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Property Valuation and Credit Availability

8/22/2025

 
For some time, we have been tracing the role of regulation and technology in the development of the appraisal industry. Over the past decade, policymakers have been dealing with the issue of addressing the extent to which limits should be placed on the role of technology in property valuation, while individual lenders assess the extent to which they are comfortable using the flexibilities available to them in the context of their own risk tolerances. The GSEs began to offer data-driven appraisal waivers in certain circumstances in late 2016, a development that completely removed the human appraiser from the property valuation process[1]. Around the time of the COVID-19 Pandemic, FHFA approved the use of hybrid flexibilities, such as desktop appraisals, on a temporary basis, and these were made permanent in 2022. Our most recent look at trends in this area was in 2023, at which time we noted broadening use of these programs[2]. Since that time, new changes in the policy limits for both waivers and hybrid approaches have been implemented. Given these changes and the persistence of the “mortgage winter” affordability crisis, we thought it would be an opportune time to take another look at this topic. For the sake of conciseness, and given our focus on affordability, we look at just purchase mortgages. It turns out to be a quite illuminating exercise.
In October 2024, FHFA announced updates to its appraisal policies[3]. There are two main changes:
  1. The maximum loan-to-value (LTV) ratio of purchase loans eligible for appraisal waivers will increase from 80 percent to 90 percent, and
  2. the maximum LTV ratio of purchase loans eligible for inspection-based appraisal waivers will increase from 80 percent to 97 percent.
Trends in use of Valuation Methods
​

Given these changes, our area charts that break down the market of loans delivered to the GSE’s look like this:
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The logic for “eligible” in the above charts reflects the new changes in criteria implemented this year. The main notable observation is that the difference in appraisal usage between Fannie Mae and Freddie Mac has swung substantially over the post-COVID period. Fannie Mae usage picked up sharply vs Freddie Mac over the 2020-2022 period. Subsequently the trend has more than reversed.
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Interestingly, the preponderance of the recent decline in the Fannie Mae share of waiver usage is due to a decline in its intensity of usage of waivers among eligible loans compared to Freddie Mac, rather than to any significant change in the shares of deliveries that are waiver eligible on the part of either agency.
There is a lot more work that needs to be done to explain these behaviors.
The New Flexibilities
We can see from the charts above that the use of waivers and waiver plus property data collection approaches has risen during the course of 2025 in light of the expansion in eligibility criteria.
​
Next, we break out the changes in shares this year due to these recent policy adjustments. Below find the shares of waivers and waiver plus property data collection as a share of total issuance:
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And below find the increase of shares broken down between new and old criteria over the period January 2025 – July 2025:
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​For Fannie Mae, there was a 3.6% rise in the share of Waivers and AW+PD Approaches, of which about 40% was due to increased use of these products based on the old criteria. For Freddie Mac the increase was 7.0%, but this time 51% was due to increased utilization of products based on the old criteria.
Finally, the numbers are relatively small, but it is of interest to see which sellers have been quickest to enter this new market segment:
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There are a couple of interesting observations to be made. First, nonbanks heavily dominate banks for both the waiver with CLTV>80&<90% category with an 85% share and for the CLTV>80% and AW+PDC category with a 92% share. Concentration is also greater for nonbanks across categories. For the waiver under new criteria category, the top 5 nonbanks account for 57% of total nonbanks, compared to 40% for banks. For the new AW+PDC with extended eligibility category, the top 5 nonbanks account for 89% of total nonbanks, compared to 63% for banks.
Appraisals and Credit Availability
​

Recapping our analysis so far, we face two key questions. First, with lack of affordability looming as problem number one in the housing market over the last several years, it is perhaps surprising that the take-up rate for eligible waivers and modern valuation approaches hasn’t been greater. The implication is that lenders and/or the agencies themselves have some reluctance to push this too far based on some perceived risk of eliminating or reducing the human element of the appraisal process. Second, there is a clear difference between the two agencies in terms of their perception of these risks and their likely costs. A deeper investigation that would shed light on the risk/return appetites of the various interested parties would be of great interest but is outside the scope of this note. Instead, we conclude by looking at the connection between property assessment choice and loan pricing for Fannie Mae and Freddie Mac:
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These remarkable charts pull together the major themes of this note. We highlight three particular points:

  • First, the yield gap between loans with regular appraisals that are not eligible for an appraisal and those with a waiver (the green bars) has been generally, but not uniformly, positive over the past five years. This is because the higher LTV associated with a loan that is not eligible for a waiver is perceived to be greater than the risk associated with the absence of a human appraiser in the valuation process. Note that the magnitude of this gap is different between Fannie Mae and Freddie Mac.
 
