PS295 3
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Questions and Answers

What type of variable is the size of food reward in grams?

  • Discrete variable
  • Qualitative variable
  • Categorical variable
  • Continuous variable (correct)
  • Which of the following is an example of a situation variable?

  • Age of the participants
  • Number of students in the class
  • Marital status of participants
  • Temperature of the room during the experiment (correct)
  • Which one of these is a manipulated variable?

  • Hunger level of the participant
  • Type of music playing in the experiment (correct)
  • Season of the year
  • Political affiliation
  • Self-esteem rating on a scale from 1 to 10 is considered what type of variable?

    <p>Discrete variable (D)</p> Signup and view all the answers

    Which variable type describes the political affiliations of participants?

    <p>Measured variable (D)</p> Signup and view all the answers

    What defines a measured variable?

    <p>It is observed and recorded. (C)</p> Signup and view all the answers

    Which of the following variables is a participant variable?

    <p>Extraversion of the participant (D)</p> Signup and view all the answers

    Which quality typically remains constant in an experimental situation involving manipulated variables?

    <p>The participant characteristics (A)</p> Signup and view all the answers

    Which of the following best defines a variable in research?

    <p>An entity that can take on multiple values (B)</p> Signup and view all the answers

    What is meant by 'levels of variables'?

    <p>The various categories or types within a variable (C)</p> Signup and view all the answers

    Which of the following is NOT a type of claim in research?

    <p>Correlational claims (D)</p> Signup and view all the answers

    Which validity focuses on how well a test measures what it is intended to measure?

    <p>Construct validity (C)</p> Signup and view all the answers

    Which of the following examples illustrates a change in a variable?

    <p>Self-esteem levels differing among participants (C)</p> Signup and view all the answers

    What must a variable possess to be classified as such?

    <p>At least two values (C)</p> Signup and view all the answers

    In the context of variables, which statement is true regarding 'natural variability'?

    <p>It arises from differences among cases (C)</p> Signup and view all the answers

    What type of research claim is made when stating that '60% of individuals prefer chocolate ice cream'?

    <p>Frequency claim (B)</p> Signup and view all the answers

    What is the primary role of an independent variable in an experiment?

    <p>To manipulate and test the presumed cause (D)</p> Signup and view all the answers

    In non-experimental studies, how are the variables typically referred to instead of independent and dependent variables?

    <p>Predictor and criterion variables (B)</p> Signup and view all the answers

    Which of the following statements about operational definitions is correct?

    <p>They specify the precise measurements or manipulations of a concept. (A)</p> Signup and view all the answers

    What differentiates a dependent variable from an independent variable in an experimental study?

    <p>Dependent variables are always measured. (B)</p> Signup and view all the answers

    Given an example, 'measure people’s levels of anxiety and also measure alcohol consumption,' which variable is the independent variable?

    <p>The level of anxiety (B)</p> Signup and view all the answers

    Why might an independent variable be defined more loosely in some studies?

    <p>To allow for broader interpretations of causation (A)</p> Signup and view all the answers

    What is the purpose of the conceptual definition in research?

    <p>To describe the construct's theoretical meaning (D)</p> Signup and view all the answers

    In experiments, what is the term used for the presumed effect that is measured?

    <p>Dependent variable (A)</p> Signup and view all the answers

    Which of the following is a physiological measure that can be used to operationalize anxiety?

    <p>Heart rate measurements (D)</p> Signup and view all the answers

    What operational definition best relates to the conceptual variable of aggression in children?

    <p>Teacher ratings of aggressive behavior (D)</p> Signup and view all the answers

    Which of the following is NOT a method to operationalize hunger?

    <p>Self-reported frequency of food cravings (C)</p> Signup and view all the answers

    Which operational definition is appropriate for measuring intelligence?

    <p>Score on standardized IQ test (A)</p> Signup and view all the answers

    What type of operational definition informs about depression through an individual's self-reported experience?

    <p>Validated psychometric scales (A)</p> Signup and view all the answers

    Which of the following could be considered a manipulated variable for studying motivation?

    <p>Varying the difficulty of tasks given to participants (B)</p> Signup and view all the answers

    Which operational definition for assessing current mood focuses on measurable data?

    <p>Heart rate variability assessments (B)</p> Signup and view all the answers

    For operationalizing test studying strategies, which aspect would best classify as a measured variable?

    <p>Measured improvement in test scores post-study (D)</p> Signup and view all the answers

    Which verb indicates a causal claim?

    <p>Promotes (C)</p> Signup and view all the answers

    What is the first criterion for concluding causation?

    <p>Covariance (D)</p> Signup and view all the answers

    Which of the following is a hallmark of experimental studies?

