Student and Course Profile
 
Data Engineer Course
 
Snapshot of the students exam grades
Categories: 1 - 'F', 2 - 'D', 3 - 'C' 4 - 'B' 5 - 'A'

Exam Items Student
SID001
Student
SID002
Student
SID003
Student
SID004
Student
SID...
Student
SID040
System Modeling 1 3 3 3 3 2
Concurrent Programming 1 3 3 3 3 2
Polymorphism 1 3 3 3 3 2
Dynamic Data Structures 1 3 3 3 3 2
Dynamic programming 1 3 3 3 3 2
Simulation 1 3 3 3 3 2
Computational models 3 3 3 3 3 2
Data abstraction and inheritance 3 3 3 3 3 2
Standard operations & algorithms 2 3 3 2 3 2
Standard data structures 2 3 3 2 3 2
Program implementation 2 3 3 2 4 2
Program specifications 2 3 3 3 3 2
Debugging and testing 2 3 3 3 4 2
Program analysis 2 3 3 3 3 3
Program design 2 3 3 3 4 3
Object-oriented program design 2 3 3 3 3 3



Abilities of Students and Difficulties of Items
 
 
Abilities of Students
 
Abilities of Students are estimated using Polytomous Rasch model applied to exam grades.
Lower numbers mean lower abilities, higher numbers mean higher abilities.

# Student Ability OutFit
1 SID001 -10.18 1.609
2 SID008 -7.580 0.430
3 SID031 -7.580 0.270
4 SID006 -6.581 0.236
5 SID028 -6.581 0.398
6 SID036 -6.109 0.282
7 SID022 -5.649 0.463
8 SID033 -4.741 0.277
9 SID015 -4.281 0.286
10 SID009 -3.808 0.269
11 SID026 -3.808 0.469
12 SID038 -3.808 9.747
13 SID014 -3.320 0.472
14 SID021 -3.320 0.215
15 SID025 -3.320 0.378
16 SID039 -2.816 0.570
17 SID040 -2.816 0.776
18 SID007 -2.292 0.482
19 SID004 -1.730 5.246
20 SID018 -1.730 0.315
21 SID019 -1.730 3.560
22 SID029 -1.730 0.315
23 SID030 -1.730 0.265
24 SID037 -1.730 0.315
25 SID010 -1.091 2.196
26 SID032 -1.091 0.528
27 SID034 -1.091 0.425
28 SID016 -0.304 0.405
29 SID020 -0.304 0.141
30 SID024 -0.304 0.141
31 SID002 0.682 0.071
32 SID003 0.682 0.071
33 SID017 1.639 1.369
34 SID013 2.384 0.230
35 SID005 2.989 0.657
36 SID027 2.989 0.221
37 SID012 3.517 0.683
38 SID023 4.455 0.316
39 SID035 5.314 0.379
40 SID011 6.120 0.211

Note: An OutFit value greater than 1.3 indicates an outlier.



Plot of new_abil by obs



Abilities of Students and Difficulties of Items
 
Difficulties of Exam Items
 
Difficulties of the exam items are estimated using Polytomous Rasch model applied to exam results.
 
Difficulties of exam items identify strengths and weakness of the exam:
- items with the lowest difficulties relate to student strengths;
- items with the higher difficulties relate to student weakness.

# Item Difficulty OutFit Status
1 System Modeling -3.142 3.037 Student Strength
2 Concurrent Programming -2.897 0.902 Student Strength
3 Polymorphism -2.653 0.866 Student Strength
4 Dynamic programming -1.674 0.647  
5 Dynamic Data Structures -1.674 0.455  
6 Simulation -1.186 1.335  
7 Computational models -0.707 0.912  
8 Data abstraction and inheritance -0.246 0.703  
9 Standard operations & algorithms -0.024 0.597  
10 Standard data structures 0.193 0.580  
11 Program implementation 1.406 0.501  
12 Program specifications 1.981 0.444  
13 Debugging and testing 1.981 0.577  
14 Program analysis 2.361 0.753 Student Weakness
15 Program design 2.551 5.564 Student Weakness
16 Object-oriented program design 3.731 1.127 Student Weakness

Note: An OutFit value greater than 1.3 indicates an outlier.



Plot of diff_adj by item_label



Plot of prob1_1 by ability



Plot of prob2_1 by ability



Plot of prob3_1 by ability



Plot of prob4_1 by ability



Plot of prob5_1 by ability



Plot of prob6_1 by ability



Plot of prob7_1 by ability



Plot of prob8_1 by ability



Plot of prob9_1 by ability



Plot of prob10_1 by ability



Plot of prob11_1 by ability



Plot of prob12_1 by ability



Plot of prob13_1 by ability



Plot of prob14_1 by ability



Plot of prob15_1 by ability



Plot of prob16_1 by ability



Success Profile for Student and Data Engineer Course
 
 
Relational Bayesian Networks were used to identify foundational items.
Graphs located here.

# Item Difficulty Grade
Category
Item Importance
1 System Modeling -3.142 4  
2 Concurrent Programming -2.897 4  
3 Polymorphism -2.653 4  
4 Dynamic Data Structures -1.674 3  
5 Dynamic programming -1.674 3  
6 Simulation -1.186 3  
7 Computational models -0.707 3  
8 Data abstraction and inheritance -0.246 3 Foundational
9 Standard operations & algorithms -0.024 3  
10 Standard data structures 0.193 3  
11 Program implementation 1.406 3 Foundational
12 Debugging and testing 1.981 3 Foundational
13 Program specifications 1.981 3  
14 Program analysis 2.361 3 Foundational
15 Program design 2.551 3  
16 Object-oriented program design 3.731 3  



Causal Relationships Among Items
 
Relational Bayesian Networks identify relations among different items.
 
 
To view Relational Bayesian Networks graphs, click on a Impacted Item in the table below.

Foundational Items Impacted Items
Concurrent Programming Debugging and testing
  Program implementation
  Standard operations & algorithms
Data abstraction and inheritance Dynamic Data Structures
  Concurrent Programming
  System Modeling
  Ability
Debugging and testing Object-oriented program design
  Computational models
  Simulation
  Dynamic programming
  Dynamic Data Structures
  Polymorphism
  Concurrent Programming
  System Modeling
  Ability
  Program design
  Program analysis
  Program specifications
  Standard data structures
  Data abstraction and inheritance
Dynamic Data Structures Debugging and testing
  Program implementation
  Standard operations & algorithms
Polymorphism Object-oriented program design
  Simulation
  Dynamic programming
  Program design
  Program analysis
  Program specifications
  Debugging and testing
  Program implementation
  Standard data structures
  Standard operations & algorithms
  Data abstraction and inheritance
Program analysis Object-oriented program design
  Computational models
  Simulation
  Dynamic programming
  Dynamic Data Structures
  Polymorphism
  System Modeling
  Ability
  Program design
Program implementation Object-oriented program design
  Computational models
  Dynamic Data Structures
  Polymorphism
  Concurrent Programming
  System Modeling
  Ability
  Program design
  Program analysis
  Program specifications
  Standard data structures
  Data abstraction and inheritance
Standard operations & algorithms Polymorphism
  Concurrent Programming
System Modeling Computational models
  Simulation
  Dynamic programming
  Program analysis
  Program specifications
  Debugging and testing
  Program implementation
  Standard data structures
  Standard operations & algorithms
  Data abstraction and inheritance



The SGPlot Procedure



Pie chart of fit



Pie chart of gender



Pie chart of age



Pie chart of family_status



Pie chart of major



Pie chart of study_schedule



Student and Data Engineer Course Profile
 
Student SID011
Ability 6.120

Item Grade
Category
Prob. Receiving
Grade Category 1
Prob. Receiving
Grade Category 2
Prob. Receiving
Grade Category 3
Prob. Receiving
Grade Category 4
Prob. Receiving
Grade Category 5
Most Likely
Grade
Category
Student
and Course
Profile
Status
Computational models 4 0.000 0.000 0.206 0.780 0.015 4 3 Strength
Concurrent Programming 4 0.000 0.000 0.025 0.835 0.140 4 4 Fit
Data abstraction and inheritance 4 0.000 0.000 0.293 0.699 0.008 4 3 Strength
Debugging and testing 3 0.000 0.000 0.795 0.205 0.000 3 3 Fit
Dynamic Data Structures 4 0.000 0.000 0.087 0.870 0.043 4 3 Strength
Dynamic programming 4 0.000 0.000 0.087 0.870 0.043 4 3 Strength
Object-oriented program design 3 0.000 0.001 0.956 0.043 0.000 3 3 Fit
Polymorphism 4 0.000 0.000 0.032 0.855 0.112 4 4 Fit
Program analysis 3 0.000 0.000 0.850 0.150 0.000 3 3 Fit
Program design 3 0.000 0.000 0.873 0.127 0.000 3 3 Fit
Program implementation 3 0.000 0.000 0.686 0.314 0.001 3 3 Fit
Program specifications 3 0.000 0.000 0.795 0.205 0.000 3 3 Fit
Simulation 4 0.000 0.000 0.137 0.838 0.025 4 3 Strength
Standard data structures 4 0.000 0.000 0.392 0.603 0.005 4 3 Strength
Standard operations & algorithms 4 0.000 0.000 0.341 0.653 0.006 4 3 Strength
System Modeling 4 0.000 0.000 0.019 0.808 0.173 4 4 Fit



Student and Data Engineer Course Profile
 
Student SID035
Ability 5.314

Item Grade
Category
Prob. Receiving
Grade Category 1
Prob. Receiving
Grade Category 2
Prob. Receiving
Grade Category 3
Prob. Receiving
Grade Category 4
Prob. Receiving
Grade Category 5
Most Likely
Grade
Category
Student
and Course
Profile
Status
Computational models 3 0.000 0.000 0.370 0.624 0.005 4 3 Fit
Concurrent Programming 4 0.000 0.000 0.058 0.876 0.065 4 4 Fit
Data abstraction and inheritance 4 0.000 0.000 0.483 0.514 0.003 4 3 Strength
Debugging and testing 3 0.000 0.000 0.897 0.103 0.000 3 3 Fit
Dynamic Data Structures 4 0.000 0.000 0.181 0.802 0.018 4 3 Strength
Dynamic programming 4 0.000 0.000 0.181 0.802 0.018 4 3 Strength
Object-oriented program design 3 0.000 0.003 0.978 0.019 0.000 3 3 Fit
Polymorphism 4 0.000 0.000 0.074 0.875 0.051 4 4 Fit
Program analysis 3 0.000 0.001 0.927 0.073 0.000 3 3 Fit
Program design 3 0.000 0.001 0.938 0.061 0.000 3 3 Fit
Program implementation 3 0.000 0.000 0.831 0.169 0.000 3 3 Fit
Program specifications 3 0.000 0.000 0.897 0.103 0.000 3 3 Fit
Simulation 4 0.000 0.000 0.266 0.724 0.010 4 3 Strength
Standard data structures 4 0.000 0.000 0.593 0.406 0.001 3 3 Fit
Standard operations & algorithms 3 0.000 0.000 0.539 0.459 0.002 3 3 Fit
System Modeling 4 0.000 0.000 0.045 0.872 0.083 4 4 Fit



