Are you looking to benefit from a new career in Software Development?

Skills shortages in the IT sector is driving the need for qualified, entry-level career seekers and career changers.

We help place graduates from this programme in top UK companies and organisations needing to employ entry-level software development staff that can hit the ground running with up-to-date skills gained from this programme.

The best part is you will not need any previous experience as fully accredited training, which includes tutor support and mentoring, provides you with the skills, practical knowledge, and qualifications for you to secure a professional job and career in coding. You will also have the reassurance of a job guarantee (£25K-£40K) upon completion.

Whether you are working full-time, part-time or are unemployed, this package has the flexibility to be completed at a pace that suits you and can be completed in a few weeks or a few months (step 1 to 4 below). Your job and career goals are completed in four simple steps.

Step 1 -HTML and CSS Online Training (*12 weeks)

The first step is completing a selection of professional and industry-recognised courses. We have carefully selected these courses to give you the most out of both your learning and employment journey.

• HTML Essentials (6 weeks)
• CSS Essentials (6 weeks)

The training is delivered via multimedia rich video tutorials, presentations, and quizzes through a portal that you study online from anywhere you choose. You will also be assigned an expert tutor and a support mentor to help you throughout your training.

Once the HTML & CSS courses are complete, you will be ready to move forward.

Step 2 -Online Training (*12 weeks)

The second step includes a selection of more advanced courses to get you up to speed.

• Learn the Command Line (1.5 weeks)
• Learn Git & GitHub (1.5 weeks)
• Learn JavaScript (1.5 weeks)
• Learn Python 3 (1.5 weeks)

JavaScript forms the foundation of almost everything you see on the Internet, so it will be essential! Python is highly versatile. You can use it for both small and complex tasks, and it is used across many different industries.

Step 3 - Build a Portfolio Website Project (1 week)

Additional Courses

• AWS Certified Cloud Practitioner
• Microsoft Certified: Azure Administrator Associate

Step 4 -Entry Level Development placement (£25K - £40k)

We work with you to secure your first role in software development, website administration or programming, with a starting salary of anywhere between £25K - £40k. While working in your first role, we will release your second batch of training which is specifically designed to increase your development knowledge to help you develop your career further to become a software developer.

We have been helping career changers and new career seekers gain new careers since 2009 and we are a CompTIA Gold Partner, accredited by the BCS (Chartered Institute of IT/ British Computer Society) to ensure we provide the highest levels of training.

In addition, we are also ELCAS approved to help members of the Armed Forces, Service Leavers and Veterans gain rewarding careers in IT and Cybersecurity.

Job Guarantee

Due to the success of this programme and the skills shortage of entry-level development staff, we can guarantee you will secure a job upon completion of your study programme, or we will refund you 100% of your course fees back. This is subject to our terms of learning/ terms of business.

Enthusiastic about starting a career in coding? Apply now and one of our friendly advisors will be in touch.

Keywords: Website, Web Developer, Business Development, Website, Web Design, Front End, Back End, Full Stack, Computer Programmer, Computer Systems Engineer, Systems Analyst, Programmer Analyst, Database Administrator, Front-end Developer, Mobile App Developer, Software Developer, Data Scientist, Cloud Engineer.

Are you looking to benefit from a new career in Data Analysis?

If you are detail orientated, perceptive, organised, competent, analytical and can communicate well with those around you; you could have a truly rewarding future as a Data Analyst

We do this using our specialised Data Analyst career programme which looks to assist and place qualified candidates into a career pathway in Data Analysis.

Please note this career program is designed for entry level individuals with limited or no experience, so please do not apply if you are already an experience Data Analyst as we will be looking primarily at entry level roles.

Demand for Data Analysts has grown 20% year on year with experienced analysts easily commanding salaries of £50k+. All business decisions rely on data to ensure correct business decisions are made and therefore the role of the data analyst in the new digital world has become essential for business owners.

Below are current average salaries in the sector for lower-level positions and fully trained Data Analysts:

• Junior Data Analyst - £30,000
• Data Analyst - £50,000
• Business Data Analyst - £67,500
• Data Analytics Analyst - £80,000
• Business Analysts - £60,000

Using our experience in providing data analysis and business analysis training online and through our expert recruitment consultants, we can provide a seamless journey and often fast-tracked route into a new career in Data Analysis.

