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Constrained School Choice: An Experimental Study Presentation by Jonathan Hohl Constrained School Choice: An Experimental Study by Caterina Calsamigla, Guillame Haeringer, Flip Klijn

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Page 1: Constrained School Choice- An Experimental Study Presentation · Constrained School Choice: An Experimental Study Presentation by Jonathan Hohl 3 School Choice mechanisms Boston (BOS):

Constrained School Choice: An Experimental StudyPresentation by Jonathan Hohl

Constrained School Choice: An Experimental Study

by Caterina Calsamigla, GuillameHaeringer, Flip Klijn

Page 2: Constrained School Choice- An Experimental Study Presentation · Constrained School Choice: An Experimental Study Presentation by Jonathan Hohl 3 School Choice mechanisms Boston (BOS):

Constrained School Choice: An Experimental StudyPresentation by Jonathan Hohl

School Choice Problem

Abdulkadiroglu, Sönmez (2003): ● set of schools & set of students ● students:

- strict preferences over schools,- option of remaining unassigned

- prefers being unassigned to being assigned to given school: unacceptable / otherwise acceptable

● schools:- fixed capacity- strict priority order

→ Matching

How can students be assigned to a given number ofvacant seats in school programs the best possible way?

Page 3: Constrained School Choice- An Experimental Study Presentation · Constrained School Choice: An Experimental Study Presentation by Jonathan Hohl 3 School Choice mechanisms Boston (BOS):

Constrained School Choice: An Experimental StudyPresentation by Jonathan Hohl

3 School Choice mechanismsBoston (BOS): Each school assigns seats one at a time to the students that apply to it following itspriority order. If the school capacity is or was attained, the school rejects anyremaining future applicants. Terminates when all students have been assigned.

Student Optimal Stable Matching (SOSM):Each school tentatively assigns seats one at a time to the students that apply to it orthat were tentatively assigned a seat in a previous round, following its priority order.When the school capacity is attained the school rejects any remaining students thatapply to it. Terminates then no student is rejected. Then the tentative matching becomes final.

Top Trading Cycles (TTC):Each school with vacant seats „points“ to the student with hightest priority among thestudents that have not been assigned a seat yet. This procedure, together with theabove described procedure for the students, induces a cycle or cycles of studentsand schools. If a student is in a cycle he is assigned a seat at the school he appliesto. If a school is in a cycle then its number of vacant seats is decreased by one. If aschool has no more vacant seats then it is no longer availabe and students thatapplied to it are rejected.Terminates when all students have been assigned.

Page 4: Constrained School Choice- An Experimental Study Presentation · Constrained School Choice: An Experimental Study Presentation by Jonathan Hohl 3 School Choice mechanisms Boston (BOS):

Constrained School Choice: An Experimental StudyPresentation by Jonathan Hohl

Implementation of a constraintTheoretical assumption: unlimited number of acceptable schools

BUT in practice → Constrained list of preferences

Consequence of a constraint:● fear of rejection → true preferences are not revealed

Suboptimal Matching

Page 5: Constrained School Choice- An Experimental Study Presentation · Constrained School Choice: An Experimental Study Presentation by Jonathan Hohl 3 School Choice mechanisms Boston (BOS):

Constrained School Choice: An Experimental StudyPresentation by Jonathan Hohl

Experimental Design I● 36 students, 36 school seats

● 7 schools:

● To each student corresponds a district school.Each school is the district school of as many students as itscapacity.

1 2 3 2 3 41 6

2x 5x

5A, B C, D, E,

F, G

Page 6: Constrained School Choice- An Experimental Study Presentation · Constrained School Choice: An Experimental Study Presentation by Jonathan Hohl 3 School Choice mechanisms Boston (BOS):

Constrained School Choice: An Experimental StudyPresentation by Jonathan Hohl

Experimental Design II

● for each school:

● for each student (2 different environments):1. Random

Or2. Designed: preferences depend on quality, proximity and a random factor

→ competitive (smaller capacity) schools and districtschools more likely to be amongst the most preferredschools

List of priorities

1

...

X

36

Students livingin the district ofthat school

Random orderof leftoverstudents

X = Number of seats

Page 7: Constrained School Choice- An Experimental Study Presentation · Constrained School Choice: An Experimental Study Presentation by Jonathan Hohl 3 School Choice mechanisms Boston (BOS):

Constrained School Choice: An Experimental StudyPresentation by Jonathan Hohl

Experimental Design III

3 x 2 x 2 Design● 3 mechanisms● designed / undesigned● constrained / unconstrained

● → overall 12 different treatments

● Payoffs dependent on the school students are assigned to

→ Observation of 4 different aspects

Page 8: Constrained School Choice- An Experimental Study Presentation · Constrained School Choice: An Experimental Study Presentation by Jonathan Hohl 3 School Choice mechanisms Boston (BOS):

Constrained School Choice: An Experimental StudyPresentation by Jonathan Hohl

Suboptimal Play● For SOSM and TTC in the constrained case the number of

participants revealing their true preferences significantlyreduced. (For BOS truth-telling no dominant strategy)

Page 9: Constrained School Choice- An Experimental Study Presentation · Constrained School Choice: An Experimental Study Presentation by Jonathan Hohl 3 School Choice mechanisms Boston (BOS):

Constrained School Choice: An Experimental StudyPresentation by Jonathan Hohl

Misrepresentations● 2 Biases:

● Small School Bias (SSB):lowering the position of a more competitive (smaller)school in the ranking

● District School Bias (DSB):ranking the district school higher in list than in preferences

→ significant differences for both biases between constrainedand unconstrained case

DSB SSB

Page 10: Constrained School Choice- An Experimental Study Presentation · Constrained School Choice: An Experimental Study Presentation by Jonathan Hohl 3 School Choice mechanisms Boston (BOS):

Constrained School Choice: An Experimental StudyPresentation by Jonathan Hohl

Efficiency and Stability●

● stability: guarantees that the schools an individual prefers tothe one he has been assigned to are filled with higherpriority students

→ low for all mechanisms.

mean payoffs in €

Page 11: Constrained School Choice- An Experimental Study Presentation · Constrained School Choice: An Experimental Study Presentation by Jonathan Hohl 3 School Choice mechanisms Boston (BOS):

Constrained School Choice: An Experimental StudyPresentation by Jonathan Hohl

Segregation● Segregation increases significantly for all mechanism when

constraint is imposed.

Page 12: Constrained School Choice- An Experimental Study Presentation · Constrained School Choice: An Experimental Study Presentation by Jonathan Hohl 3 School Choice mechanisms Boston (BOS):

Constrained School Choice: An Experimental StudyPresentation by Jonathan Hohl

Conclusion● Constraint has an overall negative impact:

➢ less truth telling➢ reduced efficiency and stability➢ increased segregation

● much of the use of dominated strategies derives fromaspects that are not part of the mechanisms themselves→ capacities in schools

● Pointing out the importance to consider small and seeminglyunimportant details in matching mechanisms