Student and Data Engineer Course Profile
 
Student SID023
Ability 4.455

Item Grade
Category
Prob. Receiving
Grade Category 1
Prob. Receiving
Grade Category 2
Prob. Receiving
Grade Category 3
Prob. Receiving
Grade Category 4
Prob. Receiving
Grade Category 5
Most Likely
Grade
Category
Student
and Course
Profile
Status
Computational models 4 0.000 0.000 0.583 0.416 0.001 3 3 Fit
Concurrent Programming 4 0.000 0.000 0.132 0.841 0.027 4 4 Fit
Data abstraction and inheritance 3 0.000 0.000 0.689 0.310 0.001 3 3 Fit
Debugging and testing 3 0.000 0.001 0.953 0.046 0.000 3 3 Fit
Dynamic Data Structures 4 0.000 0.000 0.346 0.648 0.006 4 3 Strength
Dynamic programming 4 0.000 0.000 0.346 0.648 0.006 4 3 Strength
Object-oriented program design 3 0.000 0.007 0.985 0.008 0.000 3 3 Fit
Polymorphism 4 0.000 0.000 0.164 0.816 0.020 4 4 Fit
Program analysis 3 0.000 0.002 0.966 0.032 0.000 3 3 Fit
Program design 3 0.000 0.002 0.971 0.027 0.000 3 3 Fit
Program implementation 3 0.000 0.001 0.920 0.079 0.000 3 3 Fit
Program specifications 3 0.000 0.001 0.953 0.046 0.000 3 3 Fit
Simulation 3 0.000 0.000 0.463 0.534 0.003 4 3 Fit
Standard data structures 3 0.000 0.000 0.775 0.225 0.000 3 3 Fit
Standard operations & algorithms 3 0.000 0.000 0.735 0.265 0.000 3 3 Fit
System Modeling 4 0.000 0.000 0.106 0.860 0.035 4 4 Fit



Student and Data Engineer Course Profile
 
Student SID012
Ability 3.517

Item Grade
Category
Prob. Receiving
Grade Category 1
Prob. Receiving
Grade Category 2
Prob. Receiving
Grade Category 3
Prob. Receiving
Grade Category 4
Prob. Receiving
Grade Category 5
Most Likely
Grade
Category
Student
and Course
Profile
Status
Computational models 3 0.000 0.000 0.780 0.219 0.000 3 3 Fit
Concurrent Programming 4 0.000 0.000 0.282 0.709 0.009 4 4 Fit
Data abstraction and inheritance 3 0.000 0.000 0.849 0.151 0.000 3 3 Fit
Debugging and testing 3 0.000 0.003 0.978 0.019 0.000 3 3 Fit
Dynamic Data Structures 4 0.000 0.000 0.574 0.425 0.002 3 3 Fit
Dynamic programming 4 0.000 0.000 0.574 0.425 0.002 3 3 Fit
Object-oriented program design 3 0.000 0.017 0.979 0.003 0.000 3 3 Fit
Polymorphism 3 0.000 0.000 0.335 0.659 0.006 4 4 Opportunity
Program analysis 3 0.000 0.004 0.983 0.013 0.000 3 3 Fit
Program design 3 0.000 0.005 0.984 0.011 0.000 3 3 Fit
Program implementation 3 0.000 0.002 0.966 0.033 0.000 3 3 Fit
Program specifications 3 0.000 0.003 0.978 0.019 0.000 3 3 Fit
Simulation 4 0.000 0.000 0.687 0.312 0.001 3 3 Fit
Standard data structures 3 0.000 0.000 0.897 0.103 0.000 3 3 Fit
Standard operations & algorithms 3 0.000 0.000 0.875 0.124 0.000 3 3 Fit
System Modeling 3 0.000 0.000 0.235 0.753 0.012 4 4 Opportunity



Student and Data Engineer Course Profile
 
Student SID005
Ability 2.989

Item Grade
Category
Prob. Receiving
Grade Category 1
Prob. Receiving
Grade Category 2
Prob. Receiving
Grade Category 3
Prob. Receiving
Grade Category 4
Prob. Receiving
Grade Category 5
Most Likely
Grade
Category
Student
and Course
Profile
Status
Computational models 3 0.000 0.000 0.858 0.142 0.000 3 3 Fit
Concurrent Programming 4 0.000 0.000 0.402 0.594 0.004 4 4 Fit
Data abstraction and inheritance 3 0.000 0.001 0.905 0.095 0.000 3 3 Fit
Debugging and testing 3 0.000 0.005 0.984 0.011 0.000 3 3 Fit
Dynamic Data Structures 4 0.000 0.000 0.696 0.303 0.001 3 3 Fit
Dynamic programming 3 0.000 0.000 0.696 0.303 0.001 3 3 Fit
Object-oriented program design 3 0.000 0.029 0.969 0.002 0.000 3 3 Fit
Polymorphism 3 0.000 0.000 0.462 0.535 0.003 4 4 Opportunity
Program analysis 3 0.000 0.007 0.985 0.008 0.000 3 3 Fit
Program design 3 0.000 0.009 0.985 0.006 0.000 3 3 Fit
Program implementation 3 0.000 0.003 0.978 0.020 0.000 3 3 Fit
Program specifications 3 0.000 0.005 0.984 0.011 0.000 3 3 Fit
Simulation 4 0.000 0.000 0.789 0.211 0.000 3 3 Fit
Standard data structures 3 0.000 0.001 0.936 0.063 0.000 3 3 Fit
Standard operations & algorithms 3 0.000 0.001 0.922 0.077 0.000 3 3 Fit
System Modeling 3 0.000 0.000 0.344 0.650 0.006 4 4 Opportunity



Student and Data Engineer Course Profile
 
Student SID027
Ability 2.989

Item Grade
Category
Prob. Receiving
Grade Category 1
Prob. Receiving
Grade Category 2
Prob. Receiving
Grade Category 3
Prob. Receiving
Grade Category 4
Prob. Receiving
Grade Category 5
Most Likely
Grade
Category
Student
and Course
Profile
Status
Computational models 3 0.000 0.000 0.858 0.142 0.000 3 3 Fit
Concurrent Programming 4 0.000 0.000 0.402 0.594 0.004 4 4 Fit
Data abstraction and inheritance 3 0.000 0.001 0.905 0.095 0.000 3 3 Fit
Debugging and testing 3 0.000 0.005 0.984 0.011 0.000 3 3 Fit
Dynamic Data Structures 3 0.000 0.000 0.696 0.303 0.001 3 3 Fit
Dynamic programming 3 0.000 0.000 0.696 0.303 0.001 3 3 Fit
Object-oriented program design 3 0.000 0.029 0.969 0.002 0.000 3 3 Fit
Polymorphism 4 0.000 0.000 0.462 0.535 0.003 4 4 Fit
Program analysis 3 0.000 0.007 0.985 0.008 0.000 3 3 Fit
Program design 3 0.000 0.009 0.985 0.006 0.000 3 3 Fit
Program implementation 3 0.000 0.003 0.978 0.020 0.000 3 3 Fit
Program specifications 3 0.000 0.005 0.984 0.011 0.000 3 3 Fit
Simulation 3 0.000 0.000 0.789 0.211 0.000 3 3 Fit
Standard data structures 3 0.000 0.001 0.936 0.063 0.000 3 3 Fit
Standard operations & algorithms 3 0.000 0.001 0.922 0.077 0.000 3 3 Fit
System Modeling 4 0.000 0.000 0.344 0.650 0.006 4 4 Fit



Student and Data Engineer Course Profile
 
Student SID013
Ability 2.384

Item Grade
Category
Prob. Receiving
Grade Category 1
Prob. Receiving
Grade Category 2
Prob. Receiving
Grade Category 3
Prob. Receiving
Grade Category 4
Prob. Receiving
Grade Category 5
Most Likely
Grade
Category
Student
and Course
Profile
Status
Computational models 3 0.000 0.001 0.917 0.083 0.000 3 3 Fit
Concurrent Programming 4 0.000 0.000 0.553 0.445 0.002 3 4 Fit
Data abstraction and inheritance 3 0.000 0.001 0.945 0.054 0.000 3 3 Fit
Debugging and testing 3 0.000 0.009 0.985 0.006 0.000 3 3 Fit
Dynamic Data Structures 3 0.000 0.000 0.808 0.191 0.000 3 3 Fit
Dynamic programming 3 0.000 0.000 0.808 0.191 0.000 3 3 Fit
Object-oriented program design 3 0.000 0.052 0.947 0.001 0.000 3 3 Fit
Polymorphism 3 0.000 0.000 0.613 0.386 0.001 3 4 Weakness
Program analysis 3 0.000 0.014 0.982 0.004 0.000 3 3 Fit
Program design 3 0.000 0.017 0.980 0.003 0.000 3 3 Fit
Program implementation 3 0.000 0.005 0.984 0.011 0.000 3 3 Fit
Program specifications 3 0.000 0.009 0.985 0.006 0.000 3 3 Fit
Simulation 3 0.000 0.000 0.873 0.127 0.000 3 3 Fit
Standard data structures 3 0.000 0.002 0.963 0.035 0.000 3 3 Fit
Standard operations & algorithms 3 0.000 0.001 0.955 0.043 0.000 3 3 Fit
System Modeling 4 0.000 0.000 0.492 0.505 0.003 4 4 Fit



