Example Case of Causal Analysis
Here are some examples of causal analysis that you can refer to:
- A causal investigation of how social media affects mental health. This study can investigate how various aspects of social media use—such as frequency, length, content, or platform—affect users’ mental health outcomes—such as stress, anxiety, depression, or self-esteem. It can do this by using experimental, quasi-experimental, or correlational approaches. It can also investigate how other factors, such as personality, social support, or coping mechanisms, mediate or moderate the situation.
- A causal examination of the variables affecting consumer loyalty and satisfaction. The investigation of how various aspects (such as product quality, service quality, price, or brand image) affect customer satisfaction and loyalty can be done through case studies or correlational approaches in this study. It can also look at how a company’s business success and profitability are affected by customer happiness and loyalty.
- A causal analysis of the causes and effects of climate change. This study can use case studies or correlational methods to analyze how human activities (such as greenhouse gas emissions, deforestation, or urbanization) contribute to global warming and the environmental changes (such as rising sea levels, melting glaciers, or extreme weather events) that result from it. It can also assess the impact of climate change on the social and economic aspects of human life, such as health, food security, or migration.
How to perform Causal Analysis?
Causal analysis is a powerful technique that can help you understand why something happens and how to prevent or improve it, in other words, it helps us understand the relationships between different events or variables. Causal analysis can offer insightful information when doing research, fixing issues, or making judgments.
In this article, we’ll break down the concept of causal analysis, step by step, catering to beginners who are new to this intriguing field.
Table of Content
- What is Causal Analysis?
- How to Perform Causal Analysis?
- Steps to Perform Casual Analysis
- What are the Benefits of Causal Analysis?
- Example Case of Causal Analysis
- Example 1: Causal Analysis with a Synthetic Dataset
- Example 2: Propensity Score Matching
- Example3: using CasualPY(Public)
- Tips for Performing Causal Analysis