The Response of Debtors to Rate Changes

Last registered on November 15, 2024

Pre-Trial

Trial Information

General Information

Title
The Response of Debtors to Rate Changes
RCT ID
AEARCTR-0014796
Initial registration date
November 10, 2024

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 15, 2024, 1:43 PM EST

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
Goethe University Frankfurt

Other Primary Investigator(s)

PI Affiliation
EPFL
PI Affiliation
Nova SBE
PI Affiliation
Goethe University Frankfurt
PI Affiliation
University of Chicago

Additional Trial Information

Status
In development
Start date
2024-11-13
End date
2025-03-31
Secondary IDs
Prior work
This trial does not extend or rely on any prior RCTs.
Abstract
We run a randomized control trial on mortgage customers of a large German bank we collaborate with. Our objective is to understand existing awareness about the recent increase in mortgage rates and its accompanying effect on payments, as well as how awareness affects mortgagors’ beliefs and choices. The bank sends an official letter designed by us to a random set of mortgage customers. The letter comprises four sections. First, we describe how mortgage rates in Germany have increased since 2022. Second, we explain future mortgage rates are uncertain. Third, we highlight how an increase in mortgage rates can feed into monthly payments. Fourth, we list options to cope with higher mortgage rates. We randomly vary the sections shown in the letter across respondents to pinpoint drivers of possible letter effects.

We investigate effects of the letter provision in both survey and bank data. We run a customized survey around three weeks after the letter distribution. The survey allows us to measure attention paid to the letter directly, as well as letter effects on beliefs (such as interest-rate perceptions) and self-reported past and planned mortgage choices. In the bank data, we can test for observed choices post-treatment, such as meetings with bank advisors, mortgage repayments, and changes in spending/saving behavior.

The survey also comprises a hypothetical vignette in which respondents make choices based on a mortgage that needs refinancing in the future. We primarily ask respondents about whether they would interact with a bank advisor and would consider mortgage prepayments, as well as the reasoning behind their choices. The vignette section also includes questions on information acquisition, the rate-fixation period, propensity to lock in future rates, and saving and mortgage-search behavior. We vary the hypothetical size of the mortgage-rate change as well as the time until refinancing as part of the vignette, allowing us to study the sensitivity of choices to changes in the size of the rate increase and in the distance to refinancing.
External Link(s)

Registration Citation

Citation
Fuster, Andreas et al. 2024. "The Response of Debtors to Rate Changes." AEA RCT Registry. November 15. https://doi.org/10.1257/rct.14796-1.0
Experimental Details

Interventions

Intervention(s)
Letter: 2024-11-13 to 2024-11-18

Survey: 2024-11-29 to 2024-12-15
Intervention Start Date
2024-11-13
Intervention End Date
2024-11-18

Primary Outcomes

Primary Outcomes (end points)
Survey: letter received and read; perceived recent change in mortgage rate, as well as current and expected future rate; expected impact of rate change on monthly payments and financial situation (latter only if rate increase perceived); preparation for mortgage-rate reset

Bank data: advisor meetings; (partial) mortgage prepayments; investment, consumption, and savings choices
Primary Outcomes (explanation)

Secondary Outcomes

Secondary Outcomes (end points)
Secondary Outcomes (explanation)

Experimental Design

Experimental Design
We select all mortgage customers of the partnering bank with a letter opt-in as possible letter recipients unless they are subject to at least one of the following three restrictions: (i) mortgage activity (such as loan origination) over the past two years; (ii) expected mortgage activity still in 2024; and (iii) expected residual loan amount at reset of less than €10,000. Customers can have multiple loans, so if one loan is not subject to these restrictions, we keep the customer as a possible letter recipient. 75% of possible letter recipients then actually receive a letter. The remaining 25% serve as a control group. The bank invites via email all letter recipients as well as the control group to participate in the post-treatment survey if they have an email opt-in too. (The email invitation extends to all mortgagors who can be reached via email, not only those who are part of the letter experiment.) We additionally study the choices of treatment and control groups in the data provided by the partnering bank.

The letter comprises four sections. In the first section, we explain the collaboration between the bank and Goethe University Frankfurt, and that this letter provides information relevant to borrowers. We also show graphically that mortgage rates in Germany have increased substantially since early 2022. Second, we state that future rates are uncertain, citing a study that documents large disagreement among German households about future loan interest rates. Third, a simple example illustrates how higher interest rates can increase monthly payments once the rate-fixation period ends and mortgagors might have to refinance their mortgage at current market rates: a two-percentage-point rate increase raises monthly interest payments of a €100,000 mortgage by €2,000 initially. Fourth, we list options to cope with higher mortgage rates. Specifically, we mention mortgage prepayments, locking in existing rates through so-called forward loans or home-savings contracts, and increasing savings to finance higher future payments. We mention various factors determine which option is best for each mortgagor, and that the bank is happy to provide advice.

We construct three variants of the letter. The objective is to better understand which letter sections, if any, induce effects. The first letter variant includes all four sections. The second omits information on uncertain future rates (section 2). The third variant omits information on how higher rates might translate into higher payments (section 3).

We investigate effects of the letter in both survey and bank data. We run a survey around three weeks following letter provision. The survey has four objectives: measure (i) attention paid to the letter; (ii) effects on beliefs, in particular about past, current, and future rates, and about the payment impact of a rate change; (iii) past and planned mortgage choices; and (iv) mechanisms underlying treatment effects (e.g., lack of trust as a reason behind not seeking bank advice). In the bank data, we can test for observed choices induced by the letter, such as meetings with bank advisors, mortgage repayments, and, for a subset of borrowers, consumption and savings/investment decisions.

The survey also comprises a hypothetical vignette in which respondents make choices based on a €100,000 mortgage that needs refinancing in the future. We primarily ask respondents about whether they would interact with a bank advisor and would consider mortgage prepayments, as well as the reasoning behind their choices. The vignette section also includes questions on information acquisition, the rate-fixation period, propensity to lock in future rates, and saving and mortgage-search behavior. We vary the mortgage-rate change at and distance to reset as part of the vignette, allowing us to study the sensitivity of choices to changes in the size of the rate increase and distance to fixation-period end.
Experimental Design Details
Not available
Randomization Method
Randomization is performed by a computer that assigns incoming subjects to different experimental arms.
Randomization Unit
Individual
Was the treatment clustered?
No

Experiment Characteristics

Sample size: planned number of clusters
N/A
Sample size: planned number of observations
Around 48,000 mortgagors, of which 36,000 receive a letter. Furthermore, we invite roughly 50,000 mortgagors to participate in the survey. We expect 1,000 to 1,500 mortgagors complete the survey, based on an expected participation rate of 2- 3% that reflects past experiences in running surveys with the partnering bank.
Sample size (or number of clusters) by treatment arms
For the letter, we randomly divide the 48,000 mortgagors into one of four groups, with three of the groups receiving a letter. That is, the sample size per group is 12,000. For the survey, we randomly assign respondents into one of three hypothetical vignettes. That is, the sample size per group is 333 to 500 if 1,000 to 1,500 mortgagors complete the survey.
Minimum detectable effect size for main outcomes (accounting for sample design and clustering)
IRB

Institutional Review Boards (IRBs)

IRB Name
Gemeinsame Ethikkommission Wirtschaftswissenschaften Goethe-Universität Frankfurt am Main
IRB Approval Date
2024-07-19
IRB Approval Number
N/A