Auto Repair · London · data-driven ranking

Auto Repair 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: Redbridge 007 (Redbridge).

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	Redbridge 007 Redbridge	79	94	66	85	71	68
2	Waltham Forest 017 Waltham Forest	77	94	67	81	69	64
3	Bromley 005 Bromley	74	93	65	71	66	64
4	City of London 001 City of London	72	78	50	86	100	68
5	Kingston upon Thames 009 Kingston upon Thames	72	84	56	78	75	68
6	Croydon 022 Croydon	72	85	57	66	88	68
7	Southwark 004 Southwark	72	90	62	69	60	68
8	Lewisham 001 Lewisham	71	95	67	61	45	64
9	Wandsworth 027 Wandsworth	71	88	60	73	58	64
10	Newham 042 Newham	69	88	60	62	58	68
11	Wandsworth 004 Wandsworth	69	92	64	66	29	68
12	Hackney 025 Hackney	68	96	68	57	23	64
13	Islington 011 Islington	68	88	60	61	49	68
14	Islington 020 Islington	68	82	54	66	70	68
15	Newham 034 Newham	68	96	13	92	98	68
16	Wandsworth 014 Wandsworth	68	82	54	71	63	68
17	Hounslow 006 Hounslow	68	89	32	79	89	68
18	Wandsworth 019 Wandsworth	68	87	59	64	51	64
19	Wandsworth 035 Wandsworth	67	83	55	62	68	68
20	Havering 017 Havering	67	84	56	55	71	68

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.

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