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.

Subscribe to our publications to make sure you stay up to date
Blog - Latest
  • On the Road Away from LIBOR

    Alex Levin

    Products

    The release of Andrew Davidson & Co., Inc.’s (AD&Co) new generation of financial engineering tools marks a shift to a new reality; when the traditional benchmark for MBS valuation, the LIBOR/ Swap yield curve, becomes unavailable. Our recent Product Release email informed our readers about the change. In short, our users can:

    • Conduct valuation relative to one of three benchmark rate curves: Treasury, LIBOR or SOFR.
    • Provide either an absolute rate volatility matrix or the traditional relative volatility matrix.
    • Apply a negative shift (floor) to otherwise positive-rate models (Squared Gaussian or Black-Karasinski).

    The 3-benchmark valuation option provides analytical flexibility within the transitional period of LIBOR availability and well beyond; hence, this is both a "transitional" and "permanent" solution. Regardless of the benchmark chosen, SOFR-indexed ARMs and CMO/CRT floaters will use a SOFR term structure of rates (if provided) for the index projection. If a SOFR term structure isn’t provided, we will project SOFR indices off the chosen benchmark plus the initial spread.

    The absolute volatility quotation has grown as a popular format. It represents the best practical choice when a valuation benchmark (e.g. Treasury) is different from a volatility source (e.g. options of SOFR swaps).

    Which yield-curve benchmark should practitioners use for valuation? About 30-40 years ago, MBS were priced off Treasury bonds, a close investment alternative. However, Treasury rates have never been borrowing rates; this honor belonged to the LIBOR market. A pricing spread to a borrowing curve can be easily translated into return on equity (given the leverage) and, unsurprisingly, the LIBOR/Swap curve became the dominant benchmark.

    With the upcoming demise of LIBOR, the current market trend suggests a return to Treasuries. Most dealers now report exclusively Treasury OAS on TBAs. The Security Finance Association (SFA) established a task force that recommended one of the Treasury-based spreads. The so-called I-curve (interpolated-WAL curve) was voted the best quotation option according to the SFA by “a supermajority of investors, traders and syndicate desks…across all structured finance products” whereas “issuers and bankers are split on the benchmark they favor with a slight majority preferring a Treasury-based curve over the SOFR swap curve.” To reiterate, our tools are ready for a change in prevailing practice.

    What about the preferred source of volatility? With the Treasury curve returning to the benchmark role, which market volatility would we recommend of using? The only Treasury-related options – options on Treasury futures – represent a thin layer of information, which, at best can be interpreted as volatility on long bonds. While they may help decipher the value of the embedded prepayment option, they are less relevant to caps and floors found in CMO/CRT floaters and ARMs. It is also impossible to calibrate the mean reversion parameter of a term structure model without observing volatility quotes on differing tenors.

    Our recommendation, which may be unexpected at a first glance, is to consider options on SOFR-based swaps that have developed in a way similar to LIBOR-based swaps. Since Treasury rates differ from SOFR-swap rates, we recommend using absolute (aka “normal”), rather than traditional relative (aka “lognormal” or Black), volatility inputs. Essentially, we posit that, given a tenor, various US rate benchmarks tend to exhibit similar volatilities. Our review of the SOFR/Swap volatility and LIBOR/Swap volatility confirms this assumption – despite the difference in rate’s levels.

    Are we changing the Current-Coupon Yield (CCY) model? The existing CCY model is a linear regression calibrated to a multi-year historical movements against the 2-year and the 10-year points of either Treasury or swap rates. The SOFR term rates are relatively short in history and at the point of writing, there is no immediate reason to change the model’s coefficients when the SOFR curve is chosen as a benchmark. Going forward, this statement merits a review; the entire approach to projecting CCY from benchmark rates may also need to be reassessed.

