Quantitative Research Sampling Techniques
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Questions and Answers

What is the primary purpose of identifying contradictory findings in previous research?

  • To provide an opportunity to design research that resolves the discrepancy. (correct)
  • To highlight the limitations of existing research.
  • To support the researcher's own hypothesis.
  • To confirm the validity of the research problem.
  • Which of the following is NOT a typical database used for finding literature?

  • ERIC
  • Google Scholar
  • PubMed
  • Wikipedia (correct)
  • Which of these is a key benefit of taking notes electronically or on index cards?

  • It eliminates the need for careful reading of the source material.
  • It allows for easier citation formatting.
  • It promotes a deeper understanding of the research problem.
  • It facilitates the organization of notes in various ways after acquiring the articles. (correct)
  • When is it most appropriate to rely on existing theories to justify a research hypothesis?

    <p>When few or no closely related studies exist, or when the research topic is not directly related to established theory. (C)</p> Signup and view all the answers

    Why is it important to examine the methodology of meta-analyses?

    <p>To determine if the meta-analysis used appropriate methods for identifying and combining studies. (C)</p> Signup and view all the answers

    What is the most common first step in reviewing related literature?

    <p>Selecting a topic and key terms. (A)</p> Signup and view all the answers

    Which of the following statements accurately describes the difference between a primary and secondary source?

    <p>A primary source presents original research, while a secondary source summarizes and analyzes multiple primary sources. (C)</p> Signup and view all the answers

    What are the two main types of sampling procedures in quantitative research?

    <p>Probability sampling and non-probability sampling (B)</p> Signup and view all the answers

    Which sampling technique aims to ensure proportional representation of subgroups in the sample?

    <p>Stratified random sampling (B)</p> Signup and view all the answers

    Which of the following is NOT typically included in notes about a primary source?

    <p>A personal opinion on the study's relevance to the researcher's own research problem. (A)</p> Signup and view all the answers

    In a study using simple random sampling, what is the likelihood of any member of the population being chosen for the sample?

    <p>The same likelihood as all other members of the population (B)</p> Signup and view all the answers

    What is a defining characteristic of non-probability sampling?

    <p>The selection of participants based on their availability or convenience (C)</p> Signup and view all the answers

    What is 'non-response' in sampling?

    <p>The situation where a randomly selected participant declines to participate in the research (C)</p> Signup and view all the answers

    How does cluster sampling work?

    <p>By randomly selecting naturally occurring groups, then randomly selecting individuals from those groups (A)</p> Signup and view all the answers

    What is the main benefit of convenience sampling?

    <p>It is the most efficient technique for recruiting participants (C)</p> Signup and view all the answers

    What happens to the margin of error as the sample size increases?

    <p>The margin of error decreases (C)</p> Signup and view all the answers

    What is the main issue with convenience and snowball sampling?

    <p>They don't accurately represent the wider population. (D)</p> Signup and view all the answers

    What is the primary reason for using purposeful sampling in qualitative research?

    <p>To identify participants who can provide the most informative insights. (B)</p> Signup and view all the answers

    Which of the following best describes "extreme case sampling"?

    <p>Choosing participants who are highly unusual or outliers in the population. (C)</p> Signup and view all the answers

    Which of the following is NOT a purpose of a literature review?

    <p>To ensure that the research problem is original and has not been investigated before. (C)</p> Signup and view all the answers

    How does a literature review help refine a research problem?

    <p>By offering insights into how others have defined the problem and identified relevant variables. (C)</p> Signup and view all the answers

    What is the main purpose of a literature review in the context of research?

    <p>To connect the current research with existing knowledge and theories. (C)</p> Signup and view all the answers

    Which of these is NOT a specific purpose of a literature review?

    <p>Developing a new theory. (C)</p> Signup and view all the answers

    How does a literature review help establish a study's conceptual or theoretical orientation?

    <p>By identifying if a new theory is being proposed or an existing one is being used. (B)</p> Signup and view all the answers

    What is one of the best sources for finding new articles to review?

    <p>The reference section of a primary source (A)</p> Signup and view all the answers

    What does it mean to say a literature review is 'thematic'?

