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Questions and Answers
In a two-group experimental design, what is the primary purpose of the control group?
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?
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?
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?
In the example of the effectiveness of organic and inorganic fertilizer on tomato growth, what is the dependent variable?
Which experimental design compares groups that are exposed to the same independent variable, but at different levels?
Which experimental design compares groups that are exposed to the same independent variable, but at different levels?
What is the main characteristic of a parallel group design?
What is the main characteristic of a parallel group design?
In the example of dishwashing liquid with or without water dilution, which design is being utilized?
In the example of dishwashing liquid with or without water dilution, which design is being utilized?
What is a key difference between a two-group design and a parallel group design?
What is a key difference between a two-group design and a parallel group design?
Which design would be most appropriate for studying the effect of different water temperatures on tilapia growth?
Which design would be most appropriate for studying the effect of different water temperatures on tilapia growth?
What is the primary difference between the Complete Randomized Design (CRD) and the Randomized Complete Block Design (RCBD)?
What is the primary difference between the Complete Randomized Design (CRD) and the Randomized Complete Block Design (RCBD)?
Which design would be most appropriate for investigating the relationship between the amount of supplemental feed given to tilapia and their final weight?
Which design would be most appropriate for investigating the relationship between the amount of supplemental feed given to tilapia and their final weight?
In a Pre-test Post-test group design, why is the control group isolated from experimental influence?
In a Pre-test Post-test group design, why is the control group isolated from experimental influence?
Which design is most likely used in a study comparing the effectiveness of two different brands of supplemental feed for increasing tilapia weight?
Which design is most likely used in a study comparing the effectiveness of two different brands of supplemental feed for increasing tilapia weight?
What's the primary purpose of randomization in research designs?
What's the primary purpose of randomization in research designs?
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?
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?
Which research design involves measuring the dependent variable before and after the introduction of the independent variable?
Which research design involves measuring the dependent variable before and after the introduction of the independent variable?
What does the principle of timeliness ensure about a research design?
What does the principle of timeliness ensure about a research design?
Which principle emphasizes the importance of obtaining results that can be applied to a wider population?
Which principle emphasizes the importance of obtaining results that can be applied to a wider population?
What is the primary function of a research design?
What is the primary function of a research design?
What is the principle of replication focused on?
What is the principle of replication focused on?
Which research design principle directly addresses the consistency and dependability of research results?
Which research design principle directly addresses the consistency and dependability of research results?
Which principle is associated with minimizing bias and ensuring the research findings are clear and specific?
Which principle is associated with minimizing bias and ensuring the research findings are clear and specific?
What is the primary concern of the principle of validity?
What is the primary concern of the principle of validity?
Which principle allows for refinement of a research design during the research process?
Which principle allows for refinement of a research design during the research process?
What is the primary advantage of probability sampling?
What is the primary advantage of probability sampling?
When is snowball sampling particularly useful?
When is snowball sampling particularly useful?
Which sampling technique involves dividing the population into subgroups and then randomly selecting samples from each subgroup?
Which sampling technique involves dividing the population into subgroups and then randomly selecting samples from each subgroup?
When would researchers choose to use cluster sampling?
When would researchers choose to use cluster sampling?
What is a key characteristic of multi-stage sampling?
What is a key characteristic of multi-stage sampling?
In which sampling method is the selection of elements based on a predetermined interval?
In which sampling method is the selection of elements based on a predetermined interval?
Which sampling technique is most likely to be used in a study of the effectiveness of a new medication for a rare disease?
Which sampling technique is most likely to be used in a study of the effectiveness of a new medication for a rare disease?
Which of the following scenarios would most likely require the use of multi-stage sampling?
Which of the following scenarios would most likely require the use of multi-stage sampling?
What is the most significant advantage of conducting a research study with a representative sample, rather than using the entire population?
What is the most significant advantage of conducting a research study with a representative sample, rather than using the entire population?
Which of the following is NOT a benefit of utilizing a well-designed research plan?