Student and Data Engineer Course Profile
 
Student SID017
Ability 1.639

Item Grade
Category
Prob. Receiving
Grade Category 1
Prob. Receiving
Grade Category 2
Prob. Receiving
Grade Category 3
Prob. Receiving
Grade Category 4
Prob. Receiving
Grade Category 5
Most Likely
Grade
Category
Student
and Course
Profile
Status
Computational models 3 0.000 0.001 0.958 0.041 0.000 3 3 Fit
Concurrent Programming 3 0.000 0.000 0.722 0.277 0.001 3 4 Weakness
Data abstraction and inheritance 3 0.000 0.002 0.972 0.026 0.000 3 3 Fit
Debugging and testing 3 0.000 0.020 0.978 0.003 0.000 3 3 Fit
Dynamic Data Structures 3 0.000 0.000 0.898 0.101 0.000 3 3 Fit
Dynamic programming 4 0.000 0.000 0.898 0.101 0.000 3 3 Fit
Object-oriented program design 2 0.000 0.104 0.896 0.000 0.000 3 3 Opportunity
Polymorphism 4 0.000 0.000 0.769 0.231 0.000 3 4 Fit
Program analysis 3 0.000 0.028 0.970 0.002 0.000 3 3 Fit
Program design 3 0.000 0.034 0.964 0.002 0.000 3 3 Fit
Program implementation 3 0.000 0.011 0.984 0.005 0.000 3 3 Fit
Program specifications 3 0.000 0.020 0.978 0.003 0.000 3 3 Fit
Simulation 3 0.000 0.001 0.934 0.065 0.000 3 3 Fit
Standard data structures 3 0.000 0.003 0.980 0.017 0.000 3 3 Fit
Standard operations & algorithms 3 0.000 0.003 0.976 0.021 0.000 3 3 Fit
System Modeling 3 0.000 0.000 0.671 0.329 0.001 3 4 Weakness



Student and Data Engineer Course Profile
 
Student SID002
Ability 0.682

Item Grade
Category
Prob. Receiving
Grade Category 1
Prob. Receiving
Grade Category 2
Prob. Receiving
Grade Category 3
Prob. Receiving
Grade Category 4
Prob. Receiving
Grade Category 5
Most Likely
Grade
Category
Student
and Course
Profile
Status
Computational models 3 0.000 0.003 0.980 0.016 0.000 3 3 Fit
Concurrent Programming 3 0.000 0.000 0.872 0.128 0.000 3 4 Weakness
Data abstraction and inheritance 3 0.000 0.006 0.984 0.010 0.000 3 3 Fit
Debugging and testing 3 0.000 0.050 0.949 0.001 0.000 3 3 Fit
Dynamic Data Structures 3 0.000 0.001 0.957 0.041 0.000 3 3 Fit
Dynamic programming 3 0.000 0.001 0.957 0.041 0.000 3 3 Fit
Object-oriented program design 3 0.000 0.232 0.768 0.000 0.000 3 3 Fit
Polymorphism 3 0.000 0.000 0.896 0.103 0.000 3 4 Weakness
Program analysis 3 0.000 0.071 0.928 0.001 0.000 3 3 Fit
Program design 3 0.000 0.085 0.915 0.001 0.000 3 3 Fit
Program implementation 3 0.000 0.029 0.969 0.002 0.000 3 3 Fit
Program specifications 3 0.000 0.050 0.949 0.001 0.000 3 3 Fit
Simulation 3 0.000 0.002 0.972 0.026 0.000 3 3 Fit
Standard data structures 3 0.000 0.009 0.985 0.007 0.000 3 3 Fit
Standard operations & algorithms 3 0.000 0.007 0.985 0.008 0.000 3 3 Fit
System Modeling 3 0.000 0.000 0.842 0.158 0.000 3 4 Weakness



Student and Data Engineer Course Profile
 
Student SID003
Ability 0.682

Item Grade
Category
Prob. Receiving
Grade Category 1
Prob. Receiving
Grade Category 2
Prob. Receiving
Grade Category 3
Prob. Receiving
Grade Category 4
Prob. Receiving
Grade Category 5
Most Likely
Grade
Category
Student
and Course
Profile
Status
Computational models 3 0.000 0.003 0.980 0.016 0.000 3 3 Fit
Concurrent Programming 3 0.000 0.000 0.872 0.128 0.000 3 4 Weakness
Data abstraction and inheritance 3 0.000 0.006 0.984 0.010 0.000 3 3 Fit
Debugging and testing 3 0.000 0.050 0.949 0.001 0.000 3 3 Fit
Dynamic Data Structures 3 0.000 0.001 0.957 0.041 0.000 3 3 Fit
Dynamic programming 3 0.000 0.001 0.957 0.041 0.000 3 3 Fit
Object-oriented program design 3 0.000 0.232 0.768 0.000 0.000 3 3 Fit
Polymorphism 3 0.000 0.000 0.896 0.103 0.000 3 4 Weakness
Program analysis 3 0.000 0.071 0.928 0.001 0.000 3 3 Fit
Program design 3 0.000 0.085 0.915 0.001 0.000 3 3 Fit
Program implementation 3 0.000 0.029 0.969 0.002 0.000 3 3 Fit
Program specifications 3 0.000 0.050 0.949 0.001 0.000 3 3 Fit
Simulation 3 0.000 0.002 0.972 0.026 0.000 3 3 Fit
Standard data structures 3 0.000 0.009 0.985 0.007 0.000 3 3 Fit
Standard operations & algorithms 3 0.000 0.007 0.985 0.008 0.000 3 3 Fit
System Modeling 3 0.000 0.000 0.842 0.158 0.000 3 4 Weakness



Student and Data Engineer Course Profile
 
Student SID016
Ability -0.304

Item Grade
Category
Prob. Receiving
Grade Category 1
Prob. Receiving
Grade Category 2
Prob. Receiving
Grade Category 3
Prob. Receiving
Grade Category 4
Prob. Receiving
Grade Category 5
Most Likely
Grade
Category
Student
and Course
Profile
Status
Computational models 3 0.000 0.009 0.985 0.006 0.000 3 3 Fit
Concurrent Programming 3 0.000 0.001 0.947 0.052 0.000 3 4 Weakness
Data abstraction and inheritance 3 0.000 0.015 0.981 0.004 0.000 3 3 Fit
Debugging and testing 3 0.000 0.123 0.877 0.000 0.000 3 3 Fit
Dynamic Data Structures 3 0.000 0.004 0.981 0.016 0.000 3 3 Fit
Dynamic programming 3 0.000 0.004 0.981 0.016 0.000 3 3 Fit
Object-oriented program design 3 0.000 0.446 0.554 0.000 0.000 3 3 Fit
Polymorphism 3 0.000 0.001 0.957 0.041 0.000 3 4 Weakness
Program analysis 2 0.000 0.170 0.830 0.000 0.000 3 3 Opportunity
Program design 3 0.000 0.198 0.802 0.000 0.000 3 3 Fit
Program implementation 3 0.000 0.073 0.926 0.001 0.000 3 3 Fit
Program specifications 3 0.000 0.123 0.877 0.000 0.000 3 3 Fit
Simulation 3 0.000 0.006 0.984 0.010 0.000 3 3 Fit
Standard data structures 3 0.000 0.023 0.975 0.002 0.000 3 3 Fit
Standard operations & algorithms 3 0.000 0.018 0.979 0.003 0.000 3 3 Fit
System Modeling 3 0.000 0.001 0.933 0.066 0.000 3 4 Weakness



Student and Data Engineer Course Profile
 
Student SID020
Ability -0.304

Item Grade
Category
Prob. Receiving
Grade Category 1
Prob. Receiving
Grade Category 2
Prob. Receiving
Grade Category 3
Prob. Receiving
Grade Category 4
Prob. Receiving
Grade Category 5
Most Likely
Grade
Category
Student
and Course
Profile
Status
Computational models 3 0.000 0.009 0.985 0.006 0.000 3 3 Fit
Concurrent Programming 3 0.000 0.001 0.947 0.052 0.000 3 4 Weakness
Data abstraction and inheritance 3 0.000 0.015 0.981 0.004 0.000 3 3 Fit
Debugging and testing 3 0.000 0.123 0.877 0.000 0.000 3 3 Fit
Dynamic Data Structures 3 0.000 0.004 0.981 0.016 0.000 3 3 Fit
Dynamic programming 3 0.000 0.004 0.981 0.016 0.000 3 3 Fit
Object-oriented program design 2 0.000 0.446 0.554 0.000 0.000 3 3 Opportunity
Polymorphism 3 0.000 0.001 0.957 0.041 0.000 3 4 Weakness
Program analysis 3 0.000 0.170 0.830 0.000 0.000 3 3 Fit
Program design 3 0.000 0.198 0.802 0.000 0.000 3 3 Fit
Program implementation 3 0.000 0.073 0.926 0.001 0.000 3 3 Fit
Program specifications 3 0.000 0.123 0.877 0.000 0.000 3 3 Fit
Simulation 3 0.000 0.006 0.984 0.010 0.000 3 3 Fit
Standard data structures 3 0.000 0.023 0.975 0.002 0.000 3 3 Fit
Standard operations & algorithms 3 0.000 0.018 0.979 0.003 0.000 3 3 Fit
System Modeling 3 0.000 0.001 0.933 0.066 0.000 3 4 Weakness



Student and Data Engineer Course Profile
 
Student SID024
Ability -0.304

Item Grade
Category
Prob. Receiving
Grade Category 1
Prob. Receiving
Grade Category 2
Prob. Receiving
Grade Category 3
Prob. Receiving
Grade Category 4
Prob. Receiving
Grade Category 5
Most Likely
Grade
Category
Student
and Course
Profile
Status
Computational models 3 0.000 0.009 0.985 0.006 0.000 3 3 Fit
Concurrent Programming 3 0.000 0.001 0.947 0.052 0.000 3 4 Weakness
Data abstraction and inheritance 3 0.000 0.015 0.981 0.004 0.000 3 3 Fit
Debugging and testing 3 0.000 0.123 0.877 0.000 0.000 3 3 Fit
Dynamic Data Structures 3 0.000 0.004 0.981 0.016 0.000 3 3 Fit
Dynamic programming 3 0.000 0.004 0.981 0.016 0.000 3 3 Fit
Object-oriented program design 2 0.000 0.446 0.554 0.000 0.000 3 3 Opportunity
Polymorphism 3 0.000 0.001 0.957 0.041 0.000 3 4 Weakness
Program analysis 3 0.000 0.170 0.830 0.000 0.000 3 3 Fit
Program design 3 0.000 0.198 0.802 0.000 0.000 3 3 Fit
Program implementation 3 0.000 0.073 0.926 0.001 0.000 3 3 Fit
Program specifications 3 0.000 0.123 0.877 0.000 0.000 3 3 Fit
Simulation 3 0.000 0.006 0.984 0.010 0.000 3 3 Fit
Standard data structures 3 0.000 0.023 0.975 0.002 0.000 3 3 Fit
Standard operations & algorithms 3 0.000 0.018 0.979 0.003 0.000 3 3 Fit
System Modeling 3 0.000 0.001 0.933 0.066 0.000 3 4 Weakness



