I’m also a data scientist, so the idea of a ZIP-level screener definitely resonates.A few things that could make this more useful:• clearer sourcing/definitions for metrics (e.g. whether home price reflects list prices, sale prices, or a model)• visibility into which ZIPs are included in the upgrade• coverage beyond core cities to include inner-ring suburbs• more market context (e.g. competitiveness, school ratings, renter/owner mix)• ability to segment by property type (e.g.

Because I really wanted to access to the data anytime I want and not have to ask someone else for it, I got my license and have affiliated myself with a broker that specializes in agents who are investors.

However until android robots can actually walk the neighborhood and inspect property, they will be limited to only the data provided by the large services like Realtor.com, Zillow, etc.  

A $150K note loses 25% yield to servicing.Why buyers bailed:Sub-$250K notes don't pencilCompliance + RESPA headachesDSCR rentals yield 12%+Tax treatment kills reinvestmentActive buyers pivoting:Partial participation (lower costs)Servicing-included dealsCommercial paper (higher coupons)Market data: Buyer pools down 60%.

How are these deal websites getting this data, or did the marketing team mess up?

For condos at ~$35k each, most CPAs will use a simplified approach (engineering-based percentages, builder cost data, or IRS guidance like the Cost Seg Audit Technique Guide) rather than a full study.

Where are you getting this data? 

Prepare visuals, traffic data, anticipate opposition, and identify benefits (e.g., affordable lots, tax revenue). 5.

Hi Ashley,This comes down to process at the AMC level, not just finding a “good appraiser.”The way we handle STR appraisals is before the order is ever placed:When we order the appraisal through one of the AMCs we use, we:Disclose upfront that the subject property is (or will be) a short-term rentalAsk the AMC to assign an appraiser who is familiar with both the local market and STR use in that areaMake sure the appraiser understands the intended use before accepting the assignmentMost appraisers will not put STR income directly on the 1007 rent schedule, even when the data is strong.

If you go the cold call / sms route, pull data from PropStream or Propwire (free option) and focus on motivated sellers - high equity, absentee owners, pre-foreclosure.