What are the advantages of correlation?

  • What is Correlational Research?
  • Example
  • Types Correlational Research
    • 1. Positive Correlation
    • 2. Negative Correlation
    • 3. No Correlation
  • Advantages and Disadvantages of Correlational Research
    • Advantages:
    • Disadvantages

The research in which the relationship between two sets of variables is examined to determine whether they are associated or correlated is called correlational research.

To understand the meaning of correlation research, at the beginning it is necessary to understand the meaning of variables. In psychology, variables are behaviors, events, or other characteristics that can change, or vary in some way.

For example, in a study to determine whether psychological understanding makes a difference in managerial behavior, the variables would be psychological understanding and managerial behavior. The former psychological understanding is called independent and later the managerial behavior is called the dependent variable.

The correlation between two variables is shown through the correlation coefficient where the value is measured between -1 and +1. When the correlation coefficient is close to +1 then there is a positive correlation between the two variables. When the value is close to -1, then there is a negative correlation between the two variables and when the value is close to zero there is no relationship between the two variables.

Example

Let us take an example to understand correlational research. Consider hypothetically, a researcher is studying a correlation between psychological understanding and managerial behavior. In this study, there are two variables psychological understanding and managerial behavior. Let us say managerial behavior has a positive correlation with psychological understanding. This means the managers who have psychological understanding are likely to have good managerial behavior.

Types Correlational Research

Essentially, there are three types of correlational research:

1. Positive Correlation

A positive correlation between two variables is when an increase in one variable leads to an increase in the other variable and a decrease in one variable will see a decrease in another variable. For example, the amount of money a person might have positively correlated with the number of cars she/he has.

2. Negative Correlation

A negative correlation is quite literally the opposite of a positive correlation. This means, if there is an increase in one variable, the second variable will show a decrease and vice versa. For example, as more employees are laid off, satisfaction among remaining employees decreases.

3. No Correlation

No correlation means two variables are not correlated to each other. This means a change in one variable may not necessarily see a change in the other variable. For example, being a millionaire and happiness are not correlated. This means an increase in money does not lead to happiness.

Advantages and Disadvantages of Correlational Research

Advantages:

  • Correlational research allows researchers to collect much more data than experiments.
  • It opens up a great deal of further research to other scholars.
  • It allows researchers to determine the strength and direction of a relationship so that later studies can be narrow the findings down and if possible determine causation experimentally.

Disadvantages

  • Correlation research only uncovers a relationship, it can not provide a conclusive reason for why there is a relationship.
  • A correlative finding does not reveal which variable influences the other. For example, finding that wealth correlates highly with education, does not explain whether having wealth leads to more education or whether education leads to more wealth.

Importance and use of correlational research

Elizabeth A Curtis et al. Nurse Res. 2016 Jul.

Abstract

Background: The importance of correlational research has been reported in the literature yet few research texts discuss design in any detail.

Aim: To discuss important issues and considerations in correlational research, and suggest ways to avert potential problems during the preparation and application of the design.

Discussion: This article targets the gap identified in the literature regarding correlational research design. Specifically, it discusses the importance and purpose of correlational research, its application, analysis and interpretation with contextualisations to nursing and health research.

Conclusion: Findings from correlational research can be used to determine prevalence and relationships among variables, and to forecast events from current data and knowledge. In spite of its many uses, prudence is required when using the methodology and analysing data. To assist researchers in reducing mistakes, important issues are singled out for discussion and several options put forward for analysing data.

Implications for practice: Correlational research is widely used and this paper should be particularly useful for novice nurse researchers. Furthermore, findings generated from correlational research can be used, for example, to inform decision-making, and to improve or initiate health-related activities or change.

Keywords: correlation; correlational research; data analysis; measurement tools; nurses; nursing research; quantitative; variables.

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What is correlation advantages and disadvantages?

Correlational Study Advantages and Disadvantages.

What are the advantages of correlation research?

Conclusion: Findings from correlational research can be used to determine prevalence and relationships among variables, and to forecast events from current data and knowledge.

What is the main advantage of an experiment over a correlational study?

Controlled experiments establish causality, whereas correlational studies only show associations between variables. In an experimental design, you manipulate an independent variable and measure its effect on a dependent variable. Other variables are controlled so they can't impact the results.