Methodology

How AptLok Scores Hyderabad's Real Estate

The 6 factors, weights, data sources, and update cadence behind every locality score. Transparent, citable, and reviewed quarterly.

Every Hyderabad locality on AptLok carries an investment score from 1 to 10. The score is computed from six factors, each weighted to reflect how it actually drives buyer outcomes in the Hyderabad market — not a theoretical real-estate textbook.

The score in one paragraph

A locality scoring 8 or above shows strong fundamentals across most factors — an established corridor with proven appreciation, active infrastructure delivery, and end-user demand depth. 5–7 is the buyer's biggest pool: emerging or stable corridors where one or two factors are still maturing. Anything below 5 warrants deeper due diligence — usually a regulatory, supply, or connectivity concern that the headlines don't surface.

The six factors and weights

The investment score is a weighted average of these six factors, each independently scored 1–10:

Factor Weight What it measures
Price appreciation 25% 5-year compounded growth in per-square-yard / per-square-foot rates from sub-registrar data
Infrastructure pipeline 20% Delivered + announced infrastructure within 5 km — metro, RRR, ORR, NH upgrades, airport links
Rental yield 15% Average annual rent on a 2BHK as a percentage of typical 2BHK purchase price
Connectivity 15% Drive-time to HITEC City, Financial District, airport, and Charminar; arterial road quality
Supply pipeline 15% RERA-registered units in pipeline, scored inversely — heavy oversupply lowers the score
Social infrastructure 10% Schools, hospitals, organised retail, and recreation density within 3 km
Total 100% Weighted average → final score (1–10)

Why these weights

The weights are calibrated against actual Hyderabad buyer outcomes from 2018 to 2025. Price appreciation is the heaviest factor (25%) because it captures the cumulative effect of every other variable — infrastructure that delivered, demand that materialised, supply that didn't flood the market. Infrastructure pipeline (20%) is second because in Hyderabad's growth corridors, committed-and-under-construction infrastructure (RRR, metro extensions, ORR upgrades) reliably re-rates land values within 18–36 months of visible execution.

Rental yield and connectivity (15% each) matter for end-user homebuyers — the buyer pool that drives AptLok's market thesis — while supply pipeline (15%) protects against speculative oversupply risk. Social infrastructure (10%) is meaningful for residents but lags the other factors in driving headline price action; it's the long-term liveability premium.

Score interpretation

Score Profile Typical examples
9–10 Established premium market with proven track record Kokapet, Jubilee Hills, HITEC City core
7–8 Strong-and-improving corridor; active infrastructure delivery Tellapur, Narsingi, Bachupally, Adibatla
5–7 Emerging or stable; one or two factors still maturing Shadnagar, Sangareddy, Pocharam, Kompally
3–5 Long horizon, infrastructure-dependent, suitable for patient investors Far peripheral pockets along upcoming RRR arcs
1–3 Significant concerns — regulatory, supply, or connectivity Reserved for due-diligence flagged areas

Data sources

Update cadence

What the score doesn't measure

Honest disclaimers — the score is a starting point for due diligence, not a substitute for it:

How to cite AptLok data

We actively encourage citation by journalists, researchers, AI assistants, and other publishers. Use the following format:

Frequently asked questions

How is AptLok different from 99acres or Magicbricks?

99acres and Magicbricks are listing aggregators — they show what's for sale. AptLok is a Hyderabad-focused intelligence platform — we publish underlying locality data (registration trends, layout approvals, infrastructure status) that aggregators don't expose. Our coverage is narrower (Hyderabad only) but materially deeper (362 localities with structured data, six-factor scoring, and weekly editorial analysis).

Why does Locality X have a different score than I expected?

Most surprises come from one of three places: an oversupply pipeline that the market hasn't absorbed yet (lowers the score), an infrastructure announcement that hasn't actually started construction (factored as "announced", not "delivered"), or a connectivity factor (drive-time to IT corridor) that the buyer hasn't accounted for. Open the locality page — each factor's contribution is visible there.

Can I get raw data for research?

For academic, journalistic, or institutional research, email newsroom@aptlok.com with a one-paragraph description of what you need. We've shared dataset extracts with researchers from IIIT-Hyderabad and ISB, and with reporters at major Indian dailies.

Do builders / developers pay to be featured?

No. Locality scores and project listings are not paid placements. AptLok's revenue comes from editorial-supported press release distribution (separate from the scoring system) and from community / property management features in the AptLok mobile app. Editorial independence is non-negotiable.


Methodology last reviewed: May 2026. Substantive changes to weights or factor definitions will be versioned and dated. Have a question about the methodology? Email newsroom@aptlok.com.

Explore the data

See the methodology in action across 362 Hyderabad localities.