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Python Data Analysis (pandas) Assessment

Analysing data with pandas · Learning and self-assessment, AI-reviewed

Knowledge assessment50 questions75 minutesProctoredLevel: Junior, Mid-levelEnglishSkill assessment

What this assesses

For analysts and data science learners who use Python to clean, filter, group, join and reshape data. It covers 8 topics: dates and times; missing data; apply, vectorisation and plotting; groupby and aggregation; merging, joining and concatenation; reshaping data; selection and filtering; and series and DataFrame basics. The questions were drafted with AI and each one was checked in a separate evidence-based review; the paper is not independently expert-validated, so use it for learning and self-assessment.

Knowledge assessment. Objective questions with fixed answers, scored automatically. It shows what you know about the subject; it does not show that you can do the work hands-on.

AI-generated and AI-reviewed — not independently expert-validated. For learning and self-assessment only. Not a hiring, academic or professional qualification.

Data & analytics

  • Apply, vectorisation & plotting6 q
  • Dates & times7 q
  • Groupby & aggregation6 q
  • Merging, joining & concatenation6 q
  • Missing data7 q
  • Reshaping data6 q
  • Selection & filtering6 q
  • Series & DataFrame basics6 q

Who it is for

  • • College students
  • • Freshers
  • • Working professionals
  • • Career changers
  • • Career re-entry
  • • Employees
  • • Organisation candidates

Levels: Junior, Mid-level

Structure

  • • 50 questions in 75 minutes, one attempt
  • • Questions drawn from a bank of AI-reviewed questions, each checked with evidence; your paper is fixed when you start
  • • Timer runs on our server; answers save automatically; you can resume after a disconnection
  • • AI tools and outside help are not allowed

Before you buy

Prerequisites
No formal qualification is needed. Questions range from the basics to everyday working situations, so some study or hands-on experience of the topics listed will help.
What you receive
A report as soon as you submit, on the web and as a PDF: your overall result, a result for each skill with the number of questions behind it, strengths, development areas and a short development plan.
Certificate
A Certificate of Completion when you finish. A Certificate of Achievement only if GyaniX has set a passing standard for this assessment before you start and your attempt meets it; the page before you start says whether there is one. Practice attempts receive no certificate.
Retakes and practice
A retake is a new purchase and a new attempt. If most of the questions would repeat from your earlier attempt, this page tells you before you pay and offers a clearly labelled practice attempt instead.
Limitations
It is a knowledge assessment: it checks what you know through questions with clear answers. It cannot watch you work, so it is not proof of hands-on competence, and it is not a licence, an academic qualification or an accreditation.

Languages and content status

Available to take in: English. You choose the language before you start, and it stays the same for the whole attempt. If your language is not listed, the assessment is not offered in it yet; nothing is switched after you pay.

Questions were drafted with AI and checked one by one with evidence (code run, answers recomputed, sources opened). They have not been validated by an independent expert.

Sample questions

Practice examples of the question style. They are not part of the live assessment.

  1. 1. Sample: with import pandas as pd, what does pd.Series([4, 8, 6]).mean() return?

    • A. 6.0
    • B. 18
    • C. 8
    • D. 4

  2. 2. Sample: a pandas DataFrame df has 120 rows and 5 columns. What is df.shape?

    • A. (5, 120)
    • B. (120, 5)
    • C. 600
    • D. (120,)

Proctoring requirements

  • ✓A laptop or desktop (not a phone)
  • ✓Camera and microphone, switched on throughout
  • ✓Full-screen browser; stay on the assessment tab
  • ✓A quiet room, alone
  • ✓Consent is asked before you start
  • ✓Observations are shown to you; a person reviews them, and the software never ends your attempt