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technology · United Kingdom edition

It’s easy to be a Data Analyst.

Becoming a Data Analyst in the UK needs strong numeracy and data skills rather than a licence. Most people enter via a university degree, a Level 4 Data Analyst apprenticeship, or a T Level in Digital Data Analytics, then learn SQL, Excel and a tool like Power BI. No professional registration is required.

Last verified Version 2By Editorial Team

Key facts

United Kingdom
Median salary (2025)

£38,572/yr

Range £27,338 – £49,946

ONS Annual Survey of Hours and Earnings 2025 provisional, Table 14.7a (annual gross pay, full-time employee jobs), SOC 2020 code 3544 'Data analysts': median £38,572 across about 62,000 full-time employee jobs, 10th percentile £27,338, 80th percentile £49,946. Coefficient of variation is 3.8% on the median and 8.5% on the 80th percentile (Table 14.7b); the 90th percentile is suppressed by ONS. Figures are full-time employees only and exclude the self-employed. The previously published £38,107 was the all-employees median for the same SOC code, which includes part-time workers and is not comparable with the full-time figures used elsewhere on this site.

Time to qualify

2–4 years

A Level 4 Data Analyst apprenticeship (standard ST0118) runs about 24 months; a relevant degree takes three years, often four with a placement. Career changers self-studying SQL, Excel and Power BI alongside a portfolio can break in within 6-12 months.

Cost to qualify

£0 – £29,370

Apprenticeships cost the apprentice nothing - training is funded by the employer and government through the Growth and Skills Levy, and you earn a wage throughout (at least the apprentice National Minimum Wage of £8.00 an hour from 1 April 2026). A three-year undergraduate degree costs up to £29,370 in tuition for home students in England, at the 2026/27 cap of £9,790 a year for providers with a TEF award and an access and participation plan (£9,525 without a TEF award); the cap rose 2.71% and applies from 1 August 2026. Tuition-fee loans cover the fees themselves, but living costs are extra. Self-taught routes can cost under £500 via online courses.

Job outlook (2024-2025 (measured, not projected))

0% growth

About 0 openings per year

The UK publishes no official occupational employment projection or annual-openings forecast for data analysts, so both numeric fields are set to 0 rather than estimated - an absent figure, not a forecast of no growth. What is measured: ONS ASHE 2025 provisional records about 62,000 full-time employee jobs in SOC 3544, with the full-time median up 10.5% and the mean up 23.3% year on year. The mean rising more than twice as fast as the median means the increase is concentrated in higher-paid roles rather than being a uniform pay rise across the occupation, and a jump of that size in a relatively small occupation deserves caution: ASHE 2025 is provisional, with revised figures due in October or November 2026.

All figures apply to United Kingdom. Salaries, licensing, and timelines differ by country — where other editions exist, switch between them at the top of the page.

Is it easy for you?

Tell us where you are now and get a personalized gap analysis for becoming a Data Analyst — what you’ve already met, what’s left, and your likely remaining time. Computed from the sourced requirements on this page; nothing is stored unless you explicitly ask us to introduce you to a programme afterwards.

How to become a Data Analyst — step by step

  1. 1

    Get the GCSE foundations Up to age 16

    Secure GCSEs at grades 9-4 including maths and English. Strong numeracy underpins everything that follows and is an entry requirement for college courses and most apprenticeships.

  2. 2

    Choose a post-16 route 2 years

    Take A-levels (including maths) aiming at a degree, study the T Level in Digital Data Analytics, or start a Level 3 Data Technician apprenticeship as an earn-while-you-learn entry point.

  3. 3

    Build core technical skills 6-24 months

    Learn SQL, Excel, data visualisation and a BI tool such as Power BI - through a degree, an apprenticeship, or self-study with online courses. Add Python or R if you can.

  4. 4

    Take a recognised qualifying route 2-4 years

    Complete a numerate degree (3-4 years) or the Level 4 Data Analyst apprenticeship ST0118 (about 24 months). Both are well-regarded by UK employers; the apprenticeship pays you and charges no tuition.