  • Second, there was a very significant shift in the pricing of loans with appraisals that were eligible to get waivers vs those with waivers as the affordability crisis got fully underway starting in late 2022 (the purple bars). Note that the difference in LTVs in the first bullet above does not apply here as both categories in this case are waiver eligible. Essentially the direction of the gap flipped signs at that point, implying that loans with regular appraisals were subsidized relative to those with waivers starting in late 2022. In fact, houses simply became unaffordable at that point in time, and we surmise that in a soft market, lenders became willing to buy down loans with regular appraisals in order to reduce the risks associated with a growing share of loans with automated appraisals while keeping production pipelines as full as possible.
​
  • Third, to validate this supposition, we look at the difference in the appraisal that were eligible to get waivers share of purchase loans between the two agencies. Start with Freddie Mac. It seems that pricing was adjusted to keep the waiver eligible appraisal share of new issuance in a steady range near 1/3. Fannie Mae, on the other hand, entered into a much more dynamic response, buying down the loans with appraisals to a much greater degree than Freddie Mac. The result was a surge in the waiver eligible appraisal share of their new loans from 28% to 35% over the past three years. Whether the differences in these strategies were due to different risk tolerances or to competitive dynamics remains an open question.
 
Conclusion
In this note, we argue that the role of collateral risk has come to play a key role in the pricing dynamics on the part of the GSE’s, and this factor needs to be considered along with more traditional factors such as underwriting characteristics when assessing their overall willingness to supply credit to mortgage borrowers. The exact nature of this role has not been spelled out here, but the tools and data to do so are available. A final supposition based on pure casual observation is that the changes seen in relative valuations of loans with different valuation techniques in the last few years correlate not just with affordability, but also with increasing awareness of growing climate risk. This is a future topic for these notes.

[1] https://www.fhfaoig.gov/sites/default/files/WPR-2018-006.pdf
[2]https://www.recursionco.com/blog/appraisal-modernization-analytics
[3]https://www.fhfa.gov/news/news-release/fhfa-announces-updates-to-enterprise-policies-on-appraisals-loan-repurchase-alternatives-and-pricing-notifications

Recursion data cited in Housing Wire article on GSE repurchases

6/6/2024

 
On June 5, Housing Wire published an article, “Analysis: Loan repurchase patterns at
Fannie, Freddie are divergent” which discussed the declining rate of repurchases on the part of Fannie Mae and Freddie Mac.
 
“A review of the same agency loan-level data by mortgage-analytics firm Recursion shows that Freddie Mac’s repurchase-loan count, as of the first quarter of 2022, stood at about 2,500 loans, compared to about 1,500 repurchased loans for Fannie Mae. As of the fourth quarter of last year, however, that gap had all but disappeared, with each agency repurchasing about 1,000 loans each.
 
“[Freddie] has come way down [in its loan-repurchase count], and now they’re about the same [as Fannie], and that’s really interesting,” said Richard Koss, chief research officer at Recursion.”
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Recursion is always pleased to see its data utilized to shed light on important industry developments.
 
 https://www.housingwire.com/articles/analysis-loan-repurchase-patterns-at-fannie-freddie-are-divergent/ (paywall)

A Deep Dive into Piggybacked Loans

4/12/2024

 
A little while ago, we wrote about DPAs and noted that there are distinct differences in how these are reported between the GSEs and FHA[1]. Subsequently, we looked into the issuers of these FHA DPA loans and noted that DPA usage has been broadening to include a growing set of lenders in recent years[2].
​
We now turn to the GSEs. We noted in our earlier reports that while there is no DPA flag for the Enterprises, we can derive some information about their use from the fact that DPAs are only allowed through their specified second lien programs. This leads us naturally to broaden our investigation to consider those cases where new loans are delivered in tandem: a first or primary mortgage along with a second lien or “piggyback” mortgage. The Enterprises refer to these as “secondary” mortgages.

The question of course is do we have the information necessary to assess the scope and performance of loans with accompanying seconds? Given that the GSEs disclose the CLTV as well as the OLTV of a loan, if the former is higher than the latter, we can consider it as a piggybacked loan. Grist for the Recursion mill.

To start, we limit ourselves to purchase loans, and we look at the share of deliveries with accompanying second liens by agency:
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GSE Excess Servicing Fee Strip Securitization

3/7/2024

 
Mortgage Servicing Right (MSR) owners can sell excess servicing fees (ESF) when pricing is supportive or when they need cash. The securitization vehicle for this activity is Agency ESF strips without a Principal-only (PO) component, which are disclosed by Fannie Mae and Freddie Mac. In recent years, issuance of cash strips has been rare, and most strips issued by the GSEs are ESF strips.

The following chart shows the amount of ESF securitized each year --- as we can see here Fannie Mae had no activity in such deals in 2020 and 2021 but came back into the market in 2022. To close the gap with Freddie Mac Fannie Mae enhanced its related data disclosures at the beginning of 2023[1]. Fannie Mae’s market position improved from 0% in 2021 to 5.5% in 2022 and to 29.3% in 2023 and 25.8% in the first two months of 2024.
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A Deep Dive into DPA

2/6/2024

 
In Mortgage Winter, affordability is job one for housing policy. In our most recent quarterly macro report, we noted that the share of loans with buydowns posted significant increases across all three agencies in the second half of 2023[1]. To see how widespread these sorts of supportive actions are, we look at down payment assistance (DPA) programs.