Student and Data Engineer Course Profile
 
Student SID010
Ability -1.091

Item Grade
Category
Prob. Receiving
Grade Category 1
Prob. Receiving
Grade Category 2
Prob. Receiving
Grade Category 3
Prob. Receiving
Grade Category 4
Prob. Receiving
Grade Category 5
Most Likely
Grade
Category
Student
and Course
Profile
Status
Computational models 3 0.000 0.020 0.977 0.003 0.000 3 3 Fit
Concurrent Programming 3 0.000 0.002 0.973 0.024 0.000 3 4 Weakness
Data abstraction and inheritance 3 0.000 0.032 0.966 0.002 0.000 3 3 Fit
Debugging and testing 3 0.000 0.235 0.765 0.000 0.000 3 3 Fit
Dynamic Data Structures 3 0.000 0.008 0.985 0.007 0.000 3 3 Fit
Dynamic programming 3 0.000 0.008 0.985 0.007 0.000 3 3 Fit
Object-oriented program design 2 0.000 0.639 0.361 0.000 0.000 2 3 Weakness
Polymorphism 3 0.000 0.003 0.978 0.019 0.000 3 4 Weakness
Program analysis 2 0.000 0.310 0.690 0.000 0.000 3 3 Opportunity
Program design 2 0.000 0.353 0.647 0.000 0.000 3 3 Opportunity
Program implementation 3 0.000 0.148 0.852 0.000 0.000 3 3 Fit
Program specifications 3 0.000 0.235 0.765 0.000 0.000 3 3 Fit
Simulation 3 0.000 0.013 0.983 0.004 0.000 3 3 Fit
Standard data structures 3 0.000 0.049 0.950 0.001 0.000 3 3 Fit
Standard operations & algorithms 3 0.000 0.040 0.959 0.001 0.000 3 3 Fit
System Modeling 4 0.000 0.002 0.967 0.031 0.000 3 4 Fit



Student and Data Engineer Course Profile
 
Student SID032
Ability -1.091

Item Grade
Category
Prob. Receiving
Grade Category 1
Prob. Receiving
Grade Category 2
Prob. Receiving
Grade Category 3
Prob. Receiving
Grade Category 4
Prob. Receiving
Grade Category 5
Most Likely
Grade
Category
Student
and Course
Profile
Status
Computational models 3 0.000 0.020 0.977 0.003 0.000 3 3 Fit
Concurrent Programming 3 0.000 0.002 0.973 0.024 0.000 3 4 Weakness
Data abstraction and inheritance 3 0.000 0.032 0.966 0.002 0.000 3 3 Fit
Debugging and testing 2 0.000 0.235 0.765 0.000 0.000 3 3 Opportunity
Dynamic Data Structures 3 0.000 0.008 0.985 0.007 0.000 3 3 Fit
Dynamic programming 3 0.000 0.008 0.985 0.007 0.000 3 3 Fit
Object-oriented program design 3 0.000 0.639 0.361 0.000 0.000 2 3 Fit
Polymorphism 3 0.000 0.003 0.978 0.019 0.000 3 4 Weakness
Program analysis 2 0.000 0.310 0.690 0.000 0.000 3 3 Opportunity
Program design 3 0.000 0.353 0.647 0.000 0.000 3 3 Fit
Program implementation 3 0.000 0.148 0.852 0.000 0.000 3 3 Fit
Program specifications 3 0.000 0.235 0.765 0.000 0.000 3 3 Fit
Simulation 3 0.000 0.013 0.983 0.004 0.000 3 3 Fit
Standard data structures 3 0.000 0.049 0.950 0.001 0.000 3 3 Fit
Standard operations & algorithms 3 0.000 0.040 0.959 0.001 0.000 3 3 Fit
System Modeling 3 0.000 0.002 0.967 0.031 0.000 3 4 Weakness



Student and Data Engineer Course Profile
 
Student SID034
Ability -1.091

Item Grade
Category
Prob. Receiving
Grade Category 1
Prob. Receiving
Grade Category 2
Prob. Receiving
Grade Category 3
Prob. Receiving
Grade Category 4
Prob. Receiving
Grade Category 5
Most Likely
Grade
Category
Student
and Course
Profile
Status
Computational models 3 0.000 0.020 0.977 0.003 0.000 3 3 Fit
Concurrent Programming 3 0.000 0.002 0.973 0.024 0.000 3 4 Weakness
Data abstraction and inheritance 3 0.000 0.032 0.966 0.002 0.000 3 3 Fit
Debugging and testing 3 0.000 0.235 0.765 0.000 0.000 3 3 Fit
Dynamic Data Structures 3 0.000 0.008 0.985 0.007 0.000 3 3 Fit
Dynamic programming 3 0.000 0.008 0.985 0.007 0.000 3 3 Fit
Object-oriented program design 3 0.000 0.639 0.361 0.000 0.000 2 3 Fit
Polymorphism 3 0.000 0.003 0.978 0.019 0.000 3 4 Weakness
Program analysis 2 0.000 0.310 0.690 0.000 0.000 3 3 Opportunity
Program design 2 0.000 0.353 0.647 0.000 0.000 3 3 Opportunity
Program implementation 3 0.000 0.148 0.852 0.000 0.000 3 3 Fit
Program specifications 3 0.000 0.235 0.765 0.000 0.000 3 3 Fit
Simulation 3 0.000 0.013 0.983 0.004 0.000 3 3 Fit
Standard data structures 3 0.000 0.049 0.950 0.001 0.000 3 3 Fit
Standard operations & algorithms 3 0.000 0.040 0.959 0.001 0.000 3 3 Fit
System Modeling 3 0.000 0.002 0.967 0.031 0.000 3 4 Weakness



Student and Data Engineer Course Profile
 
Student SID018
Ability -1.730

Item Grade
Category
Prob. Receiving
Grade Category 1
Prob. Receiving
Grade Category 2
Prob. Receiving
Grade Category 3
Prob. Receiving
Grade Category 4
Prob. Receiving
Grade Category 5
Most Likely
Grade
Category
Student
and Course
Profile
Status
Computational models 3 0.000 0.038 0.960 0.001 0.000 3 3 Fit
Concurrent Programming 3 0.000 0.004 0.983 0.013 0.000 3 4 Weakness
Data abstraction and inheritance 3 0.000 0.059 0.940 0.001 0.000 3 3 Fit
Debugging and testing 2 0.000 0.369 0.631 0.000 0.000 3 3 Opportunity
Dynamic Data Structures 3 0.000 0.015 0.981 0.004 0.000 3 3 Fit
Dynamic programming 3 0.000 0.015 0.981 0.004 0.000 3 3 Fit
Object-oriented program design 2 0.001 0.770 0.229 0.000 0.000 2 3 Weakness
Polymorphism 3 0.000 0.006 0.984 0.010 0.000 3 4 Weakness
Program analysis 3 0.000 0.460 0.539 0.000 0.000 3 3 Fit
Program design 2 0.000 0.508 0.492 0.000 0.000 2 3 Weakness
Program implementation 3 0.000 0.247 0.753 0.000 0.000 3 3 Fit
Program specifications 3 0.000 0.369 0.631 0.000 0.000 3 3 Fit
Simulation 3 0.000 0.024 0.974 0.002 0.000 3 3 Fit
Standard data structures 3 0.000 0.089 0.911 0.001 0.000 3 3 Fit
Standard operations & algorithms 3 0.000 0.073 0.926 0.001 0.000 3 3 Fit
System Modeling 3 0.000 0.003 0.980 0.017 0.000 3 4 Weakness



Student and Data Engineer Course Profile
 
Student SID019
Ability -1.730

Item Grade
Category
Prob. Receiving
Grade Category 1
Prob. Receiving
Grade Category 2
Prob. Receiving
Grade Category 3
Prob. Receiving
Grade Category 4
Prob. Receiving
Grade Category 5
Most Likely
Grade
Category
Student
and Course
Profile
Status
Computational models 3 0.000 0.038 0.960 0.001 0.000 3 3 Fit
Concurrent Programming 3 0.000 0.004 0.983 0.013 0.000 3 4 Weakness
Data abstraction and inheritance 3 0.000 0.059 0.940 0.001 0.000 3 3 Fit
Debugging and testing 2 0.000 0.369 0.631 0.000 0.000 3 3 Opportunity
Dynamic Data Structures 3 0.000 0.015 0.981 0.004 0.000 3 3 Fit
Dynamic programming 3 0.000 0.015 0.981 0.004 0.000 3 3 Fit
Object-oriented program design 2 0.001 0.770 0.229 0.000 0.000 2 3 Weakness
Polymorphism 3 0.000 0.006 0.984 0.010 0.000 3 4 Weakness
Program analysis 3 0.000 0.460 0.539 0.000 0.000 3 3 Fit
Program design 2 0.000 0.508 0.492 0.000 0.000 2 3 Weakness
Program implementation 2 0.000 0.247 0.753 0.000 0.000 3 3 Opportunity
Program specifications 3 0.000 0.369 0.631 0.000 0.000 3 3 Fit
Simulation 3 0.000 0.024 0.974 0.002 0.000 3 3 Fit
Standard data structures 3 0.000 0.089 0.911 0.001 0.000 3 3 Fit
Standard operations & algorithms 3 0.000 0.073 0.926 0.001 0.000 3 3 Fit
System Modeling 4 0.000 0.003 0.980 0.017 0.000 3 4 Fit