    <p>It identifies and discusses a topic without detailed analysis (C)</p> Signup and view all the answers

    Which of the following is NOT a criterion for evaluating a literature review?

    <p>Personal opinions of the researcher (B)</p> Signup and view all the answers

    Which statement distinguishes between cognitive and non-cognitive measures?

    <p>Cognitive measures assess skills, while non-cognitive measures assess attitudes and beliefs. (C)</p> Signup and view all the answers

    What is an advantage of using Likert scales in questionnaires?

    <p>They allow for nuanced responses on a scale. (A)</p> Signup and view all the answers

    What does 'response bias' refer to in the context of questionnaires?

    <p>The influence of question wording on respondents' answers (D)</p> Signup and view all the answers

    Which characteristic is NOT associated with structured interview questions?

    <p>Flexibility in follow-up questions (B)</p> Signup and view all the answers

    What advantage does mixed-method research provide?

    <p>It combines quantitative and qualitative approaches for broader insights. (B)</p> Signup and view all the answers

    What is a significant limitation of qualitative research?

    <p>It relies on small, non-random samples which affect generalizability. (B)</p> Signup and view all the answers

    What is a key challenge during high-inference observations?

    <p>It can lead to subjective interpretations by the observer. (A)</p> Signup and view all the answers

    Why is sampling considered crucial in quantitative research?

    <p>It guarantees that data collected is representative and findings are generalizable. (C)</p> Signup and view all the answers

    How does applied research fundamentally differ from basic research?

    <p>Applied research concerns itself with practical problems rather than theory. (B)</p> Signup and view all the answers

    What is the primary focus of action research?

    <p>Implementing changes and assessing outcomes in a particular context. (B)</p> Signup and view all the answers

    What does informed consent ensure in research?

    <p>Participants are fully informed and voluntarily agree to partake. (A)</p> Signup and view all the answers

    What is the main purpose of institutional review boards (IRBs)?

    <p>To ensure ethical standards are upheld before research begins. (A)</p> Signup and view all the answers

    What does the term 'pedagogy' derive from?

    <p>Greek words meaning 'child' and 'to guide'. (D)</p> Signup and view all the answers

    What are the two dimensions of meaning in phenomenology?

    <p>Semantic meanings and expressive quality (C)</p> Signup and view all the answers

    How does phenomenology conceptualize the subject-object relationship?

    <p>As integrally connected without differentiation (B)</p> Signup and view all the answers

    What is the first step in collecting experiential material according to phenomenological methods?

    <p>Conversational interview (B)</p> Signup and view all the answers

    What is essential when integrating specific structures into a general structure in phenomenological analysis?

    <p>Conciseness and completeness of the description (C)</p> Signup and view all the answers

    According to Van Manen, what presents the most significant obstacle in phenomenological reflection?

    <p>The search for meaning (A)</p> Signup and view all the answers

    What are the two primary branches of hermeneutics?

    <p>Interpretation and understanding (A)</p> Signup and view all the answers

    What does the hermeneutic circle illustrate regarding understanding?

    <p>The relationship between parts and the whole (A)</p> Signup and view all the answers

    How did Heidegger alter the focus of hermeneutics?

    <p>By shifting focus to existential questions (C)</p> Signup and view all the answers

    Flashcards

    Common source of evidence

    Individuals referred to as participants or subjects in research.

    Sampling

    The collective group of individuals from whom data are collected.

    Probability sampling

    Sampling where each member has a known chance of selection, aiming for representation.

    Margin of error

    Extent of deviation in repeated samples from the population.

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    Simple random sampling

    Sampling method where each member has an equal chance of being selected.

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    Stratified random sampling

    Sampling method ensuring subgroups are proportionally represented.

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    Cluster sampling

    Method where groups are randomly selected first, then individuals are chosen.

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    Non-response

    Issue when randomly selected participants do not complete the research.

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    Disadvantage of convenience and snowball sampling

    Both methods lack representativeness of the general population.

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    Purposeful participant selection

    Participants are chosen deliberately to provide in-depth information for the research question.

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    Extreme case sampling

    A method in qualitative research where unique or atypical cases are selected for study.

