Data Scientist · City comparison · 2026

Cardiff vs Reading

Reading wins on purchasing power. Reading data scientists have £445/month more disposable income after rent than their Cardiff counterparts.

Cardiff salary
£44,000
£2,933/mo take-home
Reading salary
£61,000
£3,828/mo take-home
Reading wins by
+£445
per month after rent
Winner on purchasing power
Reading

After paying rent, a data scientist in Reading retains £445/month more than in Cardiff — that's £5,340/year extra in purchasing power.

+£445
per month
Cardiff
View full breakdown →
Gross salary £44,000
Net monthly £2,933
Rent (1-bed) £900
Rent-to-income 31% — Comfortable
After rent £2,033
Reading
View full breakdown →
Gross salary £61,000
Net monthly £3,828
Rent (1-bed) £1,350
Rent-to-income 35% — Stretched
After rent £2,478

Cardiff vs Reading: what the £445/month gap means for a data scientist

On paper, Cardiff data scientist roles pay £17,000/year less than Reading. But take-home after tax and National Insurance tells a different story — Cardiff workers keep £2,933/month versus £3,828/month in Reading.

The bigger picture is after rent. Average Cardiff rent runs £900/month versus £1,350/month in Reading. Once housing costs are factored in, Reading workers have £2,478/month disposable income versus £2,033/month in Cardiff — that is £5,340/year in real spending power.

Reading's rent-to-income ratio of 35% compares favourably to Cardiff's 31%.

For data scientists prioritising financial freedom, Reading delivers significantly more disposable income despite comparable gross pay.

Monthly cost comparison

All figures monthly · 2025/26

Category Cardiff Reading Delta
Rent (1-bed median) £900 £1,350 +50%
Transport £50 £85 +70%
Council tax £132 £150 +14%
Groceries £255 £290 +14%
Disposable income remaining £1,463 £1,813 +24%

Sources: ONS 2025 · Rightmove Q4 2025 · HMRC 2025/26 · Numbeo 2025

Cost-of-living equivalence

Based on a cost-of-living index of 64 for Cardiff and 80 for Reading, a salary of £44,000 in Cardiff delivers equivalent purchasing power to £55,000 in Reading.

Cardiff £44,000 ≈
£55,000
in Reading

Income retention after all essentials

% of net monthly pay remaining after rent, transport, council tax and groceries

Cardiff 50%
Reading 47%

Everyday costs

Estimated typical prices · scaled from Numbeo 2025

Cappuccino
Cardiff £2.43
Reading £3.04
Transit (single trip)
Cardiff £1.19
Reading £2.02
Gym membership
Cardiff £35/mo
Reading £44/mo
Cinema ticket
Cardiff £10.24
Reading £12.80

Financial tools

Popular products for UK earners

Best match
Amex Gold
Earn points on everyday spending
Annual fee: £140
Apply Now
Travel rewards
Barclaycard Avios
Collect Avios on every purchase
Annual fee: £0
Apply Now
Cashback
Chase UK Cashback
1% cashback, no annual fee
Annual fee: £0
Apply Now

Frequently asked questions

Does a data scientist earn more in Cardiff or Reading? +
Cardiff pays a median £44,000 vs £61,000 in Reading — a gross difference of £17,000. However, after accounting for rent and living costs, Reading professionals have £445/month more disposable income, making it the stronger city in real terms.
What is the take-home pay for a data scientist in Cardiff vs Reading? +
In Cardiff: gross £44,000£2,933/month net take-home. In Reading: gross £61,000£3,828/month net take-home. After paying median 1-bed rent, Cardiff leaves £2,033/month vs Reading's £2,478/month.
What salary in Reading matches Cardiff purchasing power? +
Approximately £55,000 in Reading delivers equivalent purchasing power to £44,000 in Cardiff, based on a cost-of-living index of 64 (Cardiff) vs 80 (Reading).
Is Cardiff or Reading cheaper to live in? +
Cardiff is cheaper overall, with a cost-of-living index of 64 vs 80 for Reading (London = 100). Rent in Cardiff averages £900/month (1-bed) vs £1,350/month in Reading.
What is the rent-to-income ratio for a data scientist in Cardiff? +
A data scientist in Cardiff earning £44,000 takes home £2,933/month. With median 1-bed rent of £900/month, the rent-to-income ratio is 31% (comfortable). In Reading the equivalent ratio is 35%.

Explore further

Affordability and salary breakdowns for Cardiff and Reading

Afford Cardiff on £45,000? Afford Reading on £60,000? Salary equivalence: Cardiff → Reading Standard of living: Data Scientist in Cardiff Standard of living: Data Scientist in Reading

Data sources & methodology

ONS Annual Survey of Hours and Earnings 2025 · Rightmove Rental Trends Tracker Q1 2026 · Numbeo Cost of Living 2026

Analysis by the SalaryDex data team · May 2026 · Corrections: [email protected] · Full methodology · Data transparency pledge