  5. 5

    Build a portfolio 1-3 months

    Create 2-3 projects with real datasets (e.g. from data.gov.uk) showing cleaning, analysis and a clear dashboard or write-up. A portfolio often matters more to UK employers than the route you took.

  6. 6

    Apply for analyst or junior analyst roles 1-4 months

    Target junior/graduate data analyst, MI analyst or business analyst roles. The Civil Service (Government Statistical Service, Fast Stream) and the NHS are major UK employers alongside finance, retail and tech.

  7. 7

    Progress and specialise 2-5 years

    Move from junior to mid and senior analyst, typically in two to four years, then towards data scientist, analytics engineer or analytics lead by deepening Python, statistics or cloud skills.

Requirements to be a Data Analyst

  • GCSEs including maths and English (grades 9-4 / A*-C)educationRequired

    Typically 4-5 GCSEs at grades 9 to 4 for college courses and most apprenticeship entry; maths is essential.

  • A-levels or T Level (for degree/higher routes)educationOptional

    2-3 A-levels including maths for a degree, or the T Level in Digital Data Analytics as a college route. Not needed for entry-level apprenticeships.

  • Degree in a numerate subject (maths, statistics, economics, computing)educationOptional

    A common but not mandatory route. Employers increasingly accept apprenticeships and demonstrable skills instead of a degree.

  • Level 4 Data Analyst apprenticeship (ST0118)educationOptional

    A leading work-based route, roughly 24 months, funded by employer and government with a salary throughout. The standard is live at version 1.1.

  • SQLskillRequired

    Querying relational databases is the single most-requested UK data analyst skill.

  • Spreadsheets (Excel) and a BI tool (Power BI or Tableau)skillRequired

    Excel remains universal; Power BI dominates UK job adverts, with Tableau common in larger firms.

  • Statistics and data visualisation / storytellingskillRequired

    Cleaning, analysing and clearly presenting findings to non-technical stakeholders.

  • Python or RskillOptional

    Increasingly expected for more analytical or senior roles, though many UK analyst jobs are SQL- and BI-led.

  • No professional licence or registrationlicenseOptional

    Unlike regulated UK professions (e.g. nurses with the NMC), data analysts need no statutory registration to practise.

A day in the life of a Data Analyst

A data analyst's day usually starts by checking that overnight data loads ran cleanly and scanning dashboards for anything that looks off. Mornings often go on writing SQL queries to pull and join data, then cleaning it - real-world data is messy, and a surprising share of the job is wrangling it into a usable state. Mid-morning might bring a stand-up or a chat with a stakeholder, say a marketing or finance manager, who needs a question answered: why did sign-ups dip last week? You'll dig into the numbers, build or refresh a Power BI report, and sanity-check the results. Afternoons tend to involve presenting findings in plain English, fielding follow-up questions, and documenting your work. It's largely desk-based, mostly 37-40 hours a week, and rewards curiosity, patience with detail, and the knack of turning a spreadsheet into a story people can act on.

Is it worth it to be a Data Analyst?

For most people in the UK, yes. Data analysis offers a relatively accessible, well-paid entry into the digital economy without years of regulated study or licensing. The Level 4 apprenticeship is especially strong value: no tuition, a salary from day one, and a qualification employers recognise. Demand is broad across the NHS, Civil Service, finance, retail and tech, so jobs aren't concentrated in one sector. The catch is that "data analyst" is now a competitive entry point - employers receive many junior applicants, so a clear portfolio and genuine SQL fluency separate candidates. It is also not the uncapped earner it is sometimes sold as: ONS puts the 80th percentile at £49,946, so four in five full-time data analysts earn less than £50,000, and getting materially above that usually means specialising (Python, cloud, analytics engineering) or moving toward data science. If you enjoy spreadsheets, logic and explaining numbers to non-technical colleagues, it's a sensible choice with clear progression. If you want a licence-protected profession with a guaranteed pay ladder, this is not one - there is no register, no protected title, and no automatic increments.

