What are the most frequent adjustments that appraisers make?

Source: Corelogic

Excerpts:
Using a national sample of approximately 1.3 million appraisal reports between 2012 and 2015, new analysis from CoreLogic shows which home features are being adjusted the most frequently, as well as which are being adjusted for the most money, thereby having the greatest impact on appraisal values.
So what is being adjusted and how often? CoreLogic analysis reveals that some type of adjustment was made on 99.8 percent of appraisal reports reviewed. Figure 1 shows the various features adjusted on appraisal reports in relation to how often that adjustment was made, as well as the financial impact, or value influence, it had on the appraisal report.
Differences in Living Area was the most adjusted feature at 96.4 percent. Other features that were adjusted on 50 percent or more of appraisal reports were Room, Car Storage, Porch and Deck, Overall Condition and Site Area. It is significant to point out that the frequency of an adjustment is indirectly correlated to the financial impact, as four of the top five most adjusted features resulted in relatively low average dollar adjustments. For example, Room adjustments were very common at 70.4 percent but had minimal value influence, recording an appraisal adjustment of only $2,246 on average. Conversely, a Quality Rating adjustment had the highest value influence, with an average adjustment of $14,748, but accounted for only 18.7 percent of all adjustments.
Although the adjustment features that result in the highest value adjustment levels (Condition, Quality and Location) are harder to quantify, appraisers are professionals who can do this and adjust their reports appropriately to reflect the most precise appraisal for the home.
My comment: Interesting results. The actual dollar amounts don’t mean much as they are aggregated from all over the country. But, the frequency of adjustments and their relative amounts are worth checking out. What I see is that too many adjustments are being made for items that don’t affect value much and are hard to support. Savvy appraisers are not making adjustments for items such as porches and deck. Many are putting 0 in the grid to indicate that no adjustment is needed. Some appraisers only make adjustments for market conditions and GLA. Other differences, such as condition and location, are considered in the reconciliation. For example, if the subject has superior condition as compared to the comps, a value on the higher end of the range of adjusted comps is selected.
Fannie is focusing on adjustments in the new CU 3.0. They have been focusing on Q and C ratings. I will be writing about what all this means in the November, 2015 issue of the paid Appraisal Today.
Click here to see the adjustments graph and full article. Very interesting and worth checking out.

Appraisal Today newsletter

Statistics and Appraisal Data

To keep up on what is happening in appraisal businesses, mortgage lending, USPAP, etc. , Plus humor and strange homes, sign up for my FREE weekly appraisal email newsletter, sent since June 1994. Go to Home on the left side of the menu at the top of this page or go to www.appraisaltoday.com
Sign up in the Big Yellow Boxes

I regularly write about hot topics in appraising and appraisal business management issues
in my paid Appraisal Today monthly newsletter.
$99 per year or (credit card only) $8.25 per month, $24.75 per quarter, or $89 per year.
For more info, go to https://www.appraisaltoday.com/products

 

Statistics and Appraisal Data

The key to any statistical analysis is DATA, DATA, DATA!! Single family real estate data is not very reliable or consistent, and not enough is available in many areas, as we all know.

CU is the most significant attempt to get more useful data by requiring appraisers do use specific coding and criteria. However, real estate is local, local, local. Even the number of bedrooms varies a lot as there are different criteria for determining what is a bedroom, even in the same city. Three appraisers measuring the same house will probably not have the same square footage, as I learned doing relocation appraisals.

9/20 Update.  CU (Collateral Underwriter) has let Fannie obtain lots of data from appraisals. Unfortunately, the data is not available to appraisers. Fannie uses the data to analyze report reliability. 

With CU, this is becoming more obvious as there are sometimes wide variations in how appraisers code factors. For example, why do condition ratings vary? How accurate is MLS? Is public records accurate? What is the best source?

Now that regression software is popular with appraisers for getting adjustments, I have been thinking about why it is often not very reliable. To understand even simple regression requires knowledge.

My first statistics class was in 1963. The first time I used multiple regression was in graduate business school in 1979, when I did a mini-thesis on factors in REIT stock volatility using SPSS.I used a remote university mainframe that kept blowing up and erasing my data. There were no data issues. Doing multiple regression analysis on real estate housing data was not possible. Way too much lack of usable data.

Since I started my Appraisal Today newsletter in 1992, I have been writing about AVMs. The less data that is available, the less reliable the value.

