In 2024/25, most starts on the data analyst and data technician apprenticeships in England were at age 25 or over. Many vacancies never reach the government's jobs board.

Data Analyst Apprenticeships: Who Can Take One in England and How to Get One

Guides

By James Cotton · Last updated · 9 min read

Part of our topic guides on Data & AI Apprenticeships and Data Analyst Careers.

By James Cotton, Founder, iO-Sphere

This guide is for adults in England who want a data analyst apprenticeship, and for employers wondering what one involves. It covers England only: Scotland, Wales and Northern Ireland run their own systems, and GOV.UK's Become an apprentice page says different organisations deal with each. The rules, GOV.UK pages, registers and searches quoted here were read on 2 October 2026.

Can I do one?

The apprenticeship funding rules for August 2026 to July 2027 put it in one line: "An apprenticeship is a job with training" (para 67). GOV.UK's Find an apprenticeship page gives the starting point as being "16 or over" and "not in education (full or part-time)".

The funding rule is more exact: your start must fall "after the last Friday in June of the school academic year (September to August)" in which you turn 16 (para 30.1), and your age is taken on the day your training starts (para 29.2).

The funding rules set an upper age only for Level 7 standards, foundation apprenticeships and one Level 2 standard (paras 32, 33 and 160). The data technician, data analyst and data engineer standards are not among them.

You need "a valid and eligible residency status and the right to work in England" (para 354). The core test is ordinary residence in the UK and Islands for the three years before your first day (paras 358 and 361). If your situation is less simple, a training provider can check it against the rules.

For non-UK nationals, that residence must not have been wholly or mainly for full-time education, and permission to live here must not be for education only.

At least half your working hours must be in England over the apprenticeship, and the rules say this "also applies to remote and hybrid workers" (para 30.5). Paragraph 374 lists exceptions, including the armed forces, Crown servants posted overseas, jobs with significant travel or offshore work, and home working as a reasonable adjustment for a disability.

You must be employed under "a contract of service and an apprenticeship agreement" (para 22) until the end-point assessment (the final assessment) is completed (para 148), be able to finish in the time you have (para 30.2), and not use a student loan to pay (para 30.3). Minimum durations assume a 30-hour week, but fewer hours or "a zero-hours contract must not be a barrier" (para 77.3).

Paragraph 34 excludes sole traders; a shareholder, director or person of significant control "with no separate identifiable line manager" to act as the employer; and anyone already "undertaking another apprenticeship or apprenticeship unit".

A degree does not stop you: GOV.UK says you "can have a previous qualification, like a degree, and still start an apprenticeship". The rules fund a higher level than anything you hold, and the same or a lower level where you will gain "significant new skills" from materially different content (paras 63 and 68). The data analyst standard sets no entry requirements; employers and providers set them.

If you are 19 or over when you start, you "will not be required to achieve English and / or maths in order to achieve the apprenticeship" (para 50.5). At 16 to 18 on a Level 3 or higher apprenticeship, you need an approved Level 2 in both before you can complete (para 55).

What it costs you, and what you are paid

You pay nothing towards the eligible costs of training or assessment. Paragraph 220 says the provider or employer "must not ask the apprentice to contribute financially" to them, and that holds whether you finish or leave early, including when you leave the employer.

The legal minimum hourly rates from 1 April 2026 put the apprentice rate at £8, up from £7.55. It applies if you are under 19, or 19 or over and in your first year. Once you are 19 or over and past that first year, the floor is the rate for your age band: £10.85 for ages 18 to 20, £12.71 for 21 and over.

These are legal floors, the least an employer may pay, and they change on 1 April every year. If you start in a job you already hold, the apprentice rate applies only "from the apprenticeship start date ... and not before" (para 75.1).

"Every apprentice must be paid a lawful wage for the time they are in work and in training" (para 75), and a provider that learns this is not happening must withdraw the learner (para 76.1). Off-the-job training is received "during the apprentice's normal working hours" (para 82.1), with a minimum set in hours on each standard (para 85).

GOV.UK adds at least 20 days' paid holiday a year plus bank holidays, and tells employers they must offer apprentices "the same conditions as other employees working at similar grades or in similar roles".

Two ways in

GOV.UK tells employers: "Apprentices can be new or current employees."

The job you already have

The funding rules mention existing employees directly: prior learning includes competence gained "from prior work experience, particularly where the apprentice is an existing employee" (para 36.2).

The condition most people in this position need to think about is the role itself. The provider must agree with the employer "That the individual's job role has a productive purpose and there is a clear and substantial link between the selected apprenticeship standard and the individual's primary day-to-day occupational duties and purpose, such that the apprenticeship will lead to full occupational competence relevant to that role" (para 65.4).

It sits alongside residency, the exclusions and the need for significant new learning, but it is the one that turns on what you do all week. Our view at iO-Sphere is that data work is foundational across many roles, so what counts is the duties in the job, whatever the title on the contract. The rule itself is written about "primary day-to-day occupational duties", not job titles.

