Experimental Design Quiz
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Questions and Answers

In a two-group experimental design, what is the primary purpose of the control group?

  • To demonstrate the importance of the independent variable.
  • To provide a baseline for comparison with the experimental group. (correct)
  • To ensure that the experimental group is not contaminated.
  • To test the effectiveness of the control variable.
  • In a single-group design (SGD), what is the independent variable in the example of fish meal as a supplement for mud crabs?

  • The size of the fishpond.
  • The yield of mud crabs (kg).
  • The time period of the experiment.
  • The type of fish meal used (T1, T2, T3). (correct)
  • Which experimental design uses two control groups and two experimental groups?

  • Single Group Design (SGD)
  • Parallel group design
  • Two-group design
  • Two-pair group design (correct)
  • In the example of the effectiveness of organic and inorganic fertilizer on tomato growth, what is the dependent variable?

    <p>The number of tomato fruits. (C)</p> Signup and view all the answers

    Which experimental design compares groups that are exposed to the same independent variable, but at different levels?

    <p>Single group design (A)</p> Signup and view all the answers

    What is the main characteristic of a parallel group design?

    <p>Isolation of a single variable as the independent variable. (D)</p> Signup and view all the answers

    In the example of dishwashing liquid with or without water dilution, which design is being utilized?

    <p>Two-pair group design (C)</p> Signup and view all the answers

    What is a key difference between a two-group design and a parallel group design?

    <p>The number of levels of the independent variable. (C)</p> Signup and view all the answers

    Which design would be most appropriate for studying the effect of different water temperatures on tilapia growth?

    <p>Complete Randomized Design (CRD) (A)</p> Signup and view all the answers

    What is the primary difference between the Complete Randomized Design (CRD) and the Randomized Complete Block Design (RCBD)?

    <p>The RCBD uses a control group while the CRD does not. (C)</p> Signup and view all the answers

    Which design would be most appropriate for investigating the relationship between the amount of supplemental feed given to tilapia and their final weight?

    <p>Correlational Design (B)</p> Signup and view all the answers

    In a Pre-test Post-test group design, why is the control group isolated from experimental influence?

    <p>To prevent the control group from being exposed to the independent variable. (B)</p> Signup and view all the answers

    Which design is most likely used in a study comparing the effectiveness of two different brands of supplemental feed for increasing tilapia weight?

    <p>Pre-test Post-test group design (B)</p> Signup and view all the answers

    What's the primary purpose of randomization in research designs?

    <p>To ensure any differences observed between groups are due to the independent variable. (C)</p> Signup and view all the answers

    Which design would be most suitable for determining the relationship between the length and weight of tilapia after they are fed a specific type of supplemental feed?

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

    Which research design involves measuring the dependent variable before and after the introduction of the independent variable?

    <p>Pre-test Post-test group design (C)</p> Signup and view all the answers

    What does the principle of timeliness ensure about a research design?

    <p>All tasks and procedures can be completed within the allocated time frame. (A)</p> Signup and view all the answers

    Which principle emphasizes the importance of obtaining results that can be applied to a wider population?

    <p>Principle of Generalizability (C)</p> Signup and view all the answers

    What is the primary function of a research design?

    <p>To provide a structured framework for conducting the research. (A)</p> Signup and view all the answers

    What is the principle of replication focused on?

    <p>Testing the design in different contexts and theorizing findings. (C)</p> Signup and view all the answers

    Which research design principle directly addresses the consistency and dependability of research results?

    <p>Principle of Reliability (B)</p> Signup and view all the answers

    Which principle is associated with minimizing bias and ensuring the research findings are clear and specific?

    <p>Principle of Objectivity (D)</p> Signup and view all the answers

    What is the primary concern of the principle of validity?

    <p>Determining the accuracy and correctness of conclusions. (D)</p> Signup and view all the answers

    Which principle allows for refinement of a research design during the research process?

    <p>Principle of Flexibility (A)</p> Signup and view all the answers

    What is the primary advantage of probability sampling?