Which of the following is NOT a benefit of utilizing a well-designed research plan?
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%.
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%.
What factor plays the most significant role in selecting a sampling technique?
What factor plays the most significant role in selecting a sampling technique?
Why is it essential to ensure that a sample accurately represents the population being studied?
Why is it essential to ensure that a sample accurately represents the population being studied?
Which of the following is a potential disadvantage of using a sample size that is too small?
Which of the following is a potential disadvantage of using a sample size that is too small?
What is the purpose of calculating the 'margin of error' when determining the sample size?
What is the purpose of calculating the 'margin of error' when determining the sample size?
In the context of research design, what does the term 'sampling technique' refer to?
In the context of research design, what does the term 'sampling technique' refer to?
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?
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?
In which sampling technique does the researcher's judgment play a significant role in choosing participants?
In which sampling technique does the researcher's judgment play a significant role in choosing participants?
A researcher studying the impact of a new medication on patients with a rare genetic disorder would likely use which sampling technique?
A researcher studying the impact of a new medication on patients with a rare genetic disorder would likely use which sampling technique?
Which sampling technique is most likely to produce a biased sample because it relies on readily available individuals?
Which sampling technique is most likely to produce a biased sample because it relies on readily available individuals?
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?
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?
Which sampling technique would be least suitable for conducting a survey about public opinion on a new government policy?
Which sampling technique would be least suitable for conducting a survey about public opinion on a new government policy?
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?
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?
Which of the following is a characteristic of non-probability sampling?
Which of the following is a characteristic of non-probability sampling?
Flashcards
Research Design
Research Design
A framework for planning and conducting a study effectively.
Sampling
Sampling
A method to obtain a representative portion of a population.
Population
Population
The entire group of individuals from which a sample is taken.
Sample Size Formula
Sample Size Formula
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Margin of Error
Margin of Error
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Representative Sample
Representative Sample
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Cost Efficiency of Sampling
Cost Efficiency of Sampling
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Cross-Sectional Sampling
Cross-Sectional Sampling
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Principle of Flexibility
Principle of Flexibility
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Principle of Timeliness
Principle of Timeliness
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Principle of Replication
Principle of Replication
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Principle of Objectivity
Principle of Objectivity
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Principle of Generalizability
Principle of Generalizability
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Principle of Reliability
Principle of Reliability
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Principle of Validity
Principle of Validity
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Experimental Research
Experimental Research
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Single Group Design (SGD)
Single Group Design (SGD)
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Two-Group Design
Two-Group Design
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Two-Pair Group Design
Two-Pair Group Design
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Parallel Group Design
Parallel Group Design
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Control Group
Control Group
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Experimental Group
Experimental Group
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Quantitative Research Methods
Quantitative Research Methods
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Non-Probability Sampling
Non-Probability Sampling
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Bias in Non-Probability Sampling
Bias in Non-Probability Sampling
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Convenience Sampling
Convenience Sampling
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Quota Sampling
Quota Sampling
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Purposive Sampling
Purposive Sampling
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Snowball Sampling
Snowball Sampling
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Subjective Sampling
Subjective Sampling
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Representativeness in Sampling
Representativeness in Sampling
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Referral Sampling
Referral Sampling
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Probability Sampling
Probability Sampling
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Simple Random Sampling
Simple Random Sampling
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Systematic Sampling
Systematic Sampling
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Stratified Sampling
Stratified Sampling
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Stratified Random Sampling
Stratified Random Sampling
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Cluster Sampling
Cluster Sampling
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Multi-Stage Sampling
Multi-Stage Sampling
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Complete Randomized Design (CRD)
Complete Randomized Design (CRD)
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Supplemental Feed Levels
Supplemental Feed Levels
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Randomized Complete Block Design (RCBD)
Randomized Complete Block Design (RCBD)
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Correlational Design
Correlational Design
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Pre-test Post-test Group Design
Pre-test Post-test Group Design
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Treatment
Treatment
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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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