    Are we changing the LoanDynamics Model (LDM) at all? Borrower behavior for SOFR-indexed ARMs is likely to be unaffected by the index’s name, as long as we control for the current and projected loan rate. At this time, we have no history of SOFR-ARM prepayments or defaults that warrants any revisions of LDM.

Blog - Archives

The S-Curve Archives

  • Vivian Li, Rob Landauer

    Events

    Andrew Davidson & Co., Inc (AD&Co) proudly sponsored IMN’s 11th Annual Mortgage Servicing Rights (MSR) Forum by Informa at the New York Hilton Midtown. Senior modeler Daniel Swanson joined the “Managing Delinquencies & Forbearance Value” panel in discussing how servicers are adapting to today’s market and the evolving delinquency trends.

  • Kevin Lin, Eknath Belbase

    Podcast

    Tune in to our fourth episode of AD&Conversations with Kevin Lin and Eknath Belbase, our product lead for our Climate model. In this episode, they discuss the new Climate Impact Suite (CIS) pilot project, and Belbase outlines several challenges the team is navigating, including:

  • Kevin Lin, Eknath Belbase

    Podcast

    Tune in to our fourth episode of AD&Conversations with Kevin Lin and Eknath Belbase, our product lead for our Climate model. In this episode, they discuss the new Climate Impact Suite (CIS) pilot project, and Belbase outlines several challenges the team is navigating, including:

  • Andrew Davidson

    Podcast

    Andrew Davidson was invited to speak on Equifax's Market Pulse Podcast titled, "Driving Efficiency and Resilience in the Mortgage Industry" live at the 2025 MBA Annual Convention in Las Vegas. 

    Andy explains how variations in data files can distort risk assessment, creating a dual risk for lenders: extending credit to borrowers more likely to default while overcharging customers whose risk is overstated. 

  • Richard Cooperstein

    Thoughts

    Our latest Policy Perspective written by Richard Cooperstein offers an analysis of the U.S. housing and mortgage finance markets, focusing on key trends and forward-looking risks. While housing markets are not fully efficient, they do respond to economic imbalances which create opportunities and vulnerabilities. This article explores how demographic shifts, credit access, interest rates, and climate risks shape both housing demand and supply.

    Key findings include:

  • Kevin Lin, Richard Cooperstein

    Podcast

    Join Kevin Lin in a conversation with Richard Cooperstein as they dive into Kinetics, AD&Co's modular platform designed to deliver the full power of our models and analytics; with the flexibility to license only the tools you need.

  • Andrew Davidson

    Thoughts

    The latest Policy Perspectives paper “Competing Claims in Privatization of Fannie Mae and Freddie Mac” is now available!

    Nearly 20 years ago, on September 6, 2008, the GSEs, Fannie Mae and Freddie Mac entered conservatorship. Since that time there have been many proposals to restructure, eliminate or release the GSEs. Once again there is talk about the privatization of Fannie Mae and Freddie Mac.

  • Tom Parrent

    Thoughts

    AD&Co held our annual employee meeting in Detroit, Michigan. In addition to gathering everyone in person to socialize and strategize, we use these annual meetings to learn about different cities, especially with regard to housing market dynamics.

    We chose Detroit because the oft-maligned city is undergoing a significant renaissance, and we wanted to explore the area and learn how housing may have played a role in both Detroit’s decline and rebirth.

  • Niraj Tailor, Hikmet Senay

    Products

    Andrew Davidson & Co., Inc (AD&Co) is pleased to announce the beta release of MARS+, the next generation of Mortgage Analysis & Reporting System (MARS), which has been in use since 2008 for performance reporting of AD&Co models. MARS+ aims to provide enhanced and advanced capabilities and features for mortgage analysis and reporting.

    The new enhancements of MARS+ include:

  • Eknath Belbase, Laura Silberg, Aidan Loftus, Joni Baker, Sam Sutton, Richard Cooperstein

    Events

    Several AD&Co employees attended SFVegas 2025. This post shares their unique perspectives from attending the conference and key takeaways from the sessions.