Student and Data Engineer Course Profile
 
Student SID029
Ability -1.730

Item Grade
Category
Prob. Receiving
Grade Category 1
Prob. Receiving
Grade Category 2
Prob. Receiving
Grade Category 3
Prob. Receiving
Grade Category 4
Prob. Receiving
Grade Category 5
Most Likely
Grade
Category
Student
and Course
Profile
Status
Computational models 3 0.000 0.038 0.960 0.001 0.000 3 3 Fit
Concurrent Programming 3 0.000 0.004 0.983 0.013 0.000 3 4 Weakness
Data abstraction and inheritance 3 0.000 0.059 0.940 0.001 0.000 3 3 Fit
Debugging and testing 3 0.000 0.369 0.631 0.000 0.000 3 3 Fit
Dynamic Data Structures 3 0.000 0.015 0.981 0.004 0.000 3 3 Fit
Dynamic programming 3 0.000 0.015 0.981 0.004 0.000 3 3 Fit
Object-oriented program design 2 0.001 0.770 0.229 0.000 0.000 2 3 Weakness
Polymorphism 3 0.000 0.006 0.984 0.010 0.000 3 4 Weakness
Program analysis 3 0.000 0.460 0.539 0.000 0.000 3 3 Fit
Program design 2 0.000 0.508 0.492 0.000 0.000 2 3 Weakness
Program implementation 3 0.000 0.247 0.753 0.000 0.000 3 3 Fit
Program specifications 2 0.000 0.369 0.631 0.000 0.000 3 3 Opportunity
Simulation 3 0.000 0.024 0.974 0.002 0.000 3 3 Fit
Standard data structures 3 0.000 0.089 0.911 0.001 0.000 3 3 Fit
Standard operations & algorithms 3 0.000 0.073 0.926 0.001 0.000 3 3 Fit
System Modeling 3 0.000 0.003 0.980 0.017 0.000 3 4 Weakness



Student and Data Engineer Course Profile
 
Student SID030
Ability -1.730

Item Grade
Category
Prob. Receiving
Grade Category 1
Prob. Receiving
Grade Category 2
Prob. Receiving
Grade Category 3
Prob. Receiving
Grade Category 4
Prob. Receiving
Grade Category 5
Most Likely
Grade
Category
Student
and Course
Profile
Status
Computational models 3 0.000 0.038 0.960 0.001 0.000 3 3 Fit
Concurrent Programming 3 0.000 0.004 0.983 0.013 0.000 3 4 Weakness
Data abstraction and inheritance 3 0.000 0.059 0.940 0.001 0.000 3 3 Fit
Debugging and testing 3 0.000 0.369 0.631 0.000 0.000 3 3 Fit
Dynamic Data Structures 3 0.000 0.015 0.981 0.004 0.000 3 3 Fit
Dynamic programming 3 0.000 0.015 0.981 0.004 0.000 3 3 Fit
Object-oriented program design 2 0.001 0.770 0.229 0.000 0.000 2 3 Weakness
Polymorphism 3 0.000 0.006 0.984 0.010 0.000 3 4 Weakness
Program analysis 2 0.000 0.460 0.539 0.000 0.000 3 3 Opportunity
Program design 2 0.000 0.508 0.492 0.000 0.000 2 3 Weakness
Program implementation 3 0.000 0.247 0.753 0.000 0.000 3 3 Fit
Program specifications 3 0.000 0.369 0.631 0.000 0.000 3 3 Fit
Simulation 3 0.000 0.024 0.974 0.002 0.000 3 3 Fit
Standard data structures 3 0.000 0.089 0.911 0.001 0.000 3 3 Fit
Standard operations & algorithms 3 0.000 0.073 0.926 0.001 0.000 3 3 Fit
System Modeling 3 0.000 0.003 0.980 0.017 0.000 3 4 Weakness



Student and Data Engineer Course Profile
 
Student SID037
Ability -1.730

Item Grade
Category
Prob. Receiving
Grade Category 1
Prob. Receiving
Grade Category 2
Prob. Receiving
Grade Category 3
Prob. Receiving
Grade Category 4
Prob. Receiving
Grade Category 5
Most Likely
Grade
Category
Student
and Course
Profile
Status
Computational models 3 0.000 0.038 0.960 0.001 0.000 3 3 Fit
Concurrent Programming 3 0.000 0.004 0.983 0.013 0.000 3 4 Weakness
Data abstraction and inheritance 3 0.000 0.059 0.940 0.001 0.000 3 3 Fit
Debugging and testing 3 0.000 0.369 0.631 0.000 0.000 3 3 Fit
Dynamic Data Structures 3 0.000 0.015 0.981 0.004 0.000 3 3 Fit
Dynamic programming 3 0.000 0.015 0.981 0.004 0.000 3 3 Fit
Object-oriented program design 2 0.001 0.770 0.229 0.000 0.000 2 3 Weakness
Polymorphism 3 0.000 0.006 0.984 0.010 0.000 3 4 Weakness
Program analysis 3 0.000 0.460 0.539 0.000 0.000 3 3 Fit
Program design 2 0.000 0.508 0.492 0.000 0.000 2 3 Weakness
Program implementation 3 0.000 0.247 0.753 0.000 0.000 3 3 Fit
Program specifications 2 0.000 0.369 0.631 0.000 0.000 3 3 Opportunity
Simulation 3 0.000 0.024 0.974 0.002 0.000 3 3 Fit
Standard data structures 3 0.000 0.089 0.911 0.001 0.000 3 3 Fit
Standard operations & algorithms 3 0.000 0.073 0.926 0.001 0.000 3 3 Fit
System Modeling 3 0.000 0.003 0.980 0.017 0.000 3 4 Weakness



Student and Data Engineer Course Profile
 
Student SID004
Ability -1.730

Item Grade
Category
Prob. Receiving
Grade Category 1
Prob. Receiving
Grade Category 2
Prob. Receiving
Grade Category 3
Prob. Receiving
Grade Category 4
Prob. Receiving
Grade Category 5
Most Likely
Grade
Category
Student
and Course
Profile
Status
Computational models 2 0.000 0.038 0.960 0.001 0.000 3 3 Opportunity
Concurrent Programming 3 0.000 0.004 0.983 0.013 0.000 3 4 Weakness
Data abstraction and inheritance 2 0.000 0.059 0.940 0.001 0.000 3 3 Opportunity
Debugging and testing 3 0.000 0.369 0.631 0.000 0.000 3 3 Fit
Dynamic Data Structures 3 0.000 0.015 0.981 0.004 0.000 3 3 Fit
Dynamic programming 3 0.000 0.015 0.981 0.004 0.000 3 3 Fit
Object-oriented program design 3 0.001 0.770 0.229 0.000 0.000 2 3 Fit
Polymorphism 3 0.000 0.006 0.984 0.010 0.000 3 4 Weakness
Program analysis 3 0.000 0.460 0.539 0.000 0.000 3 3 Fit
Program design 3 0.000 0.508 0.492 0.000 0.000 2 3 Fit
Program implementation 3 0.000 0.247 0.753 0.000 0.000 3 3 Fit
Program specifications 3 0.000 0.369 0.631 0.000 0.000 3 3 Fit
Simulation 2 0.000 0.024 0.974 0.002 0.000 3 3 Opportunity
Standard data structures 3 0.000 0.089 0.911 0.001 0.000 3 3 Fit
Standard operations & algorithms 3 0.000 0.073 0.926 0.001 0.000 3 3 Fit
System Modeling 3 0.000 0.003 0.980 0.017 0.000 3 4 Weakness



Student and Data Engineer Course Profile
 
Student SID007
Ability -2.292

Item Grade
Category
Prob. Receiving
Grade Category 1
Prob. Receiving
Grade Category 2
Prob. Receiving
Grade Category 3
Prob. Receiving
Grade Category 4
Prob. Receiving
Grade Category 5
Most Likely
Grade
Category
Student
and Course
Profile
Status
Computational models 3 0.000 0.065 0.934 0.001 0.000 3 3 Fit
Concurrent Programming 3 0.000 0.008 0.985 0.007 0.000 3 4 Weakness
Data abstraction and inheritance 3 0.000 0.099 0.900 0.000 0.000 3 3 Fit
Debugging and testing 2 0.000 0.505 0.494 0.000 0.000 2 3 Weakness
Dynamic Data Structures 3 0.000 0.026 0.972 0.002 0.000 3 3 Fit
Dynamic programming 3 0.000 0.026 0.972 0.002 0.000 3 3 Fit
Object-oriented program design 2 0.002 0.853 0.145 0.000 0.000 2 3 Weakness
Polymorphism 3 0.000 0.010 0.984 0.006 0.000 3 4 Weakness
Program analysis 3 0.000 0.599 0.401 0.000 0.000 2 3 Fit
Program design 3 0.000 0.644 0.356 0.000 0.000 2 3 Fit
Program implementation 2 0.000 0.365 0.635 0.000 0.000 3 3 Opportunity
Program specifications 2 0.000 0.505 0.494 0.000 0.000 2 3 Weakness
Simulation 3 0.000 0.041 0.957 0.001 0.000 3 3 Fit
Standard data structures 3 0.000 0.146 0.854 0.000 0.000 3 3 Fit
Standard operations & algorithms 3 0.000 0.121 0.879 0.000 0.000 3 3 Fit
System Modeling 3 0.000 0.006 0.985 0.009 0.000 3 4 Weakness



Student and Data Engineer Course Profile
 
Student SID039
Ability -2.816

Item Grade
Category
Prob. Receiving
Grade Category 1
Prob. Receiving
Grade Category 2
Prob. Receiving
Grade Category 3
Prob. Receiving
Grade Category 4
Prob. Receiving
Grade Category 5
Most Likely
Grade
Category
Student
and Course
Profile
Status
Computational models 3 0.000 0.106 0.894 0.000 0.000 3 3 Fit
Concurrent Programming 3 0.000 0.013 0.983 0.004 0.000 3 4 Weakness
Data abstraction and inheritance 3 0.000 0.158 0.842 0.000 0.000 3 3 Fit
Debugging and testing 3 0.000 0.634 0.365 0.000 0.000 2 3 Fit
Dynamic Data Structures 3 0.000 0.043 0.956 0.001 0.000 3 3 Fit
Dynamic programming 3 0.000 0.043 0.956 0.001 0.000 3 3 Fit
Object-oriented program design 2 0.004 0.906 0.091 0.000 0.000 2 3 Weakness
Polymorphism 3 0.000 0.017 0.980 0.003 0.000 3 4 Weakness
Program analysis 2 0.001 0.717 0.282 0.000 0.000 2 3 Weakness
Program design 2 0.001 0.754 0.245 0.000 0.000 2 3 Weakness
Program implementation 3 0.000 0.494 0.506 0.000 0.000 3 3 Fit
Program specifications 2 0.000 0.634 0.365 0.000 0.000 2 3 Weakness
Simulation 3 0.000 0.068 0.931 0.001 0.000 3 3 Fit
Standard data structures 3 0.000 0.225 0.775 0.000 0.000 3 3 Fit
Standard operations & algorithms 2 0.000 0.190 0.810 0.000 0.000 3 3 Opportunity
System Modeling 3 0.000 0.010 0.984 0.006 0.000 3 4 Weakness



