Data · BAANLYY Scores™ · Methodology

The BAANLYY Walkability Score, in full detail

The four components behind every neighbourhood's Walkability rating — sidewalks, points-of-interest density, transit access, and the tropical-heat-and-shade factor most walkability indexes ignore — plus the formula, data sourcing, and honest limitations.

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By Kirby Scofield
Founder of BAANLYY · International real estate broker, investor & relocation specialist
Last updated 8 July 2026 · Last reviewed 8 July 2026

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The short version: Walkability is scored 0–10 from four equally-weighted components — sidewalks & pedestrian infrastructure, POI density, transit access, and heat & shade coverage — then feeds into the wider 9-factor BAANLYY Area Score as its own Walkability factor.

01

The four components

Each neighbourhood's Walkability rating is built from four equally-weighted components, scored editorially and averaged into a single 0–10 figure.

ComponentWeightWhat it measures
Sidewalks & pedestrian infrastructure25%Whether continuous, usable sidewalks exist along an area's main routes — width, surface condition, obstructions (parked motorbikes, vendor stalls, utility poles) and the presence of covered walkways or skybridges linking buildings
Points-of-interest (POI) density25%How many everyday destinations — convenience stores, restaurants, pharmacies, markets, cafés — sit within a genuinely walkable distance of a typical residence in the area, not just how many exist somewhere in the district
Transit access25%Proximity to BTS/MRT stations, bus stops or piers that are themselves reachable on foot, since a neighbourhood with great sidewalks but a 20-minute walk to the nearest station is only half walkable
Heat & shade coverage25%How much of a typical walking route is shaded — tree cover, covered arcades (like Bangkok's classic shophouse walkways), skywalks and building overhangs — because in Thailand's tropical heat, an unshaded sidewalk is often functionally unwalkable at midday even if it's physically well-built
02

The formula

Walkability (0–10) = average of the four component ratings above, each weighted equally at 25%. That single 0–10 figure is what appears as the "Walkability" factor inside the wider 9-factor BAANLYY Area Score (see the full Area Score methodology for how all nine factors combine into a neighbourhood's overall 0–100 score). No component is secretly weighted more than another in the default score.

03

Why heat & shade gets equal billing, not an afterthought

Most walkability frameworks were built for temperate-climate cities and treat shade as cosmetic. In Thailand, ambient temperatures regularly exceed 33–35°C in the hot season (roughly March to May), and an unshaded sidewalk that is otherwise perfectly serviceable can become a genuinely unpleasant or impractical route to walk at midday. BAANLYY's methodology weights tree cover, covered arcades (the classic Bangkok shophouse walkway), skywalks and building overhangs as a full, equal component precisely because ignoring climate would misrepresent how walkable an area actually feels to someone living there day to day, not just how it would score on paper.

04

Where the data comes from, and current limitations

05

What the score is not

06

Frequently asked

How is the Walkability Score different from a US-style walkability index?Most walkability indexes built for temperate climates (Walk Score and similar US tools) weight sidewalk presence and destination density heavily but largely ignore climate. In Bangkok, Phuket or Pattaya, a sidewalk that's physically fine but fully exposed to direct tropical sun for a 15-minute walk is a meaningfully worse walking experience than a shaded one — so BAANLYY's methodology gives heat & shade coverage equal weight (25%) alongside sidewalks, POI density and transit access, rather than treating it as an afterthought.
What counts as a 'walkable distance' for POI density?BAANLYY's editorial assessment uses a rough 5–10 minute walk (roughly 400–800 metres) from a typical residential point in the area as the practical walkable radius, consistent with how most people actually decide whether to walk or take a ride for an everyday errand in a hot, often sidewalk-inconsistent city.
Is this the same as the 'Walkability' factor in the main BAANLYY Area Score?Yes — this page is the detailed methodology behind that same Walkability factor referenced in the 9-factor BAANLYY Area Score (see the full Area Score methodology). The Area Score shows a single 0–10 Walkability rating per neighbourhood; this page explains the four components that rating is built from.
Is BAANLYY's Walkability Score pulled from an external walkability index?No. It is BAANLYY's own editorial assessment of each area against the four components above, informed by street-level knowledge, transit maps and on-the-ground familiarity with each city — not licensed from or benchmarked against a third-party walkability API or index. We say this plainly so it isn't mistaken for a government or independently-audited statistic.
Does the score account for rainy-season flooding on sidewalks?Not as a separate line item today. Seasonal flooding on low-lying sidewalks (a real factor in parts of Bangkok and other cities during the rainy season, roughly May to October) is a known limitation of the current methodology — see Section 04 below — and is a candidate for a future refinement rather than something the current score already captures.
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Want to see how a specific area scores?

Open any city's Area Score page to see the live Walkability rating for every neighbourhood, or talk to a vetted local agent who knows the routes firsthand.

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The BAANLYY Walkability Score is a proprietary, editorial rating provided for general comparison only — not investment, legal or relocation advice. Ratings are editorial estimates that change as areas evolve and as BAANLYY's data improves.

Sources & References

Sources & References

Primary and official sources are cited above. Government rules, fees and procedures in Thailand change over time and vary by office; always confirm current requirements with the relevant authority before relying on them. BAANLYY never takes paid placement in editorial content.