As we all know, AVMs work well in a conforming home in a large tract of similar homes, built in the past 10 years. After that, the accuracy and reliability goes down fast. Just check what Zillow’s Zestimate against your appraised value.

Fannie warning letters – GLA adjustments and lots more coming(Opens in a new browser tab)

Appraisal Today newsletter

Appraisal adjustments "The Dirty Little Secret"

A Few CU Factoids
– Not all loans go to Fannie – VA, FHA, jumbo, etc.
– Fannie guidelines, including CU, are the minimum. Lenders can add their own, even keeping 15-25% adjustments.
– Lenders are not required to use CU.
– CU sends out appraisal warning messages for adjustments on: GLA, lot size, view, condition, quality, and location. For now.
– Gradual implementation of CU’s web based interface, which has the infamous “20 comps”, mapping, etc. Not available to AMCs.
A few CU comments and opinions from me:
I need a Book of Adjustments!!! Maybe a few of Fannie’s will “leak” – wiki leaks ;>
– AMCs are now asking for adjustment support from non-CU adjustments. More Scope Creep??
– Mass confusion on what gets sent from underwriter to AMC to appraiser – warnings, Risk Scores, etc.
– The recent Fannie Letter to Lenders about CU said that the intent is not to overwhelm appraisers with warning messages. But, are underwriters going to read (and understand) 30+ page appraisals? I’m glad I’m not an underwriter!!
– How to respond to warning messages – not clear.
– Requests from AMCs include CU and non-CU requests. Sometimes hard to tell where they are from.
Adjustments – the “Dirty Little Secret” of Fannie Form Appraisal Reports
I can’t think of any time a client asked me for my support on an adjustment prior to CU. They have been accepting the usual responses, which are in many boilerplates: Based on my many years… or matched paired sales… etc.

A critical issue to me is that the dollar adjustments seem to indicate that residential appraisal values are precise and very accurate, which is not correct. There are lots of factors affecting home sales as compared with income property such as apartments and commercial property.

I have asked many very experienced appraisers how they “support” adjustments. Most use “rules of thumb”, such as using a percent of price per sq.ft. for GLA. But, this number includes land. Or, they use adjustments they were given when they were new appraisers. Of course, if you only appraise conforming homes in conforming tracts built in the past 10 years, it is much, much easier.
For now, CU only sends out warning messages for these adjustments: GLA, lot size, view, condition, quality, and location. This is a very small percent of all the UAD coded data. Plus, some data is not UAD coded, such as pools. But, many state regulators expect to see support for all adjustments in your work files.
We all need a Book of Adjustments ;>
Of course, all of us have adjustments that we have accumulated over the years, or recently developed. But, with CU we are being compared to peer and model adjustments. Of course, no one tells us who or what they are. Sometimes appraisers are given this information.
Regression to support adjustments
Regression will not work for all adjustments. It works well in conforming tracts less than 10 years old. After that, it goes downhill. This has been shown many times for AVMs. I really wish I could just buy regression software and have it calculate them all for me!!
Using qualitative adjustments
I did my first SFR appraisals this week without not making any dollar adjustments when I use form reports for non-lending work. I did make time adjustments (which are very easy to support) as the effective date was June, 2014, when prices were increasing rapidly in my market.
I used plus and minus signs in the grid. I use the 2005 Fannie forms but do not use the Fannie certification or limiting conditions. I use my own.
For awhile in the late 80s or early 90s Fannie had a form with pluses and minuses, so I had some experience. Also I don’t use dollar adjustments in my 5+ unit apartments or commercial appraisals.

Appraisal Today newsletter

CU warning messages – grrrr

A few appraisers are reporting getting CU appraisal warning messages from AMCs. Some AMCs get the messages and and some don’t, depending on the agreement with their lender client.

I sorta believed all the “experts” who said CU would not affect appraisers much, except the many us who do not have market based adjustment support in our work files (which we should have always had). “They” said appraisers’ time for responding to AMC questions will not change. Fannie’s reviewers have been using CU for about two years. Some lenders beta tested it. They all liked it. But, I wonder if it was tested with “boots on the ground” appraisers who actually had to respond to the warnings??