    <p>They can control for external variables more effectively. (A)</p> Signup and view all the answers

    Which of these statements best represents temporal precedence?

    <p>High temperature may lead to lower ice cream sales. (B)</p> Signup and view all the answers

    What does internal validity refer to in research?

    <p>The level of control over variables affecting the study outcome. (B)</p> Signup and view all the answers

    Which claim can be classified as correlational rather than causal?

    <p>More time spent studying is related to better grades. (C)</p> Signup and view all the answers

    Which phrase indicates a possibility rather than a definitive claim?

    <p>Eating fruit may improve health. (D)</p> Signup and view all the answers

    What does the term 'covariance' imply in a research study?

    <p>The variables change together in some fashion. (D)</p> Signup and view all the answers

    What aspect of validity is concerned with how well a variable was measured?

    <p>Construct Validity (A)</p> Signup and view all the answers

    Which validity type evaluates whether findings can be applied to other populations or contexts?

    <p>External Validity (D)</p> Signup and view all the answers

    What is assessed by the margin of error in statistical validity?

    <p>The precision of an estimate (D)</p> Signup and view all the answers

    In the context of causal claims, what is necessary to establish without doubt?

    <p>Temporal precedence (D)</p> Signup and view all the answers

    Which type of validity is NOT relevant for association claims?

    <p>Internal Validity (D)</p> Signup and view all the answers

    What does the construct validity of a causal claim assess?

    <p>How well the variables were measured or manipulated (B)</p> Signup and view all the answers

    Which of the following questions is pertinent to statistical validity for association claims?

    <p>How precise is the estimate of the correlation? (C)</p> Signup and view all the answers

    What must a study using causal claims do to avoid common threats to internal validity?

    <p>Implement random assignment to groups (D)</p> Signup and view all the answers

    Flashcards

    Variable

    Anything that can take on different values or levels across a set of cases.

    Levels of a Variable

    The different values or states a variable can take on.

    Example: Room Temperature

    The variable 'room temperature' has levels like "hot" and "normal".

    Example: Occupation/Role

    The variable 'occupation' has levels like "doctor," "nurse," and "occupational therapist."

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    Variable vs. Constant

    A variable has at least two levels, whereas a constant does not change.

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    Change in a Variable

    Variation in the value or level of a variable across cases.

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    Set of Cases

    The group of people, objects or events being studied.

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    Variable Examples (Physical)

    Characteristics like height, weight, heart rate, and hair color are variables in research.

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    Quantitative Variable

    A variable that can be measured numerically.

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    Qualitative Variable

    A variable that describes qualities or categories.

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    Continuous Variable

    A variable that can take on any value within a given range.

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    Discrete Variable

    A variable that can only take on specific, separate values.

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    Manipulated Variable

    A variable that is intentionally changed by the researcher.

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    Measured Variable

    A variable that is observed and recorded without the researcher changing its value.

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    Person/Subject Variable

    Features that differentiate individuals (e.g., age, personality).

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    Situation Variable

    Features of the environment (e.g., temperature, privacy).

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    Independent Variable (IV)

    The variable hypothesized to cause a change in another variable.

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    Dependent Variable (DV)

    The variable hypothesized to be affected by the independent variable.

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    Predictor Variable

    Hypothesized cause in a non-experimental study.

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    Criterion Variable

    Hypothesized effect in a non-experimental study.

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    Conceptual Definition

    A dictionary-like definition of a concept.

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    Operational Definition

    How a concept is measured or manipulated in a study (specific, actionable definition).

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    Conceptual Variable (Hunger)

    A broad, abstract idea or concept (like hunger) in a study.

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    Operational Variable (Hunger)

    The specific way a researcher measures or manipulates a conceptual variable. In the case of hunger, it might be hours since eating or a self report.

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    Operational Definition (Anxiety)

    Specific way to measure anxiety like heart rate, self-report scale, or observer notes.

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    Operational Definition (Aggression)

    Specific ways aggression in children can be measured - teacher ratings, observation of play, punching doll, story responses.

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    Operational Definition (Alcohol Consumption)

    How much alcohol a person consumes.

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    Operational Definition (Current Mood)

    How a person's current mood is measured. It can be a self-report scale or a physiological measure.

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    Operational Definition (Studying Strategy)

    A specific method of studying - (distributed or massed).

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    Construct Validity

    How well a study's variables were measured or manipulated. It's about the accuracy of the measurement tool.

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    Statistical Validity

    The degree to which the study's statistical conclusions are accurate and reliable. It looks at the strength and precision of the findings.