The courses in the package have been identified by our recruitment partners as industry standards for the UK/European and International Data Analysis sector.

Skills shortages across all sectors are increasing the demand for qualified, entry-level career seekers and career changers.

Whether you are working full-time, part-time or are unemployed, this job and recruitment package has the flexibility to be completed at a pace that suits you and can be completed in a few weeks. Your job and career goals are completed in 4 easy steps listed below.

Step 1 - CompTIA Data+ Qualification

The first step is completing the CompTIA Data+ Qualification accredited by CompTIA.

This professional international industry-recognised qualification teaches you the essential skills of a Data Analyst. You will cover skills such as data mining, manipulating data, visualising data, and reporting on data.

Study time for the qualification is approximately 30 hours and qualification is achieved by completing a 1-hour multiple choice exam.

The course is provided online and comes complete with exam simulators and revision tools.

You will be provided with access to a tutor and a 1-hour online revision workshop prior to sitting your exam.

This qualification will set you on a route to becoming a data analyst.

Step 2 - Data Administration Training

Data is extracted using various method which are normally IT driven.

Therefore, we will provide you with access to the following additional courses to ensure you are suitably employable as a data analyst.

• Microsoft excel - to expert level.
• Learn SQL - the programming language used for extracting data from more complex databases.
• Learn Python 3 - Python 3 is a simple to use programming language used by many analysts.
• Learn Tableau - Tableu is a tool which analysts use to build visually appealing dashboards for complex data making it easier for stakeholders to comprehend.

Study time for these courses is approximately 30-60 hours and qualification is achieved through completion of the course with no exam.

Step 3 - Business Analysis Foundation

Business Analysts and Data Analysts often work very closely together and indeed many Data Analysts become Business Analysts and vice versa.

Adding a Business Analyst Foundation certificate will make you much more employable and enable you to cross over into business analyst roles and hybrid roles. Business Analysis Foundation accredited by the BCS (The British Computer Society also known as the Chartered Institute of IT).

Study time for this course is approximately 15 hours and qualification is achieved through an online BCS exam.

Step 4 - Recruitment Support

Now you are qualified for an entry level data analyst position our recruitment support team will now begin collaborating with you to help you secure your first a suitable role based on your new qualifications and any other experience you may have.

We have been helping candidates start and build careers in the project management industry since 2007 and have a 4.8 Trustscore on Trustpilot.

Our Recruitment Support team will help you work through job applications, interviews and provide you with a full cv review based around your new qualification and written to maximise your chances of obtaining a role in the project management sector.

They will provide you with guidance as to which roles our most suitable for you as an entry level project sector worker aiming to become a project manager. This will include mock job interviews as well as any help you feel you need.

Our money back guarantee

If after 1 year of passing your formal qualifications, we have been unable to help you secure a role, we will refund your study fees minus the cost of the exams.

However, we are normally able to help candidates find their first role within 6 months of qualifying and for locations based close to major cities this is often reduced to less than 3 months.

Check our testimonials from the hundreds of candidates we have already helped.

What Now?

To accommodate candidates, the training element of the package is available on finance terms of up to 1 year. This enables you to get qualified and start in your new role without having to fund all the training costs up front.

Enquire now and one of our experienced Career Consultants will contact you within 4 working hours to answer any questions that you may have and to assist you in taking the first step towards your Data Analyst Career aspirations.

Are you looking to benefit from a new career in Web Development?

Skills shortages in the IT sector is driving the need for qualified, entry-level career seekers and career changers.

We help place graduates from this programme in top UK companies and organisations needing to employ entry-level software development staff that can hit the ground running with up-to-date skills gained from this programme.

The best part is you will not need any previous experience as fully accredited training, which includes tutor support and mentoring, provides you with the skills, practical knowledge, and qualifications for you to secure a professional job and career in coding. You will also have the reassurance of a job guarantee (£25K-£40K) upon completion.