In January I wrote up a long CU article for my paid Appraisal Today newsletter. In the February issue I will have another long article, focusing on the differences between the old and new CU warning messages. They are very different. AMCs with access to lender’s warning messages are sending them to appraisers, such as:

Old message (pre-CU): Condition adjustment for comparable property #<comparable number> appears excessive.
New message(CU): The condition adjustment [for comp #X] is smaller than peer and model adjustments
New (CU): The condition adjustment [for comp #X] is larger than peer and model adjustments.

There are other messages about condition ratings different that peers and model.

I don’t know how our “peers” and The Model made their adjustments or ratings and what they are. I don’t know how to respond as to why mine differ.

Now that appraisers are getting the warnings, they are asking how to respond to them. Who are these peers? What is the model? I have no idea how to respond, except to say “I don’t know who the peers are and how they determined condition or what method they used for their adjustment. I am unable to respond.” How do you know what the condition is really like for comps? There are lots of ways to estimate an adjustment for condition. You can explain what you did. But, who is right? You, peers, or model?

MLS is soo reliable (Not) for estimating comp condition. I don’t think they will like “matched paired sales” on all of your responses for the method you used for adjustments.

Looks like maybe there will have to be some webinars for appraisers, not just underwriters, explaining how to respond.

Appraisal Today newsletter

Appraisers not getting access to their own data on CU

There is a petition and a letter being circulated about appraisers getting access to CU, particularly the Web interface which lists comps. This is unlikely for many reasons, which I write about in my paid newsletter.

More important (and more likely to occur) is: Why don’t appraisers get access to subject and comp physical characteristics from the CU database, which was provided by appraisers using UAD?

For example, which appraisers are able to measure their comp GLAs? Not many. This data would really help appraisers do better appraisals. We can always look at MLS interior photos and interview agents, buyers, and sellers for other information we need, such as condition. When the MLS listing says “contractor special” or “fixer” that is a good indicator of condition.

The only reason I have heard is that appraisers vary widely and there are too many differences. GLA is a good example. This has has always varied among appraisers. When I used the old CMDC appraiser database in the late 1980s, sometimes there were more than one source of GLA on a property. I have done relocation appraisals since 1986. It was very seldom that the 2 or 3 appraisers have the same GLA. The “rule of thumb” was up to a 5% difference in GLA was ok.

How many appraisers are “fudging” their dimensions to make their GLA match public records and avoid “stips”? Hopefully, CU will change this. Maybe CU will notice how many appraisers just use public records and how many use their own measurements.

I am really hoping that Fannie allows appraisers to get property characteristic information. It will help all of us – Fannie, lenders, AMCs, appraisers, reviewers, etc.

Appraisal Today newsletter

Fannie's Collateral Underwriter (CU) will make big changes in how we do appraisals starting January 26, 2015 !!

UAD is annoying and only relates to data consistency, not appraising real estate. Collateral Underwriter, which is regression based, uses UAD data to compare your appraisals to your “peers” and Fannie’s “model”, which is regression based. It also compares the appraisal with previous appraisals you have done where the same comp was used. It compares only what is coded by UAD. In other words, it does not address pools, patios, and other non-UAD data. For example, you use $40 per sq.ft. GLA adjustment. CU compares your adjustment to your peers and to the “model” adjustment and you are different than 4 out of 5 other appraisers and the “model” has a different number.

On the plus side, now underwriters are only getting messages based on “rules”, not actual data. With CU, they will have more information to decide if something needs to be changed. I am sure that a lot of “flakey” appraisers who are not very competent, rush through appraisals too fast to get them done, etc. will be identified. More important, the really bad appraisers who may be competent but choose to use “fake” comps, change comp sales prices to get a higher value, etc. will be found out.

I am working on an article for my January 2015 newsletter on CU and am studying all the Fannie documents plus interviewing industry insiders to see what it means for you. Reading all these Fannie documents is giving me a headache!!

Go to www.fanniemae.com/singlefamily/collateral-underwriter  and listen to Fannie’s two webinars for underwriters (listed under OnDemand eLearning Courses) – very good with excellent illustrations and explanations. You need to register, but it is very easy and you go directly to the webinar and can return at any time. There are lots of links on the web page for more information.

