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8/2/2019 8. Campus General Logical-Mathematical Reasoning Test (CG-LMRT), May 2011
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University of Puerto Rico
Rio Piedras Campus
Dean of Academic Affairs
Office of Evaluation of Student Learning
Campus General Logical Mathematical Reasoning Test (CG-LMRT) Results - May 2011
ItemArea of
competence
Specific competency
(learning outcome)
Experts
Delta
Difficulty
Index
Equivalent
Delta
Discrimination
IndexComments
1 Computing Basic operations (fractions) 7 0.52 13 0.44Medium difficu
high discrimina
2 Representation Apply measurement concepts 8 0.48 13 0.41Medium difficu
high discrimina
3 Representation Probability 8 0.85 9 0.19Low difficulty, v
low discriminat
4 Computing Equations 9 0.49 13 0.51Medium difficu
high discrimina
5 Representation Graph interpretation 8 0.87 8 0.26Low difficulty, l
discriminatio
6 Representation Graph interpretation 13 0.68 11 0.55 Low difficulty, hdiscriminatio
7 Evaluation Analyze evidences 9 0.72 11 0.26Low difficulty, l
discriminatio
8 Computing Proportions 10 0.45 13 0.58Medium difficu
high discrimina
9 Computing
Use quantitative competencies
to analyze and solve everyday
situations
10 0.35 14 0.47High difficulty, h
discriminatio
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ItemArea of
competence
Specific competency
(learning outcome)
Experts
Delta
Difficulty
Index
Equivalent
Delta
Discrimination
IndexComments
10 Representation Geometry 10 0.60 12 0.46Medium difficu
high discrimina
11 Computing Percentage 9 0.72 11 0.47Low difficulty, h
discriminatio
12 ComputingUse statistics principles to
describe situations12 0.46 13 0.44
Medium difficu
high discrimina
13 Computing Percentage 9 0.43 14 0.46Medium difficu
high discrimina
14 EvaluationAnalyze information presented
on a graph12 0.12 18 0.09
High difficulty, v
low discriminat
15 RepresentationGraphically represent
functions13 0.37 14 0.46
Low difficulty, h
discriminatio
16 Evaluation
Understand the relation
between quantitative
information and its different
representations
15 0.11 18 0.20High difficulty,
discriminatio
17 Evaluation
Understand the relation
between quantitative
information and its different
representations
14 0.74 11 0.46Low difficulty, h
discriminatio
18 Evaluation
Understand the relation
between quantitative
information and its different
representations
14 0.59 12 0.54Medium difficu
high discrimina
19 Evaluation
Understand the relation
between quantitative
information and its different
representations
15 0.79 10 0.40Low difficulty, h
discriminatio
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ItemArea of
competence
Specific competency
(learning outcome)
Experts
Delta
Difficulty
Index
Equivalent
Delta
Discrimination
IndexComments
20 Evaluation Analyze evidence 13 0.46 13 0.43Medium difficu
high discrimina
21 ComputingUse statistics principles to
describe situations13 0.26 15 0.34
High difficult
good
discriminatio
22 Evaluation
Understand the relation
between quantitative
information and its different
representations
12 0.76 10 0.34Low difficulty, g
discriminatio
Global test delta: 12.5 Medium difficulty test Internal consistency index (reliability Cronbachs alpha): 0.719
Global test difficulty index: 0.54
Item difficulty Item discrimination
College Boards
Delta indexDifficulty
Percentage of students
that answered correctly
Number of items
in the testIndex Discrimination
Number of item
the test
6 - 8 Very low 95 - 90 0 0.40 High 15
9 - 11 low 85 - 70 8 0.39 - 0.30 Good 2
12 - 14 Medium 60 - 40 9 0.29 - 0.20 Low - Can be revised 3 Check difficu
instruction
and alternat15 - 19 High 30 - 5 5 0.19
Very low - does not
discriminate2
Negative
Does not
discriminate and
should be eliminated.
0
Notes:
The CG-LMRT was administered from May 16 th to the 20th, 2011 to 521 students out of a total of 806 enrolled in 34 sections ofMATE, ESGE and EDFU courses that comply with the Campus General Logical-Mathematical Reasoning requirement. A total of
65% of the students enrolled these courses sections participated in this assessment.
The item difficulty appreciation by experts (delta) of the College Board was established prior to the administration of the CBA-LMRT. An equivalent delta index was calculated using item difficulty statistics to establish a degree of agreement between
experts item difficulty appreciation and test results.
The item difficulty index indicates the proportion of students that answered each item correctly.
