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Table 3 Exploratory factor analysis and Cronbach’s alpha values for both forms of the ten factors of the smart classroom survey

From: Development and validation of the smart classroom inventory

Factors and Items

A a

P b

Factor1: Physical design (PD), Actual α = 0.61, Preferred α = 0.84

I have adequate workspace for putting textbooks, tablet PCs and other resources.

0.54

0.76

I can easily read the content on the screen in any lighting conditions.

0.73

0.74

In the classroom I can see the teacher’s instruction and the classmate’s presentation all together.

0.75

0.72

The classroom is quiet; I can hear what the teacher and other students say clearly.

0.45

0.74

Factor2: Flexibility (FL), Actual α = 0.62, Preferred α = 0.57

The classroom is climate controlled with localized temperature and humidity controls.

0.70

0.44

The classroom can be a theater, a group working place or other scenes for different learning purposes.

0.59

0.62

I can only access into school using my authentication.

0.69

0.53

Factor3: Technology usage (TU), Actual α = 0.85, Preferred α = 0.84

I deal with my assignments using computer or other digital devices.

0.82

0.81

I submit my assignments to teachers using computer or other digital devices.

0.76

0.76

I obtain the information related to learning with computers or other digital devices.

0.80

0.56

I use the computer to read lesson notes prepared by the teacher.

0.79

0.52

Factor4: Learning data (LD), Actual α = 0.75, Preferred α = 0.62

My parents can acquire my learning status in school from some apps or digital communication platforms easily.

0.71

0.69

I can find out my learning history such as my homework, and discussions using computers or other digital devices.

0.68

0.60

I have my own learning e-portfolio.

0.61

0.58

Factor5: Differentiation (DI), Actual α = 0.80, Preferred α = 0.85

I have the possibilities to learn at my own pace in my class.

0.67

0.63

I have the possibilities to choose the learning tasks to be completed in my class.

0.70

0.79

I have the possibilities to choose the different materials for learning in my class.

0.69

0.80

I have the possibilities to choose the different assessment for learning in my class.

0.62

0.67

Factor6: Investigation (IN), Actual α = 0.85, Preferred α = 0.90

I have the possibilities to carry out investigations to test my ideas in my class.

0.66

0.74

I am asked to provide evidence that supports my views in my class.

0.66

0.75

I have the possibilities to carry out investigations to answer questions coming from teachers or discussions in my class.

0.77

0.79

I have the possibilities to find out answers to questions by doing investigations in my class.

0.75

0.78

I have the possibilities to design my own ways of investigating problems in my class.

0.65

0.76

Factor7: Cooperation (CO), Actual α = 0.77, Preferred α = 0.82

I have the possibilities to cooperate with other students when doing assignment work in my class.

0.68

0.65

I have the possibilities to cooperate with somebody outside the classroom through Internet when doing assignment work in my class.

0.66

0.66

I have the possibilities to discuss with virtual partners when doing assignments in the classroom.

0.47

0.56

I have the possibilities to share my data and resources with other students when doing assignments in my class.

0.59

0.61

Factor8: Students cohesiveness (SC), Actual α = 0.77, Preferred α = 0.84

I make friends among students in the class.

0.76

0.71

I am friendly to members of the class.

0.83

0.79

I help other class members.

0.74

0.75

Factor9: Equity (EQ), Actual α = 0.82, Preferred α = 0.80

The teacher takes a personal interest in me.

0.84

0.84

The teacher considers my feelings.

0.79

0.81

I am treated in the same way as other students in this class.

0.70

0.51

Factor10: Learning experience (LE), Actual α = 0.74, Preferred α = 0.79

I am motivated by the multi-media learning contents.

0.76

0.81

The devices and software are easy to use.

0.70

0.70

The devices and software help me to get hands-on experience with the learning objects or learning context.

0.69

0.61

  1. Note. A: Actual form, P: Preferred form. Actual form total variance explained: 65.21%, overall alpha: 0.92. Preferred form total variance explained: 71.30%, overall alpha: 0.94.