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Field
Abstract
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Before
In countries with centralized admission systems, some applicants have access to outside options. This study aims to analyze how the presence of attractive outside options for some applicants affects the decisions of all applicants in a centralized admission system under the deferred acceptance (DA) mechanism. I consider two cases: 1) when the length of the ranked ordered list (ROL) of educational programs that applicants can submit is unconstrained, and 2) the case of constrained ROLs. For each of these cases, I also examine whether integrating the outside option into the centralized admissions system affects the decisions of applicants, as well as the characteristics of the resulting matchings.
The preliminary findings are as follows. When the length of ROLs is constrained, contrary to the theoretical prediction, participants without access to the outside option do not take into account the information that other participants have access to the outside option, regardless of the share of such participants and whether or not the outside option is integrated into the admissions system. However, when the length of ROLs is constrained and the outside option is not integrated, as predicted by theory, participants with access to the outside option adopt a more ambitious application strategy compared to those without such access and are more inclined to truthfully list their top-ranked choice. Additionally, contrary to theory, integrating outside options into the system significantly alters the strategies and matching outcomes of the participants, even if the aftermarket is frictionless when the outside option is not integrated.
Additional experimental sessions are currently underway to collect more data.
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After
In countries with centralized admission systems, some applicants have access to outside options. This study aims to analyze how the presence of attractive outside options for some applicants affects the decisions of all applicants in a centralized admission system under the deferred acceptance (DA) mechanism. I consider two cases: 1) when the length of the ranked ordered list (ROL) of educational programs that applicants can submit is unconstrained, and 2) the case of constrained ROLs.
The main focus is on the case of constrained ROLs, as theory predicts that when ROLs are constrained in length, the availability of attractive outside options for some applicants can influence the optimal strategies adopted by all participants, including those without such outside options. Additionally, this study examines whether integrating the outside option into the centralized admissions system impacts the decisions of applicants and the resulting matching characteristics.
The preliminary findings are as follows. According to theory, participants with outside options adopt a more ambitious application strategy compared to those without such options, and are more inclined to truthfully list their top-ranked in-system choice. This hypothesis is supported when the outside option is not integrated. However, contrary to theory, integrating the outside option into the system significantly alters the strategies of the participants with outside options, increasing the likelihood of them listing the safer outside option first and leading to poorer matching outcomes for these participants. Additionally, contrary to the theoretical prediction, participants without access to the outside option do not account for the fact that other participants have access to the outside option, regardless of the share of such participants and whether or not the outside option is integrated into the admissions system.
Additional experimental sessions are currently planned to collect more data.
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Last Published
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Before
February 14, 2025 03:27 AM
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After
May 24, 2025 01:17 PM
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Intervention (Public)
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Before
Participants in the experiment will be assigned to groups of 24 individuals. Each group will compete for one of three prize types:
1) Prize A: 600 rubles (approximately $6.50 at current exchange rate)
2) Prize B: 400 rubles ($4.33)
3) Prize C: 200 rubles ($2.17)
In each group, a total of 6 prizes of each type will be awarded. Consequently, no more than 18 participants per group will receive a prize. The language used is neutral and not tied to the university admissions context.
Whether a participant receives one of the prizes depends on their own decisions, the decisions made by the other group members, and a random component. The prizes will be distributed according to the following process:
1. Each participant in the experiment submits a rank-ordered list of the prizes, with their most preferred prize listed first and their least preferred prize listed last.
2. Participants in the experiment are randomly assigned numbers from 1 to 24. A lower participant number indicates higher priority eligibility for the prizes.
3. The prizes are distributed according to the deferred acceptance algorithm.
The goal of the study is to analyze how participants' decisions on what ROLs to submit depend on their access to an outside option, and for those without access, how their decisions depend on knowing that other participants have access to an attractive outside option. Therefore, in the treatment groups, some participants will have access to an outside option of 500 rubles ($5.41).
Another goal is to investigate how integrating the outside option into the centralized prize distribution system affects participants' decision-making, in comparison to the control group and the treatment group with the non-integrated outside option.
