Incentivizing Teamwork: An Experiment

Last registered on October 07, 2026

Pre-Trial

Trial Information

General Information

Title
Incentivizing Teamwork: An Experiment
RCT ID
AEARCTR-0019827
Initial registration date
October 03, 2026

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 07, 2026, 10:46 AM EDT

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

Locations

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Primary Investigator

Affiliation
The Hong Kong University of Science and Technology

Other Primary Investigator(s)

PI Affiliation
Purdue University

Additional Trial Information

Status
In development
Start date
2026-12-01
End date
2027-05-15
Secondary IDs
Prior work
This trial does not extend or rely on any prior RCTs.
Abstract
A principal can lower the cost of motivating a team either by revealing workers' actions or by concealing their relative pay. Both instruments uniquely implement joint effort under standard theory but rely on different forms of strategic reasoning. We run a laboratory experiment that crosses effort observability with pay observability, alongside a symmetric-bonus benchmark with multiple equilibria. We measure how often each scheme achieves joint work and its cost-effectiveness (joint work per unit of bonus spending). Incentivized belief elicitation about the partner's choice let us separate failures due to pessimistic beliefs from failures that occur despite optimistic beliefs.
External Link(s)

Registration Citation

Citation
Cason, Timothy N. and Jinyuqi Huang. 2026. "Incentivizing Teamwork: An Experiment." AEA RCT Registry. October 07. https://doi.org/10.1257/rct.19827-1.0
Experimental Details

Interventions

Intervention(s)
Participants are matched into two-person teams and play a repeated team production game. In each round each member chooses to work (costly) or shirk (free). Team output is highest when both work, lower when one works, and lowest when neither works; each member's bonus is scaled by team output. The intervention is the employer's incentive scheme, which varies across five between-subject treatments along two dimensions: timing of choices (simultaneous vs. sequential, where the second mover's carried-out action depends on the first mover's) and visibility of bonuses (public vs. privately, randomly drawn).
T1: simultaneous, equal public bonuses (benchmark).
T2: simultaneous, unequal public bonuses.
T3: simultaneous, randomly drawn private bonuses.
T4: sequential, unequal public bonuses; the second mover states a plan conditional on the first mover's action.
T5: move order and bonuses jointly randomly drawn and not revealed before choosing; if the first mover shirks, the second mover's action is set to shirk.
Intervention Start Date
2026-12-01
Intervention End Date
2027-05-15

Primary Outcomes

Primary Outcomes (end points)
1. Frequency of implementing joint work (FIW): the share of team decisions in which both team members work.
2. Cost-effectiveness (CE): average FIW divided by the employer's average realized bonus spending on the same team decisions.
Both outcomes are computed once for each matching group, over the confirmatory rounds.
Primary Outcomes (explanation)
A team decision is one round of play by one matched pair (raw data contain two records per decision; one is kept). The carried-out choice is the action actually implemented: in T4 the part of the second mover's plan that applies to the first mover's actual choice; in T5 shirk for the second mover if the first mover shirks, otherwise the submitted choice. Realized spending is the sum of both members' bonuses in force, scaled by team output. FIW = joint-work decisions / all decisions; CE = joint-work decisions / total realized spending (equivalently FIW divided by average spending). Treatment values are simple averages over matching groups.

Secondary Outcomes

Secondary Outcomes (end points)
Shares of decisions with exactly one / neither member working; individual work rates by role and own bonus; stated beliefs about the partner's choice; consistency of choice with stated belief (and direction of inconsistency); for T4 first movers, the gap between the two conditional beliefs; changes across rounds.
Secondary Outcomes (explanation)
Shares of one/neither working use carried-out choices (for T5 also submitted choices). Belief consistency: given the member's own bonus and the treatment's payoff rules, the expected earnings from working and shirking are computed using the stated belief as the probability that the partner works. A choice is consistent unless the other action gives strictly higher expected earnings. T4 second movers are not classified. In T5 the belief concerns the partner's submitted choice. The T4 belief gap is the conditional belief that the second mover works if the first mover works, minus that if the first mover shirks.

Experimental Design

Experimental Design
This is an in-lab experiment with five between-subject treatments. Treatments T2–T5 form a 2×2 (timing × bonus visibility) design; T1 is a benchmark. Each participant takes part in only one treatment. Participants are randomly assigned to matching groups of 8 and to roles within their group, and are re-matched within their group each round. The production technology, cost of working, matching, feedback, number of rounds, and shared wording are held fixed. Belief reports are elicited in unannounced rounds and paid with a binarized scoring rule; social value orientation, risk preferences, and demographics are collected afterwards.
Experimental Design Details
Not available
Randomization Method
Treatments are assigned by the laboratory schedule; participants sign up without knowing the treatment. oTree randomly assigns participants to matching groups and roles, and randomly draws the T3 bonus pairs, the T5 branches, and the paid rounds.
Randomization Unit
Matching group.
Was the treatment clustered?
Yes

Experiment Characteristics

Sample size: planned number of clusters
30 matching groups (6 per treatment) of 8 participants each. The matching group is the unit of inference.
Sample size: planned number of observations
240 participants (48 per treatment) in 30 matching groups of 8. Participants are students recruited from the laboratory's subject pool.
Sample size (or number of clusters) by treatment arms
T1: 48 participants, 6 matching groups
T2: 48 participants, 6 matching groups
T3: 48 participants, 6 matching groups
T4: 48 participants, 6 matching groups
T5: 48 participants, 6 matching groups
Minimum detectable effect size for main outcomes (accounting for sample design and clustering)
Power was assessed by Monte Carlo simulation (1,000 simulated experiments per scenario, 5% significance level) of the non-parametric tests on matching-group outcomes, with 6 matching groups per treatment. Choices were generated from the logit quantal response equilibrium (QRE) of each treatment's game, with precision parameter lambda (a higher lambda means less noise), plus normally distributed participant and matching-group random effects on the logit scale (baseline standard deviations 0.5 and 0.3). The Holm-corrected comparisons of T1 with each of treatments T2 to T5 have power of at least 0.998 for lambda of 0.3 or higher. The requirement that all three adjacent cost-effectiveness comparisons (T2 versus T3, T3 versus T4, and T4 versus T5) reject after Holm correction has power 0.802 at lambda = 0.4 and at least 0.979 for lambda of 0.5 or higher; the comparison of treatments T4 and T5 is the binding one. At lambda = 0.4, this power falls below 0.8 when matching-group heterogeneity is larger than in the baseline, or when participant heterogeneity is larger and group heterogeneity is at least at baseline. Details are given in the analysis plan.
IRB

Institutional Review Boards (IRBs)

IRB Name
Purdue University IRB
IRB Approval Date
2026-03-03
IRB Approval Number
2026-00000142
Analysis Plan

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