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-0005441
Initial registration date
February 10, 2020

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
February 10, 2020, 10:50 AM EST

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

Last updated
October 18, 2023, 10:29 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
2020-02-12
End date
2020-03-14
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 41,000 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.5441-2.0
Experimental Details

Interventions

Intervention(s)
We will implement nine different conditions/treatments based on factorial combinations of social and normative nudges (plus an additional control treatment). The letters in all treatments will be sent using the same envelope design, in particular the envelope that turned out to attract the highest response rate in the first trial (for further details, please refer to the pre-registration of the first trial at https://www.socialscienceregistry.org/trials/5023).
Intervention Start Date
2020-02-12
Intervention End Date
2020-02-14

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 March 11, 12, or 13, depending on whether the particular letter was sent on February 12, 13, or 14);
(ii) debtors' payments within four weeks starting from the day after the outgoing mail (i.e., March 12, 13, or 14, depending on whether the particular letter was sent on February 12, 13, or 14), 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
In this randomized control trial, the information in the mailings sent to clients will be augmented by different nudges. The Baseline condition of the 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.''

One dimension of the factorial treatment design is to add the following Social nudge before the standard text of the letter (which holds true for the country where the RCT is conducted): ``Approximately 1 out of 9 persons in [country] has just like you a debt to a debt collection company. Thus, you belong to a small part of the population that has a debt of this kind.'' The second dimension of the factorial design consists of three different Normative nudges using the following phrasing, added before the standard text of the letter (but below the social nudge, if applicable):

#1 (P-I): Pay your debt today and save a lot of money! It has the following benefits to you: (i) You avoid additional fees and interest; (ii) You avoid worsening your future economy; (iii) You avoid legal actions.

#2 (P-E): Pay your debt and feel free! It has the following benefits to you: (i) You avoid additional fees and interest; (ii) You avoid worsening your future economy; (iii) You avoid legal actions.

#3 (N-I): To not pay your debt is very expensive for you! It has the following consequences for you: (i) Additional fees and interest will be added; (ii) You risk worsening your future economy; (iii) You risk legal actions.


Note that the different versions of the normative nudges vary along two dimensions: (i) While #1 and #2 are framed positively (in terms of benefits resulting from settling one's debt), #3 provides the same information framed negatively (in terms of negative consequences). (ii) Likewise, while #1 and #3 provide objective information, #2 calls upon the recipients emotions (``feel free!''). By this means, the treatment design can be summarized as a 2 (social) x 2 (framing) x 2 factorial design. Yet, we do not include the factorial combination of a negatively framed statement calling upon the client's emotions since the corresponding phrasing of the information contravenes a principle of the partnered debt collection agency regarding communication with their clients.
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
nine treatment groups of debtors
Sample size: planned number of observations
41,000 debtors
Sample size (or number of clusters) by treatment arms
4,550 debtors per treatment condition
Minimum detectable effect size for main outcomes (accounting for sample design and clustering)
For details, please refer to the attached pre-analysis plan.
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

Analysis Plan Documents

Preregistration_Nudges.pdf

MD5: 62aebf577e6cdd8cda1d8ea960b480ef

SHA1: 3d9f2605824533a818c5fbb03288265dd921af27

Uploaded At: February 10, 2020

Post-Trial

Post Trial Information

Study Withdrawal

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Intervention

Is the intervention completed?
Yes
Intervention Completion Date
February 14, 2020, 12:00 +00:00
Data Collection Complete
Yes
Data Collection Completion Date
February 14, 2020, 12:00 +00:00
Final Sample Size: Number of Clusters (Unit of Randomization)
41,474 individuals
Was attrition correlated with treatment status?
No
Final Sample Size: Total Number of Observations
41,474 individuals
Final Sample Size (or Number of Clusters) by Treatment Arms
4,581 in "Baseline"; 4,543 in "N0"; 4,648 in "N0E0D0"; 4,675 in "N0E1D0"; 4,545 in "N0E0D1"; 4,643 in "N1"; 4,639 in "N1E0D0"; 4,603 in "N1E1D0"; 4,597 in "N1E0D1"
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