Nudging Debtors to Pay their Debt: A Randomized Control Trial

Last registered on October 18, 2023

Pre-Trial

Trial Information

General Information

Title
Nudging Debtors to Pay their Debt: A Randomized Control Trial
RCT ID
AEARCTR-0005023
Initial registration date
November 12, 2019

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
November 12, 2019, 11:25 AM EST

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

Last updated
October 18, 2023, 10:23 AM EDT

Last updated is the most recent time when changes to the trial's registration were published.

Locations

Region

Primary Investigator

Affiliation
University of Innsbruck, Department of Banking and Finance

Other Primary Investigator(s)

PI Affiliation
University of Innsbruck, Department of Banking and Finance
PI Affiliation
University of Innsbruck, Department of Banking and Finance

Additional Trial Information

Status
Completed
Start date
2019-11-18
End date
2020-11-18
Secondary IDs
Prior work
This trial does not extend or rely on any prior RCTs.
Abstract
We will conduct a randomized control trial with a partnered debt collection agency in Europe, with the goal to ``nudge'' debtors to pay their debts and/or to contact the agency to arrange a personalized payment plan. In total, the debt collection agency will distribute 35,000 hard-copy letters to debtors who currently owe money to the agency, calling on them to settle their debt.
External Link(s)

Registration Citation

Citation
Holzmeister, Felix, Jürgen Huber and Michael Kirchler. 2023. "Nudging Debtors to Pay their Debt: A Randomized Control Trial." AEA RCT Registry. October 18. https://doi.org/10.1257/rct.5023-2.0
Experimental Details

Interventions

Intervention(s)
Intervention Start Date
2019-11-18
Intervention End Date
2019-11-20

Primary Outcomes

Primary Outcomes (end points)
(i) debtors' responses to the mailing
(ii) debtors' repayments
Primary Outcomes (explanation)
(i) debtors' responses to the mailing based on any of the communication means offered in the letter, i.e., phone calls, e-mails, and hard-copy letters, within four weeks starting from the day of the outgoing mail (i.e., until December 14, 15, or 16, depending on whether the particular letter was sent on November 18, 19, or 20);
(ii) debtors' payments within four weeks starting from the day after the outgoing mail (i.e., December 15, 16, or 17, depending on whether the particular letter was sent on November 18, 19, or 20), as the letter will be received the day after it has been forwarded at the earliest.

Secondary Outcomes

Secondary Outcomes (end points)
Secondary Outcomes (explanation)

Experimental Design

Experimental Design
We will implement five different conditions with varying envelope designs that are intended and assumed to attract the recipients' attention: (i) a control treatment with a blank envelope only containing the company logo in the top left corner (which is equivalent as the envelope design the company has used up to now), (ii) a colored envelope with a stamp saying ``Important! Open me'', (iii) a colored envelope with a word cloud emphasizing that the letter contains ``important information,'' translated into ten languages that are most spoken by the debt collection agency's customers, (iv) a colored envelope with playfully illustrated birds to attract attention, and (v) a colored envelope with congenial, friendly-looking eyes, illustrated as if they would watch the recipient from the inside of the letter.

In this randomized control trial, only the envelope designs will be varied while the letter itself will be held constant across all conditions. The letter, which is a simplified version of the company's previous standard letter, reads: ``We want to help you to be free of your debts. You do currently have one or more cases with us with unpaid debts. On ``My Page'' you find a breakdown of your debts that today amounts to [amount]. You find ``My Page'' on [url]. Below you see information about how you can pay and contact us.'' In addition, the letter contains an overview about the different payment options and the note that ``[if] you do not have the possibility to pay your debt, contact us so that we can review your case and find a solution that works for you.''
Experimental Design Details
Randomization Method
randomization done in office by a computer
Randomization Unit
individual-level randomization
Was the treatment clustered?
No

Experiment Characteristics

Sample size: planned number of clusters
five treatment groups of debtors
Sample size: planned number of observations
35,000 debtors
Sample size (or number of clusters) by treatment arms
7,000 debtors per treatment condition
Minimum detectable effect size for main outcomes (accounting for sample design and clustering)
IRB

Institutional Review Boards (IRBs)

IRB Name
Board for Ethical Questions in Science of the University of Innsbruck
IRB Approval Date
2019-11-11
IRB Approval Number
60/2019
Analysis Plan

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Post-Trial

Post Trial Information

Study Withdrawal

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Intervention

Is the intervention completed?
Yes
Intervention Completion Date
November 20, 2019, 12:00 +00:00
Data Collection Complete
Yes
Data Collection Completion Date
November 20, 2019, 12:00 +00:00
Final Sample Size: Number of Clusters (Unit of Randomization)
34,925 individuals
Was attrition correlated with treatment status?
No
Final Sample Size: Total Number of Observations
34,925 individuals
Final Sample Size (or Number of Clusters) by Treatment Arms
6,897 in "Control"; 6,976 in "Stamp"; 6,998 in "Cloud"; 6,967 in "Birds"; 7,087 in "Eyes". In addition, the partnering agency provided us with data on a sample of 7,073 individuals that were not treated.
Data Publication

Data Publication

Is public data available?
Yes
Public Data URL

Program Files

Program Files
Yes
Program Files URL
Reports, Papers & Other Materials

Relevant Paper(s)

Abstract
We conducted two large-scale, highly powered randomized controlled trials intended to encourage consumer debt repayments. In Study 1, we implemented five treatments vary- ing the design of envelopes sent to debtors. We did not find any treatment effects on re- sponse and repayment rates compared to the control condition. In Study 2, we varied the letters’ contents in nine treatments, implementing factorial combinations of social norm and (non-)deterrence nudges, which were either framed emotively or non-emotively. We find that all nudges are ineffective compared to the control condition and even tend to induce backfiring effects compared to the agency’s original letter. The results of this study contrast with the findings of other studies, which indicate that comparable nudges are highly effective. Thus, our results are more consistent with the literature suggesting that the success of nudging interventions is limited to certain conditions.
Citation
Holzmeister, F., Huber, J., Kirchler, M., & Schwaiger, R. (2022). Nudging Debtors to Pay Their Debt: Two Randomized Controlled Trials. Journal of Economic Behavior and Organization, 198: 535-551.

Reports & Other Materials