Also listen to Jeff Bradford’s recent webinar athttps://goto.webcasts.com/viewer/event.jsp?ei=1050667 . It starts with the Big Picture of Big Data and discusses CU. It also includes information on his new Redstone report which has adjustment support and other information. Redstone can be attached as an addendum to any forms software you use. You can skip this part, if you want. But, I found it very interesting. Projected pricing is $5-$15 per report, depending on what you need. Jeff is writing an article on the Big Picture of Big Data for the February issue of the paid Appraisal Today.

Appraisal Today newsletter

Fannie warning letters – GLA adjustments and lots more coming

Fannie warning letters-GLA adjustments

Fannie has been sending out warning letters to appraisers about variations in Q and C ratings. Now they are sending out letters about using low GLA adjustments. According to people who attended, or heard about a recent speech that Bob Parsons of Fannie Mae gave an appraisal conference, $25 per sq.ft. Seems to be used by lots of appraisers for lots of properties that vary widely in size, etc. I wasn’t at the speech and don’t know what was actually said, but $25 per sq.ft. Was used in a large number of appraisals.

A quote from a recent email I received: “A friend of mine just got a letter from Fannie Mae stating that they have been monitoring his reports for 6 months. In that time they said he used $35 Psf for gla adjustments 14 times. This is a warning. Further action may be required if this continues.” I haven’t seen any of the letters myself but have been hearing about them for a few months. This The last two sentences have been pretty common in the warning letters sent about Q and C adjustments, which are a lot more shakey to support and are much more controversial.

Hmm… In my area, the San Francisco Bay Area, with a median home price of $601,000 in October, 2014, slightly down from June as many markets have slowed down. San Franciso’s median home price is around $1,000,000. I hope no one there is using $25 per sq.ft.!! Except maybe in neighborhoods with relatively low home prices or some lower priced condos condos. In my small city of 75,000 population the median price in October 2014 was $690,000. Our prices are around the median for the area. Very few homes or condos under $300,000.

Sq.ft. is one of the easiest adjustments to support, as compared with lots of other features. For many years, it has been one of the few almost always reliable adjustments when using regression analysis. You can sometimes even use matched pairs. I have no idea why appraisers don’t try to figure out an appropriate adjustment.

This is just a start. Read info on Fannie’s UCDP Fannie Mae Appraisal Messaging Change Notification” – link below, with a list of all of the appraisal data that Fannie is looking at below.

——————

Dave Towne on Collateral Underwriter
Thanks to appraiser Dave Towne (again) for his Most Interesting Comments:

Appraisers……..

Many know by now that the GSE’s…primarily FannieMae……..have instituted a new ‘appraisal scoring’ procedure based on an electronic read of your reports ……….. specifically on a SFR 1004 or the Condo 1073Those are the only forms currently being analyzed by the CU process.

On Nov. 18, 2014, FNMA released a document named “UCDP Fannie Mae Appraisal Messaging Change Notification” which you can find here:  https://www.fanniemae.com/content/release_notes/ucdp-change-notification-01262015.pdf

I encourage all appraisers to actually read this document … all 11 pages.

When you do read this document, you will learn that your reports are being compared to your peer’s reports, and to your other reports, and to some unidentified ‘model’ FNMA uses.

Some of the ‘checks’ being performed by the CU process include these:

The reported GLA is materially different than what has been reported by other appraisers.

The reported lot size is materially different than what has been reported by other appraisers.

The condition rating is significantly different than what has been reported by any other appraiser.

The quality rating is significantly different than what has been reported by any other appraiser.

Here are a few that can cause real concern among appraisers:

The GLA adjustment is larger than peer and model adjustments.

The GLA adjustment is smaller than peer and model adjustments.

The view adjustment is materially different from peer and model adjustments.

And I just love this one:

The appraiser-provided comparables are materially different than themodel-selected comparables.

It’s time for appraisers to get serious about meeting your peers in person, compare notes, and develop a regional adjustment chart for all variables … much like that yellow legal pad paper you were handed when you got in this business …. that paper with the ‘required’ adjustment amounts on it for almost all items.

Oh … and when you get that knuckle slapping letter from FNMA saying your adjustments or comparables don’t match the ‘model’ be sure to get the specifics and pass on ‘model info’ to your peers.

Yep, appraising real property and developing an opinio

My comment: Fannie, please send me all my adjustments. Then I won’t get questioned by my state regulator (hopefully), underwriters, reviewers, etc. I would really like to know what adjustment to be made for all the unusual features in the homes I typically appraise – most built before 1930 and many built before 1910 with all types of additions, remodeling, etc. Even tract homes have stuff like converted garages, original kitchen and baths, inlaw units in rear, views, etc. Of course, I have been using regression since the 1970s on homes and very few adjustments are very reliable. I wonder how Fannie is going to do it.

