Table IV Use of data for analytics in...

Table IV

Use of data for analytics in the public education system

Retention factors	Intervention treatment	Extent of data use	Type of analysis
Academic performance data	Tutoring and academic enrichment^a,b,c,d	Extensive	Explanatory
	Summer enrichment programs^a	Extensive	Predictive
	Computer skills training^a	None	Non-empirical
	Mentoring^e,f	Extensive	Explanatory
	Counseling, advising, career planning, and academic planning^a,c,d,g,h	Extensive	Predictive
	College visits^a,c,f,h	Extensive	Explanatory
	Materials development and other^a	Minimal	Summary/non-empirical
	Educational field trips^a	Minimal	Summary/non-empirical
	Workshops^a,c,d,f,i	Minimal	Explanatory
	Job site visits and shadowing^a	Minimal	Explanatory
Educational attitudes data	Student family events^a,h,j	Minimal	Summary/non-empirical
	Student cultural events^a,h	Minimal	Summary/non-empirical
	Parent family events^h	Minimal	Explanatory
	Parent cultural events^h,k	Minimal	Explanatory
	Parent counseling/advising^h	None	Non-empirical
	Parent workshops^h,l	Extensive	Explanatory
School performance data	Enhancing the teacher’s qualification^a,j,m,n	Extensive	Explanatory

Retention factors	Intervention treatment	Extent of data use	Type of analysis
Academic performance data	Tutoring and academic enrichment^a,b,c,d	Extensive	Explanatory
	Summer enrichment programs^a	Extensive	Predictive
	Computer skills training^a	None	Non-empirical
	Mentoring^e,f	Extensive	Explanatory
	Counseling, advising, career planning, and academic planning^a,c,d,g,h	Extensive	Predictive
	College visits^a,c,f,h	Extensive	Explanatory
	Materials development and other^a	Minimal	Summary/non-empirical
	Educational field trips^a	Minimal	Summary/non-empirical
	Workshops^a,c,d,f,i	Minimal	Explanatory
	Job site visits and shadowing^a	Minimal	Explanatory
Educational attitudes data	Student family events^a,h,j	Minimal	Summary/non-empirical
	Student cultural events^a,h	Minimal	Summary/non-empirical
	Parent family events^h	Minimal	Explanatory
	Parent cultural events^h,k	Minimal	Explanatory
	Parent counseling/advising^h	None	Non-empirical
	Parent workshops^h,l	Extensive	Explanatory
School performance data	Enhancing the teacher’s qualification^a,j,m,n	Extensive	Explanatory

Notes: ^aLinderman and Baron-Donovan (2006); ^bForum for Youth Investment (2014); ^cWard et al. (2013); ^dYampolskaya et al. (2006); ^eMonk et al. (2014); ^fMthethwa-Sommers (2013); ^gCamizzi et al. (2009); ^hTillery (2013); ⁱWeiher et al. (2006); ^jCastillo et al. (2010); ^kGibson and Jefferson (2006); ^lDavis (2000); ^mMurray (2014); ⁿKim (2010)

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