We deliver the three data standards as Data & AI Essentials (Level 3), Advanced Data & AI (Level 4) and Data Engineering (Level 5). People apply to us, and our admissions team helps them prepare the conversation with their employer. Our weekly coaching sessions are online; the rule on working at least half your hours in England still applies.

An advertised vacancy

Find an apprenticeship is the government's vacancy service for England. To find one near you, search by job and postcode, with a radius from 2 to 40 miles or across England, filter by level and job category (Digital is one), and save it as an alert. Applying takes three steps: search, sign in or create an account, then submit.

Adverts come from employers, or from their training provider: GOV.UK tells employers to create an advert "or give your training provider permission to do this for you".

Read each result's "Training course" line, because a vacancy's title and its standard can differ. In one day's search for "data analyst", four of the five results named "Data analyst (level 4)" and one "Business administrator (level 3)". The first page of a search for "data" showed adverts with at least five different training courses, and "data analytics" returned none.

Many apprenticeships never appear on the service. The DfE and DWP statistical release for 2025/26, published 16 July 2026, said its adverts "represent only a subset of the total number of vacancies available across the marketplace, as many apprenticeships are not advertised through this website".

Our own count of the DfE vacancy file finds 241 data analyst positions advertised in 2024/25, against 7,140 starts on the standard that year. The two measure different things, but the gap is wide: searching the service shows you only part of the market, so ask employers, including your own. For London, the guide to data analyst apprenticeships in London covers vacancies and pay there.

Who takes them

The same release's official statistics recorded 7,140 data analyst starts and 7,600 data technician starts in 2024/25, out of 353,500 apprenticeship starts in all. Of the 14,740 starts on those two standards, 12,840 were aged 25 or over, about 87%. Data analyst starts grew every year from 3,720 in 2020/21 to 7,140 in 2024/25.

Which level?

On the Digital route there is one standard for a data occupation at each of Levels 3, 4 and 5: data technician, data analyst and data engineer. As of 2 October 2026, Find apprenticeship training lists 111 providers for the first, 128 for the second and 18 for the third. Data apprenticeship levels compared matches each to the work, with funding bands and training hours.

The Level 4 standard and Level 3 standard have their own guides, and choosing a provider covers how to read providers' results.

For employers

The training is paid for from the employer's apprenticeship service account if it pays the levy (a charge on employers with a pay bill over £3 million) and has funds there, and otherwise wholly or mostly by the government, depending on the apprentice's age at the start. The employer's guide to data analyst apprentices and the guide to the 2026 levy reforms set out the sums and what the employer agrees to.

Frequently asked questions

How long does a data analyst apprenticeship take?

Skills England gives the data analyst standard a typical duration of 24 months and notes "this does not include assessment period". The data technician and data engineer standards also list 24 months, followed by an assessment period of typically three months and four months respectively. No apprenticeship started since 1 August 2025 can be shorter than eight months.

Is there an exam at the end?

There is an assessment at the end, in two parts. The current data analyst assessment plan uses two methods within an assessment period of typically three months: a project with presentation and questioning, which ends in a written report, and a professional discussion underpinned by a portfolio. Grades are fail, pass, merit and distinction. Skills England notes the standard is being revised, and the current version remains approved for delivery.

Is there a data apprenticeship below Level 3?

Yes: the Level 2 Software and data foundation apprenticeship, with a typical duration to gateway of eight months. It is funded for apprentices aged 16 to 21, or 22 to 24 with an Education, Health and Care plan, a care background, or as a prisoner or prison leaver (para 160). Afterwards, Find apprenticeship training says, apprentices "can specialise and do a standard level 2 or 3 apprenticeship".

Can I do a bootcamp or a degree course at the same time?

Paragraph 34 excludes anyone "undertaking a skills bootcamp funded by government" and, with stated exceptions, anyone receiving other DfE funding during the apprenticeship, including student finance or a course funded by the Office for Students. Both are about running the two together, so a finished bootcamp or degree is no bar. Apprenticeship or bootcamp compares the routes, and free data analyst courses lists options before you apply.

What comes after a Level 5 data apprenticeship?

At Level 6 there are the data scientist (integrated degree) and machine learning engineer standards. At Level 7 there are the Artificial intelligence (AI) data specialist and spatial data specialist standards, but Level 7 funding is limited to apprentices aged 16 to 21, or 22 to 24 with an Education, Health and Care plan or a care background (para 32).

Is there extra support for care leavers?

Yes. The funding rules provide a care leaver bursary, paid in stages: £1,000 60 days after the learning start date, with further payments at 120 and 300 days (para 129). Find an apprenticeship's homepage tells care leavers they "may be entitled to a £3,000 bursary".

Want to become a data analyst?

Our Level 4 Data Analyst apprenticeship combines technical depth with real-world consultancy work.