Modeling and Predicting Critical Thinking Skills of University Students Using Data Analytics Tool

Mohamad SOUBRA; Ö.Özgür TANRIÖVER; Alp Oral ORHUN

Makale detayları

Modeling and Predicting Critical Thinking Skills of University Students Using Data Analytics Tool

Yazarlar:

Mohamad SOUBRA | Ö.Özgür TANRIÖVER | Alp Oral ORHUN

Yayıncı:

Gazi University

Dergi:

Journal of Information Technologies 2017 Vol.10 Issue 1, pp.89-0

Belge Tipi:

Makale

Yayın Tarihi:

1/2017

Belge Dili:

Türkçe

Document ID (Org No.):

2000902785

Sıklık:

Üç Aylık

eISSN:

2147-0715

pISSN:

1307-9697

Özet:

 

In order to model and predict scientific thinking skills of university students, scientific thinking test with psychological test and demographical information survey were administered to students. Results obtained from the test and survey was analyzed to make pattern analysis. During preprocessing, outliers and invalid data were eliminated. Clustering methods, PCA analysis, regression and decision tree models were used during analyzing stage. As data analytic tools KNIME toolkit and Weka knowledge flow is used for further analysis and model generation. Results are discussed.

Makale detayları

Modeling and Predicting Critical Thinking Skills of University Students Using Data Analytics Tool

Yazarlar: Mohamad SOUBRA | Ö.Özgür TANRIÖVER | Alp Oral ORHUN

Yayıncı: Gazi University

Dergi: Journal of Information Technologies 2017 Vol.10 Issue 1, pp.89-0

Belge Tipi: Makale

Yayın Tarihi: 1/2017

Belge Dili: Türkçe

Document ID (Org No.): 2000902785

Sıklık: Üç Aylık

eISSN: 2147-0715

pISSN: 1307-9697

Sayı

Yazarlar:

Mohamad SOUBRA | Ö.Özgür TANRIÖVER | Alp Oral ORHUN

Yayıncı:

Gazi University

Dergi:

Journal of Information Technologies 2017 Vol.10 Issue 1, pp.89-0

Belge Tipi:

Makale

Yayın Tarihi:

1/2017

Belge Dili:

Türkçe

Document ID (Org No.):

2000902785

Sıklık:

Üç Aylık

eISSN:

2147-0715

pISSN:

1307-9697