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    Hybrid sampling approaches

    Combining distinct sampling methods like stratified purposeful sampling and concurrent sampling.

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    Criteria for evaluating sampling

    Participants should be well-described with detailed information and free from bias.

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    Purpose of a literature review

    To relate previous research and theory to the problem being investigated.

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    Literature review for context

    Shows how current studies compare to previous investigations to place the research problem correctly.

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    Refining research problem

    Literature review helps by defining the problem and clarifying concepts through past studies.

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    Literature Review Purpose

    Identifies gaps in existing research to avoid duplication.

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    Methodological Limitations

    Examines methods of past studies to suggest improvements.

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    Contradictory Findings

    Gives an opportunity to design research that resolves conflicts.

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    When to Use Existing Theories

    Use when related research is scarce to support hypotheses.

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    Primary vs Secondary Sources

    Primary sources present original research; secondary sources analyze primary research.

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    Meta-Analysis

    Quantitative synthesis of studies to calculate overall effects.

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    Benefits of Electronic Notes

    Easier organization of research notes after article review.

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    Key Note Components

    Include a study summary, analysis, and relevance to research problem.

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    Mixed-method research

    Combines quantitative and qualitative approaches for comprehensive insights.

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    Disadvantage of qualitative research

    Small, non-random samples limit generalizability to larger populations.

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    Importance of sampling in quantitative research

    Ensures data is representative and findings are generalizable.

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    Applied vs Basic research

    Applied research solves practical problems; basic research expands theoretical knowledge.

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    Focus of action research

    Improving practices and outcomes within a specific institution or context.

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    Informed consent

    Participants must be informed about the study and agree voluntarily, ensuring ethical integrity.

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    Protecting anonymity and confidentiality

    Maintains privacy and avoids harm or discomfort to participants.

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    Purpose of Institutional Review Boards (IRBs)

    Review research proposals to ensure ethical standards are upheld before data collection begins.

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    Dimensions of meaning in phenomenology

    Semantic meanings and expressive quality in texts.

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    Subject-object relationship in phenomenology

    Subject and object are not seen as separate entities.

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    Sequence in collecting experiential material

    Steps: interview, write descriptions, formulate questions, revise.

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    Integrating structures in descriptions

    Concise yet complete representation of groups and individuals.

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    Challenge in phenomenological reflection

    Finding meaning is the most challenging part.

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    Branches of hermeneutics

    Interpretation and understanding are the two main branches.

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    Hermeneutic circle significance

    The iterative relationship between whole and parts for understanding.

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    Fusion of horizons

    Merging interpreters' perspective with text context.

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    Source for new articles

    The reference section of a primary source is a good place to find additional articles.

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    Thematic literature review

    A thematic review identifies and discusses a topic without detailed individual study analysis, common in qualitative reviews.

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    Criteria for literature review evaluation

    Adequate coverage, citation of findings, up-to-date info, organization by topic are key evaluation criteria.

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    Cognitive vs Non-cognitive measures

    Cognitive measures assess knowledge and reasoning, while non-cognitive measures assess attitudes and behaviors.

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    Norm-referenced vs Criterion-referenced tests

    Norm-referenced tests compare a person's performance to a group, while criterion-referenced tests measure against a specific standard.

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    Likert scales purpose

    Likert scales measure attitudes or opinions on a range, structured with scale points like 'Strongly Agree' to 'Strongly Disagree'.

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    Response bias

    Response bias refers to systematic patterns of deviation in responses from the truth, which can be controlled through careful questionnaire design.

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    Structured vs Unstructured interviews

    Structured interviews follow a strict format while unstructured interviews are more conversational and flexible.

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    Study Notes

    Study Questions and Answers

    • Individuals are the most common source of evidence in research and are frequently called participants or subjects.

    • A sample is the collective group of individuals from whom data are collected.

    • Probability sampling and non-probability sampling are the two main types of sampling procedures in quantitative research.

    • Probability sampling involves a known probability of selection and aims to create a sample representative of a larger group, allowing results to be generalized.

    • Margin of error is the extent to which repeated random samples will differ from the population.