I remember commercial appraisers used to talk about getting cap rates from bottom of a stone monument ;> Maybe we are still looking for that darn piece of stone!!

————————————-

Dave Towne on Big Data, Hedonic Regression, etc.

Appraisers………

The new Collateral Underwriter electronic review process developed by FannieMae has many appraisers on edge. This will become the ‘ultimate authority’ or gold standard for reviewing appraisal reports as of January 26, 2015 …. at least as far as FNMA is concerned. Your reports will either ‘pass’ or ‘fail’, depending on many factors. Some of those factors are outside your immediate control.

“Big Data” is one giant pile of stuff that is being put into the CU pot, stirred together like a stew. Except there is no master chef involved that ‘we’ can interact with. Instead we have a bunch of secret sous chefs each contributing a chunk of meat, a bit of spice, some chopped carrots, and a few potatoes. None of them, or us, really knows the actual CU recipe, because part of what’s in the stew is a ‘model’ of something unknown. But some of that Big Data in the CU stew could be yours … or it might be data provided by your peer appraisers who work in your area – that your reports will be compared against. Not too tasty you say? Just add more pepper.

An aspect of this Big Data stew is Census Tract home price analysis, which is compared against your appraised property value. As an exercise, everyone reading this immediately write the neighborhood description using N, S, E & W directionals for the census tract in which your home residence is located. What? You don’t know the boundaries of your census tract? For shame! Some people using the CU stew might think you are deficient because you don’t know price trends in the exact census tract of the appraised property.

Then we have Hedonic Regression. It’s not a bad thing. But it’s becoming the buzz words of our appraisal adjustment process. It’s a ‘background component’ in the CU process, moving farther forward, faster than some might expect.

Bet you didn’t know that the adjustment grid is a form of Hedonic Regression! It’s a way a certain property’s components of value are itemized separately. By using Hedonic Regression, the individual value of the adjustable components can be calculated and plugged into the adjustment grid. In theory, this can lead to a more accurate property value.

The folks at Bradford Software were among the first to begin promoting use of regression techniques by appraisers. In other ways, the other appraisal software companies and some independent developers have been working on individual processes to make “Regression” more palatable and useful to appraisers. Bradford, and the independent developers, have either report software, or separate spreadsheets, that can help calculate property adjustable components, which in turn can lead to a more credible and supportable opinion of value for the appraised property.

The days of “I’ve been an appraiser for 27 years, so I know what this house is worth” are rapidly coming to an end. The Big Data CU stew is overtaking appraising like the snow avalanches that have closed State Highway 20 in north Washington State in the Cascade Mountain range, not far from where I sit in my cozy bathrobe and bunny slippers.

My observation in this process is that appraisers, as a group, are not statisticians by training and are somewhat scared of that term – even though ‘we’ deal with lots of statistics and data. Thus, appraisers don’t have a clear understanding of what “Regression” is, or does. As a result, ‘we’ have been reluctant to embrace this ‘actually old’ technology in modern appraisal reports. And ‘we’ certainly are skittish about FNMA’s soon to be released (to lenders only) Collateral Underwriter which will analyze reports using “Regression.”

Another perspective on this topic is from this blog: http://www.housingwire.com/blogs/1-rewired/post/32165-does-fannie-mae-support-appraisers  This one is written by one of the regression spreadsheet developers, currently available to appraisers.

And for info on Hedonic Regression: http://en.wikipedia.org/wiki/Hedonic_regression

My comment: When I first started doing residential lender appraisals in 1986, we used census tract maps to find the code. Later, the codes were available on computers and we did not use maps. However, I found that they were very good for defining neighborhoods. I guess we all forgot about them since few, if any, appraisers look at the maps. I still have my old census tract books.

Appraisal Today newsletter

Lender and AMC revision requests

Lender/AMC revision requests
By Steve Costello
Source: AppraisalPort monthly newsletter

My comment:  www.appraisalport.com  recently redid their web site and somehow their surveys got put on another page. Now, they are back. AppraisalPort has my Most Favorite Appraisal Surveys!! The current poll is about what measuring device appraisers use. Be sure to vote!! Their poll responses were typically very high, 4,000 to 6,000 responses.

