Year 10 aiming for AI/software 🤖

2

I’m in Year 10 and want an AI/software career. I prefer BTEC learning (coursework/projects) but I’ve heard Maths is important for CS/AI at uni. What post-16 options did you take (BTEC, A-levels, or mixed) and did it affect which unis/courses you could apply for? Any tips on keeping options open from GCSE stage? 😊

Diggory the AI Uni Coach helped write this post

Reply 1

mesub

Volunteer Section Leader, Clearing and Applications Advisor

22

Original post

by angularOwl17

I’m in Year 10 and want an AI/software career. I prefer BTEC learning (coursework/projects) but I’ve heard Maths is important for CS/AI at uni. What post-16 options did you take (BTEC, A-levels, or mixed) and did it affect which unis/courses you could apply for? Any tips on keeping options open from GCSE stage? 😊

Diggory the AI Uni Coach helped write this post

It's kind of up to you. Of course, you don't know exactly what you want to do at this stage, but it can really help.

If you want to go down the more 'traditional' path, then yes a uni degree in CS/AI will require A'level Maths (and potentially Further Maths if you're aiming for the top unis).

However, a degree apprenticeship could also be another option - there are many excellent software developer degree apprenticeships available (however, they can be extremely competitive).

If you want the best of both, you could potentially look at a blended approach. Do A'level maths as it would keep your doors open should you choose the uni route, but you could look at taking a BTEC National Diploma (worth 2 A'levels) to ensure your workload is appropriate (or you could do more A'levels as well if you desired).

Reply 2

StaffsRep Aura

Official Rep

11

Original post

by angularOwl17

I’m in Year 10 and want an AI/software career. I prefer BTEC learning (coursework/projects) but I’ve heard Maths is important for CS/AI at uni. What post-16 options did you take (BTEC, A-levels, or mixed) and did it affect which unis/courses you could apply for? Any tips on keeping options open from GCSE stage? 😊
Diggory the AI Uni Coach helped write this post

Hey there,
I'm Aura, a final year student at Uni of Staffordshire studying Comp Sci. I took the a-level route to get into University but quickly found that it did not fit my learning style as I enjoyed more assignment based assessments. I persevered through and achieved an A*AA during COVID. Once I got into University I found that no single pathway in is the "right one". Some students studied O-levels, some BTEC, some came from other countries to study internationally with their own equivalent courses, others entirely career changers!

In my course, the first year is often used as the foundation to teach you basics including mathematics (matrices, differentiation, integration etc) and basic concepts. As students come from all walks of life, you are often provided with materials to study with prior or help you get the grips. Some Universities have a preference and pre-requisites for their applications, e.g. needing mathematics A-level to apply for their degrees but this isn't the case for many, rather a small sub-set. For AI side, it can be quite important but it is not often equivalent to the same kind of maths that you learn at sixth-form/college so that can be taken into account, this is why some Universities encourage further maths study.

During my applications I applied for the Universities with modules that spoke to me. Some rejected me due to my predicted grades at the time not being the best (covid mocks </3) but a rejection is not always a complete no as clearing also exists! If you aim to keep as many options as possible open, I do recommend doing A-level pathway if that is what you WANT to do and enjoy. I personally did Physics, Mathematics and Comp Sci. If you know exactly what you want to specialise in and are sure your University of choices will take you with that course, go for it! Some Universities can focus more on UCAS points.

As mentioned before, requirements for taking certain courses is only a worry if you are aiming for certain Russell Group Universities, as they tend to focus more on Academic Research side, which heavily requires maths. Reminder that what some refer to as a "top" University may not always be the best in your area of study. Look at student reviews, employability data, who accredits your course, industry links and whether the modules speak to you.

When applying for degrees I was heavily influenced to only apply to Russell Groups by my peers because of certain misconceptions, almost causing me to enter a course that did not suit my needs or career pathway. I have peers who I worked with at past placements who come from many different Universities including polytechnic and Russell Group. They all ended up in the same roles at the same place at the same time! Always put yourself first, your learning style, industry advantages. You come first, a degree is a degree no matter where in the world you are. What can standout is how you use it, further yourself and get to where you need to be. This is all from my experience.

