Podcast
Questions and Answers
Which sampling procedure relies on participants to point out or suggest additional informants that may be interested in participating in the study?
Which sampling procedure relies on participants to point out or suggest additional informants that may be interested in participating in the study?
- Convenience sampling
- Snowball sampling (correct)
- Judgmental sampling
- Purposive sampling
Which of the following sampling techniques is best suited to ensure that the sample is representative of the larger population from which the sample is drawn?
Which of the following sampling techniques is best suited to ensure that the sample is representative of the larger population from which the sample is drawn?
- Profile sampling
- Snowball sampling
- Convenience sampling
- Quota sampling (correct)
Which of the following choices is NOT a non-probability sampling procedure?
Which of the following choices is NOT a non-probability sampling procedure?
- Quota sampling
- Snowball sampling
- Simple random sampling (correct)
- Purposive sampling
Which non-probability sampling technique is best for ensuring representation of the American population?
Which non-probability sampling technique is best for ensuring representation of the American population?
What is the method in which every member of the target population has an equal chance of being selected?
What is the method in which every member of the target population has an equal chance of being selected?
Random selection of participants is generally a key component in which of the following types of sampling methods?
Random selection of participants is generally a key component in which of the following types of sampling methods?
What is the purpose of operationalization in research?
What is the purpose of operationalization in research?
A researcher stands outside an entrance to the mall and asks various individuals to participate in a study to understand public perceptions about fear of crime. Which of the following sampling techniques is identified in this example?
A researcher stands outside an entrance to the mall and asks various individuals to participate in a study to understand public perceptions about fear of crime. Which of the following sampling techniques is identified in this example?
Which level of measurement represents the highest level of precision?
Which level of measurement represents the highest level of precision?
What is the best example of the Ratio level of measurement when considering the variable 'AGE'?
What is the best example of the Ratio level of measurement when considering the variable 'AGE'?
What type of experimental design ensures that neither the researchers nor the participants know who is in the experimental or control group?
What type of experimental design ensures that neither the researchers nor the participants know who is in the experimental or control group?
Which statement is true regarding internal validity?
Which statement is true regarding internal validity?
What threat to validity arises from not using randomization in sampling?
What threat to validity arises from not using randomization in sampling?
Which issue is likely to occur when subjects realize which group they belong to during an experiment?
Which issue is likely to occur when subjects realize which group they belong to during an experiment?
Which concept describes a potential drop in crime rates that may coincide with quarantine measures?
Which concept describes a potential drop in crime rates that may coincide with quarantine measures?
Which term best describes the consistency of findings in research?
Which term best describes the consistency of findings in research?
What factor is essential to ensure that observed relationships between variables are not influenced by other factors?
What factor is essential to ensure that observed relationships between variables are not influenced by other factors?
What does a significant problem of internal invalidity impact in terms of research findings?
What does a significant problem of internal invalidity impact in terms of research findings?
Which choice is necessary to clarify the causal relationship between the number of police officers and the crime rate?
Which choice is necessary to clarify the causal relationship between the number of police officers and the crime rate?
Which choice indicates a negative relationship between two variables?
Which choice indicates a negative relationship between two variables?
Which method of designing research involves making observations to test a theory?
Which method of designing research involves making observations to test a theory?
Which choice is NOT mutually exclusive with regards to race/ethnicity?
Which choice is NOT mutually exclusive with regards to race/ethnicity?
Which choice is mutually exhaustive with regards to race/ethnicity?
Which choice is mutually exhaustive with regards to race/ethnicity?
What problem can arise from changes made to the questionnaire during data collection?
What problem can arise from changes made to the questionnaire during data collection?
Which option represents a case where an increase in one variable leads to an increase in another?
Which option represents a case where an increase in one variable leads to an increase in another?
Which term best describes a research method focused on individual cases?
Which term best describes a research method focused on individual cases?
What does internal validity refer to in research?
What does internal validity refer to in research?
Which of the following is a common threat to internal validity?
Which of the following is a common threat to internal validity?
How can researchers enhance internal validity in their studies?
How can researchers enhance internal validity in their studies?
Which level of measurement uses categories that can be ranked in a meaningful order?
Which level of measurement uses categories that can be ranked in a meaningful order?
Which level of measurement provides the highest level of precision with a true zero point?
Which level of measurement provides the highest level of precision with a true zero point?
Which level of measurement involves the use of numbers where the intervals are meaningful but there is no true zero?
Which level of measurement involves the use of numbers where the intervals are meaningful but there is no true zero?
Which level of measurement categorizes data but does not allow for any ranking or order?
Which level of measurement categorizes data but does not allow for any ranking or order?
Which level of measurement allows for qualitative analysis through ordered categories?
Which level of measurement allows for qualitative analysis through ordered categories?
which of the following levels of measurement is indicated by the following attributes?
which of the following levels of measurement is indicated by the following attributes?
What is the primary focus of empirical research?
What is the primary focus of empirical research?
Which choice represents a longitudinal research design?
Which choice represents a longitudinal research design?
What is essential for generalizing experimental findings to the larger population?
What is essential for generalizing experimental findings to the larger population?
The variable SEX/GENDER (Male/Female) is classified as which level of measurement?
The variable SEX/GENDER (Male/Female) is classified as which level of measurement?
Which of the following is NOT a type of research design?
Which of the following is NOT a type of research design?
Which is true regarding the measurement level of 'AGE' when considering its Ratio level?
Which is true regarding the measurement level of 'AGE' when considering its Ratio level?
Flashcards
Double-blind experiment
Double-blind experiment
An experimental design where neither the researchers nor the participants know who is in the control or experimental group.
Internal validity problem
Internal validity problem
The inability to generalize research findings to the larger population.
