The Property Valuation Reckoning is Imminent
How Technology is Highlighting Underwriting’s Shortcoming
Excerpt: some high-level aspects that can be used to get conversations started.
1. Increasing the availability of detailed, property-specific information, including both operational (ongoing) activities and transactions (sale, refinance, etc.).
2. The collection and analysis of macroeconomic, microeconomic, and capital markets influences that affect the real estate industry.
3. Using concepts such as systems thinking, systems engineering, and advanced technology such as artificial intelligence, machine learning, and deep learning to design semi-automated models that capture and make sense of both property-specific and larger capital markets factors.
Very interesting ideas and analysis. Long, but worth reading. FYI PropTech is a newish acronym. See the next link.
What is PropTech?
My comment: The article gives commercial examples, but is relevant for residential. I have been watching commercial applications, such as AVMs, attempted since the 1990s. The biggest problem is the lack of data. Costar is the major source of data in many areas and has not allowed its data to be commercially used by AVM developers, as far as I know. For leased commercial properties you must have income and expenses, which is not always available. For some types of non-leased properties, such as owner occupied warehouses, AVMs could work well.