Whether you are working full-time, part-time or are unemployed, this package has the flexibility to be completed at a pace that suits you and can be completed in a few weeks or a few months (step 1 to 4 below). Your job and career goals are completed in four simple steps.

Step 1 - HTML and CSS Online Training

The first step is completing a selection of professional and industry-recognised courses. We have carefully selected these courses to give you the most out of both your learning and employment journey.

• HTML Essentials
• CSS Essentials
• Tailwind

The training is delivered via multimedia rich video tutorials, presentations, and quizzes through a portal that you study online from anywhere you choose. You will also be assigned an expert tutor and a support mentor to help you throughout your training.

Once the HTML & CSS courses are complete, you will be ready to move forward.

Step 2 - Online Training

The second step includes a selection of more advanced courses to get you up to speed.

• React-js
• JavaScript

JavaScript forms the foundation of almost everything you see on the Internet, so it will be essential! Python is highly versatile. You can use it for both small and complex tasks, and it is used across many different industries.

Step 3 - Build a Portfolio Website Project

Additional Courses

• AWS Certified Cloud Practitioner
• Microsoft Certified: Azure Administrator Associate

Step 4 -Entry Level Development placement (£25K - £40k)

We work with you to secure your first role in software development, website administration or programming, with a starting salary of anywhere between £25K - £40k. While working in your first role, we will release your second batch of training which is specifically designed to increase your development knowledge to help you develop your career further to become a software developer.

We have been helping career changers and new career seekers gain new careers since 2009 and we are a CompTIA Gold Partner, accredited by the BCS (Chartered Institute of IT/ British Computer Society) to ensure we provide the highest levels of training.

In addition, we are also ELCAS approved to help members of the Armed Forces, Service Leavers and Veterans gain rewarding careers in IT and Cybersecurity.

Job Guarantee

Due to the success of this programme and the skills shortage of entry-level development staff, we can guarantee you will secure a job upon completion of your study programme, or we will refund you 100% of your course fees back. This is subject to our terms of learning/ terms of business.

Enthusiastic about starting a career in coding? Apply now and one of our friendly advisors will be in touch.

Keywords: Website, Web Developer, Business Development, Website, Web Design, Front End, Back End, Full Stack, Computer Programmer, Computer Systems Engineer, Systems Analyst, Programmer Analyst, Database Administrator, Front-end Developer, Mobile App Developer, Software Developer, Data Scientist, Cloud Engineer.

If you are looking to progress a career in website administrator, then this training and placement programme is made for you?

Skills shortages in the IT sector is driving the need for qualified, entry-level career seekers and career changers.

All you need is a desire to work hard and invest some time and money in yourself to build the foundations for a new career.

We help you start your career journey in programming by firstly ensuring you have the necessary industry recognised certifications and skills required to build a career.

We ensure you market yourself properly through a structured career driven cv and LinkedIn profile highlighting your skills, any experience, and relevant transferable skills from other roles.

Finally, our tutors will help you create a credible portfolio to demonstrate your skills and abilities to potential new employers.

We have many years of experience in helping graduates find their first roles in top UK companies and organisations who need to employ entry-level qualified programming staff that can hit the ground running with up-to-date skills gained from this programme.

The programme is specifically designed for individuals with none or limited experience but a real desire to start a career. Therefore, please do not apply if you are already an experienced programmer.

Whether you are working full-time, part-time or are unemployed, this package has the flexibility to be completed at a pace that suits you and can be completed in as little as a few weeks or a few months (see steps 1 to 4 below). Study timings are approximate and assume you can study for a minimum 5 hours per week. *Training times will be reduced if you are able to invest more time each week.

Stage 1 - Learn HTML and CSS (*up to 12 weeks)

The first step is completing a selection of professional and industry-recognised courses. We have carefully selected these courses to give you the most out of both your learning and employment journey.

• HTML Essentials (*up to 6 weeks)
• CSS Essentials (*up to weeks)

Training is delivered through multimedia rich video tutorials, presentations and quizzes using an online portal enabling you to study online from anywhere you choose. You will also be assigned an expert tutor and a support mentor who will work with you 1-2-1 or in group sessions to provide additional training and support.