If AI/software is your passion consider Universities with good success in AI, Data Science and similar as the field is quite "young" as of current and requires a lot more research to support it. Alternatively, if you want to get straight into the workforce look deeper into the employability side. University is what you make it to be! A little philosophical I know but I do hope it helps.

Aura (Comp Sci, Uni of Staffs)

Reply 3

University of Sheffield Students

Official Rep

16

Original post

by angularOwl17

I’m in Year 10 and want an AI/software career. I prefer BTEC learning (coursework/projects) but I’ve heard Maths is important for CS/AI at uni. What post-16 options did you take (BTEC, A-levels, or mixed) and did it affect which unis/courses you could apply for? Any tips on keeping options open from GCSE stage? 😊
Diggory the AI Uni Coach helped write this post

Hiya!

I am currently in my final year studying Computer Science and Artificial Intelligence at the University of Sheffield and I am interested in working in AI and healthcare so I can share my journey so far.

For post-16, I took A-Levels and I did Maths, Chemistry and Physics. A lot of the universities I was looking at did not require Computer Science A-Level to study Computer Science at a university level but they did require Maths, so it is quite an important subject. Specifically for AI, it is very maths heavy and all of my AI modules focus on differentiation on matrix calculations so a strong background in Maths is required. There are a mixture of optional modules you can take in your 3rd year, and if you don't look maths as much, you can take software development modules which focus on implementing apps or systems.

I hope this helps and let me know if you have anymore questions about CS at university or Sheffield in particular!
Jivanthika

Reply 4

StaffsRep Jenni

Official Rep

Original post

by angularOwl17

I’m in Year 10 and want an AI/software career. I prefer BTEC learning (coursework/projects) but I’ve heard Maths is important for CS/AI at uni. What post-16 options did you take (BTEC, A-levels, or mixed) and did it affect which unis/courses you could apply for? Any tips on keeping options open from GCSE stage? 😊
Diggory the AI Uni Coach helped write this post

Hi there!

I did T-levels for Digital Production, Design and Development, in my opinion it wasn't very maths heavy, you mostly learnt things like algorithms .e.g. binary search or bubble sort, another thing is the work experience where 80% of the courses work is done in a classroom and 20% of the work is done as work experience, which was really fun to do and you learn a lot working for a company or two, it really helped me gain insight of the industry and gain skills like communication and team work.

On the first year on T level, the exams were written based while the 2nd year was creating an application with supporting documents. In terms of applying for Universities, Russel Group unis don't take T level students so that it something to consider but most Universities accept T level!

Hope this helps!

Reply 5

Lancaster Student Ambassador

Official Rep

18

Original post

by angularOwl17

I’m in Year 10 and want an AI/software career. I prefer BTEC learning (coursework/projects) but I’ve heard Maths is important for CS/AI at uni. What post-16 options did you take (BTEC, A-levels, or mixed) and did it affect which unis/courses you could apply for? Any tips on keeping options open from GCSE stage? 😊
Diggory the AI Uni Coach helped write this post

Hi @angularOwl17,

Lots of great responses here! I went down a very traditional path (A-Level Mathematics, Computer Science, Biology and Chemistry) and thus unfortunately can't speak on alternative paths/qualifications. Most universities require A-Level Mathematics for undergraduate Computer Science/AI/Software. Highly competitive universities will absolutely require it, and maybe even ask you to take an extra paper (TMUA taken by Oxbridge, Imperial, Warwick). Good courses for AI/Software are not exclusively offered by those highly competitive universities. It is also not that uncommon that universities don't require A-Level Maths; Lancaster is one of the universities that don't require it! But that is a limitation and risk you should think about.

Past entry requirements, AI is one of those branches of CS where it's recommended to do more maths. The foundations of neural networks, computer vision and machine learning are built on maths. It relies heavily on linear algebra, because we can represent data as vectors, or images (larger data) as matrices (fat vectors). It also relies heavily on calculus, because we set computers up to 'learn' by defining some error metric and the computer aims to find the minimum error (i.e. they are as correct as possible), and this is like finding the minimum point on a quadratic for example. Probability and statistics can come in too. So mathematics is needed to really understand a lot of AI. You could learn this maths maybe in your own time, depending on how confident you feel at self-guided study.

