Narratives for Credit

Last registered on September 19, 2025

Pre-Trial

Trial Information

General Information

Title
Narratives for Credit
RCT ID
AEARCTR-0016729
Initial registration date
September 15, 2025

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
September 19, 2025, 9:57 AM EDT

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

Locations

Region

Primary Investigator

Affiliation
Tulane University

Other Primary Investigator(s)

PI Affiliation
Tulane University

Additional Trial Information

Status
In development
Start date
2025-12-01
End date
2026-01-31
Secondary IDs
G21
Prior work
This trial does not extend or rely on any prior RCTs.
Abstract
This study investigates the impact of loan applicants’ narratives on loan approval decisions.
External Link(s)

Registration Citation

Citation
Kim, Yongseok and Navid Neshat. 2025. "Narratives for Credit." AEA RCT Registry. September 19. https://doi.org/10.1257/rct.16729-1.0
Experimental Details

Interventions

Intervention(s)
We use a set of loan applications submitted to a bank in Afghanistan. These applications include standard financial information such as account balances, as well as a non-conventional section where applicants describe in their own words why the bank should trust their credibility and commitment to repayment. We refer to this as the narrative section. Our study examines how loan officers evaluate these narratives by recruiting loan officers to review applications and assign a score indicating how likely they believe the applicant is to repay the loan at maturity. To identify the effect of narratives, each application is evaluated by multiple officers, with randomization occurring across officers: some see the full application, while others see the same application with the narrative section removed.
Intervention (Hidden)
Intervention Start Date
2025-12-01
Intervention End Date
2026-01-31

Primary Outcomes

Primary Outcomes (end points)
The primary outcome is the loan officer’s evaluation score, measured on a scale from 1 to 10, reflecting how likely they believe the applicant is to repay the loan by the maturity date, where 1 indicates “very unlikely to repay.”
Primary Outcomes (explanation)

Secondary Outcomes

Secondary Outcomes (end points)
Secondary Outcomes (explanation)

Experimental Design

Experimental Design
This study investigates how loan officers evaluate borrower narratives when making lending decisions. We use a set of loan applications submitted to a bank in Afghanistan. These applications include standard financial information such as account balances, as well as a non-conventional section where applicants describe in their own words why the bank should trust their credibility and commitment to repayment. We refer to this as the narrative section. To examine the effect of narratives, we recruit loan officers toto review applications and assign a score indicating how likely they believe the applicant is to repay the loan at maturity. Randomization occurs at the application level, where the narrative section is either shown or hidden.
Experimental Design Details
Randomization Method
Randomization is done by a computer.
Randomization Unit
Loan officer–application pair
Was the treatment clustered?
No

Experiment Characteristics

Sample size: planned number of clusters
The number of clusters is equal to the number of loan officer–application pairs included in the experiment, expected to be around 2,500 evaluations (25 officers × 100 applications each).
Sample size: planned number of observations
Approximately 2,500 loan officer–application evaluations (about 25 officers reviewing 100 applications each).
Sample size (or number of clusters) by treatment arms
Narrative shown (full application): ~50 percent of observations (≈1,250).
Narrative hidden (full application without narrative section): ~50 percent of observations (≈1,250)
Minimum detectable effect size for main outcomes (accounting for sample design and clustering)
IRB

Institutional Review Boards (IRBs)

IRB Name
Indiana University IRB
IRB Approval Date
2025-05-08
IRB Approval Number
26362
Analysis Plan

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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