Quantitative Research Overview
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Questions and Answers

What type of sampling involves dividing a population into different strata before sampling?

  • Stratified random sampling (correct)
  • Simple random sampling
  • Systematic sampling
  • Cluster sampling
  • Which of the following sampling methods allows every member of a population an equal chance of selection?

  • Systematic sampling
  • Quota sampling
  • Cluster sampling
  • Simple random sampling (correct)
  • What is the main characteristic of purposive sampling?

  • Participants are chosen based on convenience.
  • It relies on random methods to select participants.
  • Subjects are handpicked for specific intentions. (correct)
  • It uses systematic methods to select every nth participant.
  • Which sampling method is often used in studies with geographically spread populations?

    <p>Cluster sampling</p> Signup and view all the answers

    What is a common feature of non-probability sampling methods?

    <p>It relies on convenience and ease of access.</p> Signup and view all the answers

    Which of the following methods is classified as convenience sampling?

    <p>Accidental sampling</p> Signup and view all the answers

    Which sampling technique involves selecting participants based on specific criteria, often referred to as judgmental sampling?

    <p>Purposive sampling</p> Signup and view all the answers

    What is a characteristic of systematic sampling?

    <p>It selects every nth element from a population.</p> Signup and view all the answers

    What is a dichotomous variable?

    <p>A variable represented by two distinct categories.</p> Signup and view all the answers

    What type of variable is manipulated by researchers during experiments?

    <p>Independent variable</p> Signup and view all the answers

    Which of the following variables could be considered a polychotomous variable?

    <p>Educational attainment (Elementary, High School, College, Post Graduate)</p> Signup and view all the answers

    Which of the following best describes a dependent variable?

    <p>It measures the effect of changes.</p> Signup and view all the answers

    In scientific investigations, what is crucial for testing the efficacy of new devices or interventions?

    <p>Recorded data from experiments.</p> Signup and view all the answers

    What defines experimental variables?

    <p>Variables manipulated or controlled in experiments.</p> Signup and view all the answers

    Which statement correctly distinguishes between independent and dependent variables?

    <p>Independent variables are what researchers manipulate; dependent variables are measured.</p> Signup and view all the answers

    Which of the following examples best illustrates a dependent variable in healthcare research?

    <p>The speed of patient recovery.</p> Signup and view all the answers

    What is the purpose of a null hypothesis?

    <p>To provide a baseline for statistical testing.</p> Signup and view all the answers

    Which type of hypothesis predicts a relationship between two or more independent or dependent variables?

    <p>Complex Hypothesis</p> Signup and view all the answers

    What distinguishes a directional hypothesis from a non-directional hypothesis?

    <p>It specifies both the existence and the expected direction of the relationship.</p> Signup and view all the answers

    Which model is specifically mentioned as being used in experiment-based studies?

    <p>IV-DV Model</p> Signup and view all the answers

    What is a key characteristic of a non-directional hypothesis?

    <p>It does not specify the direction of the relationship.</p> Signup and view all the answers

    In which situations is the P Model typically used?

    <p>When proposing a program or intervention.</p> Signup and view all the answers

    Which type of hypothesis is expressed affirmatively?

    <p>Alternative/Research Hypothesis</p> Signup and view all the answers

    What type of questions are typically assessed using the PC Model?

    <p>Questions that explore relationships, associations, differences, and impacts.</p> Signup and view all the answers

    What is the first aspect to indicate when conducting a review of related literature?

    <p>Name of the author, date, and setting of the study</p> Signup and view all the answers

    What is a primary characteristic of experimental research?

    <p>It manipulates one or more independent variables.</p> Signup and view all the answers

    Which of the following best describes the purpose of a theoretical and conceptual framework in research?

    <p>To provide a foundation for the study</p> Signup and view all the answers

    Which of the following is a disadvantage of experimental research?

    <p>It ignores the natural setting of the study.</p> Signup and view all the answers

    What is a key requirement of the APA referencing guide in research?

    <p>To structure references in a standard format</p> Signup and view all the answers

    What is the goal of descriptive research?

    <p>To report and observe certain phenomena.</p> Signup and view all the answers

    What is an essential element to include in the review of related literature?

    <p>Salient findings of the literature</p> Signup and view all the answers

    In what way can personal bias be minimized in experimental research?

    <p>By controlling for other variables.</p> Signup and view all the answers

    In research literature, how should studies be ordered based on benefit?

    <p>From most to least benefited</p> Signup and view all the answers

    What type of research is often used in education to measure the effectiveness of teaching methods?

    <p>Experimental research.</p> Signup and view all the answers

    In the context of research reports, what does the term 'gap' refer to?