In treatment groups where the outside option is not integrated into the centralized prize distribution system, participants with an outside option (call it prize O) will receive 500 rubles if they do not win Prize A at the conclusion of the algorithm. Prizes B and C that are vacated will be redistributed to other participants without outside options, based on their submitted ROLs and priority numbers assigned in the second stage.
In treatment groups where the outside option is integrated into the centralized prize distribution system, participants with access to the outside option Prize O will need to include it in their ROLs in order to be considered for that option.
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After
Participants in the experiment will be assigned to groups of 24 individuals. Each group will compete for one of three prize types:
1) Prize A: 600 rubles (approximately $6.50 at current exchange rate)
2) Prize B: 400 rubles ($4.33)
3) Prize C: 200 rubles ($2.17)
In each group, a total of 6 prizes of each type will be awarded. Consequently, no more than 18 participants per group will receive a prize in the baseline version with no outside option available. The language used is neutral and not tied to the university admissions context.
Whether a participant receives one of the prizes depends on their own decisions, the decisions made by the other group members, and a random component. The prizes will be distributed according to the following process:
1. Each participant in the experiment submits a rank-ordered list of the prizes, with their most preferred prize listed first and their least preferred prize listed last.
2. Participants in the experiment are randomly assigned numbers from 1 to 24. A lower participant number indicates higher priority eligibility for the prizes.
3. The prizes are distributed according to the deferred acceptance algorithm.
The goal of the study is to analyze how participants' decisions on what ROLs to submit depend on their access to an outside option, and for those without access, how their decisions depend on knowing that other participants have access to an attractive outside option. Therefore, in the treatment groups, some participants will have access to an outside option of 500 rubles ($5.41).
Another goal is to investigate how integrating the outside option into the centralized prize distribution system affects participants' decision-making, in comparison to the control group and the treatment group with the non-integrated outside option.
In groups where the outside option is not integrated into the centralized prize distribution system, participants with an outside option (call it prize O) will receive 500 rubles if they do not win Prize A at the conclusion of the algorithm. Prizes B and C that are vacated will be redistributed to other participants without outside options, based on their submitted ROLs and priority numbers assigned in the second stage.
In groups where the outside option is integrated into the centralized prize distribution system, participants with access to the outside option Prize O will need to include it in their ROLs in order to be considered for that option.
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Primary Outcomes (Explanation)
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Before
The primary outcomes are used to test the following hypotheses.
Unconstrained ROLs:
Hypothesis 1: The fraction of rounds in which participants report their true preferences over prizes, listing all prizes, is 1 for all participants, and this does not depend on whether the participant or their competitors have access to the outside option prize, regardless of whether the outside option is integrated into the centralized system.
Hypothesis 2: Participants without access to the outside option prize should employ the same strategies across all unconstrained ROLs versions of the model, as they are expected to submit truthful ROLs of three prize types in each version. Similarly, participants with access to the outside option prize should not exhibit any differences in strategies across the unconstrained ROLs versions, as they should rank all the prizes available to them in the system truthfully and completely in every version.
Hypothesis 3: The resulting matchings are stable.
Constrained ROLs:
Hypothesis 4: The fraction of rounds in which participants submit partially true ROLs (preserving the original ranking of prizes from highest to lowest) of the maximum allowed length is 1 for all participants, regardless of whether they or their competitors have access to the outside option, and regardless of whether the outside option is integrated into the centralized prize distribution system.
In experimental groups where the outside option is integrated into the centralized system, participants who have access to the outside option will truthfully list it in all their submitted ROLs.
Hypothesis 5.1: In versions II.5) and II.7) of the model, where one-third of participants have access to the outside option prize, participants without the outside option are expected to submit a lower proportion of ROLs that include the top prize type A, compared to participants in the baseline model without the outside option.
Hypothesis 5.2: Integrating the outside option prize into the centralized system does not affect the mixing probabilities of various types of partial ROLs for participants without the outside option. That is, there are no expected differences in the share of ROLs that include the top prize type A for the participants without access to the outside option in versions II.5) and II.7) of the model.
Hypothesis 6: Participants with access to the outside option are more likely to list the top prize A as first priority on their ROLs compared to participants without access to the outside option.
Hypothesis 7: The percentage of stable matchings is less than 100%. Unlike the participants without the outside option, those with the outside option are never undermatched.
