Or, maybe diving too deep into statistics results in additional confusion. Don't get me wrong here, I am all for crunching numbers. Heck, I even like doing it. The thing is, and you have made this point for me in your posts, there is a serious reasonable doubt to the credibility of results when it comes to using statistics. My point is therefore, it is dangerous and reckless to promote their use too heavily, without also being up front about their reliability. This last part is truly the problem. You see it, I see it, plenty of appraisers see it but, do our clients see it? Do appraisers do a good job of communicating the credibility of their valuations to clients? I think the ugly answer to that is often not. The result is then, that clients believe these sorts of things are reliable, and then demand they be employed. The sales grid in lending assignments is the greatest example of this, and is even another degree further into the problem. The further problem is that Lending clients designed the forms and subsequent methods employed, not appraisers. Because these are the most widely used formats, most people are familiar with them and accept them as the norm. The result is pretty much everyone thinks adjustments are an accurate thing (dumb appraisers too), because too few of us point out that they are not. Why don't we speak up? LOL - Well, that goes right back to who designed the forms and most significantly, who pays for them to be used! USPAP says we must reconcile the methods and techniques used in the appraisal. It stops short of specifically saying we must communicate the reconciliation to our clients in our reports, however considering the rest of the USPAP, this ought to be a given (and considering appraisers like to split hairs when it comes to the meaning of words and text, it ought to be spelled out, IMO). When was the last time you reviewed a report that had a statement concerning the unreliability of adjustments on a sales grid? LOL - Pretty much never right? Instead, appraisers fluff it up with all sorts of nonsense, including citing the use of statistics. Appraisers like to complain about all sorts of problems from the client side. I think this is a case where appraisers ought to take a look at their own behavior and make some changes.
So, I'll end where I started. Statistics can be useful, but it is not a good idea to act is if they are the solution to the problem of adjustments, when all they really are is an available tool that works once and a while. I think you misrepresent the use of the word "many", especially when you admit there is no way to test the reliability. IMO, the word "few" is more appropriate. But again, I am open to being wrong.
And because I like to write too long I'll add this, we are called Independent Fee Appraisers, not Value Calculators.
Hmmm. I think I have some bad news for you. It's this.
1. Assuming you know all the features in a subject and its comps that contribute to value and
2. Assuming that you have accurate data on the features as either numeric amounts or string values (e.g. "C1", "C2", "C3", ..., for condition).
3. If you can find a set of adjustments that bring all adjusted comp sales prices to the same amount.
4. Then you have an "accurate" value. You have the one and only value.
Now, understand, once you have all adjusted sales prices equal, you can go back into your numbers, twiddle around and find that you can raise some adjustments and lower others and still get the adjusted totals to be equal. Adjustments can offset each other. But, you will wind up with the same adjusted value!
So, in essence you have an accurate price estimate if you can get all your adjusted totals equal, given assumptions #1 and #2 - and you have all the relevant comps for the subject.
Of course, nowadays assumptions 1 and 2 are rarely true. Yet, we keep getting closer. The AVMs keep getting closer. The appraiser still has the advantage that he has feet on the ground and the "human factor". Honestly, it will be some time before the AVMs get close to that. Yet, the actors who determine price, the seller, buyer, broker, agent, underwriter, appraiser and so on, have their limitations and tend to simplify things to match their own simplified opinions of value.
But, the point is, if 20 appraisers appraise the same house, using the same criteria (features) and data, then we can argue that the appraiser with the closest set of adjusted comparable sales prices has the most accurate value.
And, we don't need to concern ourselves with all features, but only those that are important across a significant number of potential buyers. For example, if there is only one potential buyer interested in black everything, then who cares?
So, conclusion, if I use my MARS or other regression tool and consistently pull in tighter comps than another appraiser, then I have an advantage. That's going to be a fact that the reviewers are going to have to contend with despite other things in the report they might disagree with. Also to note, if I can keep the rational for my adjustments out of the report and away from the purview of the AVM companies, so much the better. But of course, you might not get away with that. - Depends on intended users ( Read Ted Whitmer excellent article "Applying USPAP Fairly in Review" in the latest "Working RE".)