Student and Data Engineer Course Profile
 
Student SID040
Ability -2.816

Item Grade
Category
Prob. Receiving
Grade Category 1
Prob. Receiving
Grade Category 2
Prob. Receiving
Grade Category 3
Prob. Receiving
Grade Category 4
Prob. Receiving
Grade Category 5
Most Likely
Grade
Category
Student
and Course
Profile
Status
Computational models 3 0.000 0.106 0.894 0.000 0.000 3 3 Fit
Concurrent Programming 3 0.000 0.013 0.983 0.004 0.000 3 4 Weakness
Data abstraction and inheritance 2 0.000 0.158 0.842 0.000 0.000 3 3 Opportunity
Debugging and testing 2 0.000 0.634 0.365 0.000 0.000 2 3 Weakness
Dynamic Data Structures 3 0.000 0.043 0.956 0.001 0.000 3 3 Fit
Dynamic programming 3 0.000 0.043 0.956 0.001 0.000 3 3 Fit
Object-oriented program design 2 0.004 0.906 0.091 0.000 0.000 2 3 Weakness
Polymorphism 3 0.000 0.017 0.980 0.003 0.000 3 4 Weakness
Program analysis 3 0.001 0.717 0.282 0.000 0.000 2 3 Fit
Program design 2 0.001 0.754 0.245 0.000 0.000 2 3 Weakness
Program implementation 2 0.000 0.494 0.506 0.000 0.000 3 3 Opportunity
Program specifications 3 0.000 0.634 0.365 0.000 0.000 2 3 Fit
Simulation 3 0.000 0.068 0.931 0.001 0.000 3 3 Fit
Standard data structures 3 0.000 0.225 0.775 0.000 0.000 3 3 Fit
Standard operations & algorithms 3 0.000 0.190 0.810 0.000 0.000 3 3 Fit
System Modeling 3 0.000 0.010 0.984 0.006 0.000 3 4 Weakness



Student and Data Engineer Course Profile
 
Student SID014
Ability -3.320

Item Grade
Category
Prob. Receiving
Grade Category 1
Prob. Receiving
Grade Category 2
Prob. Receiving
Grade Category 3
Prob. Receiving
Grade Category 4
Prob. Receiving
Grade Category 5
Most Likely
Grade
Category
Student
and Course
Profile
Status
Computational models 3 0.000 0.163 0.837 0.000 0.000 3 3 Fit
Concurrent Programming 3 0.000 0.021 0.976 0.003 0.000 3 4 Weakness
Data abstraction and inheritance 3 0.000 0.236 0.764 0.000 0.000 3 3 Fit
Debugging and testing 3 0.001 0.740 0.259 0.000 0.000 2 3 Fit
Dynamic Data Structures 3 0.000 0.069 0.930 0.001 0.000 3 3 Fit
Dynamic programming 3 0.000 0.069 0.930 0.001 0.000 3 3 Fit
Object-oriented program design 2 0.006 0.937 0.057 0.000 0.000 2 3 Weakness
Polymorphism 3 0.000 0.027 0.971 0.002 0.000 3 4 Weakness
Program analysis 2 0.001 0.806 0.193 0.000 0.000 2 3 Weakness
Program design 2 0.002 0.834 0.165 0.000 0.000 2 3 Weakness
Program implementation 2 0.000 0.617 0.383 0.000 0.000 2 3 Weakness
Program specifications 2 0.001 0.740 0.259 0.000 0.000 2 3 Weakness
Simulation 3 0.000 0.108 0.892 0.000 0.000 3 3 Fit
Standard data structures 2 0.000 0.324 0.676 0.000 0.000 3 3 Opportunity
Standard operations & algorithms 3 0.000 0.278 0.722 0.000 0.000 3 3 Fit
System Modeling 3 0.000 0.017 0.980 0.003 0.000 3 4 Weakness



Student and Data Engineer Course Profile
 
Student SID021
Ability -3.320

Item Grade
Category
Prob. Receiving
Grade Category 1
Prob. Receiving
Grade Category 2
Prob. Receiving
Grade Category 3
Prob. Receiving
Grade Category 4
Prob. Receiving
Grade Category 5
Most Likely
Grade
Category
Student
and Course
Profile
Status
Computational models 3 0.000 0.163 0.837 0.000 0.000 3 3 Fit
Concurrent Programming 3 0.000 0.021 0.976 0.003 0.000 3 4 Weakness
Data abstraction and inheritance 3 0.000 0.236 0.764 0.000 0.000 3 3 Fit
Debugging and testing 2 0.001 0.740 0.259 0.000 0.000 2 3 Weakness
Dynamic Data Structures 3 0.000 0.069 0.930 0.001 0.000 3 3 Fit
Dynamic programming 3 0.000 0.069 0.930 0.001 0.000 3 3 Fit
Object-oriented program design 2 0.006 0.937 0.057 0.000 0.000 2 3 Weakness
Polymorphism 3 0.000 0.027 0.971 0.002 0.000 3 4 Weakness
Program analysis 2 0.001 0.806 0.193 0.000 0.000 2 3 Weakness
Program design 2 0.002 0.834 0.165 0.000 0.000 2 3 Weakness
Program implementation 2 0.000 0.617 0.383 0.000 0.000 2 3 Weakness
Program specifications 2 0.001 0.740 0.259 0.000 0.000 2 3 Weakness
Simulation 3 0.000 0.108 0.892 0.000 0.000 3 3 Fit
Standard data structures 3 0.000 0.324 0.676 0.000 0.000 3 3 Fit
Standard operations & algorithms 3 0.000 0.278 0.722 0.000 0.000 3 3 Fit
System Modeling 3 0.000 0.017 0.980 0.003 0.000 3 4 Weakness



Student and Data Engineer Course Profile
 
Student SID025
Ability -3.320

Item Grade
Category
Prob. Receiving
Grade Category 1
Prob. Receiving
Grade Category 2
Prob. Receiving
Grade Category 3
Prob. Receiving
Grade Category 4
Prob. Receiving
Grade Category 5
Most Likely
Grade
Category
Student
and Course
Profile
Status
Computational models 3 0.000 0.163 0.837 0.000 0.000 3 3 Fit
Concurrent Programming 3 0.000 0.021 0.976 0.003 0.000 3 4 Weakness
Data abstraction and inheritance 3 0.000 0.236 0.764 0.000 0.000 3 3 Fit
Debugging and testing 2 0.001 0.740 0.259 0.000 0.000 2 3 Weakness
Dynamic Data Structures 3 0.000 0.069 0.930 0.001 0.000 3 3 Fit
Dynamic programming 3 0.000 0.069 0.930 0.001 0.000 3 3 Fit
Object-oriented program design 2 0.006 0.937 0.057 0.000 0.000 2 3 Weakness
Polymorphism 3 0.000 0.027 0.971 0.002 0.000 3 4 Weakness
Program analysis 2 0.001 0.806 0.193 0.000 0.000 2 3 Weakness
Program design 2 0.002 0.834 0.165 0.000 0.000 2 3 Weakness
Program implementation 3 0.000 0.617 0.383 0.000 0.000 2 3 Fit
Program specifications 2 0.001 0.740 0.259 0.000 0.000 2 3 Weakness
Simulation 3 0.000 0.108 0.892 0.000 0.000 3 3 Fit
Standard data structures 2 0.000 0.324 0.676 0.000 0.000 3 3 Opportunity
Standard operations & algorithms 3 0.000 0.278 0.722 0.000 0.000 3 3 Fit
System Modeling 3 0.000 0.017 0.980 0.003 0.000 3 4 Weakness



Student and Data Engineer Course Profile
 
Student SID038
Ability -3.808

Item Grade
Category
Prob. Receiving
Grade Category 1
Prob. Receiving
Grade Category 2
Prob. Receiving
Grade Category 3
Prob. Receiving
Grade Category 4
Prob. Receiving
Grade Category 5
Most Likely
Grade
Category
Student
and Course
Profile
Status
Computational models 2 0.000 0.241 0.759 0.000 0.000 3 3 Opportunity
Concurrent Programming 2 0.000 0.034 0.964 0.002 0.000 3 4 Weakness
Data abstraction and inheritance 3 0.000 0.335 0.665 0.000 0.000 3 3 Fit
Debugging and testing 3 0.002 0.822 0.176 0.000 0.000 2 3 Fit
Dynamic Data Structures 2 0.000 0.108 0.892 0.000 0.000 3 3 Opportunity
Dynamic programming 2 0.000 0.108 0.892 0.000 0.000 3 3 Opportunity
Object-oriented program design 3 0.011 0.954 0.035 0.000 0.000 2 3 Fit
Polymorphism 2 0.000 0.043 0.955 0.001 0.000 3 4 Weakness
Program analysis 3 0.002 0.870 0.127 0.000 0.000 2 3 Fit
Program design 3 0.003 0.889 0.108 0.000 0.000 2 3 Fit
Program implementation 3 0.001 0.724 0.275 0.000 0.000 2 3 Fit
Program specifications 3 0.002 0.822 0.176 0.000 0.000 2 3 Fit
Simulation 2 0.000 0.164 0.835 0.000 0.000 3 3 Opportunity
Standard data structures 3 0.000 0.439 0.561 0.000 0.000 3 3 Fit
Standard operations & algorithms 3 0.000 0.386 0.614 0.000 0.000 3 3 Fit
System Modeling 2 0.000 0.027 0.971 0.002 0.000 3 4 Weakness