To start, the GSEs only allow downpayment assistance through specified second lien programs: “Community Seconds” for Fannie Mae[2] and “Affordable Seconds” for Freddie Mac[3]. While there are technical differences between programs, they are second liens funded by an approved list of government agencies, nonprofits, and private sector lenders. The liens are subordinate to the first mortgage and face various limits on combined LTV (CLTV) and note rates. These liens are neither securitized by the Enterprises nor directly reported in the data disclosures. However, we could identify those (we call it “piggyback”) by looking for loans with the original combined LTV higher than its original LTV.
​
Below find the number of owner-occupied loans containing “piggyback” liens for the HFA programs, the low-income programs (FNM “Home Ready” and FHL “Home Possible”), and other[4]:
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Appraisal Modernization and Loan Prepayment Performance

1/18/2024

 
This is the third and (for now) final entry in our series of posts regarding appraisal modernization. The first describes the framework of data disclosures provided by the GSEs[1], while the second looks at differences in usage of the various programs between Fannie Mae and Freddie Mac and between banks and nonbanks[2]. In this note, we look at loan prepayment performance and the drivers behind it.
 
Here we see 1-month CPRs and loan rates for purchase loans issued in 2023 with waivers and those eligible for waivers but did not obtain one:
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Those loans eligible for waivers but that obtain appraisals have lower loan rates and prepayment rates than loans with waivers, likely due to relatively reduced uncertainty surrounding valuation. 

Another key result that can be obtained from the chart is the more recent development whereby loans delivered to Freddie Mac with waivers have displayed persistently higher speeds than those delivered to Fannie Mae over the last six-month period. This corresponds with an increase in the pace of growth in FHL coupons compared to those of FNM over this period.

It’s natural to ask if there are differences in loan characteristics that account for this gap. Below find the corresponding data for average credit scores across these categories:
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Over the past six months, FNM has loosened its credit standards for waivers as measured by credit scores relative to Freddie Mac. As this would tend to boost FNM coupons vs FHL, another explanation would seem to be required. We can speculate that FHL is discouraging waivers for its own risk-management purposes, but there is no verifiable support for this view.
​
We can, however, see if this pattern persists in the newer appraisal types.
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The loan counts here are quite small, so it is not surprising to see a noisy CPR chart for these categories. On the other hand, the trend increase in FHL AW+PD loans relative to those of Fannie Mae can be seen, although it is a more recent development in this case.
​
Our conclusion is there is enough distinction here to say that modelers and traders ought to keep an eye on collateral risk as an independent factor in their decisions.

[1] https://www.recursionco.com/blog/appraisal-modernization-analytics
[2] https://www.recursionco.com/blog/collateral-risk-in-mortgage-winter

Towards a Consistent Framework for Agency Multifamily Analysis

12/20/2023

 
The single-family agency MBS market benefits from a set of consistent standards that allows traders and analysts to make straightforward judgments about relative value between securities. This is particularly the case for the conforming mortgage market since the single security UMBS market was launched in June 2019. The result is a market that is very liquid, supporting homeownership and affordability.

There is a very different situation in the multifamily space. The programs are very distinct across, and even within Agencies. This is particularly the case for the Ginnie Mae program, which consists of construction loans that are lines of credit that are drawn upon, and then converted to project loans. The two largest programs within the GSE multifamily space are the Fannie Mae DUS program[1], where losses are shared between Fannie Mae and the underwriting banks, and the Freddie K-deals, where losses are shared with investors[2]. Both Agencies have numerous smaller programs as well with their own distinct characteristics.

In the single-family space, the unit of analysis is the mortgage. These are pooled, and pools and loans are sometimes, in turn, aggregated into CMOs (We classify highly-structured deals such as Freddie K, Q, ML, SB, etc., as CMOs, too). Investors have a complete picture of activity in this market. In the multifamily space, however, the picture is murkier. There are two reasons for this. First is the multitude of different programs across the Agencies as cited above. The second is that a consistent data set for multifamily loans across the three agencies is not easily produced, as loans are typically securitized into pools, however, Freddie tends to securitize loans directly into structures more like CMOs, such as Freddie K, Q, SBL programs[3]. A year ago, we posted a note that described our bottom-up approach to sizing the multifamily market and validated this by comparing our calculation to similar figures obtained from the Federal Reserve Z.1 report. We are pleased to report that this approach continues to provide an accurate picture of total market size as our figures for the third quarter have consistently aligned within a margin of 0.5% for the past three years.
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Collateral Risk in Mortgage Winter

12/4/2023

 
Some months ago, we set off to assess the impact of high interest rates on the usage of appraisal waivers. It soon became clear that we first needed to look in some detail at recent developments in the structure of the new market for appraisal modernization[1]. In this piece, we return to the original question.

To begin we look at the landscape of loan deliveries for Freddie Mac and Fannie Mae across the suite of available approaches towards appraising property values. Below find such charts for purchase mortgages.
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