I am not criticizing your PM.

Critical to that is verifiable income. 

Where to get the most recent and accurate data for things like:Unemployment dataPopulation growthJob diversity and top employers in the areaVacancy rates (eg huduser.org)Property taxes and jnsurance costsI saw bp pro and reventure and a bunch of other websites provide some of this data, but i wonder how accurate and recent it is.

This is a pretty critical difference.  

Recognizing their critical role, the Best-Performing Cities (BPC) index evaluates the relative economic performance of 403 metropolitan areas, providing valuable insights into the strengths and vulnerabilities of these economic powerhouses.The BPC index utilizes 13 key metrics, combining labor market conditions, high-tech industry growth, and access to economic opportunities.

Quote from @Mohan Sadashivaiah: I would like to know if Data analysis in needed in Real Estate industry.

I came across some critical information today that I think is important to share with you:In the aftermath of the LA fires, it has become evident that some homeowners’ insurance claims have been denied or disputed because the property title was held in a trust, but the insurance policy was under the individual homeowner’s name.This serves as a valuable reminder to review your insurance policies and ensure that the ownership structure on your property title matches the named insured on their policy.

No data company is 100%.

Being competitive is obviously important, but I think those 3 factors are the most critical. 

Transparency, regular communication, and clear milestones have been critical to making this successful.For those of you who are considering working with private lenders or want to improve your deal structure, I hope this gives you some food for thought.