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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Overview of Going to Extremes: Climate, Housing and FinanceEventsAndy 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.
The S-Curve Archives
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ThoughtsWe’re excited to announce our latest Quantitative Perspectives providing in-depth insights into current market trends and advanced valuation techniques. This publication offers valuable information for mortgage market participants and those involved in credit risk transfer transactions.
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PodcastTune in to Laura Silberg's interview with Andrew Davidson, Eknath Belbase and Alex Levin as they discuss their latest Quantitative Perspectives, our independent commentary series, titled
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ThoughtsAs providers of mortgage models for financial institutions, Andrew Davidson & Co., Inc. (AD&Co) enables clients to validate their use of our models and offers documentation describing the conceptual framework of the models, back-testing results, and sample forecasts under a variety of economic conditions. We also work with analytics providers who have incorporated our models to ensure that the models works as intended.
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ThoughtsWe’re excited to announce two new Quantitative Perspectives that provide in-depth insights into current market trends and advanced valuation techniques. These papers offer valuable information for mortgage market participants and those involved in credit risk transfer transactions.
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EventsAndrew Davidson & Co. Inc. (AD&Co) proudly sponsored the Information Management Network (IMN)’s 10th Annual Mortgage Servicing Rights (MSR) Forum, held November 21 - 22, 2024 at the New York Marriott at Brooklyn Bridge.
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PodcastTune in to Michelle Stepien Breier's interview with Alex Levin & Matteo Caracciolo-King as they discuss their latest Pipeline article “AD&Co Updates its Home Price Index Model.” The interview highlights key points from the article as they share recent updates to the HPI3 model.
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ThoughtsWith the increasing volumes of Synthetic Risk Transfer (SRT) and Credit Risk Transfer (CRT) along with the discussion of BASEL III, we thought it would be useful to re-issue our comment letter to FHFA on the capital treatment of Credit Risk Transfer.
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PodcastRecently, senior credit modeler, Daniel Swanson had the pleasure of speaking with Rob Kessel from the Panoramic Capital Academy podcast titled, “Modeler’s Perspective on Prepayment Modeling.” T
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ThoughtsThe earliest paper we found examining the impact of climate risks on house prices was from 2017, which found a relationship between elevation/sea level rise and house price differences.[1]
We built our climate-conditioned HPA model in 2022 based on the idea that an increase in insurance costs would impact house prices (something we had not studied yet) in the same way that an increase of the same size in mortgage rates would impact house prices (something that we were quite familiar with).
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NewsAndrew Davidson & Co., Inc (AD&Co) is pleased to announce a new alliance with Mortgage Capital Trading, Inc. (MCT), a leading provider of mortgage capital market solutions.