    • The margin of error decreases as the sample size increases.

    • Simple random sampling, systematic sampling, stratified random sampling, and cluster sampling are three common random sampling techniques.

    • "Non-response" in sampling is the problem of randomly selected participants not completing the research.

    • Systematic sampling involves selecting every nth member from a list or population.

    • Stratified random sampling ensures subgroups are proportionally represented in the sample.

    • Cluster sampling involves selecting naturally occurring groups and then randomly selecting individuals within those groups.

    • Non-probability sampling uses no known probability of selecting a participant.

    • Participants are chosen for non-random sampling based on characteristics or availability.

    • Convenience sampling is advantageous for its ease of recruitment.

    • Both convenience and snowball sampling lack representativeness of the overall population.

    • Participants in qualitative studies are purposefully selected to provide in-depth information on the research question.

    • "Extreme case sampling" selects cases that are highly unusual or atypical.

    • Stratified purposeful sampling and purposeful random sampling, which can be concurrent or multilevel, are two types of hybrid sampling approaches for mixed-method research.

    • A subject's section should consist of a detailed description of participants, including characteristics, sampling procedures, and the specific population. Sampling description should be clear, unbiased, and precise.

    • Reviewing the literature provides context by relating previous research and theory to the research problem.

    • Reviewing the literature allows researchers to evaluate the similarities and differences between current and prior investigations. Helps to position the current research.

    • Researchers are less likely to employ effective methods when lacking a good literature review, due to a lack of awareness.

    • Review of literature helps focus research problem definition, providing better clarity, concepts, and variable definitions.

    • Review establishes a conceptual or theoretical orientation by showing previously proposed theories' relevance and use. Establishes a logical link between research questions and methodology.

    • Review helps researchers identify new directions and avoid duplication.

    • Review helps find knowledge gaps and identify methodological limitations in previous studies, identifying areas for improvement of research.

    • Identifying contradictory findings from previous research is important because this presents a chance to resolve the contradiction through new research.

    • Existing theories are relevant when few closely related studies exist, or when literature doesn't directly address the research problem. Literature should provide evidence for the hypothesis.

    • Reviewing related literature starts with selecting a focused topic and key terms.

    • Database resources such as ERIC, Google Scholar, and specific subject-area tools are beneficial for literature searches.

    • Primary sources are original research articles or reports, while secondary sources review, summarize, or discuss primary sources.

    • Meta-analysis quantitatively synthesizes the results of previous studies using statistical methods.

    • A meta-analysis is a good way to find flaws and patterns in various similar studies, using statistical methods to find conclusions in similar studies.

    • Examing the methodology of meta-analyses is crucial to ensure credibility. Differences in how studies are identified and combined can affect the overall conclusion.

    • Electronic notes and index cards are helpful for organizing research material.

    • Notes on primary sources should include a summary of the study, an analysis of its relevance to the research problem, and summary of findings.

    • Reference sections from primary sources are good resources for finding new articles.

    • A "thematic" literature review summarizes a topic without extensively analyzing individual studies. Common in qualitative reviews.

    • Evaluating literature reviews should address appropriate coverage, accurate citations of findings, and up-to-dateness of information.

    • Essential elements for evaluating the review should include clarity of topic coverage, accurate portrayal of findings, recentness and relevance of information. Organization, analysis of prior research, and their relation to the research problem. A logical base for hypotheses, and the significance of the research should be covered.

    Educational Measures

    • Cognitive and non-cognitive measures are the three primary classifications of educational measures.
    • Cognitive measures assess mental abilities (e.g., IQ tests), while non-cognitive measures assess traits like attitudes and values (e.g., personality assessments).
    • Commercially prepared measures are those designed for broad use and locally developed measures are tailored to specific research needs.
    • Self-report measures rely on participants' responses, while observations rely on external recording.
    • Standardized tests, norm-referenced tests and criterion-referenced tests all have characteristics to differentiate between them.
    • Three common examples are standardized achievement tests, aptitude tests and standardized tests designed for specific benchmarks.

