Correlational

Relating to or denoting a relationship or connection between two or more things, particularly in contexts where one variable may influence or predict another. Often used in research, statistics, and various scientific disciplines to analyze the relationships between variables without implying direct causation.

Correlational meaning with examples

• The correlational study revealed a significant link between physical exercise and improved mental health, indicating that individuals who engage in regular physical activity often report feeling happier and less anxious. However, further research is needed to determine if this relationship is causal or influenced by other factors.
• In her thesis, she explored the correlational effects of educational interventions on student performance. The findings suggested that schools employing interactive learning methods had higher student engagement and better academic results, though she cautioned against inferring direct causation without more longitudinal data.
• The researchers employed correlational analysis to investigate the relationship between social media usage and self-esteem among adolescents. The results indicated a moderate negative correlation, suggesting that increased social media engagement may coincide with lower self-esteem, yet further studies are necessary to unravel this complex interaction.
• Economists examined the correlational dynamics between unemployment rates and consumer spending. Their findings indicated an inverse relationship; as unemployment rises, consumer spending tends to decline, yet this correlation does not imply that higher unemployment directly causes reduced spending.