My ML model then analyzes available property listings combined with market data (crime rates, appreciation trends, school scores, etc.) to recommend properties that align with the user’s goals — cash flow, growth, or safety.I’m trying to be extremely careful to ensure that my system does not cross any legal lines, especially with regard to Fair Housing laws or algorithmic bias concerns.While the model doesn’t discriminate on protected classes (race, gender, etc.), it does consider factors like crime rates, school quality, and local economics — all of which can indirectly overlap with sensitive social patterns.

Example, tested the stove and never actually tested it and it was not working at all which it does not show any findings in the report either.  

I’m nervous about picking the wrong market to start in; especially since I’m relying heavily on data, virtual tours, and local connections I’m still trying to build. 

Here's the sequence we typically follow:​🏗️ Interior Rehab SequencePre-Closing PreparationScope of Work: Conduct a thorough walkthrough to identify structural issues, outdated systems, and cosmetic updates needed.Budgeting: Develop a detailed budget, including a contingency for unforeseen expenses.Permits: Obtain necessary permits to avoid delays.​DemolitionSelective Removal: Remove outdated or damaged materials while preserving elements that can be reused.Site Preparation: Ensure the site is clean and safe for the upcoming work.​Structural Repairs & FramingFoundation & Framing: Address any foundational issues and modify framing as needed for new layouts.Inspections: Schedule inspections to ensure compliance with building codes.​Mechanical, Electrical, and Plumbing (MEP) Rough-InsSystems Installation: Install or update HVAC, electrical wiring, and plumbing systems.Inspections: Conduct rough-in inspections before proceeding.​Insulation & DrywallInsulation: Install insulation to meet energy codes and improve efficiency.Drywall: Hang, tape, and finish drywall, preparing surfaces for painting.​Interior FinishesPainting: Apply primer and paint to walls and ceilings.Flooring: Install flooring materials, ensuring they are protected during subsequent work.Trim & Millwork: Add baseboards, crown molding, and other decorative elements.​Cabinetry & FixturesCabinets: Install kitchen and bathroom cabinets.Fixtures: Mount sinks, faucets, lighting fixtures, and hardware.​Appliances & Final TouchesAppliances: Install kitchen appliances and test for proper operation.Final Inspection: Conduct a thorough walkthrough to address any punch list items.​⏱️ Timeline & Efficiency TipsProject Duration: Aim for a 3–4 month timeline, adjusting based on project scope.Scheduling: Use project management tools to coordinate trades and avoid downtime.Communication: Maintain clear communication with contractors and suppliers to ensure timely deliveries and work completion.​📋 Tools & ResourcesProject Management: Utilize software like Trello or Asana to track progress and tasks.Checklists: Develop standardized checklists for each phase to ensure consistency across projects.Budget Tracking: Use spreadsheets or financial software to monitor expenses and stay within budget.​

It is unlikely that someone working for a company using Yardi software would allow a random individual to shadow them, particularly in roles involving accounting or financial data.

Decent data for neighborhood ratings, school ratings, crime statistics, etc. - A few books I recommend Millionaire Real Estate Investor , Bigger Pockets Beginners Guide , and a required reading if you've haven't before Rich Dad Poor Dad- Pick a strategy & market to start with -- don't try to do 20 different things at once (this gets you nowhere!)

Representatives from The CoStar Group, which tracks real estate data throughout the country, could not confirm the tenant.

Look into the Howey Test.

Then I verify that with online data, brokers, and local real estate investors.

Do you track service request data over time?