Common mistakes to avoid

  • Chasing Python and machine learning courses before mastering SQL and Excel, which are what most UK analyst job adverts actually require.
  • Assuming you must have a degree - and overlooking the fully funded Level 4 Data Analyst apprenticeship or T Level routes.
  • Applying with no portfolio. UK employers want to see real projects (e.g. using data.gov.uk datasets), not just certificates.
  • Neglecting communication skills - the National Careers Service lists clear verbal communication as essential, and analysts who can't explain findings to non-technical stakeholders struggle.
  • Only targeting London tech firms and missing large recruiters like the NHS, the Government Statistical Service and the Civil Service Fast Stream.
  • Reading headline salary guides as if they described the whole occupation. Many quote an all-employees median (which mixes in part-time work) or a recruiter's advertised average; the ONS full-time figures on this page are the comparable ones.

Frequently asked questions

Do I need a degree to become a data analyst in the UK?

No. While many analysts hold a numerate degree, UK employers increasingly hire through the Level 4 Data Analyst apprenticeship, T Levels, or skills-based routes. A solid portfolio demonstrating SQL, Excel and Power BI can matter more than a degree.

Is there a licence or professional registration for data analysts?

No statutory licence is required to work as a data analyst in the UK, unlike regulated professions such as nursing or financial advice. You simply need the skills and, ideally, a portfolio. Optional certifications (e.g. Microsoft Power BI) can strengthen your CV.

How much does a data analyst earn in the UK?

ONS ASHE 2025 puts the median for full-time data analysts (SOC 3544) at £38,572. The lowest-paid tenth earn under £27,338 and the highest-paid fifth earn above £49,946. ONS suppresses the 90th percentile for this occupation, so the very top of the range is not published. These are employee figures and exclude the self-employed; London and financial-services roles sit above the national median.

How long does it take to become a data analyst?

A Level 4 Data Analyst apprenticeship takes roughly 24 months; a degree takes three to four years. Career changers who already have transferable skills can become job-ready in 6-12 months of focused study and portfolio building.

What's the difference between a data analyst and a data scientist in the UK?

Analysts focus on describing what happened - querying data with SQL, building dashboards and reporting insights. Data scientists lean more on statistics, machine learning and Python/R to predict and model. Data scientist roles typically pay more and often expect a stronger maths or computing background.

Are data analyst apprenticeships free?

Yes, for the apprentice. Training is funded by the employer and the government through the Growth and Skills Levy, and you earn a salary throughout - at least the apprentice National Minimum Wage, which is £8.00 an hour from 1 April 2026, though most employers pay considerably more.

Sources

Every figure on this page traces to one of these primary sources.

  1. 1Apprenticeship funding and the Growth and Skills Levy — Department for Education (gov.uk) · accessed August 19, 2026
  2. 2ASHE Table 14: earnings and hours worked, occupation by four-digit SOC 2020 (2025 provisional) - Tables 14.7a and 14.7b, SOC 3544 — Office for National Statistics · accessed August 19, 2026
  3. 3Changes to tuition fees: 2026 to 2027 and 2027 to 2028 academic years (£9,790 cap from 1 August 2026) — Department for Education (gov.uk) · accessed August 19, 2026
  4. 4Data analyst apprenticeship standard ST0118 (Level 4, version 1.1) — Skills England · accessed August 19, 2026
  5. 5Data analyst-statistician job profile (entry routes, hours, skills) — National Careers Service (gov.uk) · accessed August 19, 2026
  6. 6Employee earnings in the UK: 2025 (Annual Survey of Hours and Earnings bulletin) — Office for National Statistics · accessed August 19, 2026
  7. 7National Minimum Wage and National Living Wage rates (apprentice rate £8.00 from 1 April 2026) — GOV.UK · accessed August 19, 2026