Factorial Designs and Their Effects
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Questions and Answers

What does a factorial design with a notation of 3x5 indicate?

  • Two independent variables, one with three levels and another with five levels
  • Three independent variables, one with three levels and another with five levels (correct)
  • Five independent variables, one with three levels
  • Three independent variables, each with five levels
  • In a factorial design, what is meant by an interaction effect?

  • The individual impact of each independent variable separately
  • When the effect of one independent variable depends on the level of another (correct)
  • The total influence of all independent variables combined
  • A situation where independent variables have no effect on the outcome
  • What is the main implication of the presence of an interaction effect in relation to main effects?

  • Main effects should always be prioritized over interaction effects
  • Interactions always enhance the significance of main effects
  • Interactions can diminish or negate the importance of main effects (correct)
  • Main effects are unaffected by the presence of interaction effects
  • How is counterbalancing typically treated in mixed factorial designs?

    <p>It is not typically used due to certain design considerations</p> Signup and view all the answers

    What can be inferred from Jenkins and Dallenbach's (1924) study regarding sleep and memory?

    <p>Their findings illustrate the complexities of interaction effects</p> Signup and view all the answers

    What does a 2x3 factorial design consist of in terms of levels?

    <p>One factor with two levels and another with three levels</p> Signup and view all the answers

    How should a researcher approach the calculation of participants needed for factorial designs?

    <p>It must be calculated based on the specific factors and levels involved</p> Signup and view all the answers

    Which statement best defines a main effect in factorial designs?

    <p>It reflects the independent influence of a single independent variable across all levels</p> Signup and view all the answers

    What is the main effect of training type based on the provided hypothetical data?

    <p>Imagery produces better recall than rote.</p> Signup and view all the answers

    In the context of factorial designs, what does the absence of main effects imply?

    <p>All row and column means are equal.</p> Signup and view all the answers

    What is an outcome when study and test conditions match based on the provided examples?

    <p>Best memory performance occurs.</p> Signup and view all the answers

    What defines a mixed factorial design?

    <p>At least one IV is a between-subjects factor and one is a within-subjects factor.</p> Signup and view all the answers

    In a P x E design, what does the P factor represent?

    <p>A subject variable.</p> Signup and view all the answers

    What is the main finding of Research Example 22 with the mixed factorial design?

    <p>Interaction is the key finding.</p> Signup and view all the answers

    What does an interaction effect suggest about two factors?

    <p>The effect of one factor depends on the level of the other factor.</p> Signup and view all the answers

    Why are nonparallel lines in line graphs significant?

    <p>They suggest the presence of interaction.</p> Signup and view all the answers

    Which of the following correctly identifies the outcome for caffeine, aging, and memory study?

    <p>Interactions were the only relevant findings.</p> Signup and view all the answers

    What type of research design involves both subject variables and manipulated variables?

    <p>P x E design.</p> Signup and view all the answers

    What does the ceiling or floor effect refer to in research outcomes?

    <p>Extreme values influencing results.</p> Signup and view all the answers

    In factorial designs, what does it imply when two main effects are observed without a significant interaction?

    <p>Each main effect functions independently.</p> Signup and view all the answers

    What is the significance of using 20 subjects per cell in a 2x2 factorial design?

    <p>It determines the total number of participants needed for the study.</p> Signup and view all the answers

    Study Notes

    Factorial Designs

    • Factorial designs involve more than one independent variable (IV), also called factors.
    • Notation: Digits representing IVs; numerical values indicate the number of levels for each IV. A 2x3 factorial has two IVs, one with 2 levels and the other with 3 levels, resulting in 6 total conditions.

    Factorial Matrix

    • A matrix (table) displaying data from factorial designs. Illustrative example: a 2x2 design looking at training type (imagery or rote) and presentation rate (2 seconds or 4 seconds).

    Main Effects

    • The overall effect of one IV, independent of the levels of other IVs.

    • Compare row means (one IV's levels) across all levels of another IV. Example: comparing recall scores for imagery vs. rote training, regardless of presentation rate.

    • Compare column means (levels of one IV) across all levels of another IV. Example: comparing recall scores for 2-sec vs. 4-sec presentation rate, regardless of training type.

    • Calculations: involve finding row and column means. Hypothetical example: Row mean for imagery = 20, for rote = 15; column mean for 2-sec = 14.5, for 4-sec = 20.5.

    • Examples:

      • Two IV (s); Gender of rater and time period. Men rating women (6.2) > women rating men (5.2); Highest ratings at 12:00 (6.1), then 10:30 (5.8), then 9:00 (5.2). These all show main effects

    Interactions

    • Exist when the effect of one IV depends on the levels of another IV.

    • Example: Course emphasis (lab or lecture) and student major (science or humanities): Lab emphasis better for science majors, and lecture emphasis better for humanities majors.

    • Another example: Study conditions (silent or noisy) and test conditions (silent or noisy): Best memory when study and test conditions match.

    • Interactions can sometimes mask or make less important main effects.

    Types of Factorial Designs

    • Independent groups factorial: Each participant is in only one cell of the factorial matrix.
    • Repeated measures factorial: Each participant experiences all levels of all factors.
    • Mixed factorial: Contains both between-subjects and within-subjects IVs.

    P x E Factorial

    • Involve a subject variable (P) and a manipulated variable (E).
    • Examples:
      • Introverts vs. Extroverts and room size.
      • Gender and group composition for a math test.
      • Driving age (young/old) and cell phone use (with/without).

    Participant Recruitment

    • Number of participants needed depends upon the design type (between-subjects, within-subjects, or mixed).
    • Example: 2x2 independent groups design with 20 participants/cell needs 80 participants. A 2x2 repeated measures design with 20 participants per cell needs 20 per cell for all 4 cells (so 50 participants total).

    Statistical Analysis

    • Factorial ANOVAs are used to analyze data from factorial designs.

    Famous Study (Jenkins & Dallenbach)

    • Examined the effect of sleep on memory using a 2x4 repeated measures factorial design (asleep/awake & hours between study/recall). Revealed an interaction effect, suggesting impact of sleep on recall depends on the delay before recall.

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    Description

    This quiz explores factorial designs, focusing on multiple independent variables (IVs) and their levels. It covers concepts such as factorial matrices and the calculation of main effects, providing examples for better understanding. Test your knowledge on how to analyze data from different training types and presentation rates.

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