    Questionnaire Design

    • Questionnaires are useful for gathering data quickly, but can be susceptible to response bias.
    • The benefits of questionnaires include collecting data quickly. Disadvantages include susceptibility to bias, memory errors, and the distortion of responses.

    Observations

    • Low-inference observations record objective actions without interpretation, while high-inference observations involve judgment and interpretation.
    • Key challenges in high-inference observations include observer bias (subjective interpretations) and reliability/consistency issues (variation in how different observers perceive behaviors).
    • Strategies to reduce observer bias include: training, multiple observers, and ensuring observers are blind to the hypotheses.

    Interview Questions

    • Structured questions, semi-structured questions, and unstructured questions differentiate interview types
    • The various types of interviews differ in whether there are predefined responses (structured), semi-structured questions include predefined themes and topic areas but no strict responses (semi-structured), and unstructured questions have more flexibility and focus on open responses from a participant.

    Data Collection Methods

    • Interviews are advantageous for collecting rich and detailed information, but are time-consuming.
    • Double-barreled questions should be avoided in survey design to prevent ambiguity.
    • Validity refers to the accuracy of a research instrument in measuring what it intends to measure. An example of validity might be a questionnaire designed to measure student satisfaction with a course accurately.

    Research Ethics

    • Informed consent is essential to ensure participants understand the research and agree voluntarily. Ensuring ethical integrity by giving participants clear information about the research to allow them to decide if they want to participate and providing them with the option to withdraw at any time.
    • Anonymity and confidentiality should be maintained to protect participants' privacy.

    Characteristics of Research

    • Research is a systematic, disciplined, objective process involving data collection, interpretation, and reporting, differs from other knowledge sources by characteristics.
    • Objective research is significant because it ensures that conclusions are based on unbiased evidence and not personal opinions.
    • Verification of research results using replication is essential because it ensures reliability and generalizability of findings.

    Principles of Scientific Inquiry

    • A significant research question addresses important issues, has potential implications for educational practice, and contributes to knowledge. Theories provide frameworks for interpreting phenomena and generalizing findings.
    • Research conclusions can be credible when researchers use a methodical approach, address limitations, and provide evidence-backed reasoning.
    • Peer review is important as it ensures credibility, allows scrutiny, and validates research findings through professional critique.

    Types of Research Designs

    • Quantitative research focuses on numerical data, while qualitative research focuses on narrative insights.
    • Mixed-methods research combines both quantitative and qualitative approaches to give more comprehensive insights into a topic.
    • Limitations of qualitative research include small, non-random samples, limiting generalizability to a larger population.
    • Sampling is crucial in quantitative research because it ensures that data is representative and conclusions are generalizable to the overall population.

    Additional Research Types

    • Applied addresses practical problems, while basic research expands theoretical knowledge.
    • This involves improvement of practices and outcomes in a specific institution.
    • Action research focuses on practical problems, improvement of procedures, and improvement of practices.
    • Analytical research involves the systematic analysis of artifacts or events to obtain insights or knowledge.

    Hermeneutics

    • Hermeneutics is the study of interpretation, and it consists of two core aspects: interpretation itself and the philosophical examination of how we understand.
    • Hermeneutic circle is a cyclical process of understanding parts and wholes.
    • Friedrich Schleiermacher is considered a father of modern hermeneutics
    • The notion of a Hermeneutic circle explores the relationship between parts and the whole in interpretations to avoid a singular conclusion.
    • Gadamer's concept of "fusion of horizons" emphasizes meaning emerging from a merging of interpreter perspective and historical/cultural context. Key distinction between meaning/significance and how they differ.
    • Hermeneutics of suspicion questions the trustworthiness of texts and explores hidden meanings.
    • Critical hermeneutics examines power dynamics in interpretation.
    • Steps for collecting experiential material: Initial interview, writing descriptions, questionnaire development, revised interview, and rewriting observations.
    • The main challenge in phenomenological reflection, according to Van Manen, is the difficulty of searching for meaning in lived experience.

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    Description

    This quiz covers essential concepts of quantitative research sampling, including types of sampling methods and their implications. Students will explore probability and non-probability sampling, as well as common techniques like simple random and systematic sampling. Test your understanding of these important research fundamentals!

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