    <p>It ensures that every element of the population has an equal chance of being selected. (A)</p> Signup and view all the answers

    When is snowball sampling particularly useful?

    <p>When the target population is hard to reach or identify. (C)</p> Signup and view all the answers

    Which sampling technique involves dividing the population into subgroups and then randomly selecting samples from each subgroup?

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

    When would researchers choose to use cluster sampling?

    <p>When the population is geographically dispersed and difficult to access directly. (B)</p> Signup and view all the answers

    What is a key characteristic of multi-stage sampling?

    <p>It combines two or more probability sampling techniques. (B)</p> Signup and view all the answers

    In which sampling method is the selection of elements based on a predetermined interval?

    <p>Systematic sampling (A)</p> Signup and view all the answers

    Which sampling technique is most likely to be used in a study of the effectiveness of a new medication for a rare disease?

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

    Which of the following scenarios would most likely require the use of multi-stage sampling?

    <p>A study of the impact of a new fertilizer on crop yield across different regions. (D)</p> Signup and view all the answers

    What is the most significant advantage of conducting a research study with a representative sample, rather than using the entire population?

    <p>It ensures that the results accurately reflect the characteristics of the entire population. (B)</p> Signup and view all the answers

    Which of the following is NOT a benefit of utilizing a well-designed research plan?

    <p>It allows researchers to explore unexpected findings, which can lead to new research directions. (D)</p> Signup and view all the answers

    Determine the appropriate sample size for a survey about oil price hikes in a community of 10,000 residents, if the desired margin of error is 5%.

    <p>384 (A)</p> Signup and view all the answers

    What factor plays the most significant role in selecting a sampling technique?

    <p>The size of the population being studied. (C)</p> Signup and view all the answers

    Why is it essential to ensure that a sample accurately represents the population being studied?

    <p>To ensure that the research findings can be generalized to the entire population. (A)</p> Signup and view all the answers

    Which of the following is a potential disadvantage of using a sample size that is too small?

    <p>It may lead to inaccurate and misleading results. (D)</p> Signup and view all the answers

    What is the purpose of calculating the 'margin of error' when determining the sample size?

    <p>To estimate the potential variability in the research findings. (D)</p> Signup and view all the answers

    In the context of research design, what does the term 'sampling technique' refer to?

    <p>The methods used to select a representative sample from a population. (D)</p> Signup and view all the answers

    Which sampling technique is most appropriate when the researcher wants to ensure that various subgroups within the population are represented in the sample, but randomization is not used?

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

    In which sampling technique does the researcher's judgment play a significant role in choosing participants?

    <p>Purposive Sampling (A)</p> Signup and view all the answers

    A researcher studying the impact of a new medication on patients with a rare genetic disorder would likely use which sampling technique?

    <p>Snowball Sampling (A)</p> Signup and view all the answers

    Which sampling technique is most likely to produce a biased sample because it relies on readily available individuals?

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

    If a researcher wants to study the effectiveness of a new type of exercise program on weight loss, and they want to ensure that their sample includes individuals with different fitness levels, which sampling technique would be most appropriate?

    <p>Quota Sampling (A)</p> Signup and view all the answers

    Which sampling technique would be least suitable for conducting a survey about public opinion on a new government policy?

    <p>Purposive Sampling (B)</p> Signup and view all the answers

    In the given context, the guidance counselor using a sample of 100 students out of 2000 to determine the average weekly allowance is an example of which sampling technique?

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

    Which of the following is a characteristic of non-probability sampling?

    <p>The selection process is subjective and prone to bias. (A)</p> Signup and view all the answers

    Flashcards

    Research Design

    A framework for planning and conducting a study effectively.

    Sampling

    A method to obtain a representative portion of a population.

    Population

    The entire group of individuals from which a sample is taken.

    Sample Size Formula

    n = N / (1 + N * e), used to determine sample size.

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    Margin of Error

    The range of values within which the true population parameter lies.

