Dynamic Reserve Prices in Procurement: An Experiment

Last registered on October 17, 2023

Pre-Trial

Trial Information

General Information

Title
Dynamic Reserve Prices in Procurement: An Experiment
RCT ID
AEARCTR-0012049
Initial registration date
October 16, 2023

Initial registration date is when the trial was registered.

It corresponds to when the registration was submitted to the Registry to be reviewed for publication.

First published
October 17, 2023, 1:54 PM EDT

First published corresponds to when the trial was first made public on the Registry after being reviewed.

Locations

Primary Investigator

Affiliation
University of East Anglia, Philippine Competition Commission

Other Primary Investigator(s)

PI Affiliation
University of East Anglia, Centre for Competition Policy
PI Affiliation
University of East Anglia, Centre for Competition Policy
PI Affiliation
Southern Methodist University

Additional Trial Information

Status
In development
Start date
2023-10-18
End date
2024-03-31
Secondary IDs
Prior work
This trial does not extend or rely on any prior RCTs.
Abstract
We look at the behavior of laboratory auction markets when a dynamic reserve price is imposed. When firms exit markets due to high costs, competition wavers and bidders bid less aggressively. Ensuing higher prices could conceivably be modulated by a reserve price mechanism that uses the lowest bid from the previous period. Using a controlled setting, we show how dynamics in reserve price setting influence bid shading and if the behavior of these markets are more consistent with standard predictions or with the focal point hypothesis.
External Link(s)

Registration Citation

Citation
Bokhari, Farasat et al. 2023. "Dynamic Reserve Prices in Procurement: An Experiment ." AEA RCT Registry. October 17. https://doi.org/10.1257/rct.12049-1.0
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Experimental Details

Interventions

Intervention(s)
Our intervention in procurement auction markets involves settting a dynamic reserve price based on outcomes from a previous round. Specifically, we will use the winning bid in the previous period to set the maximum bid possible for bidders in the next round. Two variants will be investigated. The first involves a single auction market, and the second uses a multi market setting. In the first variant, a market's bid cap is determined by the winning bid in that market from the previous round, while the second variant uses another market's winning bid in the previous round.
Intervention Start Date
2023-10-18
Intervention End Date
2023-11-30

Primary Outcomes

Primary Outcomes (end points)
bidding behaviour (bids), auction price, entry (number of sellers), efficiency
Primary Outcomes (explanation)
Efficiency of auctions will be measured as the number of times that the object goes to the lowest cost bidder over the total number of auctions.

Secondary Outcomes

Secondary Outcomes (end points)
Secondary Outcomes (explanation)

Experimental Design

Experimental Design
The experiment requires three treatments using the low price sealed bid mechanism: one without a dynamic reserve price, one using a dynamic reserve price in a single market, and the third, using a dynamic reserve price with multiple markets.
Using a between-subjects design, each participant is exposed to only one of the three conditions and plays multi-round auctions.
In round 1 of each sequence, everyone is told their realized cost and everyone participates. In each subsequent round, participants are told their realized cost for that round and will be allowed to choose whether or not to participate in the auction for that round. If they choose not to participate in a round, they will not be able to participate for the remaining rounds in that sequence, but they will be able to rejoin in the subsequent sequence. After deciding to participate, the participants are informed of the number of competitors who are participating. Each competitor will have received a realized cost using the same method with all draws being independent.
Experimental Design Details
The experiment requires three treatments using the low price sealed bid mechanism: one without a dynamic reserve price, one using a dynamic reserve price in a single market, and the third, using a dynamic reserve price with multiple markets. Participants will interact through a computerized system. The winner in these auctions will be determined by the lowest bid submitted. Using a between-subjects design, each participant is exposed to only one of the three conditions and plays multi-round auctions. Each treatment will have 6 sessions. In each session, there are a hypothetical buyer and up to 5 competing sellers. In each session, subjects participate in 10 sequences of up to 3 auction rounds per sequence. In each sequence, each participant will get a fundamental cost to provide the product to the buyer. In each auction round, the actual cost will be equal to this fundamental cost plus a round-specific random draw. The fundamental cost will be redrawn for each sequence from a uniform distribution in the range [100, 200]. Then in each auction round, the second component is redrawn from a uniform distribution on the range [-15, 15]. Participants will only be told their actual cost for the round.
In round 1 of each sequence, everyone is told their realized cost and everyone participates. In each subsequent round, participants are told their realized cost for that round and will be allowed to choose whether or not to participate in the auction for that round. If they choose to participate, they will pay a 2 ECU fee to do so, whether they win or not. If they choose not to participate in a round, they will not be able to participate for the remaining rounds in that sequence, but they will be able to rejoin in the subsequent sequence. After deciding to participate, the participants are informed of the number of competitors who are participating. Each competitor will have received a realized cost using the same method with all draws being independent.
In the first treatment, there is no bid cap imposed between rounds. In the second treatment, inside a sequence, there will be a bid cap on possible bids that can be submitted based on the winning bid in the prior round. There will be no cap placed on bids in round 1 of a sequence, but there will be in rounds 2 and 3. This cap will be reset between sequences, so after one sequence ends and a new one begins, in the first auction round of a new sequence, there will be no bid cap.
For the third treatment, each participant will be randomly assigned to a group. Each group will be randomly matched with another. Inside a sequence, there will be a bid cap on possible bids that can be submitted based on the winning bid in the matched group in the prior round. This means that there will be no cap placed on bids in round 1 of a sequence, but there will be in rounds 2 and 3. This cap will be reset between sequences, so after one sequence ends and a new one begins, in the first auction round of a new sequence, there will be no bid cap.
In addition to a 200 Philippine Peso (PhP) fee for showing up, participants will be paid their earnings for five randomly chosen rounds at the conversion of 1 ECU to 10 PhP. Participants will be recruited through online ads posted in public access student social media groups and invited to sign up for a session. No demographic information will be asked of the participants. The software for the experiment will be programmed using oTree.
Randomization Method
randomization by a computer
Randomization Unit
group of students
Was the treatment clustered?
Yes

Experiment Characteristics

Sample size: planned number of clusters
72 groups
Sample size: planned number of observations
10,800 bids
Sample size (or number of clusters) by treatment arms
120 students each treatment
Minimum detectable effect size for main outcomes (accounting for sample design and clustering)
IRB

Institutional Review Boards (IRBs)

IRB Name
University of East Anglia School of Economics Research (ECO S-REC)Ethics Subcommittee
IRB Approval Date
2023-10-12
IRB Approval Number
ETH2324-0065

Post-Trial

Post Trial Information

Study Withdrawal

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Intervention

Is the intervention completed?
No
Data Collection Complete
Data Publication

Data Publication

Is public data available?
No

Program Files

Program Files
Reports, Papers & Other Materials

Relevant Paper(s)

Reports & Other Materials