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
  • Overview of Going to Extremes: Climate, Housing and Finance

    Eknath Belbase

    Events

    Andy and I recently attended AmeriCatalyst ‘Going to Extremes’ Climate, Housing and Finance Leadership Summit in Washington, D.C., a fantastic conference on all things related to climate risk and the housing ecosystem. While going over all the great speakers and broad expertise represented there would take a novella, I want to connect a few key ideas discussed there to our ongoing efforts in this area.

    Panels on climate and property level data and on the modeling that can be done with this data generally came to an agreement that we are getting to a point where property level impacts of increasing climate risk can begin to be measured using traditional mortgage risk metrics that practitioners are familiar with once climate-conditioning of behavioral and house price models is complete. Prior to this conference, we noticed a focus primarily on event-driven analysis, and I detected a general consensus emerging that the rapid rises in insurance cost (and drop of availability in cases where states interfere with rational price setting) ought to become our primary analytical input.

    A related emerging idea is that the duration mismatch between the 1-year repricing of insurance and the 30-year fixed rate mortgage creates substantial risk (this was one of the key points of Andy’s presentation).

    One speaker noted that this phenomenon is very similar to the financial crisis, where the industry created 2/28 adjustable-rate mortgages (ARMs) where the teaser was affordable, only to have them blow up 2-3 years later; now the teasers are insurance policies that go from being 20% of total principal, interest, taxes and insurance (PITI) to 60% of a much higher PITI within 3 years.

    We are fortunate that, at this time, most borrowers have substantial amounts of equity. While the evolution of 3- or 5-year forward insurance pricing, combined with longer-term forecasts based on the best available climate risk models that would allow borrowers to avoid the riskiest areas could go a long way towards preventing a repeat of what happened with 2/28 ARMs , such developments are not underway. In fact, the risk from higher insurance premiums is potentially higher than the 2/28 ARMs risk (since everyone with a mortgage is subject to insurance repricing risk), and at least a fifth of core-based statistical areas (CBSAs) seem to have at least 10% of their properties in risky enough areas that insurance affordability will become a concern).

    Discussions on mitigation and hardening highlighted some solutions: apart from getting to net zero and using carbon capture to reduce existing CO2 (global solutions), we can broadly do two sets of things: avoid the riskiest areas and make somewhat risky areas less risky by hardening our housing and infrastructure. More modern building code standards (which have been updated to account for changing climate conditions) and property level mitigation on existing housing stock, together with local infrastructure resiliency, can reduce the severity of events enough to mitigate future required insurance premium increases.

    Another idea that came up in an interview that the journalist Diana Olick conducted on stage at the conference – that in searching for solutions and contributions to solutions, we “should not let the perfect be the enemy of the good,” which connects with our efforts in at least two ways. First, it is a good modeling philosophy to have: if we wait for the perfect model before releasing it to the market, we can end up waiting needlessly. By releasing something that is “good enough” to get started, we engage with the user community and begin the process of improving our models much earlier. Our clients begin to think about use cases and ways to improve their business practices much sooner.

    Second, all of our efforts broadly help our clients avoid, manage and appropriately price the risk. A vision of perfection might entail coming up with solutions that not only shift the risk among market participants but solve systemic issues that impact the entire mortgage ecosystem. The problem with this vision of perfection is that systemic solutions require the participation of many different players: companies, regulators and multiple layers of government. We can seek to both help our clients begin to manage this risk in the near term and begin to work with the larger community on system-wide solutions in the intermediate and long term. The conference did not achieve a clear consensus on system-wide solutions but clarified the extent of the problems and laid out a menu of incremental steps, each of which could contribute to solutions.

Blog - Archives

The S-Curve Archives

  • Richard Cooperstein

    Events

    The Structured Finance Association hosted SFVegas 2023 (February 26 - March 1), a broad capital markets conference with thousands of attendees in Las Vegas.  Andrew Davidson & Co. Inc. (AD&Co) was a sponsor focused on the mortgage sector.  As we engaged with clients and policy leaders, a few themes emerged: Data, Expanding Access Safely, Ginnie Mae Servicing and Auto Loan Performance.

  • Eric Limjoco

    Products

    Andrew Davidson & Co., Inc (AD&Co) is pleased to announce the official release of the LoanDynamics Module in Kinetics, AD&Co's new modular platform for running AD&Co analytics via a desktop application, web browser, or REST API. The LoanDynamics Module is the latest way to run the LoanDynamics Model, allowing users to perform sensitivity analysis, validation testing, and scenario analysis in a modern, user-friendly application.

  • Sanjeeban Chatterjee

    Thoughts

    Recently the Federal Housing Finance Agency (FHFA) announced some upcoming changes related to the use of new credit scores, FICO 10T and VantageScore 4.0 by Fannie Mae and Freddie Mac. “FHFA expects that implementation of FICO 10T and VantageScore 4.0 will be a multiyear effort. Once implemented, lenders will be required to deliver both FICO 10T and VantageScore 4.0 credit scores with each loan sold to the Enterprises”.[1] This announcement will impact the entire mortgage ecosystem.

  • Adam Marchuck

    Thoughts

    January is National Mentoring Month which is very appropriate since it coincides with the time when we typically set out our goals and intentions for the New Year. Organizations are embracing mentoring programs and these programs have indeed become a strategic imperative for many. There are many benefits to mentorship and it's easy enough to comprehend. The individuals involved in a mentoring relationship and the organizations that choose to sponsor a mentoring program all are likely to benefit.

  • Richard Cooperstein

    Thoughts

    Homeownership is the largest source of wealth accumulation and inter-generational wealth transfer for the working and middle class. However, the history of racial discrimination (it was actually legal to discriminate by race in housing until the Fair Housing Act of 1968), suggests that we have a continuing responsibility to ensure fair access to housing and housing finance. 

  • Andrew Davidson

    Thoughts

    Dear Friends,

    As Andrew Davidson & Co., Inc. (AD&Co) reaches its 30-year milestone, I reflect on two seemingly contradictory ideas:  Firms need experience to guide clients through difficult times but sometimes it is necessary to discard past practices to achieve breakthroughs. 

  • Connor Campbell

    Thoughts

    For many people, having accessible transportation (a car, for example) is necessary. Most U.S. people live in areas without adequate public transportation and require vehicles to access jobs, healthcare, and groceries.

  • Daniel Swanson

    Thoughts

    As interest rates rise and fewer loans with refinancing incentive remain, other factors are primed to play a larger role in determining prepayment speeds in the coming months (and perhaps years). Turnover, the rate at which people move, is the most cited of these factors.  In this blog post, we’ll consider two other potential drivers: curtailments, or partial prepayments, and mortgage payoffs that don’t involve taking out a new loan.

  • Richard Cooperstein

    Thoughts

    Summary

    In 2021, Andrew Davidson & Co. Inc. (AD&Co) proposed a benchmark cohort approach to setting Ability-to-Repay (ATR) Qualified Mortgages (QM) standards. Successful benchmarks based on data are model-free and transparent, and the cohorts must perform consistently in comparison to one another and across time. Our original work used data through the early stages of the pandemic when non-performing loan percentages skyrocketed.

  • Richard Cooperstein

    Thoughts

    How Lowering Capital Costs Affects Higher-Risk Loans

    Government-sponsored enterprises (or GSEs) are companies that provide guarantees and financing to originators through the mortgage secondary market. The size and resilience of the GSE secondary market maximizes diversification and liquidity which reduces financial risk and cost of capital. This benefit accrues to conforming borrowers through lower mortgage rates and resiliently available financing.