Selection bias
Selection bias
A threat to internal validity that occurs when the sample is not representative of the population. For example, if a researcher wants to study the effects of exercise on weight loss but only recruits people from a gym, the results may not be generalizable to the population as a whole.
Demoralization
Demoralization
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Statistical regression
Statistical regression
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Reliability
Reliability
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Absence of spuriousness
Absence of spuriousness
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Correlation
Correlation
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Snowball sampling
Snowball sampling
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Quota sampling
Quota sampling
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Sampling
Sampling
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Probability Sampling
Probability Sampling
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Convenience sampling
Convenience sampling
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Dual Causation
Dual Causation
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Negative Relationship
Negative Relationship
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Deductive Research
Deductive Research
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Mutually Exclusive Categories
Mutually Exclusive Categories
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Mutually Exhaustive Categories
Mutually Exhaustive Categories
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Instrumentation Threats
Instrumentation Threats
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Idiographic Research
Idiographic Research
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Nomothetic Research
Nomothetic Research
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Systematic Sampling
Systematic Sampling
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Operationalization
Operationalization
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Ratio Level of Measurement
Ratio Level of Measurement
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Sample Frame
Sample Frame
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What is internal validity?
What is internal validity?
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What are threats to internal validity?
What are threats to internal validity?
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What is selection bias?
What is selection bias?
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What is history threat?
What is history threat?
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What is maturation threat?
What is maturation threat?
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Ratio measurement
Ratio measurement
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Nominal measurement
Nominal measurement
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Ordinal measurement
Ordinal measurement
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Interval measurement
Interval measurement
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Empirical Research
Empirical Research
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Empirical Evidence
Empirical Evidence
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Empirical Observation
Empirical Observation
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Empirical Approach
Empirical Approach
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Empirical Methods
Empirical Methods
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Longitudinal Research Design
Longitudinal Research Design
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Random Selection
Random Selection
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Generalizability
Generalizability
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Experimental Research
Experimental Research
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Study Notes
Experimental Designs
- A design in which researchers manipulate a variable to determine its effect on another variable
- Involves at least one experimental group and one control group
- Participants are randomly assigned to either group
- The control group does not receive the treatment, while the experimental group does
Non-Experimental Designs
- Research designs that do not involve manipulation of variables
- Used to describe relationships or differences between variables
- Cannot establish cause-and-effect relationships
- Types include correlational studies, surveys, and case studies
Sampling Techniques
- Probability sampling: Every member of the population has a known chance of being selected for the sample
- Simple random sampling: Each member of the population has an equal likelihood of being selected
- Systematic sampling: Every nth member of the population is selected
- Stratified sampling: The population is divided into subgroups (strata), and random samples are taken from each stratum
- Cluster sampling: The population is divided into clusters, and random samples of clusters are selected
- Non-probability sampling: Members of the population do not have a known chance of being selected for the sample
- Convenience sampling: Participants are selected based on their availability and accessibility
- Quota sampling: A sample is created that reflects the characteristics of the population in terms of proportions.
- Purposive sampling: Participants are selected based on specific characteristics or criteria
- Snowball sampling: Participants are recruited based on referrals from existing participants in the study
Internal Validity
- The extent to which a study or experiment measures what it is intended to measure
- Factors that can affect internal validity include extraneous variables and confounding variables, which are not part of the study's design, but can influence the results
- Ways to minimize threats to internal validity include random assignment of participants to groups, use of control groups, and appropriate data collection methods
External Validity
- The extent to which the findings of a study or experiment can be generalized to other populations or settings
- Factors affecting external validity include sample representativeness, experimental setting, and the characteristics of the participants.
- Threats to external validity can include artificiality of the experimental setting, sample characteristics, non-random sampling techniques, and other selection biases
Sampling Bias
- The tendency for a sample to differ from the population from which it was drawn in its characteristics or opinions
- Sampling bias can be caused by various factors, and it can lead to results that are not generalizable to the larger population
- Can include nonresponse bias and selection bias
Types of Research Questions
- Descriptive: Describe characteristics of a group
- Comparative: Compare characteristics of two or more groups
- Relational: Examine the relationship between two or more variables
- Causal: Determine if a relationship is causal; one variable causes a change in another variable.
Experimental Design Types
- Solomon four-group design: A control group and an experimental group are tested. A second control group and experimental group are tested only at the end.
Validity Threats in Research (Internal Validity)
- History: External events unrelated to the study's independent variable may affect the dependent variable
- Maturation: Changes in the participants' characteristics over time may affect the dependent variable
- Testing: The act of testing participants multiple times may influence their responses at later testing points
- Instrumentation: Changes in the measurement tools over the course of the study
- Mortality: Loss of participants from the study over time
- Statistical regression: A tendency for extreme scores to move closer to the mean during a retest (or comparison with other measures)
External Validity Threats
- Selection bias: The participants selected for the study are not representative of the population of interest
- Interaction of selection and maturation: The combination of selection bias and maturation may affect the results
Reliability
- The consistency and repeatability of a measure
- If a study produces the same results under similar conditions this shows high reliability. Conversely, low reliability means inconsistent results. Different factors influence reliability and can affect validity.
Rival Explanations
- Alternative explanations for observed relationships
- Can be eliminated through rigorous research design.
Additional Information
- Experimental designs are crucial for isolating cause-and-effect relationships by manipulating variables in controlled environments.
- Descriptive and comparative studies describe phenomena or compare groups but do not establish causal links.
- Causal studies aim to determine if a change in one variable causes a change in another.
- Threats to internal validity hinder the ability to isolate cause-and-effect, and external validity questions the generalizability of findings.
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Description
Explore various sampling techniques used in research through this informative quiz. Questions cover both probability and non-probability methods, helping to understand their applications and implications in effective research design. Test your knowledge on operationalization and methods ensuring representative samples.