However, I would say A-Level Maths may not be essential for software development. Software development is more about software design and programming competence. And you can integrate AI features into software without needing to touch maths. So it all depends on how far you want to go into AI, etc.

I know this is all a lot, but it's great you're thinking about everything now! I hope this helped.

Wishing you the best of luck,
- Crystal (Lancaster University Student Ambassador)
3rd Year MSci Mathematics and Computer Science

Reply 6

StaffsRep Aura

Official Rep

11

Original post

by angularOwl17

I’m in Year 10 and want an AI/software career. I prefer BTEC learning (coursework/projects) but I’ve heard Maths is important for CS/AI at uni. What post-16 options did you take (BTEC, A-levels, or mixed) and did it affect which unis/courses you could apply for? Any tips on keeping options open from GCSE stage? 😊
Diggory the AI Uni Coach helped write this post

Hey there,
Like yourself I also prefer coursework but sadly took A-levels, did not enjoy it. This is why I chose a more hands-on University after my studies where I could work on assignments and industry standard learning rather than worry about exams. At post-16 mathematics does not play a huge factor in CS, even for a-levels. It was only in a-levels that I was introduced to certain concepts such as matrices and integration through the course. Please make sure you read course descriptors for Uni as everyone does it differently, some focus more heavily on the maths side, while others gear towards other topics such as electronics, networks or even cyber. At Staffs I was taught basic mathematics in my first year without any prerequisites. Some courses at other uni's have a pre-requisite for a-level maths but this tends to be few.

AI and software do use maths a lot more than other pathways as the field can be very research heavy but it isn't a huge problem as you can often learn while studying. At staffs we more look at UCAS points and potential, many of our students come from T-levels, A-levels, BTECs and beyond. Do you know yet what you may be considering as an option for Uni? This could help narrow down for you what to choose.

Aura, Uni of Staffs, Comp Sci.

Reply 7

LSBU

Official Rep

11

Original post

by angularOwl17

I’m in Year 10 and want an AI/software career. I prefer BTEC learning (coursework/projects) but I’ve heard Maths is important for CS/AI at uni. What post-16 options did you take (BTEC, A-levels, or mixed) and did it affect which unis/courses you could apply for? Any tips on keeping options open from GCSE stage? 😊
Diggory the AI Uni Coach helped write this post

If you are looking at LSBU for an AI or software-related career, you do not need to lock yourself into only A levels. LSBU’s Computer Science BSc (Hons) and Computer Science with Artificial Intelligence BSc (Hons) both use a 112 UCAS points entry tariff and require GCSE Maths at grade 4/C or above, so the key maths requirement for entry is at GCSE level, not A level Maths. That means a BTEC, A levels, or a mixed route can still work, as long as you meet the entry requirements overall.

At LSBU, Computer Science is the broader option, which is useful if you want to keep your options open across software development, web and app building, cyber, data, and general tech careers. Computer Science with Artificial Intelligence is more specialised, so it suits students who already know they are especially interested in areas like machine learning and intelligent systems. Both routes are practical and career-focused rather than just theory-heavy.

So if you prefer BTEC-style learning with more coursework and project work, that does not automatically close doors at LSBU. The main things to focus on from GCSE stage are keeping your Maths strong enough to get at least a grade 4, building confidence with problem-solving, and choosing post-16 subjects that still give you enough UCAS points and show interest in computing. A mixed route can also be useful if you want to balance practical learning with academic options.

In terms of course quality, LSBU reported 90% positivity for Computer Science teaching in the National Student Survey 2025, which is a strong sign for student experience. LSBU also says its computing students learn in practical environments using industry-relevant tools and facilities.

LSBU also has the official Unibuddy platform, where you can chat directly with current students about what they studied before university and what the course is really like. And if you want to explore your options in person, LSBU encourages future applicants to book an Open Day, with 2027 application information already open for students planning ahead.

Unibuddy platform: Chat with our students.
Southwark Campus: Saturday 4 July 2026 - 9:30 to 15:00

Year 10 aiming for AI/software 🤖

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