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Table 1 Summary of variables for classification tree analysis

From: Exploring language needs of college transfer students with learning analytics: towards a more equitable experience

Variable name

Variable type

Actual Range

Mean score

Risk

(Derived from the language course grade)

Binary

1-At-risk Performance

0-Satisfactory Performance

Effort

(No. of credits taken when taking the language course)

Discrete Number

6–25.5

19.09

CreditforGr

(No. of credits needed to complete for graduation)

Discrete number

61–96

68.71

CuGPA

(Current GPA for the semester taking the language course)

Scale

0.63–3.71

2.80

DSE

(English Public Exam Score)

Scale

0–5

2.15

CovGPA

(Graduating GPA from the sub-degree program)

Scale

0.458–1

0.83

Type of institution

(affiliated with the research site or not)

Binary

1-Yes

0-No

Type of sub-degree

(Higher diploma or associate degree)

Category

1-Higher diploma

2-Associate degree