Educational data mining (EDM) is a research method that uses data mining techniques to analyze large sets of educational data in order to extract useful information, patterns, and trends that can be used to improve teaching and learning processes. This research approach is particularly helpful in understanding the complexities of educational systems and identifying areas that require improvement.

Educational data mining can provide valuable insights into various aspects of education, such as student performance, learning patterns, and the effectiveness of teaching methods. It can help identify at-risk students, provide personalized learning experiences, and support the development of effective educational policies and interventions.

However, it is important to note that educational data mining has its limitations. Some of the things that EDM cannot tell us include:

Individual Student Experiences: EDM is primarily focused on analyzing large datasets, which makes it difficult to provide insights into the unique experiences and challenges faced by individual students.

Ethical Considerations: The use of educational data mining raises ethical concerns regarding the privacy and security of student data. Researchers must be cautious in ensuring that the data they collect and analyze is done so in a responsible and ethical manner.

Interpretation of Results: The interpretation of data mining results can be subjective, and researchers may draw different conclusions based on their perspectives and biases.

Causal Relationships: EDM is primarily focused on identifying correlations between variables, but it cannot definitively establish causal relationships.

Despite these limitations, educational data mining has proven to be a valuable tool for researchers and educators in understanding complex educational systems and identifying areas for improvement.

References

https://www.researchgate.net/publication/335805027_A_Study_of_Educational_Data_Mining_Evidence_from_a_Thai_University

https://www.researchgate.net/post/What-are-good-research-topics-in-educational-data-mining

https://cgscholar.com/community/community_profiles/assessment-for-learning/community _updates /64336

https://towardsdatascience.com/potential-issues-of-the-research-with-educational-data-mining-8d77d999ba40

https://slejournal.springeropen.com/articles/10.1186/s40561-022-00192-z

https://researchleap.com/benefits-of-educational-data-mining/