Once the HTML & CSS courses are complete, your trainer will move you forward to the next stage.

Stage 2 - Additional Online Training (*up to 12 weeks)

The second step includes a selection of more advanced courses to get you up to speed for what is required and relevant for many entry level programming roles and help you get a step ahead.

• Learn the Command Line (*1.5 weeks)

• Learn Git & GitHub (*1.5 weeks)

• Learn JavaScript (*1.5 weeks)

• Learn Python 3 (*1.5 weeks)

JavaScript forms the foundation of almost everything you see on the Internet. Therefore, this is an essential addition language in building your programming and development foundation.

Python is a highly versatile programming language and due to its relatively “easy to understand” commands now one of the most common programming languages used. You can use it for both small and complex tasks, and it is used across many different industries broadening your scope of opportunity.

Step 3 - Building a Portfolio Website Project (1 week)

Your tutor will provide you with some exercises and guidelines to help you build your own personalised portfolio. Having a strong portfolio to which demonstrates and showcases your range of skills and ability is essential within a programming career.

In addition, we will now provide additional Study Courses for your continued development and broadening of your skills. Completion of these course is voluntary but recommended.

• AWS Certified Cloud Practitioner
• Microsoft Certified: Azure Administrator Associate

Step 4 - Entry Level Web Administrator placement

We will now work with you to help you secure your first role in a role utilising your new skills in a coding, programming, or a web development role. Entry level roles typically start between £25K - £40k dependant on any prior knowledge or experience you may have.

There are many entry level roles where your newly learned skills can be applied meaning a vast array of opportunities are now available to you. Examples of some of these are listed below: -

• Junior Developer
• Website Administrator
• Website Support Developer
• Junior Web Developer
• Content Editor
• Wordpress Developer
• Junior Software Developer
• Junior Front or Back End Development
• Development Support

We have been helping career changers and new career seekers gain new careers since 2009 and we are a CompTIA Platinum Partner, accredited by the BCS (Chartered Institute of IT/ British Computer Society) to ensure we provide the highest levels of training. We also have a 4.9 Trustpilot rating and numerous testimonials available on our website.

Our money back Job Guarantee

Due to our success and confidence in the results we deliver, and the skills shortage for entry-level coding staff we guarantee you will secure a job upon completion of your study programme, or we will refund you 100% of your course fees back. This is subject to our terms of learning/ terms of business.

Qualification for this programme?

To ensure we maintain a high level of support for our candidates, we limit spaces to this programme.

Apply before the deadline and one of our consultants will speak with you to check your eligibility for the programme.

Are you looking to benefit from a new career in Software Development?

Skills shortages in the IT sector is driving the need for qualified, entry-level career seekers and career changers.

We help place graduates from this programme in top UK companies and organisations needing to employ entry-level software development staff that can hit the ground running with up-to-date skills gained from this programme.

The best part is you will not need any previous experience as fully accredited training, which includes tutor support and mentoring, provides you with the skills, practical knowledge, and qualifications for you to secure a professional job and career in coding. You will also have the reassurance of a job guarantee (£25K-£40K) upon completion.

Whether you are working full-time, part-time or are unemployed, this package has the flexibility to be completed at a pace that suits you and can be completed in a few weeks or a few months (step 1 to 4 below). Your job and career goals are completed in four simple steps.

Step 1 -HTML and CSS Online Training (*12 weeks)

The first step is completing a selection of professional and industry-recognised courses. We have carefully selected these courses to give you the most out of both your learning and employment journey.

• HTML Essentials (6 weeks)
• CSS Essentials (6 weeks)

The training is delivered via multimedia rich video tutorials, presentations, and quizzes through a portal that you study online from anywhere you choose. You will also be assigned an expert tutor and a support mentor to help you throughout your training.

Once the HTML & CSS courses are complete, you will be ready to move forward.

Step 2 -Online Training (*12 weeks)

The second step includes a selection of more advanced courses to get you up to speed.

• Learn the Command Line (1.5 weeks)
• Learn Git & GitHub (1.5 weeks)
• Learn JavaScript (1.5 weeks)
• Learn Python 3 (1.5 weeks)

JavaScript forms the foundation of almost everything you see on the Internet, so it will be essential! Python is highly versatile. You can use it for both small and complex tasks, and it is used across many different industries.

