I like J Grant's answer. You build your own book on your data with fields that float over rages from $0 to Cost. Some items might be worth more than the cost? Most adjustments, if any are used, are marginal meaning some portion of cost or buyers perception which can cover the gamut. Based on your data & research you deem what marginal adjustment is appropriate. ie $0 or $8,000 Then try to explain to minimize the reviewers' stips.
Exactly, otherwise experience means nothing and we would be like idiot savants, starting each assignment with zero accumulated knowledge. Just explain how you derived your adjustments and if they are market supported, it shows it right there in the grid. Those who claim the adjustments are "only" based on 3-4 comps don't get it, those comps were selected after reviewing perhaps 10 other possible comps, and being in the market every day keeps information about trends fresh.
If you appraised similar house a month ago in the subdivision, and 3 during the year in subdivision, do you have to work from scratch the $ per sf adjustment? No, just check to make sure it is relevant to the subject property and any market changes.
But if you are not in the market every day, or a commercial appraiser who does a handful of res assignments a year, you might have to get from regression or other research what the adjustment is...the results should be similar , from different methods if they are to be credible, because results should be supported from the relevant recent sales, listings, agent feedback etc, they should not be "dead" results that work on a graph but have little correlation to how market participants are reacting to the specific property and its competition.
That is the advantage of being in the market every day and getting feedback from agents, buyers, sellers and reviewing lots of similar property sales data year in and year out. For an appraiser who is not out in the res market every day, what, other than the math itself, are you checking that chart or graph/regression against? If you call a few RE agents and tell them results you might get feedback, are they realistic, do they reflect what participants are doing? Then using those adjustments on the grid will either work or not...the non adjusted prices don't lie and don't change, and are a check on our work no matter what methods we use. Of course credible results hinges on using the right comps and that presents a challenge for appraisers not familiar with the property.