Data analyst no experience jobs: how to actually get one

You can get a data analyst job in the UK with no experience, but the job usually won't be called "data analyst" at first. Look for reporting analyst, MI analyst, junior insight analyst, data administrator and apprenticeship roles. Then back your application with a small portfolio that shows you can clean messy data and answer a real question with it.

That portfolio is what separates people who get replies from people who don't.

Why is it so hard to get a first data job?

Because the work is easy to claim and hard to fake. Every applicant says they know Excel. Hiring managers want to see what you did with it.

There's also a title problem. Search "data analyst" on any UK job board and most results ask for two or more years' experience. On IT Jobs Watch, there were 1,007 permanent UK data analyst ads in the six months to 8 November 2026, but only six advertised specifically as junior data analyst. Junior roles exist. They're just hiding under other names.

There's a cost issue too. A new analyst needs time from someone senior to review their work, and managers worry about a junior person confidently presenting the wrong number to a director. Anything you can do to show you check your work (and admit what the data can't tell you) eases that worry.

Which job titles should you search for?

Widen your net. These titles often take people without formal analyst experience:

• Reporting analyst or MI (management information) analyst
• Junior insight analyst or data assistant
• Data administrator or data entry with reporting duties
• Performance analyst (common in the NHS, local councils and housing associations)
• Sales or operations analyst in a smaller business
• Data technician or data analyst apprenticeships

The National Careers Service lists a Level 3 Data Technician and Level 4 Data Analyst apprenticeship among the routes in. Apprenticeships pay less, but you finish with experience and a qualification.

Also look inside your current employer. Plenty of analysts started as the person in their team who was good with spreadsheets and offered to build the weekly report.

Our entry-level data analyst jobs guide lists more titles and what they involve.

What skills do employers actually ask for?

IT Jobs Watch tracks how often each skill appears in UK data analyst ads. For the six months to November 2026:

My read: learn SQL first, then Power BI (or Tableau if the jobs near you ask for it). Excel is assumed even when it isn't listed. Python is useful, but it's the fourth thing to learn, not the first. Too many beginners spend months on Python and can't write a basic SQL join.

Beyond tools, employers want people who can explain numbers to non-technical colleagues. If you can write a short, clear summary of what a chart means and what someone should do about it, you're ahead of most applicants.

What should go in a no-experience portfolio?

Two or three solid projects beat ten tutorial copies. Each one should start with a question, use real (ideally messy) data, and end with a recommendation.

Good sources of free UK data include data.gov.uk, the ONS and NHS England's published statistics. For example, you could take local authority data and ask which areas have seen the biggest change in something you care about, clean it in SQL or Excel, build a Power BI dashboard, and write a one-page summary.

For each project, show:

1. The question you were answering
2. Where the data came from and what was wrong with it
3. How you cleaned it (with your SQL or formulas visible)
4. The dashboard or chart
5. Three or four sentences on what you'd recommend and why

Put it on GitHub or a simple website and link it at the top of your CV.

A few common portfolio mistakes to avoid: using the same famous practice datasets everyone else uses, building dashboards with fifteen charts and no point, and skipping the written conclusion. The conclusion is the part a manager actually reads. Keep it short and specific, and say what you'd check next if you had more time or better data.

Can you get a data analyst job with no experience and no degree?

Yes. The National Careers Service lists university, college, apprenticeships, volunteering and direct application among the routes. A degree in maths, economics or a science helps, but many employers care more about whether you can do the work.

Where a degree is listed, apply anyway if your portfolio is strong. Make your evidence impossible to ignore.

What will you earn starting out?

Expect a modest start. The National Careers Service gives £28,000 as a typical starter salary for data analyst statisticians and £65,000 for experienced ones. IT Jobs Watch showed a median of £31,750 for junior data analyst ads in late 2026, but that was based on only a handful of ads, so don't read too much into it.

The overall UK data analyst median on IT Jobs Watch was £58,496 across all levels, with the 10th percentile at £32,550. That gives you an idea of where the career can go once you've got a couple of years behind you.

How do you stand out when applying?

Tailor each application to the tools in the ad. If they ask for Power BI, lead with your Power BI project. If they mention SQL, show a query.

Write a cover note that refers to their business: "I noticed you report on customer churn. In my portfolio, I analysed churn in a public dataset and found..." It takes ten minutes and makes you far more memorable than a generic cover letter.

Prepare for a practical test too. Many employers set a short SQL exercise or ask you to analyse a spreadsheet and present your findings. Practise writing joins, GROUP BY queries and simple calculations under time pressure, and rehearse explaining a chart out loud in two minutes.

And keep applying while you learn. Don't wait until you feel ready. Nobody does. For more on progressing once you're in, see our junior data analyst jobs page.

How Experiencely can help

If you're stuck on the experience part, our data analysis programme is built for exactly that. It includes training and the CompTIA Data+ certification, plus a live data project. You're placed within 48 hours and work around an hour a day for three months, fully remote. The programme costs £2,495. If you're not hired within 60 days of finishing, you get your money back (conditions apply). You finish with genuine project work on your CV and real examples to talk through in interviews, which is usually the missing piece for people applying to their first data role.

Frequently asked questions

Sources

Figures are taken from the sources below. Salary ranges are indicative and individual offers vary. Last checked 9 November 2026.

1. National Careers Service: Data analyst-statistician
2. IT Jobs Watch: Data Analyst jobs, UK
3. IT Jobs Watch: Junior Data Analyst jobs, UK