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Descriptive Statistics of the Campus General Logical Mathematical Reasoning Test (CG-LMRT) Administration Results -
May 2011
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Distribution of Students Total Score in the Campus General Logical Mathematical Reasoning Test (CG-LMRT)
Administration Results May, 2011
Expected outcome: 70% of the students enrolled in MATE, ESGE and EDFU courses that comply with the Campus General Logical-
Mathematical Reasoning requirement. will obtain a score of 15 points or higher.
Findings: As presented on the table, 77.1% of the students achieved a score of 14 or lower. Therefore, only 22.9% of the students
obtained a score of 15 points or higher. The goal was not met.
Median score: 12
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Students Item Alternatives Selection Distribution in the Campus General Logical Mathematical
Reasoning Test (CG-LMRT) Administration Results May, 2011
Item 1
Frequency Percent Valid Percent
Cumulative
Percent
Valid
5 1.0 1.0 1.0
A 30 5.8 5.8 6.7
B 14 2.7 2.7 9.4
C 192 36.9 36.9 46.3
D 266 51.1 51.1 97.3
E 14 2.7 2.7 100.0
Total 521 100.0 100.0
Item 1
Frequency Percent Valid PercentCumulative
Percent
Valid
Incorrect 250 48.0 48.4 48.4
Correct 266 51.1 51.6 100.0
Total 516 99.0 100.0
Missing System 5 1.0
Total 521 100.0
Item 2
Frequency Percent Valid PercentCumulative
Percent
Valid
15 2.9 2.9 2.9
A 12 2.3 2.3 5.2
B 119 22.8 22.8 28.0
C 242 46.4 46.4 74.5
D 42 8.1 8.1 82.5
E 91 17.5 17.5 100.0
Total 521 100.0 100.0
Item 2
Frequency Percent Valid Percent CumulativePercent
Valid
Incorrect 264 50.7 52.2 52.2
Correct 242 46.4 47.8 100.0
Total 506 97.1 100.0
Missing System 15 2.9
Total 521 100.0
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Item 3
Frequency Percent Valid PercentCumulative
Percent
Valid
4 .8 .8 .8
A 437 83.9 83.9 84.6
B 38 7.3 7.3 91.9
C 32 6.1 6.1 98.1D 10 1.9 1.9 100.0
Total 521 100.0 100.0
Item 3
Frequency Percent Valid PercentCumulative
Percent
Valid
Incorrect 80 15.4 15.5 15.5
Correct 437 83.9 84.5 100.0
Total 517 99.2 100.0
Missing System 4 .8
Total 521 100.0
Item 4
Frequency Percent Valid PercentCumulative
Percent
Valid
28 5.4 5.4 5.4
A 50 9.6 9.6 15.0
B 52 10.0 10.0 25.0
C 83 15.9 15.9 40.9
D 67 12.9 12.9 53.7
E 241 46.3 46.3 100.0
Total 521 100.0 100.0
Item 4
Frequency Percent Valid PercentCumulative
Percent
Valid
Incorrect 252 48.4 51.1 51.1
Correct 241 46.3 48.9 100.0
Total 493 94.6 100.0
Missing System 28 5.4
Total 521 100.0
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Item 5
Frequency Percent Valid PercentCumulative
Percent
Valid
2 .4 .4 .4
A 9 1.7 1.7 2.1
B 25 4.8 4.8 6.9
C 449 86.2 86.2 93.1D 26 5.0 5.0 98.1
E 10 1.9 1.9 100.0
Total 521 100.0 100.0
Item 5
Frequency Percent Valid PercentCumulative
Percent
Valid
Incorrect 70 13.4 13.5 13.5
Correct 449 86.2 86.5 100.0
Total 519 99.6 100.0
Missing System 2 .4
Total 521 100.0
Item 6
Frequency Percent Valid PercentCumulative
Percent
Valid
11 2.1 2.1 2.1
A 102 19.6 19.6 21.7
B 24 4.6 4.6 26.3C 17 3.3 3.3 29.6
D 22 4.2 4.2 33.8
E 345 66.2 66.2 100.0
Total 521 100.0 100.0
Item 6
Frequency Percent Valid PercentCumulative
Percent
Valid
Incorrect 165 31.7 32.4 32.4
Correct 345 66.2 67.6 100.0
Total 510 97.9 100.0Missing System 11 2.1
Total 521 100.0
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Item 7
Frequency Percent Valid PercentCumulative
