Correlational Research
Correlational research is a widespread type of non-experimental research in which an investigator measures two variables—either continuous or categorical—and evaluates the statistical relationship (correlation) between them. Crucially, the researcher does this with little to no effort to control extraneous variables or manipulate an independent variable. It is often chosen when a relationship is not believed to be causal, or when exploring causal relationships where manipulating the independent variable is impossible, impractical, or unethical. By utilizing this strategy, researchers can achieve two fundamental scientific goals: describing the strength and direction of the relationship between the variables, and predicting scores on one variable based on the other using a statistical technique called regression.
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References
Clinical Psychology Eighth Edition
OpenStax Psychology (2nd ed.) Textbook
OpenStax Psychology (2nd ed.) Textbook
OpenStax Psychology (2nd ed.) Textbook
KPU Research Methods in Psychology - 4th American Edition
KPU Research Methods in Psychology - 4th American Edition
KPU Research Methods in Psychology - 4th American Edition
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Empirical Science
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OpenStax Psychology (2nd ed.) Textbook
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Research Methods in Psychology - 4th American Edition @ KPU
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Cross-Sectional vs. Longitudinal Approaches
Experimental Method
Mixed Designs
Strengths and Weaknesses of Research Methods
Quantitative Methods
Using qualitative research methods to improve clinical care in pediatric psychology
Qualitative Methods
Observation in Psychology
Correlational Research
Basic research vs. applied research
Single-Subject Research
Experimental Research
Longitudinal Research
Cross-Sectional Research
Correlational Research
Survey
Limitations of Self-Report in Psychological Inquiry
Reliability of Research Tools
Validity of Research Tools
Ruth W. Howard
A researcher wants to determine if a new mindfulness meditation program causes a reduction in symptoms of anxiety. Which of the following research designs would provide the strongest evidence to support this causal claim?
A team of researchers wants to determine if a new type of cognitive training program directly causes an improvement in problem-solving skills in adults. To definitively establish this cause-and-effect link, which of the following research methods is most appropriate?
Case Study
Observational Research
Research Methods in Developmental Psychology
Archival Research
Conditions for Non-Experimental Research
Correlational Research
Longitudinal Research
Cross-Sectional Research
Example of Non-Experimental Research: Traffic Fatalities
Example of Non-Experimental Research: Intersection Observation
Complementary Use of Experimental and Non-Experimental Research
Observational Research
Quasi-Experimental Research
Comparison of Internal Validity Across Research Designs
Applications of Surveys
What is the defining characteristic of non-experimental research?
A study that measures the naturally occurring levels of social media use and self-esteem in a group of high school students to see how they are related is an example of non-experimental research.
Match the core characteristics of non-experimental research with the descriptions that best explain their role in a psychological study.
A researcher conducts a study on the relationship between students' natural sleep patterns and their academic performance by tracking them for a semester. Arrange the following steps in the logical order required to analyze this methodology and determine its scientific boundaries.
A researcher is tasked with designing a study to investigate how the frequency of naturally occurring social interactions in the workplace relates to the overall job satisfaction of employees. Since the researcher cannot ethically or practically assign employees to have more or fewer friends at work, which of the following research plans best constructs a valid non-experimental design for this investigation?
A psychologist is evaluating the most ethical way to study how surviving a natural disaster affects long-term personality. Because the researcher cannot ethically expose participants to such trauma, they must conclude that the most appropriate methodology is _____, even though this design cannot provide definitive evidence that the disaster caused the personality changes.
Non-experimental research methodologies are characterized by the lack of _____ of an independent variable.
Imagine you are a psychology researcher interested in studying the relationship between early childhood illness experiences and the development of hypochondriasis in adulthood. Explain how you would design this study using a non-experimental approach and explain why an experimental approach cannot be used in this situation.
Based on the principles of non-experimental research, analyze Dr. Smith's conclusion. What specific type of non-experimental research did she conduct, what defines it as non-experimental, and why is her press conference statement problematic?
A fellow psychology student argues that because non-experimental research cannot provide strong evidence that changes in an independent variable cause differences in a dependent variable, it is nonscientific and less important than experimental research. Evaluate this claim based on the goals of science and the practical constraints of psychological research.
Which of the following best explains why researchers generally cannot draw causal conclusions from non-experimental research?
