White collar professionals don't manipulate data; they might use data in varying degrees depending on the profession. Each profession is unique, however Appraisal on the residential lending side are in their own brand of special ( and not in a good way), because since we are the ONLY part of appraisals regulated that a client can not order the service directly, and there is a HUD bundled fee allowed at closing, the only segment of a profession where third party predators ( AMC;s ) could strip as much as half the fee and keep it for a small service that is FREE to lenders, giving the AMC 's a huge market share. The original intent of the HVCC was decent, but it was corrupted when regulators allowed lenders to own their own AMC and allowed AMCs to conduct their own C and R fees instead of using the original government and retail lender side fee surveys.
I challenge anyone to find a profession so negatively impacted by fees with regard to the residential mortgage side, where appraisers literally lost their clients overnight after HVCC . and then were asked to work for those same clients by third-party AMCs who would take a huge cut of the fee. Some appraisers left the business, or left the mortgagee lending side, or struggled for years to get enough private or direct lender orders to stave off working for AMC's. But not all could manage to do that.
Fast forward to today- the WAIVER product has stripped an estimated 20% of volume from appraisers and it might be higher. (it is difficult to get a straight answer on the percent ) Add in that other volume has gone to hybrids, and up to 30% of volume might be lost.. That can translate to 20-30% appreciation will be starved out since ther is no volume of private work to make up for the loss. Mortgage lending work is finite as well, but it has and continues to be the bulk of res appraisal work.
So yes, some appraisers should think proactively of existing and a number are or already have. That might put some remaining appraisers in a better position with fees, but not by much, as long as the AMC is allowed to be compensated from a portion of the appraiser fee. Some appraisers can find work at a county assessor office, and some work on staff for an AMC - yuck, but to each their own.
I personally do not think that AI can do an appraisal ( only a human can since an appraisal is an opinion). I don't even think AI will be very good at the other work it is supposed to replace us for. AI can only replace so much as other professions are finding. I think it will recede when a lot of it turns out to be hype - while it does well in some fields, it is poorly suited to others, or only suited to a specialized task. AVM and regression are already well developed as they can be used for their own segment of work in valuation. With a limited use as well - these types of products and appraisals integrate or compliment each other, not replace each other.