The S-Curve

Welcome to The S-Curve

Now you will be able to receive the latest announcements, product updates, and our insights on the mortgage market in real time.

The name of the blog, the S-Curve, is a reflection of our logo and the central feature of our prepayment model. S-curves are seen in nature in many phenomenon, from population growth to prepayment and default models. Our first S-curve, in the early 1990s, used the arctangent function, then piece-wise linear functions, and evolved over time to be more complex and vary by FICO, loan size and LTV. This evolution encapsulates both the timeless nature of fundamental relationships and constant innovation to describe them better over time.

We hope you find the information useful and we look forward to your feedback.

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Blog - Latest
  • Credit Scores and Mortgages – Where Are We?

    Sanjeeban Chatterjee

    Thoughts

    There has been a flurry of activity in the mortgage markets since the 2018 passage of the Economic Growth, Regulatory Relief, and Consumer Protection Act. This act requires the Federal Housing Finance Agency (FHFA, now known as US Federal Housing) to validate and modernize the credit score models used in the housing finance system. It should be noted that so far, the discourse has been around mortgages sold to the Enterprises (Fannie Mae and Freddie Mac). Ginnie Mae has not provided any guidance on their plans to start using new credit score models.

    A Timeline of Events

    2022

    1. FHFA announced that VantageScore 4.0 (VS4) and FICO10T had been validated and approved for loans sold to the Enterprises.
    2. Once implemented, lenders would have to send both FICO10T and VS4 for each loan sold.
    3. Lenders could use either tri-merge (where credit reports from all three credit reporting agencies are used) or bi-merge credit reporting (where credit reports from any two are used).

    2024

    1. Historical VS4 data was released for the time period 2013 - 2023.

    2025

    1.  The FHFA on July 28, 2025, announced that
           i) Both the Classic FICO and VS4 can be used by lenders.
          ii) The tri-merge reporting requirement will be followed.

    To prepare investors for this change, the Enterprises will start providing extra data in the MBS (mortgage-backed securities) disclosure files starting in December 2025. The current credit score field will be renamed “Classic FICO” and the VS4 scores will be reported in a separate field.

    Other Proposals

    Another proposal floated by some stakeholders is to move to a single bureau score instead of a tri-merge score. This will probably not impact consumers or insurers of lower risk loans, but there might be unwanted consequences for consumers and insurers for higher risk loans, i.e., for higher LTVs and consumers having thin files or lower credit scores.

    Impact of the changes

    There are three main dimensions that this change will affect.

    Dimension 1: Data

    1. The originator will have to send the score they are pulling downstream to the other market participants.
    2. The LOS (loan origination systems) will have to adapt to this change.
    3. The Enterprises will have to report that data to the securities holders.

    Dimension 2: Mortgage Analytics

    1. All mortgage analytical models and applications have historically used Classic FICO. With the addition of VS4, the models will first need an API change so that any new data field(s) can be read into the databases and the models.
    2. The analytical models will need to know which score is being fed to the models, and the type of score calculation (for example, tri-merge, bi-merge, median, mean).
    3. The models will then need to be calibrated or refit with the new VS4 data.
    4. The output would also need to specify the score that was used to generate the model output.

    Dimension 3: Gaming

    1. Gaming can happen both with (i) choice of credit score model, and (ii) choice of which bureau score is used (if the tri-merge standard goes away).
    2. When originators can observe multiple score models from each of the three bureaus and choose any for underwriting and pricing, they can increase their own profits by sending the highest score to credit investors. (Note that this problem will be exacerbated if the tri-merge standard is replaced by a single-report requirement.)
    3. This potential for gaming encourages credit investors to raise prices to offset their higher potential risk.
    4. This second dimension of credit risk uncertainty makes it more difficult to accurately quantify the true risk of the underlying loans.
    5. We will have to quantify the impact of using the highest score on prepayments, delinquencies, and defaults.
    6. Lenders might also consider pay-ups in the score they use – the highest or the lowest. Based on the LLPAs, they might decide to use the lowest score as long as the loan gets approved.

    Adapting to the Changes

    It is an interesting time for those of us who are in the business of quantifying mortgage risk. Credit scores are evolving with new data and new rules about score usage. Adoption by all stakeholders will take time, and we are adapting to the new data and new rules to help our clients prepare as far in advance as possible. Some of these changes are likely to make credit assessment more accurate, but others may raise uncertainty and thus risk.

    It’s likely that using a single score lowers the predictive power of delinquency compared with the median of three scores. The GSEs use credit scores to communicate pricing but not to assess risk - they use the full in-file credit reports. They have relied on three full in-file reports for decades and may have to make major changes to their infrastructure if they receive only one.

