Suitability, not popularity

The index changes with who you are

A market that suits a rental-income investor can be wrong for a family, a developer, a lender or a retail brand. Twelve profiles reweight the same evidence into a personalized Market Fit Score. Every weight is shown, editable, resettable and shareable — and what a profile cannot yet measure is named rather than invented.

Real estate
Business
Living

Stable, sustainable rental cash flow — priced sensibly, with real tenant demand and cheap financing.

Highest-weighted:Rent-to-price (yield proxy) 22%Inbound migration 14%GDP growth 12%Cheap credit (low rates) 12%Employment 10%

Not yet covered (no free global source — never invented): Occupancy, vacancy, lease duration, service charges, management costs, rent-control and eviction law, rental-income tax.

Methodology profiles-1.0.0 · scores renormalize so any weighting yields a comparable 0–100

Adjust the weights (8 factors)

Market Fit — ranked for a rental-income investor

MarketFitvs overall rankRent-to-price (yield proxy)Inbound migrationGDP growthCheap credit (low rates)Confidence
1Dubai United Arab Emirates88▲ +310090728980
2Abu Dhabi United Arab Emirates869388728978
3Riyadh Saudi Arabia74▲ +56175698870
4Singapore Singapore65▼ -11585489390
5Sydney Australia61▲ +11882419189
6Toronto Canada58▲ +31788389388
7New York United States57▼ -22472369092
8Zurich Switzerland56▼ -7678259992
9Amsterdam Netherlands56▼ -21572239490
10Los Angeles United States552766369090
11Mumbai India55▲ +715301008666
12London United Kingdom54▲ +11870289088
13Mexico City Mexico54▲ +63350367968
14Berlin Germany51▼ -3156809489
15Tokyo Japan47▼ -11540610090
16Cairo Egypt47▲ +54235573660
17Shanghai China46▼ -1342619464
18Paris France45▼ -11262239488
19Seoul South Korea45▼ -7038279486
20Stockholm Sweden44▼ -566689690
21São Paulo Brazil43▼ -12540437470
22Istanbul Turkey32205562062

How this profile changed the ranking: weighting toward rent-to-price (yield proxy) and inbound migration moves Mumbai up 7 places versus the site's balanced Overall ranking. A market can rank first here and poorly elsewhere — that is suitability, not popularity.

Same market, every profile

Family office / institutional82
Bank / mortgage lender76
Business expansion74
Entrepreneur / startup68
Real estate developer64
Tourist / visitor64
Retail brand60
Family buying a home58
Rental-income investor57
Capital-appreciation investor57
Government / municipality54
Corporate professional54

New York scores 82 for a family office / institutional but 54 for a corporate professional — the same market, opposite conclusions, because the two users weight different evidence.

Factors are built only from indicators AGI holds — inflation, unemployment, health, lethal violence, GDP growth and Big Mac figures are live (World Bank / UNODC / OECD / The Economist); the rest are labeled seed. Weights are version-controlled (profiles-1.0.0) and never change silently. Not investment advice — a suitability screen, not a recommendation. Full methodology →