    <p>Unexplored areas in previous research</p> Signup and view all the answers

    What type of information is primarily determined by a theoretical framework?

    <p>Cause-effect relationships</p> Signup and view all the answers

    Which is NOT a characteristic of quantitative research?

    <p>It focuses on detailed personal narratives.</p> Signup and view all the answers

    What is an example of descriptive research?

    <p>A survey measuring student preferences for learning modalities.</p> Signup and view all the answers

    Which fields commonly utilize APA style for research writing?

    <p>Social sciences and education</p> Signup and view all the answers

    Why might results from experimental research be seen as limited?

    <p>They are based on statistical analysis rather than real-life context.</p> Signup and view all the answers

    Study Notes

    Quantitative Research

    • Experimental Research involves manipulating independent variables (IVs) to observe their effect on dependent variables (DVs) while controlling other variables. It aims to determine cause-and-effect relationships.
    • Advantages:
      • Reduces personal bias.
      • Simplifies the research process.
      • Allows for statistical analysis of results.
    • Disadvantages:
      • Ignores the natural context of the study.
      • Requires significant resources for large samples.
      • Results may not be generalizable due to the controlled environment.
    • Importance of Quantitative Research:
      • Provides objective evidence for decision-making in various fields, including education, business, and healthcare.

    Types of Quantitative Research

    • Descriptive Research aims to observe and report on specific phenomena or characteristics of a population.
      • Examples: surveys on consumer preferences or attitudes.
    • Correlational Research investigates the relationship between two or more variables without determining causality.
      • Examples: examining the relationship between sleep duration and academic performance.

    Variables in Research

    • Variable: Any factor or property that researchers measure, control, or manipulate. It's a changing quantity or measure of any factor, trait, or condition.
      • Types:
        • Dichotomous Variables: Represent ONLY TWO categories (e.g., gender, yes/no answers).
        • Polychotomous Variables: Have MANY categories (e.g., educational attainment, socioeconomic status).
        • Experimental Variables: Variables that researchers carefully control or manipulate:
          • Independent Variables (IVs): The "cause" or the variables that are manipulated.
          • Dependent Variables (DVs): The "effect" or the variables that are being measured.
    • This process involves examining previous research and publications related to the current study topic.
    • Key Elements in the Review:
      • Author's name, date, and setting of the study.
      • Title of the study.
      • Salient findings (most important results).
      • Gaps in previous research (identified in the conclusion).
      • Recommendations for future research.

    Theoretical and Conceptual Framework

    • Framework: Provides the foundation and structure for the study, similar to a skeleton.
    • Theories: Provide an explanation for a phenomenon based on established principles and concepts.
    • Concepts: Specific ideas or notions that are used to describe, explain, and predict a phenomenon.

    Hypothesis

    • Hypothesis: A testable prediction or statement about the relationship between variables.
      • Types:
        • Simple Hypothesis: Predicts a relationship between one IV and one DV.
        • Complex Hypothesis: Predicts a relationship between two or more IVs or DVs.
        • Directional Hypothesis: Specifies the expected relationship between variables (e.g., positive or negative correlation).
        • Non-Directional Hypothesis: Simply states that a relationship exists between variables without specifying direction.
        • Null Hypothesis: States that there is no relationship between variables.
        • Alternative/Research Hypothesis: States the actual expected relationship between variables.

    Assumptions of the Study

    • Assumptions: Propositions taken to be true based on prior knowledge and experience without rigorous testing.

    Sample & Sampling Technique

    • Sample: A subset of the population that is selected for the study.
    • Sampling Technique: The method used to select a sample.
      • Probability Sampling (Scientific Sampling): Every member of the population has a known chance of being selected.
        • Simple Random Sampling: Every member has an equal chance of being selected.
        • Stratified Random Sampling: Population is divided into strata (groups) based on characteristics, and then random sampling occurs within each stratum.
        • Cluster Sampling: Population is divided into clusters (groups) based on geographical location or other factors, and then clusters are randomly selected.
        • Systematic Sampling: Selecting every nth element of a population.
      • Non-Probability Sampling (Non-scientific Sampling): Not all members have an equal chance of being selected.
        • Convenience Sampling: Participants are selected because they are easily accessible.
        • Quota Sampling: Predetermined numbers of units are selected based on specified characteristics.
        • Purposive Sampling: Participants are handpicked based on specific criteria.

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    Description

    This quiz explores the fundamentals of quantitative research, including experimental, descriptive, and correlational types. It covers the advantages and disadvantages of experimental research, highlighting its role in obtaining objective evidence for decision-making. Test your understanding of key concepts and applications in various fields like education and business.

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