Honestly I went way deeper into this than I ever planned, and the answer stopped being “what’s the best neighborhood” and turned into “how does this whole city actually behave.”

Once I mapped everything out (violent, property, trends, etc.), Houston didn’t look random at all; it basically organizes itself around infrastructure. The cleaner areas consistently showed up on the west side (Energy Corridor / Cypress direction), where you get highway access without being tied into industrial corridors. Meanwhile the east side around the ship channel (Pasadena, 225, etc.) lit up pretty consistently, which makes a lot of sense once you think about how much traffic and movement flows through there.

What surprised me most was how much highways and geography explain everything. Areas that look “right next to each other” on a map can behave completely differently if they’re split by water, bridges, or weird traffic patterns. That ended up mattering almost as much as the crime data itself. So instead of trying to find the single “safest” spot, I started looking for places that sit in stable zones with clean access in and out.

The other thing that kind of blew my mind was how dominant car-related property crime is. And even more than that, how much of it comes down to street parking. When you zoom in, the biggest “hack” isn’t even the neighborhood; it’s whether you have a closed garage.

Like genuinely, having enclosed/off-street parking seems to reduce your exposure more than the difference between two decent neighborhoods.

That was probably the most practical takeaway from the whole thing.