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A00-240 · Question #22

A marketing analyst assessed the effect of web page design (A, B, or C) on customers' intent to purchase an expensive product. The focus group was divided randomly into three sub-groups, each of…

The correct answer is A. Graph A. Graph A must show non-parallel lines where the high-income group (III) displays a pronounced difference in purchase intent across the three webpage designs, while the low- and medium-income lines remain relatively flat or close together - this pattern is the visual signature of…

ANOVA and ANCOVA

Question

A marketing analyst assessed the effect of web page design (A, B, or C) on customers' intent to purchase an expensive product. The focus group was divided randomly into three sub-groups, each of which was asked to view one of the three pages and then give their intent to purchase on a scale from 0 to 100. The analyst also asked the customers to give their income, which was coded as: I (lowest), II (medium), or III (highest). After analyzing the data, the analyst claimed that there was significant interaction and the webpage design mainly influenced high income people. Which graph supports the analyst's conclusion?

Options

  • AGraph A
  • BGraph B
  • CGraph C
  • DGraph D

How the community answered

(20 responses)
  • A
    60% (12)
  • B
    20% (4)
  • C
    10% (2)
  • D
    10% (2)

Explanation

Graph A must show non-parallel lines where the high-income group (III) displays a pronounced difference in purchase intent across the three webpage designs, while the low- and medium-income lines remain relatively flat or close together - this pattern is the visual signature of a significant interaction where one subgroup drives the effect.

Why the distractors are wrong:

  • Graph B likely shows parallel lines across all income groups, indicating a main effect of webpage design with no interaction (all income levels respond similarly).
  • Graph C likely shows non-parallel lines, but the divergence is driven by a low- or medium-income group rather than the high-income group, contradicting the analyst's specific claim.
  • Graph D likely shows either no effect at all, or a main effect of income alone (lines shift up/down uniformly) without interaction.

Memory tip: For interaction questions, ask yourself two things: (1) Are the lines non-parallel? (interaction present) and (2) Which group causes the crossing or divergence? The correct graph must satisfy both the "significant interaction" claim and the "mainly high income" claim simultaneously - rule out any graph that satisfies only one condition.

Topics

#interaction effects#two-way ANOVA#graph interpretation#categorical predictors

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