Technology, software, data, AI, and cybersecurity

Data analyst

Suite 214 · apt-214-data-analyst. Published A4A vertical slice with guided, mini, full, and reserve banks.

Official sourcesVerification pending

About this practice suite

This suite prepares candidates for data analyst selection in the technology, software, data, ai, and cybersecurity sector with 5 skill areas: data interpretation, numerical reasoning, critical thinking, logical reasoning and situational judgment. Every question was written by Novus editors for this suite — none are taken from live or leaked exams — and the full bank holds 52 scored questions across three modes, plus 8 reserve questions used to vary repeat attempts. Answer keys never ship to the browser: your answers are scored server-side, and results stay on your device.

Skills this suite practises

  • Data interpretationTables, charts, graphs, dashboards, trends, comparisons, and evidence-based conclusions.
  • Numerical reasoningArithmetic, fractions, percentages, ratios, rates, estimation, word problems, and number relationships.
  • Critical thinkingEvaluating evidence, assumptions, arguments, credibility, and alternative explanations.
  • Logical reasoningConditional logic, syllogisms, ordering, grouping, argument structure, and constraint problems.
  • Situational judgmentEvaluating workplace responses against role-relevant principles.

Sample questions from the guided bank

Two of the 10 guided-practice questions, shown exactly as they appear in a session. Answers and explanations are not printed here — keys stay on the server — so open guided practice to answer them and see how you did.

  1. Orders (order_id, customer_id) joined INNER to Customers on customer_id. Rows with unknown customers:

    • A. Appear with null customer fields
    • B. Become outer keys automatically
    • C. Duplicate every customer
    • D. Are dropped from the result
  2. A column 'revenue' mixes '$1,200' text and 1200 numbers. First analytical concern?

    • A. Type inconsistency / parsing before aggregation
    • B. Color of the spreadsheet header
    • C. Whether ML will fix it automatically
    • D. Dashboard theme

Practice modes and timing

Guided practice is untimed-feeling and instructional; the mini-test is a short timed check; the full simulation mirrors a complete sitting. All three draw on separate question sets, so moving up a mode never repeats what you practised.

ModeQuestionsDurationStart
Guided practice1015 minutesOpen
Timed mini-test1218 minutesOpen
Full simulation3045 minutesOpen

Study outline

Read the study outline for this suite’s skills, timings, and recommended lessons on one printable page, or download its standalone HTML file. The printable page can also be saved as a PDF from your browser.

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