Student and Data Engineer Course Profile
 
Student SID009
Ability -3.808

Item Grade
Category
Prob. Receiving
Grade Category 1
Prob. Receiving
Grade Category 2
Prob. Receiving
Grade Category 3
Prob. Receiving
Grade Category 4
Prob. Receiving
Grade Category 5
Most Likely
Grade
Category
Student
and Course
Profile
Status
Computational models 3 0.000 0.241 0.759 0.000 0.000 3 3 Fit
Concurrent Programming 3 0.000 0.034 0.964 0.002 0.000 3 4 Weakness
Data abstraction and inheritance 3 0.000 0.335 0.665 0.000 0.000 3 3 Fit
Debugging and testing 2 0.002 0.822 0.176 0.000 0.000 2 3 Weakness
Dynamic Data Structures 3 0.000 0.108 0.892 0.000 0.000 3 3 Fit
Dynamic programming 3 0.000 0.108 0.892 0.000 0.000 3 3 Fit
Object-oriented program design 2 0.011 0.954 0.035 0.000 0.000 2 3 Weakness
Polymorphism 3 0.000 0.043 0.955 0.001 0.000 3 4 Weakness
Program analysis 2 0.002 0.870 0.127 0.000 0.000 2 3 Weakness
Program design 2 0.003 0.889 0.108 0.000 0.000 2 3 Weakness
Program implementation 2 0.001 0.724 0.275 0.000 0.000 2 3 Weakness
Program specifications 2 0.002 0.822 0.176 0.000 0.000 2 3 Weakness
Simulation 3 0.000 0.164 0.835 0.000 0.000 3 3 Fit
Standard data structures 2 0.000 0.439 0.561 0.000 0.000 3 3 Opportunity
Standard operations & algorithms 3 0.000 0.386 0.614 0.000 0.000 3 3 Fit
System Modeling 3 0.000 0.027 0.971 0.002 0.000 3 4 Weakness



Student and Data Engineer Course Profile
 
Student SID026
Ability -3.808

Item Grade
Category
Prob. Receiving
Grade Category 1
Prob. Receiving
Grade Category 2
Prob. Receiving
Grade Category 3
Prob. Receiving
Grade Category 4
Prob. Receiving
Grade Category 5
Most Likely
Grade
Category
Student
and Course
Profile
Status
Computational models 3 0.000 0.241 0.759 0.000 0.000 3 3 Fit
Concurrent Programming 3 0.000 0.034 0.964 0.002 0.000 3 4 Weakness
Data abstraction and inheritance 3 0.000 0.335 0.665 0.000 0.000 3 3 Fit
Debugging and testing 2 0.002 0.822 0.176 0.000 0.000 2 3 Weakness
Dynamic Data Structures 3 0.000 0.108 0.892 0.000 0.000 3 3 Fit
Dynamic programming 3 0.000 0.108 0.892 0.000 0.000 3 3 Fit
Object-oriented program design 2 0.011 0.954 0.035 0.000 0.000 2 3 Weakness
Polymorphism 3 0.000 0.043 0.955 0.001 0.000 3 4 Weakness
Program analysis 2 0.002 0.870 0.127 0.000 0.000 2 3 Weakness
Program design 2 0.003 0.889 0.108 0.000 0.000 2 3 Weakness
Program implementation 3 0.001 0.724 0.275 0.000 0.000 2 3 Fit
Program specifications 2 0.002 0.822 0.176 0.000 0.000 2 3 Weakness
Simulation 3 0.000 0.164 0.835 0.000 0.000 3 3 Fit
Standard data structures 2 0.000 0.439 0.561 0.000 0.000 3 3 Opportunity
Standard operations & algorithms 2 0.000 0.386 0.614 0.000 0.000 3 3 Opportunity
System Modeling 3 0.000 0.027 0.971 0.002 0.000 3 4 Weakness



Student and Data Engineer Course Profile
 
Student SID015
Ability -4.281

Item Grade
Category
Prob. Receiving
Grade Category 1
Prob. Receiving
Grade Category 2
Prob. Receiving
Grade Category 3
Prob. Receiving
Grade Category 4
Prob. Receiving
Grade Category 5
Most Likely
Grade
Category
Student
and Course
Profile
Status
Computational models 3 0.000 0.337 0.663 0.000 0.000 3 3 Fit
Concurrent Programming 3 0.000 0.054 0.945 0.001 0.000 3 4 Weakness
Data abstraction and inheritance 3 0.000 0.446 0.554 0.000 0.000 3 3 Fit
Debugging and testing 2 0.003 0.880 0.118 0.000 0.000 2 3 Weakness
Dynamic Data Structures 3 0.000 0.162 0.838 0.000 0.000 3 3 Fit
Dynamic programming 3 0.000 0.162 0.838 0.000 0.000 3 3 Fit
Object-oriented program design 2 0.017 0.961 0.022 0.000 0.000 2 3 Weakness
Polymorphism 3 0.000 0.068 0.932 0.001 0.000 3 4 Weakness
Program analysis 2 0.004 0.912 0.083 0.000 0.000 2 3 Weakness
Program design 2 0.005 0.925 0.070 0.000 0.000 2 3 Weakness
Program implementation 2 0.001 0.807 0.192 0.000 0.000 2 3 Weakness
Program specifications 2 0.003 0.880 0.118 0.000 0.000 2 3 Weakness
Simulation 3 0.000 0.239 0.760 0.000 0.000 3 3 Fit
Standard data structures 2 0.000 0.556 0.444 0.000 0.000 2 3 Weakness
Standard operations & algorithms 2 0.000 0.502 0.498 0.000 0.000 2 3 Weakness
System Modeling 3 0.000 0.043 0.956 0.001 0.000 3 4 Weakness



Student and Data Engineer Course Profile
 
Student SID033
Ability -4.741

Item Grade
Category
Prob. Receiving
Grade Category 1
Prob. Receiving
Grade Category 2
Prob. Receiving
Grade Category 3
Prob. Receiving
Grade Category 4
Prob. Receiving
Grade Category 5
Most Likely
Grade
Category
Student
and Course
Profile
Status
Computational models 3 0.000 0.446 0.554 0.000 0.000 3 3 Fit
Concurrent Programming 3 0.000 0.083 0.917 0.001 0.000 3 4 Weakness
Data abstraction and inheritance 2 0.000 0.561 0.439 0.000 0.000 2 3 Weakness
Debugging and testing 2 0.004 0.918 0.078 0.000 0.000 2 3 Weakness
Dynamic Data Structures 3 0.000 0.234 0.765 0.000 0.000 3 3 Fit
Dynamic programming 3 0.000 0.234 0.765 0.000 0.000 3 3 Fit
Object-oriented program design 2 0.027 0.959 0.014 0.000 0.000 2 3 Weakness
Polymorphism 3 0.000 0.103 0.896 0.000 0.000 3 4 Weakness
Program analysis 2 0.007 0.939 0.054 0.000 0.000 2 3 Weakness
Program design 2 0.008 0.947 0.045 0.000 0.000 2 3 Weakness
Program implementation 2 0.002 0.868 0.130 0.000 0.000 2 3 Weakness
Program specifications 2 0.004 0.918 0.078 0.000 0.000 2 3 Weakness
Simulation 3 0.000 0.333 0.667 0.000 0.000 3 3 Fit
Standard data structures 2 0.001 0.664 0.335 0.000 0.000 2 3 Weakness
Standard operations & algorithms 2 0.000 0.614 0.385 0.000 0.000 2 3 Weakness
System Modeling 3 0.000 0.066 0.933 0.001 0.000 3 4 Weakness



Student and Data Engineer Course Profile
 
Student SID022
Ability -5.649

Item Grade
Category
Prob. Receiving
Grade Category 1
Prob. Receiving
Grade Category 2
Prob. Receiving
Grade Category 3
Prob. Receiving
Grade Category 4
Prob. Receiving
Grade Category 5
Most Likely
Grade
Category
Student
and Course
Profile
Status
Computational models 3 0.001 0.666 0.333 0.000 0.000 2 3 Fit
Concurrent Programming 3 0.000 0.183 0.817 0.000 0.000 3 4 Weakness
Data abstraction and inheritance 2 0.001 0.760 0.239 0.000 0.000 2 3 Weakness
Debugging and testing 2 0.012 0.956 0.032 0.000 0.000 2 3 Weakness
Dynamic Data Structures 2 0.000 0.432 0.568 0.000 0.000 3 3 Opportunity
Dynamic programming 2 0.000 0.432 0.568 0.000 0.000 3 3 Opportunity
Object-oriented program design 2 0.064 0.930 0.005 0.000 0.000 2 3 Weakness
Polymorphism 3 0.000 0.222 0.777 0.000 0.000 3 4 Weakness
Program analysis 2 0.017 0.961 0.022 0.000 0.000 2 3 Weakness
Program design 2 0.020 0.961 0.018 0.000 0.000 2 3 Weakness
Program implementation 2 0.006 0.937 0.057 0.000 0.000 2 3 Weakness
Program specifications 2 0.012 0.956 0.032 0.000 0.000 2 3 Weakness
Simulation 3 0.000 0.553 0.446 0.000 0.000 2 3 Fit
Standard data structures 2 0.002 0.830 0.169 0.000 0.000 2 3 Weakness
Standard operations & algorithms 2 0.001 0.797 0.201 0.000 0.000 2 3 Weakness
System Modeling 3 0.000 0.149 0.851 0.000 0.000 3 4 Weakness



Student and Data Engineer Course Profile
 
Student SID036
Ability -6.109

Item Grade
Category
Prob. Receiving
Grade Category 1
Prob. Receiving
Grade Category 2
Prob. Receiving
Grade Category 3
Prob. Receiving
Grade Category 4
Prob. Receiving
Grade Category 5
Most Likely
Grade
Category
Student
and Course
Profile
Status
Computational models 2 0.001 0.759 0.240 0.000 0.000 2 3 Weakness
Concurrent Programming 3 0.000 0.262 0.738 0.000 0.000 3 4 Weakness
Data abstraction and inheritance 2 0.002 0.833 0.166 0.000 0.000 2 3 Weakness
Debugging and testing 2 0.018 0.961 0.021 0.000 0.000 2 3 Weakness
Dynamic Data Structures 3 0.000 0.546 0.453 0.000 0.000 2 3 Fit
Dynamic programming 2 0.000 0.546 0.453 0.000 0.000 2 3 Weakness
Object-oriented program design 2 0.099 0.898 0.003 0.000 0.000 2 3 Weakness
Polymorphism 3 0.000 0.312 0.688 0.000 0.000 3 4 Weakness
Program analysis 2 0.027 0.959 0.014 0.000 0.000 2 3 Weakness
Program design 2 0.032 0.956 0.012 0.000 0.000 2 3 Weakness
Program implementation 2 0.010 0.953 0.036 0.000 0.000 2 3 Weakness
Program specifications 2 0.018 0.961 0.021 0.000 0.000 2 3 Weakness
Simulation 2 0.001 0.662 0.337 0.000 0.000 2 3 Weakness
Standard data structures 2 0.003 0.884 0.113 0.000 0.000 2 3 Weakness
Standard operations & algorithms 2 0.002 0.861 0.137 0.000 0.000 2 3 Weakness
System Modeling 3 0.000 0.217 0.782 0.000 0.000 3 4 Weakness



