Coffee Shop · London · data-driven ranking

Coffee Shop opportunities in London

Ranked commercial opportunity by MSOA neighbourhood, built from Census 2021 demand, mapped competitor supply, DfT road traffic, NaPTAN public transport stops and OpenStreetMap POIs. 1002 neighbourhoods scored; top ranked area: Havering 017 (Havering).

Estimated activity proxy. People flow is modelled from traffic, transit and employment; it is not measured footfall. Competitor counts come from OpenStreetMap, which is community-maintained and may under-count. Confidence reflects both.

#	Area	Opportunity	Demand	Market gap	People flow (proxy)	Accessibility	Confidence
1	Havering 017 Havering	78	91	84	57	68	71
2	Lambeth 032 Lambeth	75	97	62	72	65	71
3	Bexley 008 Bexley	75	85	77	62	66	71
4	Redbridge 006 Redbridge	74	89	58	70	84	69
5	Tower Hamlets 031 Tower Hamlets	73	93	78	44	59	71
6	Hounslow 014 Hounslow	73	86	72	58	67	71
7	Hillingdon 028 Hillingdon	72	87	80	39	63	71
8	Croydon 034 Croydon	72	74	67	61	90	71
9	Greenwich 002 Greenwich	71	84	69	56	69	71
10	Brent 001 Brent	71	82	67	63	74	69
11	Ealing 029 Ealing	71	80	72	56	70	71
12	Harrow 033 Harrow	71	85	78	46	55	71
13	Lambeth 004 Lambeth	71	97	33	83	82	71
14	Lewisham 001 Lewisham	70	97	62	57	44	69
15	Southwark 004 Southwark	69	95	44	69	62	71
16	Hounslow 017 Hounslow	69	79	64	51	80	71
17	Greenwich 011 Greenwich	68	89	74	34	51	71
18	Southwark 008 Southwark	68	93	62	45	55	71
19	Ealing 024 Ealing	68	92	63	39	61	71
20	Croydon 022 Croydon	68	90	34	72	89	71

How this ranking is produced

Scores are deterministic 0–100 calculations: demand is a weighted percentile of population, age and employment indicators; market gap compares demand with competitor density in the right denominator; the people-flow proxy combines traffic, transport and employment; confidence discounts incomplete or dated data. Growth and affordability are omitted until their datasets are ingested. Data period: Census 2021, AADF 2025, NaPTAN 2026, OSM 2026.

Explore this ranking interactively · Data sources and licences · JSON API