Data Collection Methods Quiz

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Questions and Answers

What is the primary characteristic of stratified sampling?

  • It draws samples based on the researcher's convenience.
  • It divides the population into strata and samples proportionately from each stratum. (correct)
  • It involves picking every nth person from a list.
  • It involves dividing the population into clusters.

Which sampling method is characterized as ‘area sampling’?

  • Quota sampling
  • Convenience sampling
  • Cluster sampling (correct)
  • Stratified sampling

In multi-stage sampling, what is the key feature?

  • It combines several sampling techniques. (correct)
  • It relies solely on personal judgment.
  • It uses a single sampling technique.
  • It selects individuals without sections.

What is a primary disadvantage of non-probability sampling?

<p>It is generally less reliable and can be biased. (A)</p> Signup and view all the answers

Which sampling method specifically involves selecting samples based on convenience rather than randomness?

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

What defines quota sampling?

<p>Limiting the number of samples based on predetermined aims. (A)</p> Signup and view all the answers

What best describes purposive sampling?

<p>It's selected based on specific criteria set by the researcher. (C)</p> Signup and view all the answers

In snowball sampling, how are participants typically chosen?

<p>They are chosen through referrals from other members of the sample. (B)</p> Signup and view all the answers

What is a primary advantage of mixed methods research?

<p>It provides a more complete understanding of the research problem. (D)</p> Signup and view all the answers

What limitation is associated with mixed methods research?

<p>It is time-consuming and resource-intensive. (A)</p> Signup and view all the answers

In the sequential explanatory design, what order do the methods follow?

<p>Quantitative data followed by qualitative data. (B)</p> Signup and view all the answers

Which of the following is a strength of the sequential explanatory design?

<p>The results are easy to report and interpret. (A)</p> Signup and view all the answers

When is it most appropriate to use the sequential explanatory design?

<p>When you want to detail unexpected results from quantitative studies. (B)</p> Signup and view all the answers

What does construct validity refer to in qualitative research?

<p>The ability of an instrument to measure what it intends to measure. (B)</p> Signup and view all the answers

Which of the following is a disadvantage of mixed methods research?

<p>It often leads to conflicts in data interpretation. (B)</p> Signup and view all the answers

What is a primary purpose of qualitative research within mixed methods?

<p>To gather detailed insights on specific constructs. (B)</p> Signup and view all the answers

What is the main purpose of mixed methods research?

<p>To collect and integrate both quantitative and qualitative data (B)</p> Signup and view all the answers

In what scenario is mixed methods research particularly suited?

<p>To validate results obtained from solely quantitative research (C)</p> Signup and view all the answers

Which of the following best describes a disadvantage of qualitative research?

<p>It can lead to potential biases and difficulty in generalization (A)</p> Signup and view all the answers

What is a key advantage of using mixed methods in research?

<p>It compensates for the weaknesses of both quantitative and qualitative methods (C)</p> Signup and view all the answers

What type of sampling method is described when members are selected based on typical or modal cases?

<p>Non-probability sampling (A)</p> Signup and view all the answers

Which research approach is generally more effective for testing theories?

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

When is qualitative research considered more suitable?

<p>When building a theory about a phenomenon (C)</p> Signup and view all the answers

What does mixed methods research aim to achieve when both qualitative and quantitative methods are used?

<p>To provide a more balanced and comprehensive understanding (D)</p> Signup and view all the answers

What is a key characteristic of a concise research question?

<p>It expresses ideas in a few words. (B)</p> Signup and view all the answers

Which option best represents a complex research question?

<p>How have economic and political factors affected patterns of homelessness in the UK over the past ten years? (D)</p> Signup and view all the answers

Which of the following is an example of an arguable research question?

<p>Should the death penalty be abolished? (A)</p> Signup and view all the answers

What is the first step in developing a research question?

<p>Choose an interesting general topic. (A)</p> Signup and view all the answers

What is a key difference between quantitative and qualitative research in question formulation?

<p>Quantitative states general objectives first before specifics. (C)</p> Signup and view all the answers

In a research study focusing on sleep quality and mental health, what would be the first specific objective?

<p>Establish whether respondents are deprived of sleep. (B)</p> Signup and view all the answers

What is essential to establish first in research objectives?

<p>The research variables. (D)</p> Signup and view all the answers

Which option best describes a significant correlation in research?

<p>A measurable link showing impact of one variable on another. (A)</p> Signup and view all the answers

What is the primary focus of a sequential exploratory design?

<p>Prioritization of qualitative data followed by quantitative data (D)</p> Signup and view all the answers

When is a sequential exploratory design most appropriately used?

<p>To explore a phenomenon and expand on qualitative findings (C)</p> Signup and view all the answers

Which of the following is a major weakness of the sequential exploratory design?