Student and Data Engineer Course Profile
 
Student SID006
Ability -6.581

Item Grade
Category
Prob. Receiving
Grade Category 1
Prob. Receiving
Grade Category 2
Prob. Receiving
Grade Category 3
Prob. Receiving
Grade Category 4
Prob. Receiving
Grade Category 5
Most Likely
Grade
Category
Student
and Course
Profile
Status
Computational models 2 0.002 0.834 0.164 0.000 0.000 2 3 Weakness
Concurrent Programming 3 0.000 0.362 0.638 0.000 0.000 3 4 Weakness
Data abstraction and inheritance 2 0.003 0.887 0.110 0.000 0.000 2 3 Weakness
Debugging and testing 2 0.029 0.958 0.013 0.000 0.000 2 3 Weakness
Dynamic Data Structures 2 0.001 0.658 0.341 0.000 0.000 2 3 Weakness
Dynamic programming 2 0.001 0.658 0.341 0.000 0.000 2 3 Weakness
Object-oriented program design 2 0.149 0.849 0.002 0.000 0.000 2 3 Weakness
Polymorphism 3 0.000 0.420 0.580 0.000 0.000 3 4 Weakness
Program analysis 2 0.042 0.949 0.009 0.000 0.000 2 3 Weakness
Program design 2 0.051 0.942 0.007 0.000 0.000 2 3 Weakness
Program implementation 2 0.017 0.961 0.023 0.000 0.000 2 3 Weakness
Program specifications 2 0.029 0.958 0.013 0.000 0.000 2 3 Weakness
Simulation 2 0.001 0.758 0.241 0.000 0.000 2 3 Weakness
Standard data structures 2 0.005 0.921 0.074 0.000 0.000 2 3 Weakness
Standard operations & algorithms 2 0.004 0.906 0.090 0.000 0.000 2 3 Weakness
System Modeling 3 0.000 0.308 0.692 0.000 0.000 3 4 Weakness



Student and Data Engineer Course Profile
 
Student SID028
Ability -6.581

Item Grade
Category
Prob. Receiving
Grade Category 1
Prob. Receiving
Grade Category 2
Prob. Receiving
Grade Category 3
Prob. Receiving
Grade Category 4
Prob. Receiving
Grade Category 5
Most Likely
Grade
Category
Student
and Course
Profile
Status
Computational models 2 0.002 0.834 0.164 0.000 0.000 2 3 Weakness
Concurrent Programming 2 0.000 0.362 0.638 0.000 0.000 3 4 Weakness
Data abstraction and inheritance 2 0.003 0.887 0.110 0.000 0.000 2 3 Weakness
Debugging and testing 2 0.029 0.958 0.013 0.000 0.000 2 3 Weakness
Dynamic Data Structures 2 0.001 0.658 0.341 0.000 0.000 2 3 Weakness
Dynamic programming 3 0.001 0.658 0.341 0.000 0.000 2 3 Fit
Object-oriented program design 2 0.149 0.849 0.002 0.000 0.000 2 3 Weakness
Polymorphism 3 0.000 0.420 0.580 0.000 0.000 3 4 Weakness
Program analysis 2 0.042 0.949 0.009 0.000 0.000 2 3 Weakness
Program design 2 0.051 0.942 0.007 0.000 0.000 2 3 Weakness
Program implementation 2 0.017 0.961 0.023 0.000 0.000 2 3 Weakness
Program specifications 2 0.029 0.958 0.013 0.000 0.000 2 3 Weakness
Simulation 2 0.001 0.758 0.241 0.000 0.000 2 3 Weakness
Standard data structures 2 0.005 0.921 0.074 0.000 0.000 2 3 Weakness
Standard operations & algorithms 2 0.004 0.906 0.090 0.000 0.000 2 3 Weakness
System Modeling 3 0.000 0.308 0.692 0.000 0.000 3 4 Weakness



Student and Data Engineer Course Profile
 
Student SID008
Ability -7.580

Item Grade
Category
Prob. Receiving
Grade Category 1
Prob. Receiving
Grade Category 2
Prob. Receiving
Grade Category 3
Prob. Receiving
Grade Category 4
Prob. Receiving
Grade Category 5
Most Likely
Grade
Category
Student
and Course
Profile
Status
Computational models 2 0.005 0.927 0.067 0.000 0.000 2 3 Weakness
Concurrent Programming 2 0.000 0.607 0.393 0.000 0.000 2 4 Weakness
Data abstraction and inheritance 2 0.008 0.948 0.043 0.000 0.000 2 3 Weakness
Debugging and testing 2 0.076 0.919 0.005 0.000 0.000 2 3 Weakness
Dynamic Data Structures 2 0.002 0.838 0.160 0.000 0.000 2 3 Weakness
Dynamic programming 2 0.002 0.838 0.160 0.000 0.000 2 3 Weakness
Object-oriented program design 1 0.323 0.676 0.001 0.000 0.000 2 3 Weakness
Polymorphism 3 0.001 0.663 0.336 0.000 0.000 2 4 Weakness
Program analysis 2 0.108 0.889 0.003 0.000 0.000 2 3 Weakness
Program design 2 0.128 0.870 0.002 0.000 0.000 2 3 Weakness
Program implementation 2 0.044 0.947 0.008 0.000 0.000 2 3 Weakness
Program specifications 2 0.076 0.919 0.005 0.000 0.000 2 3 Weakness
Simulation 2 0.003 0.892 0.105 0.000 0.000 2 3 Weakness
Standard data structures 2 0.013 0.958 0.028 0.000 0.000 2 3 Weakness
Standard operations & algorithms 2 0.011 0.954 0.035 0.000 0.000 2 3 Weakness
System Modeling 3 0.000 0.547 0.453 0.000 0.000 2 4 Weakness



Student and Data Engineer Course Profile
 
Student SID031
Ability -7.580

Item Grade
Category
Prob. Receiving
Grade Category 1
Prob. Receiving
Grade Category 2
Prob. Receiving
Grade Category 3
Prob. Receiving
Grade Category 4
Prob. Receiving
Grade Category 5
Most Likely
Grade
Category
Student
and Course
Profile
Status
Computational models 2 0.005 0.927 0.067 0.000 0.000 2 3 Weakness
Concurrent Programming 3 0.000 0.607 0.393 0.000 0.000 2 4 Weakness
Data abstraction and inheritance 2 0.008 0.948 0.043 0.000 0.000 2 3 Weakness
Debugging and testing 2 0.076 0.919 0.005 0.000 0.000 2 3 Weakness
Dynamic Data Structures 2 0.002 0.838 0.160 0.000 0.000 2 3 Weakness
Dynamic programming 2 0.002 0.838 0.160 0.000 0.000 2 3 Weakness
Object-oriented program design 2 0.323 0.676 0.001 0.000 0.000 2 3 Weakness
Polymorphism 2 0.001 0.663 0.336 0.000 0.000 2 4 Weakness
Program analysis 2 0.108 0.889 0.003 0.000 0.000 2 3 Weakness
Program design 2 0.128 0.870 0.002 0.000 0.000 2 3 Weakness
Program implementation 2 0.044 0.947 0.008 0.000 0.000 2 3 Weakness
Program specifications 2 0.076 0.919 0.005 0.000 0.000 2 3 Weakness
Simulation 2 0.003 0.892 0.105 0.000 0.000 2 3 Weakness
Standard data structures 2 0.013 0.958 0.028 0.000 0.000 2 3 Weakness
Standard operations & algorithms 2 0.011 0.954 0.035 0.000 0.000 2 3 Weakness
System Modeling 2 0.000 0.547 0.453 0.000 0.000 2 4 Weakness



Student and Data Engineer Course Profile
 
Student SID001
Ability -10.18

Item Grade
Category
Prob. Receiving
Grade Category 1
Prob. Receiving
Grade Category 2
Prob. Receiving
Grade Category 3
Prob. Receiving
Grade Category 4
Prob. Receiving
Grade Category 5
Most Likely
Grade
Category
Student
and Course
Profile
Status
Computational models 2 0.070 0.925 0.005 0.000 0.000 2 3 Weakness
Concurrent Programming 2 0.008 0.946 0.046 0.000 0.000 2 4 Weakness
Data abstraction and inheritance 2 0.107 0.890 0.003 0.000 0.000 2 3 Weakness
Debugging and testing 1 0.528 0.472 0.000 0.000 0.000 1 3 Weakness
Dynamic Data Structures 2 0.028 0.959 0.014 0.000 0.000 2 3 Weakness
Dynamic programming 2 0.028 0.959 0.014 0.000 0.000 2 3 Weakness
Object-oriented program design 1 0.865 0.135 0.000 0.000 0.000 1 3 Weakness
Polymorphism 2 0.010 0.954 0.036 0.000 0.000 2 4 Weakness
Program analysis 1 0.620 0.380 0.000 0.000 0.000 1 3 Weakness
Program design 1 0.664 0.336 0.000 0.000 0.000 1 3 Weakness
Program implementation 1 0.386 0.614 0.000 0.000 0.000 2 3 Weakness
Program specifications 1 0.528 0.472 0.000 0.000 0.000 1 3 Weakness
Simulation 2 0.045 0.947 0.008 0.000 0.000 2 3 Weakness
Standard data structures 3 0.157 0.841 0.002 0.000 0.000 2 3 Fit
Standard operations & algorithms 3 0.130 0.867 0.002 0.000 0.000 2 3 Fit
System Modeling 2 0.006 0.936 0.058 0.000 0.000 2 4 Weakness