jee joint seat allocation: synthetic data generation

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JEE Joint Seat Allocation: Synthetic Data Generation IIT Madras Team

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Page 1: JEE Joint Seat Allocation: Synthetic Data Generation

JEE Joint Seat Allocation: Synthetic Data Generation

IIT Madras Team

Page 2: JEE Joint Seat Allocation: Synthetic Data Generation

Course Preference-Data Generation Engine

JEE(Main) (5 Lakh)

Candidates

Category Selector &

Gender Selector

Advanced Rank

Generator

Final Data

NIT Closing Rank

Lookup Table for IIT

and NIT

IIT Closing Ranks

Choice Generator

Page 3: JEE Joint Seat Allocation: Synthetic Data Generation

• Assign one of GEN/OBC/SC/ST category • Assign PwD if applicable. • Assign gender after category allocation. • For JEE(Adv) third gender provision is carried out ( if they have any

course restriction then accordingly the program could be tuned) In CML rank, it ensures

~ 66 % GEN ~ 30 % OBC ~ 3% SC ~ 0.8% ST Appropriately set PwD.

In addition, the candidates will be listed in

appropriate category rank lists, if so.

Category Selector

This percentage obtained is

based on JEE(Adv) 2013,2014 data.

Page 4: JEE Joint Seat Allocation: Synthetic Data Generation

• Start with JEE Advanced Rank = JEE Main Rank.

• Randomly choose a candidate and pick a neighbour at an offset • of atmost 20 away from its main rank.

• Swap their advanced ranks.

• Repeat this for 5,00,000 * 20.

Advanced Rank Generator

First 20,000 candidates allotted with Advanced ranks taking into consideration of all categories.

Page 5: JEE Joint Seat Allocation: Synthetic Data Generation

JEE(Main) and JEE(Adv) Ranking

Analysis of the data indicates that, there is a positive correlation between the two ranks.

Page 6: JEE Joint Seat Allocation: Synthetic Data Generation

Choice Generator

ANALYSIS OF JEE( ADV) 2013 & 2014

DATA

Category

Popular Courses (based on closing

ranks)

Rank

The candidates choice fillings string considered to be Ambitious, Rational, Safe and Random

Number of Programs with IIT/NIT: 217/612

Choice Generator Is highly

tunable/flexible.

Page 7: JEE Joint Seat Allocation: Synthetic Data Generation

Snap Shot of the Final Data

Page 8: JEE Joint Seat Allocation: Synthetic Data Generation

Snap Shot of the Final Data

Page 9: JEE Joint Seat Allocation: Synthetic Data Generation

Comparative Analysis of JEE(Adv) 2013/2014 data with Synthetic data

Page 10: JEE Joint Seat Allocation: Synthetic Data Generation

Percentage variation in number of OBC candidates in UR List

Number of candidates between any two percentages is the Same - in the last two years data

Page 11: JEE Joint Seat Allocation: Synthetic Data Generation

Percentage variation in number of SC candidates in UR List

Percentage of candidates at each level in UR in both years is nearly same

Page 12: JEE Joint Seat Allocation: Synthetic Data Generation

Percentage variation in number of ST candidates in UR List

The Pattern is near similar for both the years

Page 13: JEE Joint Seat Allocation: Synthetic Data Generation

Course Preferences at Different Rank Levels with only IIT

• The results indicates popularity of the courses for different Ranks- Irrespective of Category • The data arrived at based on first preference

Page 14: JEE Joint Seat Allocation: Synthetic Data Generation

Course preference Synthetic Data with NIT engine Vs JEE(Adv)- 2013

Page 15: JEE Joint Seat Allocation: Synthetic Data Generation

Highlights

• Ranks for 5 Lakh JEE(Main) candidates along with their category and gender is generated

• JEE( Adv) ranks for seat filling accommodating all categories were carried out.

• Gender classification is carried out. Provision carried out for third gender.

• Course choice filling for IITs (20,000 candidates) and NITs (5 Lakhs inclusive of JEE(adv) candidates) were carried out.

• The candidates choice fillings string for IITs and NITs considered to be Ambitious, Rational, Safe and Random

• Synthetic data has similarity with last few years data of JEE (adv) in terms of distribution of category candidates in CML, course choices, length of string etc.