I'm of the opinion that 80% - 85% of residential appraisals could in fact be accurately valued (within +/- 2.5%-5% of market value) using computer modeling, however that 80% number comes with a huge caveat. The data used has to be extremely accurate and it has to be complete and timely for the computer modeling to work. The other factor that is just as important is that the models used to analyze a property must be customized down to the neighborhood level in order for them to have a chance at being accurate enough. All of this data takes an incredible amount of work to collect, verify, model, and maintain, and this is the most costly component of the appraisal process. I work in the tax office of a relatively small county (60,000 parcels), and we have a full time staff of 6 appraisers to perform all of these tasks. That's just for data collection. The infrastructure required to support our data collection and retention is very costly as well. Our IT department handles that portion of the equation and I honestly don't know the amount of their resources that are contributed to the appraisal department. I almost forgot to mention the GIS department. They have a staff of 4 people working full time just to maintain our parcel data and maps. We are all salaried, have a fleet of cars, use specialized equipment and software and work very hard to get our data right. All of these resources are required just to appraise properties once every 4 years. It takes our department a full year just to analyze and value all of the 60,000 parcels and that process involves a large amount of time and effort.
There are no shortcuts, and if you take any, the accuracy of the computer valuation will go down. Currently, most AVMs use a combination of tax data and appraiser data. The tax data gets old pretty fast. It is usually only updated once a year to reflect any changes that occurred during the past tax year, assuming that the property owners notified the tax office of any changes or if the local municipality notified the tax office of any new building permits. In North Carolina, there are 100 counties, and each county has their own system. Some counties have more resources, some less. Some have highly trained staff, many don't. Oftentimes their computer systems are antiquated and their data has not been cleaned up in years or even decades which causes errors, many which are never picked up. Counties have different reval years, and they sometimes change their computer systems, which changes the data that which is used in AVM modeling. Other data users must then adjust their models to work correctly. There are just too many variables to mention and they are always changing.
The point I'm trying to make is this, It takes a huge amount of resources just to acquire accurate data to use in an AVM. If any part of the process is lacking, and bad data gets into the system, or If there is no recent data available in certain areas, then the AVM will be less reliable. Artificial Intelligence, computer modeling, or what ever you want to call it can be a useful tool, but they all require huge amounts of data to work reliably. This takes a bunch of money and manpower, and I don't believe that Google, Corelogic, Zillow, or any one of the other multitudes of companies trying to crack the push button appraisal nut will/can actually devote the resources needed to do do the job with the accuracy required that would eliminate the necessity of using a qualified appraiser. These companies might say that their product can do the job but they are not telling the whole truth.
As more and more qualified appraisers leave the profession, the most accurate and reliable source of data will grow smaller and smaller, forcing them to rely more and more on property tax data, which was never meant to be used in the way that they are trying to use it. All it will take is the next financial crash to show the limitations of their modeling. If financial institutions feel that this risk is acceptable, then who knows what is ultimately going to happen to the residential appraisal profession, I can tell you with a fair amount of certainty that the accuracy and reliability of automated appraisals will plateau in a few short years because the amount of accurate data available to feed these systems will plateau.
Oh, and I almost forgot, no computer model has been invented that can accurately and reliably value the 15 to 20% of properties that don't fit the mass model. These odd or complicated properties have to be done the old fashioned way, and that takes time, and above all, skill.