<p>Substantial time required for data collection (A)</p> Signup and view all the answers

What is an example of a strength of the concurrent triangulation design?

<p>Provides well-validated and substantiated findings (C)</p> Signup and view all the answers

Which of the following scenarios is best suited for concurrent triangulation?

<p>Corroboration of findings from varied data sources (C)</p> Signup and view all the answers

What is a limitation faced when using concurrent triangulation?

<p>Difficulty in comparing qualitative and quantitative results (A)</p> Signup and view all the answers

In the sequence of data collection in a sequential exploratory design, which phase comes first?

<p>Qualitative data collection (D)</p> Signup and view all the answers

Which of the following accurately reflects the overall process of concurrent triangulation?

<p>Simultaneous yet separate collection of qualitative and quantitative data (A)</p> Signup and view all the answers

Which aspect is NOT a focus of the study regarding parents' strategies for managing internet usage?

<p>Expanding the range of internet services (D)</p> Signup and view all the answers

In the context of research paradigms, what happens if variables cannot be identified?

<p>Only concepts are presented (A)</p> Signup and view all the answers

What role do hypotheses play in a quantitative study according to the research paradigm?

<p>They define variables precisely (C)</p> Signup and view all the answers

How can the study on Neo LMS aid in effective lesson delivery?

<p>By identifying effective online learning methods (D)</p> Signup and view all the answers

Why is the study on parents' strategies for controlling internet usage considered beneficial?

<p>It gives insights into managing children's behavior online (C)</p> Signup and view all the answers

Which of the following best describes the objectives of the study on bioplastics from Zea Mays?

<p>To provide manufacturers with a sustainable ingredient (B)</p> Signup and view all the answers

Flashcards

Stratified Sampling

Dividing a population into groups (strata), then sampling proportionally from each.

Cluster Sampling

Dividing a large population into smaller groups (clusters), then randomly selecting and studying entire clusters.

Multi-Stage Sampling

Using a combination of different sampling methods to study a large population.

Convenience Sampling

Sampling based on ease and availability, not random selection.

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Quota Sampling

Setting a limit on the number of participants in a sample based on specific criteria.

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Purposive Sampling

Selecting participants based on specific criteria set by the researcher.

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Snowball Sampling

Selecting participants by asking current participants to recommend others.

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Systematic Sampling

Picking every nth person from a list.

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Mixed Methods Research

Research combining quantitative and qualitative methods to gain a deeper understanding of a problem.

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Mixed Methods Validation

Using one research method to confirm (validate) findings from another.

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Qualitative Research Suitability

Best for building theories and understanding contexts.

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Quantitative Research Suitability

Best for testing theories and generalizing findings with large samples.

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Mixed Methods Strengths

Combining methods to overcome the weaknesses of each, providing more holistic understanding.

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Mixed Methods Weakness Compensation

Quantitative research addresses weakness of qualitative research by providing generalizability, while qualitative research strengthens quantitative research's understanding of context.

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Mixed Methods Research Applications

Mixed methods are useful when a research question needs various perspectives or when findings from different methods need clarification.

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Sequential Explanatory Design

A mixed methods design where quantitative data is collected and analyzed first, followed by qualitative data collection and analysis to explain the quantitative findings.

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Quantitative Data

Numerical data collected using surveys or experiments.

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Qualitative Data

Descriptive data like interviews or observations. Focuses on reasons and experiences

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Construct Validity (qual)

How well an instrument measures what it's supposed to in Qualitative research

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Mixed Methods Weakness/Implementation

Complex design, time-consuming, and requires careful planning and integration.

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Sequential Explanatory Design Implementation

Quantitative data followed by qualitative to explain quantitative findings.

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Sequential Exploratory Research Applications

Used to explore phenomena, test emergent theories from qualitative studies, generalize qualitative findings, and develop/test instruments.

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Sequential Exploratory Strengths

Easy to implement, describe, and report findings; clear steps.

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Sequential Exploratory Weaknesses

Time-consuming, can be difficult to transition from qualitative to quantitative, and potentially linking qualitative analysis to subsequent data collection might not always be simple

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Concurrent Triangulation

A research design where quantitative and qualitative data are collected and analyzed concurrently (at the same time), with integration during interpretation.

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Concurrent Triangulation Applications

Used to develop a deeper understanding of a topic, cross-validate findings, or corroborate results.

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Concurrent Triangulation Strengths

Provides well-validated findings; faster data collection than sequential designs.

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Concurrent Triangulation Weaknesses

Requires more expertise to perform both methods simultaneously; potential difficulties comparing different data types and resolving discrepancies.

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Concise Research Question

A research question that is narrow and specific, focusing on a particular aspect of a larger topic.

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Complex Research Question

A research question that explores multiple facets of a topic, considering various factors and relationships.

