Pine Hills earns a Walk Grade of A- with a score of 73 out of 100. Walk Grade measures whether a person could handle daily life walking without a car, and whether a reasonable person would find the walk pleasant or stressful. It traces the real route to the places people need to go: grocery stores, schools, parks, and more. The grade accounts for things like stressful roads that have to be crossed, traffic noise, how much shade there is, and much more. About 64% of residents live in walkable areas, 3% live in car-dependent areas, and 33% live where life without a car is harder but possible.
Walk Grade map of Pine Hills, Albany, NY
Greener blocks are more walkable; red blocks are car-dependent. Areas in grey score near zero and are left unshaded. Sharp edges along freeways and wide arterials are real, because those roads cut the walking network.
The risk of walking in Pine Hills
Federal crash records show Pine Hills recorded 2 pedestrian deaths over the last ten years, about 0.2 a year. Measured against the residents most exposed, the 1038 people who walk or take transit to work, that is 1.9 deaths per 10,000 walk-and-transit commuters each year. That rate is close to the typical US neighborhood.
Here is how that rate compares with Pine Hills, Albany, NY, similar-size places, and the national average.
What the walk is actually like in Pine Hills
Most walk scores stop at distance: how far is the store. Walk Grade also reads what the walk is like along the way. Three of those inputs are easy to compare against the rest of the country.
Pine Hills streets carry about 14% tree cover where people walk, above the typical US neighborhood (10%).
Residents live among about 299 street intersections per square mile, above the typical US neighborhood.
Loud, fast arterials make up about 0.0% of the area's main roads, above most US neighborhood areas.
Share of Pine Hills residents at each Walk Grade level
Every block is graded, then residents are sorted by the grade where they live. 64% live in areas graded B-plus or higher; 3% live in areas graded D or lower.
Walk Grade by part of Pine Hills
The most walkable part of the neighborhood is northeastern Pine Hills, with a Walk Grade of 86. The least walkable is western Pine Hills, at 52, a gap of 34 points. Within any one direction, two blocks can still differ sharply depending on the streets and crossings between them.
Northeastern Pine Hills
Eastern Pine Hills
Northwestern Pine Hills
Southwestern Pine Hills
Western Pine Hills
Transit Grade map of Pine Hills, Albany, NY
Transit Grade asks whether a person could live here without a car. It scores the service at the front door in minutes, the walk to the nearest stop plus the wait for the next bus or train, then adds where those lines can take a rider. At a Transit Grade of 41 out of 100, Pine Hills sits above most US neighborhood areas for car-free access.
Bike Grade map of Pine Hills, Albany, NY
Bike Grade asks whether a bike could replace a car. It weighs protected bike lanes, hills, destinations within a longer bike range, and links to transit, and it rewards places where the ride stays on calm, low-traffic streets. Its Bike Grade of 57 reflects the bike network, the hills, and how much of the ride sits on calm, low-traffic streets.
Pine Hills next to similar places
Compared with neighborhood areas of a similar size, here is how Pine Hills scores for walkability.
Why this reads lower than distance-only scores
A score that measures straight-line distance can call a place walkable when a store sits 200 meters away across a freeway. Walk Grade measures the real route to that store, so the freeway detour, the arterial crossings, and the missing sidewalks all count. The number is lower, and it matches the walk a person would actually take. The full method, including the destination model and every route penalty, is documented on the Walk Grade methodology page.
Neighborhood crime is folded in as a small adjustment, from BestNeighborhood's CrimeGrade data, including theft for the bike score.
Sources
- Overture Maps Foundation. Three layers: Places (the destinations), Transportation (every street, footpath, sidewalk, crossing, and driveway in the routing graph), and Buildings (footprints used to estimate store size and to filter out home-based businesses registered at a house).
- Highway Performance Monitoring System (HPMS), U.S. Federal Highway Administration. Traffic volume, speed, and lane counts behind the modeled road-noise surface that drives the crossing and walk-along-a-stroad penalties. Processed through the BestNeighborhood road-noise model.
- National Land Cover Database, Tree Canopy Cover, U.S. Geological Survey and the MRLC Consortium. Satellite tree-canopy percentage sampled along each road segment for the shade term.
- USGS 3D Elevation Program (3DEP). Elevation used to compute street grade for the Bike Grade hill term.
- National GTFS transit feeds. Full published schedules (routes, trips, frequencies) for the Transit Grade.
- OpenStreetMap (via Geofabrik). On-street bike-lane tagging that supplements the Overture network for the Bike Grade.
- Census LEHD LODES, U.S. Census Bureau. Jobs by workplace, used to weight where transit can take you.
- Census TIGER/Line geography and block population, U.S. Census Bureau. Block and block-group boundaries and resident counts used to roll hex grades up to neighborhoods, cities, zip codes, metros, counties, and states.
- American Community Survey 5-year estimates, U.S. Census Bureau. Commute-mode shares (walk, bike, transit) used for the Bike Grade and for the pedestrian-death research above.
- Kontur Population and LandScan. Population density used to set the metro extent and normalize the score.
- Google Places. A selective backfill that classifies a small set of food stores Overture leaves uncategorized. Overture remains the primary source of destinations.
- Fatality Analysis Reporting System (FARS), U.S. National Highway Traffic Safety Administration. Pedestrian and cyclist traffic deaths used in the safety research. Not an input to the Walk Grade map.
- CrimeGrade. Neighborhood crime percentiles used for the small safety nudge.
- PeopleForBikes Bicycle Network Analysis and the Furth-Mekuria Level-of-Traffic-Stress framework it builds on. Inspiration for the Bike Grade traffic-stress gate, adapted to our data, not copied.
Method reviewed by the BestNeighborhood data science team. Last updated June 2026.