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    Representative Sample

    A sample that accurately reflects the characteristics of the population.

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    Cost Efficiency of Sampling

    Sampling saves time, money, and effort when gathering data.

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    Cross-Sectional Sampling

    A technique where a sample is drawn from different sections of the population.

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    Principle of Flexibility

    Allows for adjustments to be made during the research process.

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    Principle of Timeliness

    Completing research tasks within a set timeframe is essential.

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    Principle of Replication

    Research designs can be repeated by others to confirm findings.

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    Principle of Objectivity

    Design should produce specific and clear findings, avoiding bias.

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    Principle of Generalizability

    Findings should be applicable to a larger population beyond the sample studied.

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    Principle of Reliability

    The consistency of results when the same methods are applied to the same sample.

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    Principle of Validity

    Ensures research conclusions are sound and integrity is maintained throughout the study.

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    Experimental Research

    A scientific study using two sets of variables to measure differences.

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    Single Group Design (SGD)

    Uses one group treated at multiple levels without a control group.

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    Two-Group Design

    Involves an experimental and a control group for comparison.

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    Two-Pair Group Design

    An extension of two-group design with two control and two experimental groups.

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    Parallel Group Design

    Uses two or more groups simultaneously with only one variable manipulated.

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    Control Group

    The group that does not receive the experimental treatment.

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    Experimental Group

    The group that receives the treatment being tested.

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    Quantitative Research Methods

    Research methods involving numerical data and statistical analysis.

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    Non-Probability Sampling

    A sampling technique where sample members are chosen based on the researcher’s judgment, not randomly.

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    Bias in Non-Probability Sampling

    Results from non-probability sampling may be biased as not every population member has a chance to be included.

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    Convenience Sampling

    A non-probability sampling method where samples are selected based on ease of access.

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    Quota Sampling

    A method that selects samples to maintain the proportion of subgroups in the population.

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    Purposive Sampling

    Researchers select samples based on their knowledge of who is fit to participate in the study.

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    Snowball Sampling

    A technique where existing study subjects recruit future subjects from among their acquaintances.

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    Subjective Sampling

    Another name for non-probability sampling emphasizing the researcher’s discretion in selection.

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    Representativeness in Sampling

    The degree to which a sample reflects the characteristics of the entire population.

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    Referral Sampling

    A technique used to gather a sample by asking current subjects for similar subject referrals.

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    Probability Sampling

    A sampling method where each member of the population has an equal chance of selection.

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    Simple Random Sampling

    A sampling method where every possible sample of the same size is equally likely to be chosen.

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    Systematic Sampling

    A sampling method where elements are selected at regular intervals like every nth member.

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    Stratified Sampling

    A method that divides the population into strata and samples from each to ensure representation.

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    Stratified Random Sampling

    Sampling from each stratum to ensure that the sample reflects the population distributions.

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    Cluster Sampling

    A technique where the population is divided into clusters and samples are taken from specific clusters.

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    Multi-Stage Sampling

    A sampling technique combining two or more sampling methods for broader population coverage.

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    Complete Randomized Design (CRD)

    A study design where subjects are randomly assigned to treatments without a control group.

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    Supplemental Feed Levels

    Different amounts of feed provided to test their effect on yield.

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    Randomized Complete Block Design (RCBD)

    A design using groups (blocks) of subjects to control for variability, with treatments and a control group.

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    Correlational Design

    A design to study the relationship between two dependent variables influenced by an independent variable.

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    Pre-test Post-test Group Design

    A design involving both an experimental and control group, measuring results before and after treatment.

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    Treatment

    The specific condition or intervention applied in an experiment to observe effects.

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    Study Notes

    Experimental Research Design Types

    • Experimental research is a scientific study using two variable sets. One set is constant, used to measure differences in the second.
    • Quantitative research methods are often experimental.

    Single Group Design (SGD)

    • SGD uses no control group, a single treatment with multiple levels.
    • An example is the effect of fish meal as a supplement feed for mud crab.