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Arguable Research Question

A research question that is debatable, prompting discussion and potential disagreement.

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General Research Objective

A broad statement outlining the overall aim of the research study.

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Specific Research Objectives

Detailed questions that break down the general objective into smaller, measurable parts.

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Quantitative Research Questions

Research questions that focus on measurable data and statistical analysis.

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Qualitative Research Objectives

Statements outlining the goals of qualitative research, which explores experiences, perspectives, and meanings.

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Variables in Research Questions

The elements that are being investigated or measured in a research question.

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Research Paradigm

A visual representation of the variables and relationships in a quantitative research study. It helps organize the study and clarify the relationships between concepts.

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Research Simulacrum

A representation of the study's concepts, used in qualitative research when specific variables are difficult to identify. It can be presented in both visual (graphical) and written (narrative) formats.

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Qualitative Research - Simulacrum

A textual description of the study's concepts and their interactions. It's used in qualitative research to understand the complexities of a phenomenon without focusing on specific variables.

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Graphical Simulacrum

A visual representation of the concepts and their relationships in a qualitative research study. It's a visual way to explain complex interactions within the study.

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Quantitative Research - Paradigm

A diagram showing the relationship between variables in a quantitative study. Includes independent and dependent variables, along with any mediating or moderating variables.

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Hypotheses

Testable predictions about the relationship between variables in quantitative research. They are formulated based on existing knowledge and theories.

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Assumptions

Statements about the truth of certain aspects of the study, used in qualitative research. They are based on prior knowledge and experience rather than specific variables.

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Neo LMS

A learning management system (LMS) designed to facilitate online learning and streamline course administration.

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Study Notes

Data Collection Methods

  • Data collection is the process of gathering information for use in different fields, including business, strategic planning, and research.

Quantitative Data Collection Methods

  • Interview method: Researchers directly interact with respondents/participants to gather data through questions. This method ensures a high response rate and high-quality data.
  • Questionnaire method: Researchers distribute questionnaires (either in person or via email) and collect responses. This method saves time and resources as it can be given to many participants.
  • Registration method: Data collection is based on existing laws, policies, and regulations. Lists are updated regularly.
  • Experimental method: Used to establish cause-and-effect relationships.

Sample

  • A sample is a smaller group selected from a larger group (population).

Reasons for Using a Sample

  • Samples are studied more quickly and are less expensive than studying the entire population.
  • Studying the entire population in many cases is impossible.

Sampling Methods

  • Probability Sampling: Every member of the population has an equal chance of being chosen for the sample.
    • Random Sampling: Every individual has an equal chance of being selected. It's like a lottery.
    • Systematic Sampling: Choose elements from the population at regular intervals (e.g., every 10th person).
    • Stratified Sampling: Divide the population into categories, and a proportional sample is taken from each category.
    • Cluster Sampling: The population is broken into groups (clusters), and a random selection of clusters is chosen; all individuals in those clusters are sampled.
  • Non-probability Sampling: The researcher uses personal judgment to select the sample.
    • Convenience Sampling: The researcher chooses a sample based on ease of access.
    • Quota Sampling: The researcher sets quotas for different subgroups within the population to ensure the sample reflects the population.
    • Purposive Sampling: Researchers choose samples based on specific criteria.
    • Snowball Sampling: Participants of the sample refer other potential participants.
    • Multi-stage Sampling: A combination of different sampling techniques.

Mixed Methods Research

This research involves collecting, analyzing, and integrating quantitative and qualitative data, aiming for a more comprehensive understanding than either method alone.

  • Advantages of mixed methods:

    • Overcomes weaknesses of quantitative and qualitative research approaches.
    • Provides a more balanced, comprehensive understanding.
  • Disadvantages of mixed methods

    • Can be complicated
    • Takes extra time and resources.
    • It may be unclear how to resolve disagreements that arise.
  • Types of Mixed Methods Research Designs:

    • Sequential Explanatory Design (quantitative, followed by qualitative). Used to help explain or interpret quantitative findings.
    • Sequential Exploratory Design (qualitative, followed by quantitative). Used to explore a phenomenon and expand on qualitative findings, test emerging theories.
    • Concurrent Triangulation Design: Collecting and analyzing data concurrently, with balanced attention to both quantitative and qualitative data to validate results.
    • Concurrent Nested Design: One method is predominant and the other is nested in it, addressing a different question or level of detail.

Formulating Research Questions

  • Clear and focused questions are critical for a research study.
    • Clear research questions clearly state the topic, avoiding ambiguity.
    • Focused research questions narrow in on specific aspects of the topic.

Writing the Significance of the Study

  • Explain the value and importance of the study.
  • Connect the research to gaps in existing knowledge or existing problems.
  • Explain reasons why the research is significant.

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