PCAD™ – Certified Associate Data Analyst with Python — Requirements & Free Practice
US · License preparation
100 free questions · Answer explanations · No signup required
Choose what to practice
Start with an exam below. Your examination requirements depend on your application pathway. View licensing requirements
Loading selected examination banks…
Licenses, application pathways and examination requirements
Each license and applicant pathway has its own requirements and exemptions. Choosing practice questions does not determine your eligibility.
PCAD™ – Certified Associate Data Analyst with Python
Independent certification validating practical data analysis skills with Python and SQL at the junior to intermediate level.
Licensing authority: OpenEDG Python Institute · Application information
Initial by examination
- Accommodations
- Special conditions require prior approval; accommodations requests go to Python Institute before the examination appointment.
- Certification
- Successful candidates receive the digital credential; published certification validity is six years. This route does not cover renewal. The certification and route inception dates are unpublished and remain null rather than borrowing the examination release date.
- Delivery
- Default worldwide proctored online delivery through OpenEDG TestNow is on demand: no advance scheduling is required and same-day registration and testing are possible. Voucher expiry still applies; a global session can be deferred while its voucher remains unredeemed and unexpired. Partner facility delivery requires proctor authorization, identity verification and a secure testing environment; arrive 15 minutes before the appointment and contact the facility at least 24 hours ahead to reschedule.
- Eligibility
- No formal prerequisites; PCAP and PCED or equivalent plus field-specific skills are recommended experience only. Children under 13 cannot test or receive certification; ages 13–17 require parental or legal guardian consent; adults 18 or older have no age restriction. OpenEDG may impose additional local data-protection restrictions.
- Registration
- Create or activate a Test Candidate account, obtain a valid exam voucher, sign in, enter the voucher, run diagnostics and complete check-in; accept NDA, Testing Policies and Code of Conduct and meet the published technical requirements.
- Retake
- After a failed PCAD examination, wait 15 days; a new voucher may be required and failed-exam retakes are not numerically limited.
PCAD – Certified Associate Data Analyst with Python
- Provider
- OpenEDG Testing Service (TestNow™)
- Format
- Proctored; single- and multiple-select questions, including scenario-based items; English.
- Exam questions
- Total questions: 48.
- Time limit
- 60 minutes + NDA
- Passing score
- 75%; cumulative across all blocks.
Examination outline
Data Acquisition and Pre-Processing (29.2%)
- Data Collection, Integration, and Storage
- Data Cleaning and Standardization
- Data Validation and Integrity
- Data Preparation Techniques
Programming and Database Skills (33.3%)
- Core Python Proficiency
- Module Management and Exception Handling
- Object-Oriented Programming for Data Modeling
- SQL for Data Analysts
Statistical Analysis (8.3%)
- Descriptive Statistics
- Inferential Statistics
Data Analysis and Modeling (18.8%)
- Data Analysis with Pandas and NumPy
- Statistical Methods and Machine Learning
Data Communication and Visualization (10.4%)
- Data Visualization Techniques
- Effective Communication of Data Insights
Examination sources
- PCAD-31-02 Exam Syllabus
Exam Syllabus version alignment and syllabus contents
- PCAD-31-02 Exam Syllabus
Opening exam identification and five-block scope statement
- PCAD-31-02 Exam Syllabus PDF
Page 1, title and examination identifier; pages 1–13 full objectives; pages 13–18 MQC and summary
- PCAD-31-02 Exam Syllabus
Download link following the complete five-block objective list
- PCAD-31-02 Exam Syllabus
Opening distribution table, all headers, five rows and total
- PCAD-31-02 Exam Syllabus PDF
Page 10, section 4 heading
- PCAD-31-02 Exam Syllabus
Opening Exam PCAD-31-02, ACTIVE and scoring paragraphs
- PCAD-31-02 Exam Syllabus
Passing Requirement
- PCAD certification and examination information
PCAD Exam Information, Exam Duration through Passing Score
- PCAD certification and examination information
PCAD Exam Information, active version and prerequisites rows
- PCAD certification and examination information
FAQ, How do I take the PCAD exam?
- TestNow official delivery information
Registration and Scheduling, first three paragraphs
- PCAD Testing Policies
Age Requirements
- PCAD Testing Policies
Admission Policy, Global default mode
- PCAD Testing Policies
Reschedule and Cancellation Policies
- PCAD Testing Policies
Retake Policy
- PCAD Testing Policies
Admission Policy, local delivery authorization and identification