    So how is AD&Co adapting to these changes in the marketplace? First, we are closely following the developments in the markets. Second, as a data-dependent organization, we are actively improving our access to the new data so that we can analyze the changes in risk for our clients. We have already begun testing our prepayment and credit models using the newly available VS4 data to study model fits in various dimensions. We are investigating areas where the fits may have degraded and finding ways to improve model performance. There is a good chance that a new credit score that has different inputs will also lead to model proliferation.

    One option that market participants are talking about is that the Enterprises should provide the Classic FICO score in addition to VS4 for a period of time so that model performance with the new score(s) can be observed over that time period. AD&Co is proposing a minimum of two years for the overlap. It should be noted that, at least initially, lenders will not have to report scores from multiple models.

    Adopting new scores is a major change in the mortgage market, and loan originators, analytics providers, and secondary market participants are working feverishly to make sure that the transition happens smoothly. We will keep our clients and others updated with the results of our research and any changes to our analytical models (prepayment, credit) because of this adoption.

    Reference: Credit Scores | FHFA

    FICO 10T and VantageScore 4.0 are trademarks of Fair Issac Corporation and VantageScore Solutions LLC, respectively. 

     

Blog - Archives

The S-Curve Archives

  • Mickey Storms, Richard Cooperstein

    Thoughts

    Mortgage market participants are keenly aware that the Federal Reserve has been scaling back its UST and MBS purchases and factoring the outcomes of its actions on stakeholders across markets.

  • Andrew Davidson

    Thoughts

    The growing prevalence of artificial intelligence in the mortgage industry is shining a new light on the human biases that have pervaded the industry since its inception. AI is meant to bring fairness and objectivity to mortgage decisions, but it can’t perform fairly if it was built on an unfair system.

  • AD&Co Marketing Team

    Products

    The LDM v3.0.2 library adds AutoLDM to the v3.0.1 library.

    Key benefits include:

  • AD&Co Marketing Team

    Events
    We at Andrew Davidson & Co., Inc. (AD&Co) are once again thrilled to celebrate Pride Month, especially the contributions of LGBTQ professionals in the field of finance including affordable housing policy and the GSEs. This year, in addition to celebrating, we are also paying increased attention to the challenges that LGBTQ individuals face, particularly around issues of housing. Our pride in our LGBTQ staff and community sits alongside our concern about discriminatory lending practices, including in mortgages. As of February 2021, for the first time, lesbian, gay, bisexual, transgender, queer, and questioning (LGBTQ) Americans will be protected from housing discrimination under the Fair Housing Act. 
  • Richard Cooperstein

    News

    For several years, AD&Co has tracked the total rate of return (TRR) performance of the GSE CAS and STACR CRT in its U.S. Mortgage High-Yield Indices. The AD&Co Mid-Tier index constitutes a broad market measure of the TRR performance of GSE CRT. The related sub-indices segregate the CRT market into 4 index Tiers by attachment point, reflective of the credit exposure of the various classes of underlying CRT ranging from B to M1.

  • AD&Co Marketing Team

    Events
    We at Andrew Davidson & Co., Inc. (AD&Co) stand in solidarity with the Asian community and speak out against the xenophobic ignorance that has led to increased racist attacks against Asians. We protest against these hate crimes. This is a time to celebrate the richness that we have gained from the diversity of the Asian culture. We pledge to support the heritage that is part of what makes us American. 
  • AD&Co Marketing Team

    Events

    What does it mean to be mentally healthy? The answer is different for everyone. With all the extra anxiety that many of us have experienced since 2020, whether from uncertainty about COVID-19 or from other experiences that may be new to us, it’s important to acknowledge that it’s alright to not feel alright. Fortunately, there are numerous resources that are available locally, nationally, and in some cases through your workplace or benefits package. We might start by finding out what makes us feel better.

  • AD&Co Marketing Team

    Products

    Today marks the publication of Chris Widman's Quantitative Perspective, a comprehensive article on the newest member of our LoanDynamics suite, the Auto LoanDynamics Model. Auto LDM will be integrated into vendor systems and AD&Co tools, allowing users to perform analysis on auto loan and ABS positions.

  • AD&Co Marketing Team

    Events
    Since 1970, April 22nd has been the annual day to appreciate our planet and recognize the importance of protecting it.  But more and more, we realize that everyday needs to be Earth Day, and that we need to take better care of the place that gives us life.
  • AD&Co Marketing Team

    Thoughts

    To seek "causes" of poverty in this way is to enter an intellectual dead end because poverty has no causes. Only prosperity has causes. – Jane Jacobs, Activist and Author