4away practice questions arrive by email within 1 minute, so the study clock starts immediately.
The official Python Institute Certified Associate Data Analyst with Python (PCAD-31-02) outline divides the exam into 5 domains, the largest being Statistical Methods and Modeling, Exploratory Data Analysis, and Data Acquisition and Pre-Processing (29.2%). The full list is in the topics section above, and Prep4away's 146 practice questions address every domain in it.
Registration for the Python Institute Certified Associate Data Analyst with Python (PCAD-31-02) exam costs from $195 USD (varies by voucher/package), and the passing score is 75%. Retaking means paying the fee again, so check your level with the Prep4away engines before you commit to a date.
Everything needed to start the minute your order arrives: 146 practice questions for the Python Institute Certified Associate Data Analyst with Python (PCAD-31-02) exam in three formats — a printable, expert-prepared PDF with instant download; a Desktop Test Engine for Windows that simulates the real exam with two practice modes and works offline; and an Online Test Engine for any browser on Windows, Mac, Android, and iOS with test history and performance review. Also included: a free demo, 365 days of free updates, a 50% renewal discount afterward, unlimited installations, and remote installation guidance from professional IT staff if you need it.
Python Institute recommends these training resources for the Python Institute Certified Associate Data Analyst with Python (PCAD-31-02) exam:
Reinforce the training with the 146 practice questions from Prep4away — short, frequent sessions fit working schedules better than marathon weekends.
No formal prerequisites required. Recommended: foundational Python knowledge (e.g., PCED or equivalent experience). Since requirements can change, confirm the current version on the official Python Institute exam page before scheduling.
The Python Institute Certified Associate Data Analyst with Python (PCAD-31-02) exam contains 48 with a limit of 60 minutes. That is tight pacing — rehearse it in the Prep4away Desktop Test Engine's timed mode until it feels natural.
Python Institute Certified Associate Data Analyst with Python (PCAD-31-02) Sample Questions:
Which method is appropriate for combining two DataFrames based on a shared key column where non-matching rows should be excluded from the result?
- A. merge(..., how='inner')
- B. append()
- C. concat()
- D. join(..., how='outer')
Correct Answer: A 🗳️
Which operations are valid and commonly used on Python lists during data transformation tasks?
(Choose two)
- A. Index-based iteration
- B. Key-value mapping
- C. Slicing
- D. Append
Correct Answer: C,D 🗳️
Which features of object-oriented patterns improve clarity and reusability in Python analysis workflows?
(Choose all that apply)
- A. Applying inheritance to avoid redundant code
- B. Using global variables instead of object properties
- C. Encapsulating behavior in class methods
- D. Replacing all functions with lambda expressions
Correct Answer: A,C 🗳️
Which of the following are true characteristics of bootstrapping in statistics?
(Choose two)
- A. It requires a large population sample
- B. It assumes a normal distribution
- C. It uses random sampling with replacement
- D. It enables confidence interval estimation
Correct Answer: C,D 🗳️
Which of the following practices improves clarity when combining visualizations and textual explanations in a report?
- A. Repeat all numerical data in both the chart and text
- B. Include concise textual summaries that highlight the chart's message
- C. Avoid summarizing the data verbally
- D. Use visualizations alone without titles or captions
Correct Answer: B 🗳️
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