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DAA-C01 · Question #87

What distinguishes exploratory ad-hoc analyses from routine analysis?

The correct answer is D. Ad-hoc analyses explore patterns and anomalies beyond established routines. Option D is correct because exploratory ad-hoc analyses are, by definition, unstructured investigations driven by curiosity or unexpected findings - they go beyond established routines to uncover patterns and anomalies that weren't anticipated in advance. A is wrong because…

Data Exploration and Analysis

Question

What distinguishes exploratory ad-hoc analyses from routine analysis?

Options

  • AThey involve querying known patterns without further exploration.
  • BAd-hoc analyses rely heavily on predefined queries.
  • CAd-hoc analyses focus solely on anomalies and established trends.
  • DAd-hoc analyses explore patterns and anomalies beyond established routines.

How the community answered

(27 responses)
  • A
    4% (1)
  • B
    7% (2)
  • C
    4% (1)
  • D
    85% (23)

Explanation

Option D is correct because exploratory ad-hoc analyses are, by definition, unstructured investigations driven by curiosity or unexpected findings - they go beyond established routines to uncover patterns and anomalies that weren't anticipated in advance.

  • A is wrong because querying known patterns without further exploration describes routine analysis, not ad-hoc work.
  • B is wrong because predefined queries are the hallmark of routine analysis; ad-hoc analyses are characterized by their lack of predefined structure.
  • C is wrong because focusing solely on anomalies and established trends is still a constrained scope - ad-hoc analysis is open-ended and not limited to pre-known categories.

Memory tip: Think of "ad-hoc" as Latin for "for this specific thing" - it's always reactive, spontaneous, and exploratory. If you can schedule it in advance with a fixed query, it's routine. If you're digging into something unexpected on the fly, it's ad-hoc.

Topics

#Ad-hoc analysis#Exploratory analysis#Data analysis concepts#Routine analysis

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