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After
The primary outcomes are used to test the following hypotheses.
Note that participants are required to submit 12 separate ROLs, and their payoffs are randomly determined based on one of the 12 ROLs submitted.
Unconstrained ROLs:
Hypothesis 1: The fraction of ROLs in which participants report their true preferences over prizes, listing all prizes, is 1 for all participants, and this does not depend on whether the participant or their competitors have access to the outside options, regardless of whether the outside option is integrated into the centralized system.
Hypothesis 2: Participants without access to the outside option prize should employ the same strategies across all unconstrained ROLs versions of the model, as they are expected to submit truthful ROLs of three prize types in each version. Similarly, participants with access to the outside option prize should not exhibit any differences in strategies across the unconstrained ROLs versions, as they should rank all the prizes available to them in the system truthfully and completely in every version.
Hypothesis 3: The resulting matchings are stable.
Constrained ROLs:
Hypothesis 4: The fraction of ROLs in which participants report preferences that are partially truthful (with no preference reversals) of the maximum allowed length is 1 for all participants, regardless of whether they or their competitors have access to the outside option, and regardless of whether the outside option is integrated into the centralized prize distribution system.
In experimental groups where the outside option is integrated into the centralized system, participants who are highly likely to have access to the outside option will truthfully list it in all their submitted ROLs.
Hypothesis 5: Participants with access to the outside option are more likely to list the top prize A as first priority on their ROLs compared to participants without access to the outside option.
Hypothesis 6.1: In versions II.2) and II.4), where one-third of participants have access to the outside option prize, participants without the outside option are expected to submit a lower proportion of ROLs that include the top prize type A, compared to participants in the baseline model without the outside option.
Explanation: The participants without access to the outside option should recognize that the competition for programs less attractive than the outside option is relatively lower, as those with access to the outside option will not be competing for them.
Hypothesis 6.2: Integrating the outside option prize into the centralized system does not affect the mixing probabilities of various types of partial ROLs for participants without the outside option. That is, there are no expected differences in the share of ROLs that include the top prize type A for the participants without access to the outside option in versions II.2) and II.4).
Hypothesis 7: The percentage of stable matchings is less than 100%. Unlike the participants without the outside option, those with the outside option are never undermatched.
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Experimental Design (Public)
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Before
The main experiment is conducted in a total of seven versions:
I. Unconstrained ROLs:
I.1) Control condition: no outside option for any participants;
I.2) Treatment: outside option is integrated (embedded) into the centralized system, available for 1/3 of participants;
I.3) Treatment: outside option is available for 1/3 of participants, but not integrated into the centralized system.
II. Constrained ROLs, participants can list only two out of the three available prize types:
II.4) Control condition: no outside option for any participants;
II.5) Treatment: outside option is integrated into the centralized system, available for 1/3 of participants;
II.6) Treatment: outside option is integrated into the centralized system, available for 2/3 of participants;
II.7) Treatment: outside option is available for 1/3 of participants, but not integrated into the centralized system.
The experiment is conducted on paper. Each participant takes part in two versions of the experiment. For each version, participants are required to submit 12 separate ROLs. The final winnings are randomly determined based on one of the 12 submitted lists. No feedback occurs between versions or rounds.
A simple example with two prize types (one prize of each type) and three participants is used to illustrate the workings of the algorithm. The example prizes are renamed (X and Y instead of A, B, and C), and the task focuses on the optimal decisions of the three example participants, using neutral language and avoiding direct advice to the participants themselves to prevent experimenter demand effects. Nevertheless, the logic and intuitions gained from this simpler context are emphasized as directly applicable to the one the participants would be part of during the main part of the experiment.
Following the instructions, the participants are tested to assess their understanding of the mechanism and optimal choices in the different versions of the experiment. Since nearly all the participating students are enrolled in the Principles of Microeconomics course, their test performance is incentivized with bonus points towards their final Microeconomics course grade. Non-enrolled participants are provided monetary incentives for successfully answering the quiz questions (up to 400 rubles or approximately $4.33).
Following the main experiment, participants also complete a bomb risk elicitation task designed to assess their risk preferences. This additional task is included because the degree of risk aversion can influence the optimal strategies of the participants in version II.6) of the experiment. The bomb risk elicitation task is accompanied by financial incentives, with an expected average payout of 250 rubles ($2.71) per participant.