Percent
Valid
7 1.3 1.3 1.3
A 32 6.1 6.1 7.5
B 72 13.8 13.8 21.3
C 14 2.7 2.7 24.0
D 25 4.8 4.8 28.8
E 371 71.2 71.2 100.0
Total 521 100.0 100.0
Item 7
Frequency Percent Valid PercentCumulative
Percent
Valid
Incorrect 143 27.4 27.8 27.8
Correct 371 71.2 72.2 100.0
Total 514 98.7 100.0
Missing System 7 1.3
Total 521 100.0
Item 8
Frequency Percent Valid PercentCumulative
Percent
Valid
11 2.1 2.1 2.1
A 85 16.3 16.3 18.4
B 50 9.6 9.6 28.0
C 48 9.2 9.2 37.2
D 230 44.1 44.1 81.4
E 97 18.6 18.6 100.0Total 521 100.0 100.0
Item 8
Frequency Percent Valid PercentCumulative
Percent
Valid
Incorrect 280 53.7 54.9 54.9
Correct 230 44.1 45.1 100.0
Total 510 97.9 100.0
Missing System 11 2.1
Total 521 100.0
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Item 9
Frequency Percent Valid PercentCumulative
Percent
Valid
10 1.9 1.9 1.9
A 77 14.8 14.8 16.7
B 149 28.6 28.6 45.3
C 42 8.1 8.1 53.4D 179 34.4 34.4 87.7
E 64 12.3 12.3 100.0
Total 521 100.0 100.0
Item 9
Frequency Percent Valid PercentCumulative
Percent
Valid
Incorrect 332 63.7 65.0 65.0
Correct 179 34.4 35.0 100.0
Total 511 98.1 100.0
Missing System 10 1.9Total 521 100.0
Item 10
Frequency Percent Valid PercentCumulative
Percent
Valid
7 1.3 1.3 1.3
A 52 10.0 10.0 11.3
B 310 59.5 59.5 70.8
C 68 13.1 13.1 83.9D 66 12.7 12.7 96.5
E 18 3.5 3.5 100.0
Total 521 100.0 100.0
Item 10
Frequency Percent Valid PercentCumulative
Percent
Valid
Incorrect 204 39.2 39.7 39.7
Correct 310 59.5 60.3 100.0
Total 514 98.7 100.0
Missing System 7 1.3
Total 521 100.0
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Item 11
Frequency Percent Valid PercentCumulative
Percent
Valid
4 .8 .8 .8
A 9 1.7 1.7 2.5
B 31 6.0 6.0 8.4
C 371 71.2 71.2 79.7D 100 19.2 19.2 98.8
E 6 1.2 1.2 100.0
Total 521 100.0 100.0
Item 11
Frequency Percent Valid PercentCumulative
Percent
Valid
Incorrect 146 28.0 28.2 28.2
Correct 371 71.2 71.8 100.0
Total 517 99.2 100.0
Missing System 4 .8Total 521 100.0
Item 12
Frequency Percent Valid PercentCumulative
Percent
Valid
11 2.1 2.1 2.1
A 65 12.5 12.5 14.6
B 76 14.6 14.6 29.2
C 78 15.0 15.0 44.1
D 233 44.7 44.7 88.9E 58 11.1 11.1 100.0
Total 521 100.0 100.0
Item 12
Frequency Percent Valid PercentCumulative
Percent
Valid
Incorrect 277 53.2 54.3 54.3
Correct 233 44.7 45.7 100.0
Total 510 97.9 100.0
Missing System 11 2.1
Total 521 100.0
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Item 13
Frequency Percent Valid PercentCumulative
Percent
Valid
8 1.5 1.5 1.5
A 77 14.8 14.8 16.3
B 219 42.0 42.0 58.3
C 42 8.1 8.1 66.4D 157 30.1 30.1 96.5
E 18 3.5 3.5 100.0
Total 521 100.0 100.0
Item 13
Frequency Percent Valid PercentCumulative
Percent
Valid
Incorrect 294 56.4 57.3 57.3
Correct 219 42.0 42.7 100.0
Total 513 98.5 100.0
Missing System 8 1.5
Total 521 100.0
Item 14
Frequency Percent Valid PercentCumulative
Percent
Valid
10 1.9 1.9 1.9
A 12 2.3 2.3 4.2
B 156 29.9 29.9 34.2
C 59 11.3 11.3 45.5
D 31 6.0 6.0 51.4E 253 48.6 48.6 100.0
Total 521 100.0 100.0
Item 14
Frequency Percent Valid PercentCumulative
Percent
Valid
Incorrect 452 86.8 88.5 88.5
Correct 59 11.3 11.5 100.0
Total 511 98.1 100.0
Missing System 10 1.9
Total 521 100.0
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Item 15
Frequency Percent Valid PercentCumulative
Percent
Valid
26 5.0 5.0 5.0
A 69 13.2 13.2 18.2
B 184 35.3 35.3 53.6
C 98 18.8 18.8 72.4D 90 17.3 17.3 89.6
E 54 10.4 10.4 100.0
Total 521 100.0 100.0
Item 15
Frequency Percent Valid PercentCumulative