A psychology student is reviewing different research proposals. Apply your understanding of experimental versus non-experimental research to match each proposed research question with the correct methodology and rationale.
A psychologist tightly controls the temperature, lighting, and noise levels of a laboratory while observing the natural association between adults' baseline stress levels and their memory recall. Because the researcher successfully controlled these environmental factors, this methodology is classified as an experimental design rather than non-experimental research.
Learn After
Correlational Research Techniques
Comparison of Correlational and Experimental Research in Establishing Causation
Correlation Coefficient
The Fundamental Limitation of Correlational Research: Inability to Establish Causation
Illusory Correlation: Perceiving Nonexistent Relationships
A researcher conducts a study and finds that cities with a higher number of parks per capita also have a lower rate of reported respiratory illnesses. The researcher concludes that the presence of parks causes a decrease in respiratory illness. What is the primary flaw in this conclusion based on the research method described?
A researcher conducts a large-scale survey and finds a strong positive relationship between the amount of time people spend watching news coverage of disasters and their reported levels of anxiety. Based only on this finding, which of the following is the most valid conclusion?
Example of Correlational Research: Self-Esteem and School Achievement
Using Correlation to Establish Measurement Reliability and Validity
Example of Correlational Research: Cannabis Use and Memory
Misconception About Variables in Correlational Research
Predictive Value of Correlation
Data Collection in Correlational Research
Complex Correlational Research
Dichotomizing Skewed Variables
Factor Analysis
Line Graphs in Correlational Research
Scatterplots
Usefulness of Correlational Research
Establishing Causality via Experiments
Confounding Variable
External Validity of Correlational Research
Correlational Research as Converging Evidence
Example of Correlational Research: Need for Cognition and Occupation
Example of Distinguishing Correlational and Experimental Research
Directionality Problem
Third-Variable Problem
Which of the following best describes the primary approach of correlational research?
Match each core component of correlational research with the scenario that best illustrates its role or function in a psychological study.
A researcher is investigating the relationship between 'exposure to parental conflict' and 'childhood emotional regulation.' Because it is unethical to intentionally increase conflict in a family to observe its effects on children, the researcher should apply a correlational research design to measure these variables as they naturally occur.
A researcher discovers a strong correlation between 'daily exercise' and 'mental wellbeing.' Arrange the following steps in the logical sequence of a correlational analysis, moving from the initial description of the relationship to a critical evaluation of its limits and its final application for prediction.
In correlational research, researchers can utilize a statistical technique called regression to predict scores on one variable based on the scores of another variable.
Which of the following statements best explains why a researcher would choose a correlational research design instead of an experimental design?
A researcher wants to study the potential relationship between prenatal alcohol exposure and cognitive development in children. Because it would be unethical to intentionally require pregnant participants to consume alcohol, the researcher cannot manipulate an independent variable. Given this ethical constraint, the most appropriate design is a/an _____ research design, which allows measurement of both variables and prediction of outcomes without experimental manipulation.
A researcher is designing studies on human behavior. Match each study description to the correlational research principle it best illustrates.
A student reads a published study that measured participants' daily screen time and their self-reported life satisfaction scores in a naturalistic setting. The researchers computed a correlation coefficient but never assigned participants to any screen-time condition, nor did they hold constant any outside factors. Analyzing these features, the student correctly classifies the study as non-experimental because the researchers made little to no effort to control _____ variables—the same characteristic that prevents the authors from concluding that screen time causes changes in life satisfaction.
A research team is deciding whether to use a correlational design to study the relationship between childhood poverty and adult educational attainment. Order the following evaluative criteria from the first consideration the team should address to the final justified conclusion about design choice.
Define correlational research and identify its key characteristics regarding variable manipulation and the control of extraneous variables. In addition, state the two primary scientific goals that this research strategy allows investigators to achieve, and name the specific statistical technique used to make predictions from one variable to another.
Explain why the psychologist chose a correlational research design instead of an experimental design for this study. In your explanation, identify the nature of the variables in this scenario and explain how this design helps achieve the goals of description and prediction.
A researcher wants to study the relationship between the number of hours college students work at part-time jobs and their overall GPA. Apply the principles of correlational research to explain how the researcher should collect data on these variables, and specify the statistical technique they should use to predict a student's GPA from their work hours.