From 556cf796233890793e5e130b0921499be181e1d9 Mon Sep 17 00:00:00 2001 From: Chad Coleman Date: Thu, 22 Sep 2016 09:50:26 -0400 Subject: [PATCH 1/2] Update README.md Problem Statement --- README.md | 16 ++++++++++++---- 1 file changed, 12 insertions(+), 4 deletions(-) diff --git a/README.md b/README.md index 5c4c0c3..cd07a10 100644 --- a/README.md +++ b/README.md @@ -7,10 +7,18 @@ Please fork this repository to your own account, either directly edit the README Your statements should include: * The problem you are addressing -* The eductional goal that you plan to address -* Your objectives for the project + +How can we use existing student data in combination with student interaction data to assess, measure, and predict performance on state mandated assessment examinations? + +* The educational goal that you plan to address & objectives for the project + +I would like to use machine learned methods on existing student interaction data to first extract knowledge component data, and then use these KC values in order to predict their performance on a future knowledge skill assessment. Predictive modeling will be accomplished by aggregating this KC level data with student demographics and past achievement on previous exams. + * Your priorities for the project + +Obtain a dataset, analyze and clean the dataset, generate the KC features, aggregate KC features with student data, build model using ML, score and evaluate model, back test model performance and evaluate student success performance. + * What you plan to measure to achieve your educational goal and address your problem - * **Including an fake data set** -Good luck! +Student performance on Latent knowledge components within interaction data and compare this to the students’ performance on overall skill assessment. + From e4f132c3b0e9cd25ac73b451aee533ad5cc956f5 Mon Sep 17 00:00:00 2001 From: Chad Coleman Date: Thu, 22 Sep 2016 10:13:01 -0400 Subject: [PATCH 2/2] Add files via upload --- StudentDemographic.csv | 6 ++++++ StudentExamScores.csv | 6 ++++++ StudentKCPerformance.csv | 7 +++++++ 3 files changed, 19 insertions(+) create mode 100644 StudentDemographic.csv create mode 100644 StudentExamScores.csv create mode 100644 StudentKCPerformance.csv diff --git a/StudentDemographic.csv b/StudentDemographic.csv new file mode 100644 index 0000000..267e3bf --- /dev/null +++ b/StudentDemographic.csv @@ -0,0 +1,6 @@ +Student ID,Age,Gender,Class #,Teacher #,Total number Absense within school year,Homework Completed +1,12,M,4,5,0,30 +2,13,F,2,1,0,28 +3,12,F,2,1,3,20 +4,11,M,3,3,12,11 +5,12,F,1,1,15,24 diff --git a/StudentExamScores.csv b/StudentExamScores.csv new file mode 100644 index 0000000..22ddbc9 --- /dev/null +++ b/StudentExamScores.csv @@ -0,0 +1,6 @@ +Student ID,Number of Questions Missed,Questions Missed,Overall Examination Score,Standardized Examination Score (z-score normalization) +1,4,"4,2,7,10",78,-1.6 +2,3,"6,3,1",83,1.1 +3,1,8,92,2.3 +4,1,8,92,-0.3 +5,0,NULL,100,3.3 diff --git a/StudentKCPerformance.csv b/StudentKCPerformance.csv new file mode 100644 index 0000000..903d7fa --- /dev/null +++ b/StudentKCPerformance.csv @@ -0,0 +1,7 @@ +Student ID,Qustion 1 Attempt3,Question 1 Time Stamp,Qustion 2 Attempt3,Question 2 Time Stamp,Qustion 3 Attempt3,Question 3 Time Stamp,Qustion 4 Attempt3,Question 4 Time Stamp +1,1,9/22/16 1:10 PM,2,9/22/16 1:10 PM,2,9/22/16 1:10 PM,1,9/22/16 1:10 PM +2,1,9/22/16 2:10 PM,1,9/22/16 2:10 PM,1,9/22/16 2:10 PM,2,9/22/16 2:10 PM +3,4,9/22/16 3:10 PM,3,9/22/16 3:10 PM,0,9/22/16 3:10 PM,0,9/22/16 3:10 PM +4,3,9/22/16 4:10 PM,2,9/22/16 4:10 PM,3,9/22/16 4:10 PM,2,9/22/16 4:10 PM +5,1,9/22/16 5:10 PM,1,9/22/16 5:10 PM,3,9/22/16 5:10 PM,1,9/22/16 5:10 PM +,,,,,,,,