    Two-Group Design

    • Two comparable groups are used, either experimental and control groups, or both are experimental.
    • An example is the effectiveness of using organic and inorganic fertilizer in growing tomatoes.

    Two-Pair Group Design

    • An elaboration of the two-group design.
    • It involves two control groups and two experimental groups.
    • An example is the acceptability of dishwashing liquid with or without water dilution.

    Parallel Group Design

    • Uses two or more groups simultaneously, with a single variable (control group) manipulated.
    • The experimental group varies while the control group remains constant.
    • An example is the acceptability of canned commercial liver spread, milkfish bone meal spread, and tilapia bone meal spread.

    Complete Randomized Design (CRD)

    • A group of test plants or animals is studied once, then successive treatments are applied.
    • There's no control group.
    • Randomization procedures are applied.
    • An example is the yield of tilapia using different levels of supplemental feeds.

    Randomized Complete Block Design (RCBD)

    • Uses groups of plants and/or animals as subjects.
    • Subsequent treatments are applied once and replicated to determine the cause of change.
    • There's a control group.
    • Randomization procedures are used.
    • An example is the effectiveness of supplemental field in growing tilapia.

    Correlational Design

    • Used to identify the relationship between two dependent variables.
    • These variables are manipulated by an independent variable.
    • An example is the correlation of weight and length of cultured tilapia, using Brand X and Brand Y supplemental feeds.

    Pre-test Post-test Group Design

    • Experimental and control groups are carefully selected using randomization procedures.
    • Both groups receive a pre-test, followed by application of the treatment to the experimental group, and finally, a post-test.
    • The control group isn't exposed to the treatment.
    • An example is the effectiveness of the Problem-Based Learning approach in teaching research.

    Principles of Research Design

    • Flexibility: The design can be improved during the research process.
    • Timeliness: Tasks and procedures should be completed within the allotted timeframe.
    • Replication: The design can be used by other researchers.
    • Objectivity: The design must be developed in a way that the results are specific, clear, and free from chance.
    • **Generalizability:**Findings can be applied broadly to a larger population.
    • Reliability: Results are consistent when the same tools are used on the same samples.
    • Validity: Conclusions are accurate and thorough.

    Importance of Research Design

    • Formulating a research design allows researchers to make informed decisions at every step.
    • The design assists in identifying the key tasks involved.
    • The design makes the research process more effective and interesting.
    • It allows the researcher to frame objectives for the research work.
    • It assists in completing all tasks efficiently, even with limited resources.

    Population Vs. Sample

    • Sampling is getting a representative portion of a larger population.
    • Population is the total of objects, people, families, etc. within a certain criteria
    • Sampling is suitable when the population is too large, and the available resources (7Ms – manpower, money, materials, machinery, methods, moment, and marketing) are limited.

    Sampling Techniques Advantages

    • Benefits include
      • Time efficiency
      • Cost-effectiveness
      • Increased accuracy
      • More comprehensive data collection

    Sampling Techniques Disadvantages

    • Disadvantages include
      • Required detailed subcategory prep
      • Potential for misleading results due to improper design/execution.

    Slovin's Formula

    • Formula used to determine sample size:
    • n = N / (1 + Ne2)
    • n = sample size
    • N = population size
    • e = margin of error

    Non-Probability Sampling

    • Members of the sample are selected based on the researcher's judgment and discretion.
      • Each population unit does not have an equal chance to participate.
    • Includes convenience, quota, purposive, and snowball sampling methods.

    Probability Sampling

    • Each population member has an equal chance of being selected.
    • Important for having a complete list of population members.
      • Simple random, systematic, stratified, cluster, and multi-stage sampling methods.

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    Research Design Types PDF

    Description

    Test your understanding of various experimental designs with this quiz. Explore concepts such as control groups, independent and dependent variables, and different types of design including single-group, parallel, and randomized designs. Perfect for students of research methodology!

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