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    Internal Validity

    The extent to which a study can confidently establish a causal relationship; it addresses whether the independent variable caused the change in the dependent variable.

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    External Validity

    The extent to which the findings of a study can be generalized to other populations, settings, and time periods.

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    Margin of Error

    The range of values within which the true population value is likely to fall. It accounts for the uncertainty in sample estimates.

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    Representative Sample

    A sample that accurately reflects the characteristics of the larger population it aims to represent.

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    Temporal Precedence

    In a causal claim, the cause must occur before the effect.

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    Alternative Explanations

    Other possible factors that could explain the relationship between the variables, besides the independent variable.

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    Association Claim

    A claim suggesting a relationship between two variables, but not necessarily a cause-and-effect relationship.

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    Causal Claim

    A claim stating that one variable directly influences or causes a change in another variable.

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    Covariance

    The variables in a causal claim must be related to each other, showing that changes in one variable are associated with changes in the other.

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    Experiment

    A research method designed to establish causality by manipulating one variable (the independent variable) and observing its effect on another variable (the dependent variable) while controlling for other factors.

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    What makes a strong causal claim?

    A strong causal claim is supported by evidence from a well-designed experiment that demonstrates covariance, temporal precedence, and internal validity.

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    Why are experiments so important?

    Experiments are the most reliable tool for establishing causality, as they allow researchers to manipulate one variable and observe its effect on another while controlling for extraneous factors.

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    Study Notes

    Variables in Research

    • Variables are the basic building blocks of research.
    • Variables can be defined informally as characteristics studied, or anything that can take on different values or levels across a set of cases.
    • Variables must have at least two values or levels to be considered a variable. Otherwise, it's a constant.
    • Variables can relate to people, events, or organizations.
    • Examples include self-esteem, height, gender, hair color, and reasoning ability.

    Types of Variables

    • Qualitative variables classify or categorize; levels differ in quality or type.
    • Examples include religious affiliation, political party membership, marital status, or type of music.
    • Quantitative variables differ in terms of quantity or amount of some underlying dimension.
    • They can be ordered from less to more.
    • Examples include degree of religiosity, income level, self-esteem, or IQ scores.
    • Discrete variables have no meaningful values between levels and can only be measured in whole units.
    • Examples include family size, type of therapy, number of friends.
    • Continuous variables have meaningful values between levels and can be measured in whole or fractional units.
    • Examples include height, weight, and ratings of agreement.

    Levels of Variables

    • Variables have different levels, which are often termed "conditions" in an experiment.
    • Example: Room temperature (hot, normal)
    • Example: Occupation (doctor, nurse, occupational therapist)

    Types of Claims

    • Frequency claims describe a rate or degree of a single variable, usually supported by a survey or poll.
    • Example: A national survey reporting that 58% of teens texted or emailed while driving.
    • Association claims argue a level of one variable is likely associated with a particular level of another variable, involving at least two measured variables.
    • Example: Studies showing that more butter consumption correlates with happier citizens.
    • Causal claims indicate that one variable is responsible for changing another, going beyond an association and implying that one variable affects another.
    • Example: Studies that violent video games cause aggression.

    Measuring & Manipulating Variables

    • Measured variables are simply observed and recorded; researchers take assessment of the level of a variable.
    • Example: Room temperature, number of people, gender.
    • Manipulated variables are controlled by the researcher, who assigns participants to different levels or conditions
    • Researchers create the levels and assign participants.
    • Example: Room temperature, light intensity, or type of music.

    Operational Definitions

    • Operational definition specifies exactly how a concept is measured or manipulated in a study.
    • Example: Hunger rating in response to the question, "How hungry are you?" with a scale of 1 to 5.
    • It can be measured variables or manipulated

    Four Types of Validity

    • Construct validity assesses how well a variable was measured or manipulated.
    • Example: In a study measuring anxiety, is the scale valid?
    • Statistical validity examines the accuracy and reasonableness of statistical conclusions.
    • Example: Is the margin of error of an estimate acceptable?
    • External validity concerns the extent to which results apply to other people and contexts.
    • Example: Do survey findings apply to broader populations?
    • Internal validity addresses alternative explanations for a causal relationship/experiment.
    • Example: Were alternative factors controlling the effects observed?

    Prioritizing Validities

    • Choosing the most important validity depends upon the research's goals and priorities.
    • External validity is often prioritized in frequency claims.
    • Internal validity is prioritized in causal claims.
    • Construct and Statistical validity are important regardless of claim type.

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    Description

    This quiz covers the fundamental concepts of variables in research, including their definitions and classifications. You'll learn about qualitative and quantitative variables, along with examples of each type. Test your understanding of how various variables play a role in research!

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