beijing advanced innovation center for future education -ag凯发旗舰厅

ag凯发旗舰厅
title

dataset description

to facilitate the studies on modelling the learners and understanding on their learning process, we report the slp (smart leaarning partner) dataset, that has collected learners' demographic information, cognitive intelligence information, family and school information. moreover, by leveraging on an online learning platform, the dataset also aggregated the regularly captured academic performance data of learners during their three-year study on eight different subjects, including chinese, mathematics, english, physics, chemistry, biology, history and geography.

the dataset is free to use. for more information, please see section "column headings" below.

if this dataset is helpful for you, please cite our work:

yu lu, yang pian, ziding shen, penghe chen, xiaoqing li, “slp: a multi-dimensional and consecutive dataset from k-12 education,” in proceedings of the 29th international conference on computers in education conference (icce'2021), vol. 1. asia-pacific society for computers in education, 2021, pp. 261–266. [pdf]

bibtex (.bib):
@inproceedings{lu2021slp,
title = {{slp}: a multi-dimensional and consecutive dataset from {k-12} education},
author = {lu, yu and pian, yang and shen, ziding and chen, penghe and li, xiaoqing},
booktitle = {proceedings of the 29th international conference on computers in education conference},
volume = {1},
pages = {261--266},
year = {2021},
organization={asia-pacific society for computers in education}
}

column headings

column headings of table learner's personal info

no. field name description
1 student_id the unique identification number of student
2 student_gender the gender of student
3 school_id the unique identification number of student’s school
4 class_id the unique identification number of student’s class

column headings of table school info

no. field name description
1 school_id the unique identification number of student
2 school_type the type of school, typically including regular junior secondary school, combined secondary school, nine-year school, and secondary school for minority
3 dist_to_downtown the distance from school to the region’s downtown
4 rate_higher_education the proportion of the teachers with a bachelor degree or above
5 rate_master_degree_or_above the proportion of the teachers with a master degree or above

column headings of table online academic performance (including unit-test and term-test)

no. field name description
1 student_id the unique identification number of student
2 subject_abbr the abbreviation of subject
3 exam_id the unique identification number of test
4 question_id the unique identification number of question
5 concept the concept(s) associated with the question
6 score the student’s score on the question
7 full_score the full score of the question
8 time_access the system access time of the student

column headings of table family info

no. field name description
1 student_id the unique identification number of student
2 age_father the age of student’s father
3 age_mother the age of student’s mother
4 edubg _father father’s education background
5 edubg _mother mother’s education background
6 affiliation_father the employer’s type typically including public sector, state-owned enterprise, collective enterprise, private enterprise, foreign-funded enterprise, etc.
7 affiliation_mother the employer’s type typically including public sector, state-owned enterprise, collective enterprise, private enterprise, foreign-funded enterprise, etc.
8 family_income the annual income of the student’s family
9 is_only_child whether the student is the only child of the family
10 live_on_campus whether the student lives on campus or not
11 gathering_frequency_father how often the student gathering with his/her father
12 gathering_frequency_mother how often the student gathering with his/her mother
13 family_traveling_times how many times the student went traveling with the family last year

column headings of table learner's cognitive intelligence result

no. field name description
1 student_id the unique identification number of student
2 psy_score the student’s cognitive intelligence score
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