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After
The experiment is conducted in a total of seven versions:
I. Unconstrained ROLs:
I.1) Control condition: no outside option for any participants;
I.2) Treatment: outside option is integrated (embedded) into the centralized system, available for 1/3 of participants;
I.3) Treatment: outside option is available for 1/3 of participants, but not integrated into the centralized system.
II. Constrained ROLs, participants can list only two out of the three available prize types:
II.1) Control condition: no outside option for any participants;
II.2) Treatment: outside option is integrated into the centralized system, available for 1/3 of participants;
II.3) Treatment: outside option is integrated into the centralized system, available for 2/3 of participants;
II.4) Treatment: outside option is available for 1/3 of participants, but not integrated into the centralized system.
The experiment is conducted on paper. The majority of participants take part in two versions of the experiment. For each version, participants are required to submit 12 separate ROLs. The final winnings are randomly determined based on one of the 12 submitted lists.
All participants receive detailed instructions on the rules of the prize draw and an example of the DA algorithm. Following the instructions, the participants take a quiz on the structure of the experiment and the DA algorithm. Since nearly all of the participating students are enrolled in the Principles of Microeconomics course, their quiz performance earns bonus points towards their final Microeconomics course grade. Non-enrolled participants are provided monetary incentives for successfully answering the quiz questions (up to 400 rubles or approximately $4.33).
Following the main experiment, participants also complete a bomb risk elicitation task designed to assess their risk preferences. This additional task is included because the degree of risk aversion can influence the optimal strategies of the participants in the main experiment. The bomb risk elicitation task is accompanied by financial incentives, with an expected average payout of 250 rubles ($2.71) per participant.
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Randomization Unit
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Before
Participants will be recruited from first-year Bachelor's degree students at the International College of Economics and Finance and the Faculty of Economics (NRU HSE).
First-year BSc students are organized into academic groups of 25-30 for their studies, and the experimental sessions will be conducted separately for each academic group. Randomization (by computer) of students into the different versions of the experiment occurs at the academic group level: as the instructions for each version vary slightly, it is more convenient for all participants in a session to follow the same set of instructions.
However, since there are more academic groups (14 in total) than versions of the experiment, and each participating student takes part in two versions of the experiment, each group of 24 participants for each version is composed of randomly drawn (by computer) participants from all academic groups participating in the same version of the experiment. Participants are informed that they are not necessarily competing for prizes with the people in the same room, but potentially with any other 23 out of all participating students.
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After
Participants are recruited from first-year Bachelor's degree students at the International College of Economics and Finance and the Faculty of Economics (NRU HSE, Moscow). They are also recruited from first-year Bachelor's degree students from Saratov State University, Faculty of Mathematics and Mechanics and Institute of Physics.
First-year BSc students are organized into academic groups of 25-30 for their studies, and the experimental sessions are conducted separately for each academic group. Randomization of students into the different versions of the experiment occurs at the academic group level: as the instructions for each version vary slightly, it is more convenient for all participants in a session to follow the same set of instructions.
However, since there are more academic groups than versions of the experiment, and most participating students take part in two versions of the experiment, each group of 24 participants for each version is composed of randomly drawn (by computer) participants from all academic groups participating in the same version of the experiment. Participants are informed that they are not necessarily competing for prizes with the people in the same room, but potentially with any other 23 out of all participating students.
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Planned Number of Clusters
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Before
330 individuals
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After
400 individuals
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Planned Number of Observations
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Before
330*2*12 = 7,920 individual-rounds observations. Each of the 330 participants will take part in 2 versions of the experiment and submit 12 ROLs for each version.
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After
400*2 = 800 individual-version observations. Most of the 400 participants take part in 2 versions of the experiment.
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Sample size (or number of clusters) by treatment arms
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Before
On average, there will be 47 participants per treatment group per round. As each individual will take part in two different versions of the experiment, this should result in an average of 94 individuals per treatment.
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After
On average, there are 33 participants per treatment group per type. As each individual will take part in two different versions of the experiment, this should result in an average of 66 individuals per treatment.
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