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INSIGHTS FROM DATA
DETECT
ANOMALIES
Richard Quinn
Strategic Management, UCF
“The exam was running at a
grade and a half higher than it
had ever run before... You don’t
see that kind of grade
improvement by chance.”
Summer
2010
Mid-term
Fall
2010
Mid-term
“A bimodal distribution exists when an
external force is applied to the dataset
that creates a systematic bias.”
SEE THE REAL
IMPACT OF
POLICY
ENGLISH
0
5,000
10,000
15,000
20,000
25,000
30,000
35,000
40,000
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75 80 85 90 95 100
0
5,000
10,000
15,000
20,000
25,000
30,000
35,000
40,000
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75 80 85 90 95 100
SOCIAL SCIENCE
0
5,000
10,000
15,000
20,000
25,000
30,000
35,000
40,000
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75 80 85 90 95 100
LANGUAGE
0
5,000
10,000
15,000
20,000
25,000
30,000
35,000
40,000
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75 80 85 90 95 100
SCIENCE
0
5,000
10,000
15,000
20,000
25,000
30,000
35,000
40,000
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75 80 85 90 95 100
MATHEMATICS
1 5.5%
2 4.3%
3 2.3%
4 0.9%
5 0.3%
6 0.1%
MATHEMATICS 3.08%
COMMERCE 0.80%
ACCOUNTANCY 0.33%
PHYSICS 0.26%
ECONOMICS 0.21%
HISTORY 0.19%
How many subjects do students fail in?What contributes to single failures?
PHYSICS MATHEMATICS 0.79%
PHYSICS CHEMISTRY 0.77%
CHEMISTRY MATHEMATICS 0.55%
COMMERCE ACCOUNTANCY 0.29%
ENGLISH COMMERCE 0.17%
BIOLOGY MATHEMATICS 0.14%
Two-subject failures
WHAT
DETERMINES
PERFORMANCE?
Subject Girs higher by Girls Boys
Physics 0 119 119
Chemistry 1 123 122
English 4 130 126
Computers 6 137 131
Biology 6 129 123
Mathematics 11 123 112
Language 11 152 141
Accounting 12 138 126
Commerce 13 127 114
Economics 16 142 126
PERFORMANCE: GIRLS VS BOYS
Based on the results of the 20 lakh
students taking the Class XII exams
at Tamil Nadu over the last 3
years, it appears that the month you
were born in can make a difference
of as much as 120 marks out of
1,200.
June borns
score the lowest
The marks shoot
up for Aug borns
… and peaks for
Sep-borns
120 marks out of
1200 explainable
by month of birth
An identical pattern was observed in 2009 and 2010…
… and across districts, gender, subjects, and class X & XII.
“It’s simply that in Canada the eligibility
cutoff for age-class hockey is January 1. A
boy who turns ten on January
2, then, could be playing alongside
someone who doesn’t turn ten until the
end of the year—and at that age, in
preadolescence, a twelve-month gap in
age represents an enormous difference in
physical maturity.”
-- Malcolm Gladwell, Outliers
BIG DATA
REQUIRES
RICHER VISUALS
MONITORING
EFFECTIVELY
MONITORING
EFFECTIVELY
Jain
Harini
Shweta
Sneha Pooja
Ashwin
Shah
Deepti
Sanjana
Varshini
Ezhumalai
Venkatesan
Silambarasan
Pandiyan
Kumaresan
Manikandan
Thirupathi
Agarwal
Kumar
Priya
FIND HIDDEN
CORRELATIONS
COMPARING
PERFORMANCE
EMBRACE AND LEARN FROM DATA
USE IT TO DRIVE YOUR DECISIONS

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Insights from Data: Embrace and Learn from Data to Drive Decisions

Editor's Notes

  1. We took the results of class 12th state board examination in Tamil Nadu and looked at the most popular names -- the top 5,000 names to be precise -- and plotted them based on their marks. The visualisation you see plotslarge boxes for the popular names. For example the big rectangle on the top left indicates people who have the name Kumar and the colour of the boxes indicate the average percentages scored by these students. The darker the blue, the higher the marks. The closer it is to white, the lower the marks. There are some fairly interesting patterns here. For example the names Jain, Shah, Agarwal and Gupta tend to score fairly high marks. These are typical north Indian names. Names like Ashwin, Shweta, Sneha, Pooja, Harini, Sanjana, Varshini, Deepti, etc they tend to score high marks as well. These are classic urban names and you’ll also notice that vast majority of them are girl’s names. Names such as Manigandan, Venkatesan, Ezhumalai, Silambarasan, Pandiyan, Kumaresan, Tirupathi, they tend to score relatively low marks. If you notice these are classic rural names and predominantly male. This is NOT an indication of marks being predicted by the names -- but rather both marks and names are a consequence of socio economic and cultural background of students.