It sounds like there's a good scope of upside but thinking from a lender perspective and dealing with many investors, I'd recommend you need to work your numbers backwards and see what your upside looks like, based on realistic income and expenses and then go from there. 

But sometimes the sill or edge pieces are gone too, and then the whole house can shift. 

And if you have a totally different perspective, I would love to hear that as well. 

However, shifting equity can't help you if the main problem with the mortgage payment are the property taxes and insurance coverage of your new house. 

Slightly less labor and material on the install and honestly from a techs perspective I find easier to maintain.Bosch is a solid up and coming product I’m not completely familiar with their entire line but I know they have a basic heat pump that is made in China and doesn’t have the best reviews.

You can refi later, but sellers are getting scared now, so negotiate as the market shifts.

(These issues have been discussed on a variety of recent BP podcasts, and probably also in the forums if you want to read up).So, to answer your question: even if air dna was accurate several months ago, it might not be accurate today, because the market is shifting so quickly and their data might be based on market dynamics that don't exist anymore.

Look at it from a renter's perspective.

My last post about my start in real estate got a decent amount of traction and I'm looking to continue providing some value to those starting out.I'm a former data scientist and my superpower on teams is underwriting so I'm sharing tips / advice / perspectives on this niche skillset.

Also, your goals and strategies will like change or shift over time, so just get started and learn the 1000’s of things you can’t learn in a book.