Percent
Valid
Incorrect 311 59.7 62.8 62.8
Correct 184 35.3 37.2 100.0
Total 495 95.0 100.0
Missing System 26 5.0
Total 521 100.0
Item 16
Frequency Percent Valid PercentCumulative
Percent
Valid
24 4.6 4.6 4.6
A 218 41.8 41.8 46.4
B 100 19.2 19.2 65.6
C 24 4.6 4.6 70.2
D 54 10.4 10.4 80.6E 101 19.4 19.4 100.0
Total 521 100.0 100.0
Item 16
Frequency Percent Valid PercentCumulative
Percent
Valid
Incorrect 443 85.0 89.1 89.1
Correct 54 10.4 10.9 100.0
Total 497 95.4 100.0
Missing System 24 4.6
Total 521 100.0
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Item 17
Frequency Percent Valid PercentCumulative
Percent
Valid
12 2.3 2.3 2.3
A 5 1.0 1.0 3.3
B 66 12.7 12.7 15.9
C 37 7.1 7.1 23.0D 378 72.6 72.6 95.6
E 23 4.4 4.4 100.0
Total 521 100.0 100.0
Item 17
Frequency Percent Valid PercentCumulative
Percent
Valid
Incorrect 131 25.1 25.7 25.7
Correct 378 72.6 74.3 100.0
Total 509 97.7 100.0
Missing System 12 2.3
Total 521 100.0
Item 18
Frequency Percent Valid PercentCumulative
Percent
Valid
14 2.7 2.7 2.7
A 183 35.1 35.1 37.8
B 297 57.0 57.0 94.8
C 11 2.1 2.1 96.9
D 6 1.2 1.2 98.1E 10 1.9 1.9 100.0
Total 521 100.0 100.0
Item 18
Frequency Percent Valid PercentCumulative
Percent
Valid
Incorrect 210 40.3 41.4 41.4
Correct 297 57.0 58.6 100.0
Total 507 97.3 100.0
Missing System 14 2.7
Total 521 100.0
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Item 19
Frequency Percent Valid PercentCumulative
Percent
Valid
14 2.7 2.7 2.7
A 20 3.8 3.8 6.5
B 8 1.5 1.5 8.1
C 22 4.2 4.2 12.3D 55 10.6 10.6 22.8
E 402 77.2 77.2 100.0
Total 521 100.0 100.0
Item 19
Frequency Percent Valid PercentCumulative
Percent
Valid
Incorrect 105 20.2 20.7 20.7
Correct 402 77.2 79.3 100.0
Total 507 97.3 100.0
Missing System 14 2.7
Total 521 100.0
Item 20
Frequency Percent Valid PercentCumulative
Percent
Valid
30 5.8 5.8 5.8
A 48 9.2 9.2 15.0
B 224 43.0 43.0 58.0
C 51 9.8 9.8 67.8
D 55 10.6 10.6 78.3E 113 21.7 21.7 100.0
Total 521 100.0 100.0
Item 20
Frequency Percent Valid PercentCumulative
Percent
Valid
Incorrect 267 51.2 54.4 54.4
Correct 224 43.0 45.6 100.0
Total 491 94.2 100.0
Missing System 30 5.8
Total 521 100.0
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Item 21
Frequency Percent Valid PercentCumulative
Percent
Valid
28 5.4 5.4 5.4
* 1 .2 .2 5.6
A 138 26.5 26.5 32.1
B 113 21.7 21.7 53.7C 63 12.1 12.1 65.8
D 130 25.0 25.0 90.8
E 48 9.2 9.2 100.0
Total 521 100.0 100.0
Item 21
Frequency Percent Valid PercentCumulative
Percent
Valid
Incorrect 362 69.5 73.6 73.6
Correct 130 25.0 26.4 100.0
Total 492 94.4 100.0
Missing System 29 5.6Total 521 100.0
Item 22
Frequency Percent Valid PercentCumulative
Percent
Valid
23 4.4 4.4 4.4
A 11 2.1 2.1 6.5
B 62 11.9 11.9 18.4
C 16 3.1 3.1 21.5D 31 6.0 6.0 27.4
E 378 72.6 72.6 100.0
Total 521 100.0 100.0
Item 22
Frequency Percent Valid PercentCumulative
Percent
Valid
Incorrect 120 23.0 24.1 24.1
Correct 378 72.6 75.9 100.0
Total 498 95.6 100.0
Missing System 23 4.4
Total 521 100.0
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Index of Internal Consistency (reliability Cronbachs alpha) of the Campus General Logical
Mathematical Reasoning Test (CG-LMRT) May, 2011
Case Processing Summary
N %
Cases Valid 415 79.7
Excludeda
106 20.3
Total 521 100.0
a. Listwise deletion based on all variables in theprocedure.
Reliability Statistics
Cronbach'sAlpha
Cronbach'sAlpha Based on
StandardizedItems N of Items
.719 .713 22