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VARIABLES. Definition: Variables are properties or characteristics of people or things that vary in quality or magnitude from person to person or object to object (Miller & Nicholson, 1976) Demographic characteristics Personality traits Communication styles or competencies Constructs

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variables
VARIABLES
  • Definition: Variables are properties or characteristics of people or things that vary in quality or magnitude from person to person or object to object (Miller & Nicholson, 1976)
    • Demographic characteristics
    • Personality traits
    • Communication styles or competencies
    • Constructs
  • in order to be a variable, a variable must vary(e.g., not be a constant), that is, it must take on different values, levels, intensities, or states
definitions
Definitions
  • Variable: “any entity that can take on a variety of different values” (Wrench et al, 2008, p. 104)
    • gender
    • self-esteem
    • managerial style
    • stuttering severity
  • attributes, values, and levels are the variations in a variable
    • Attribute: political party:
    • Value: Democrat, Republican, Independent, etc.
    • Attribute: Self-esteem
    • Level: High, Medium, Low
independent variable
independent variable
  • the variable that is manipulated either by the researcher or by nature or circumstance
  • independent variables are also called “stimulus” “input” or “predictor” variables
  • analogous to the “cause” in a cause-effect relationship
operationalization of the independent variable
Operationalization: translating an abstract concept into a tangible, observable form in an experiment

Operationalizations can include:

variations in stimulus conditions (public schools versus home schooling)

variations in levels or degrees (mild vs. moderate vs. strong fear appeals)

variations based on standardized scales or diagnostic instruments (low vs. high self esteem scores)

variations in “intact” or “self-selected” groups (smokers vs. non-smokers)

“operationalization” of the independent variable
varieties and types of variables
Discrete variables

Nominal variables: distinct, mutually exclusive categories

religions; Christians, Muslims, Jews, etc.

occupations; truck driver, teacher, engineer

marital status; single, married, divorced

Concrete versus abstract variables

concrete; relatively fixed, unchanging

biological sex

ethnicity

abstract; dynamic, transitory

mood, emotion

occupation

Dichotomous variables:

true/false, female/male, democrat/republican

Ordered variables: mutually exclusive categories, but with an order, sequence, or hierarchy

fall, winter, summer, spring

K-6, junior high, high school, college

varieties and types of variables
varieties and types of variables continued
varieties and types of variables--continued
  • Continuous variables: include constant increments or gradations, which can be arithmetically compared and contrasted
    • IQ scores
    • self-esteem scores
    • age
    • heart rate, blood pressure
    • number of gestures
unit of analysis
Definition: The specific entity being examined

individual; self esteem, fluency

dyad: self disclosure, touch

group: roles, norms

Organization: communication networks, upward-downward influence

Culture: individualism vs. collectivism

What constitutes a specific score or measure on the outcome variable?

marital satisfaction?

one row of data in SPSS

Ecological fallacy: drawing conclusions about individuals based on group data

committing a “sweeping generalization” about participants in a research study

individualism/collectivism

all southerners are bigots

Unit of analysis
operationalization
operationalization
  • definition: the specific steps or procedures required to translate an abstract concept into a concrete, testable variable
    • example: high versus low self-esteem (split-half or top vs. bottom third?)
    • example: on-line versus traditional classroom (how much e-learning constitutes an “on-line” class?)
examples of operationalizations
credibility (high versus low)

culture/ethnicity (self-report)

type of speech therapy (in-clinic vs. at school, vs. at home)

compliance-gaining strategy preferences (positive versus negative, self-benefit versus other benefit)

“powerless” language style

fear appeals (mild, moderate, strong)

food server touch versus no touch

examples of operationalizations
dependent variable
dependent variable
  • a variable that is observed or measured, and that is influenced or changed by the independent variable
  • dependent variables are also known as “response” or “output” or “criterion” variables
  • analogous to the “effect” in a cause-effect relationship
confounding variable
confounding variable
  • also known as extraneous variables or intervening variables
  • confounding variables “muddy the waters”
  • alternate causal factors or contributory factors which unintentionally influence the results of an experiment, but aren’t the subject of the study
mediating variable
mediating variable
  • a.k.a. moderating, intervening, intermediary, or mediating variables
  • a 2nd or 3rd variable that can increase or decrease the relationship between an independent and a dependent variable.
  • for example, whether listeners are persuaded more by the quality or quantity of arguments is moderated by their degree of involvement in an issue.
interchangeability of independent and dependent variables
interchangeability of independent and dependent variables
  • The same concept or construct could serve as the independent variable in one investigation, and the dependent in another.
  • example: “source credibility”
    • as an independent variable; RQ: Does source credibility (low versus high) have a significant effect on attitude change?
    • As a dependent variable; RQ: Does the amount of evidence contained in a speech affect listeners’ perceptions of the source’s credibility?
  • example: “fetal alcohol syndrome” (FAS)
    • As an independent variable: RQ: Does severity of FAS correlate positively with language delay in infants?
    • As a dependent variable: RQ: Does the amount of maternal alcohol use correlate positively with the severity of FAS in infancy?
relationships among variables
Relationships among variables
  • Differences
    • Differences in kind, degree
  • Relationships (correlations)
    • Positive correlation
    • Negative correlation
    • No or neutral correlation
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