first-order correlation
A researcher calculates the first-order correlation between two variables while controlling for a third.
Noun: A first-order correlation is a specific type of statistical relationship between two variables. It is a partial correlation where the influence of only one other variable is mathematically removed or held constant. This allows you to examine the direct association between the two primary variables, controlling for the effect of a single third variable.
This term is used primarily in statistics, data analysis, and research methodology to describe a controlled analysis of variable relationships. - It is used to clarify whether a relationship between two variables is direct or might be influenced by a third factor. - The "first-order" specifically indicates that one variable's effect is being controlled.
- In a research paper: "The first-order correlation between study time and exam scores, controlling for prior knowledge, was still significant."
- In data analysis: "After calculating the first-order correlation (holding age constant), the link between income and happiness diminished."
- In methodology: "We reported both the simple correlation and the first-order correlation to show the effect of the control variable."
- Higher-Order Correlations: A first-order correlation contrasts with second-order or higher-order partial correlations, where the effects of two or more variables are removed.
- Interpretation: A change between a simple correlation and a first-order correlation can suggest the controlled variable is a confounding factor.
- Partial Correlation (n): The general statistical technique of measuring the association between two variables while controlling for one or more other variables. A first-order correlation is a type of partial correlation.
- Zero-order Correlation (n): The simple correlation between two variables with no controls. This is often compared with a first-order correlation.
- First-order partial correlation: A more explicit, full synonym.
- Partial correlation (controlling for one variable): A descriptive synonym.
- "Holding constant": The conceptual action performed in a first-order correlation (e.g., "holding IQ constant").
- "Controlling for": The methodological phrase (e.g., "the correlation controlling for age").
- Spurious relationship: A situation that a first-order correlation analysis might help identify, where an apparent relationship between two variables is actually caused by a third.
A researcher calculates the first-order correlation between two variables while controlling for a third.
- a partial correlation in which the effects of only one variable are removed (held constant)