——————-
Full article below:

First, I am glad to report that the poll is back up and running on the AppraisalPort homepage. It was down for a few weeks during the transition to the new version, but you can now find it by either scrolling down a bit or by just clicking on the button that says “Weekly Poll” on the right side of the screen.

This month, I want to discuss a couple of recent polls related to lender/AMC revision requests. First we asked: “Compared to a year ago, my lender/AMC revision requests have…?” Out of the 5019 responses, nearly 40 percent went with the answer “Stayed about the same.” Unfortunately the second most popular answer of “Increased significantly,” which took 21 percent of the vote and was followed closely by “Increased somewhat” with 19 percent. These were followed by the responses of “Decreased somewhat” pulling 13 percent of the vote and finally, “Decreased significantly” with a 7 percent share. There are two ways we can look at this data: Taking a negative view, 40 percent of the appraisers are experiencing some kind of increase in revision requests. That is a big number, but looking on the positive side that means that the other 60 percent have either stayed at the same level or have experienced a decrease in revision requests.

In the second poll we asked: “On average, how much time do you spend making and delivering requested revisions on any given appraisal?” We had a total of 4870 responses to this poll. Nearly half (48%) of those chose the response of “10-30 minutes.” This would seem about right for most minor to moderate revisions. Many must be making pretty minor revisions because the second most popular response with 24 percent of the vote was “Under 10 minutes”. Another 18 percent are having to take a bit more time and went with the choice of “31-60 minutes.” A smaller group of 7 percent is having to invest some real time to make the revisions and picked the response of “Over an hour.” The final 3 percent selected the answer of “I don’t make revisions.” I’m not sure if that means they are doing an amazing job on every report and never get a request or if they just refuse to do any revisions!

My comment: these results are somewhat similar to the recent Valuation Review survey results. I keep hearing lots of complaints about revision request hassles. It is good that it seems to be stablizing. Interesting results. I hardly ever have revision requests from my estate clients, except when I have a typo on the address or client name ;> I really hate getting reviewed!! Well… maybe it would be okay if it is an experienced local appraiser who knows all about my market!! I have always wondered why lender appraisals have been regularly reviewed. I don’t know of any other profession where someone else reviews so many reports that are done. I really think this is why appraisers are so negative about other appraisers’ work. I can’t remember if I took the poll… I often don’t because I don’t do any lender work and it sorta skews the results…

What do you think? Post your comments below!!

Appraisal Today newsletter

Standardizing adjustments?

Channeling Deep Blue Versus Garry Kasparov in Home Valuations – It’s time to standardize how real estate appraisers make their adjustments

Source: Corelogic blog

Excerpts:
It might be time to reengineer the process appraisers use to make adjustments to comparable homes. The current approach does not appear to be defensible.

To investigate this issue, we obtained a set of relocation appraisals from an appraisal management company and conducted our own analysis. (As background, for relocation deals, two or more appraisals are ordered at the same time; and the two appraisers often choose an identical comparable property).

For the experiment, we:
1) Obtained a set of relocation appraisals—two appraisals on each property prepared at roughly the same date for which the appraisers choose an identical comparable.
2) Looked at the adjustments made to that comparable and noted discrepancies in the amount of the adjustments, and even the direction (positive or negative).

It’s time that we re-engineer the process so that appraisers can focus on the things that may benefit from the human element, such as defining the neighborhood and selecting comparables. But for the pieces of the puzzle that need to be standardized, like adjustments to comparables, we should be harnessing the power of our machines. Too much is at stake to maintain the status quo. Appraisers would benefit by being allowed to focus on things they do well; loan applicants would benefit from a less-costly, streamlined process; and lenders would benefit from valuations that were standardized and more reliable.

Read the full article and see how they analyzed the data, with graphs etc. at:
http://www.corelogic.com/blog/authors/michael-g.-bradley/2014/10/channeling-deep-blue-versus-garry-kasparov-in-home-valuations.aspx?WT.mc_id=crlg_131016_0OGMz#.VFERojTF8zr

My comments: of course, it would be very helpful if appraisers had access to all the Big Data being compiled by Fannie and Others. Fannie will be looking at appraiser adjustments but don’t offer any help from their Big Data to appraisers making the adjustments.

Appraisal Today newsletter