Step 3 - Build a Portfolio Website Project (1 week)

Additional Courses

• AWS Certified Cloud Practitioner
• Microsoft Certified: Azure Administrator Associate

Step 4 -Entry Level Development placement (£25K - £40k)

We work with you to secure your first role in software development, website administration or programming, with a starting salary of anywhere between £25K - £40k. While working in your first role, we will release your second batch of training which is specifically designed to increase your development knowledge to help you develop your career further to become a software developer.

We have been helping career changers and new career seekers gain new careers since 2009 and we are a CompTIA Gold Partner, accredited by the BCS (Chartered Institute of IT/ British Computer Society) to ensure we provide the highest levels of training.

In addition, we are also ELCAS approved to help members of the Armed Forces, Service Leavers and Veterans gain rewarding careers in IT and Cybersecurity.

Job Guarantee

Due to the success of this programme and the skills shortage of entry-level development staff, we can guarantee you will secure a job upon completion of your study programme, or we will refund you 100% of your course fees back. This is subject to our terms of learning/ terms of business.

Enthusiastic about starting a career in coding? Apply now and one of our friendly advisors will be in touch.

Keywords: Website, Web Developer, Business Development, Website, Web Design, Front End, Back End, Full Stack, Computer Programmer, Computer Systems Engineer, Systems Analyst, Programmer Analyst, Database Administrator, Front-end Developer, Mobile App Developer, Software Developer, Data Scientist, Cloud Engineer.

Are you ready to start a new career in Data Analysis?

The demand for Data Analysts has grown by 20% annually, with experienced professionals earning salaries upwards of £58,000.

In today’s digital world, data is critical to business decision-making, making the role of a Data Analyst indispensable. As skills shortages continue to grow, the demand for qualified entry-level professionals is on the rise.

With our Data Analytics career programme we will provide you with:

• 8 training modules: Excel, SQL, Python, R, Tableau, Power BI, CompTIA Data+ & Azure AI Fundamentals
• 3 official examinations: Microsoft Power BI Data Analyst, CompTIA Data+, & Microsoft Azure AI Fundamentals
• 100+ hours of live instructor-led online classroom training
• Real-world Data Analyst project work & live labs to boost your CV
• Exam & interview preparation
• Job Guarantee with a salary up to £35,000

Course cost - £2495, or, £207.91 per month

We guarantee you will be offered a job upon completion, or we will refund you 100% of your course fees.

No prior industry experience is required - No matter your background, previous studies or work history - if you think you have the soft skills (communication skills, passion) needed then we can help you launch the career you want.

Click 'Apply Now’ to begin your new data career!

Method has partnered with an early-stage health-tech company building a women’s health platform (biomarker analysis, questionnaires, personalised reports).

They are looking to engage a Senior Full-Stack Engineer on a contract basis to build out the MVP. The core product is live, is well-architected, and has good documentation, so the focus is now on scaling content, marketing, and commerce capability.

This is a hands-on senior engineering role, taking ownership of delivery across a 12-week programme. The initial focus is on stabilisation, addressing tracking, CI/CD, and key security and configuration issues. This is followed by frontend and payments work in weeks two to three, including migrating the application from, improving the Stripe integration, and implementing core tracking and SEO foundations, and more,.

Tech Stack

React, TypeScript, Next.js, Python (FastAPI), PostgreSQL, GCP (Cloud Run/SQL), Stripe, Firebase Auth, Terraform.

Key Requirements

• Strong React/TypeScript and Next.js (SSR/SSG)
• Python/FastAPI backend experience
• PostgreSQL and data modelling
• GCP familiarity + CI/CD discipline
• Stripe (Checkout, webhooks)
• Comfortable working independently and making architectural decisions

Nice to Have

Headless CMS, SEO/Core Web Vitals, marketing integrations (Mailchimp, Meta), GDPR/health-tech exposure, dynamic form builders.

Details

Contract: 12-weeks (Outside)

Rate: £500-600/day

Remote (UK preferred)

Reporting directly to founder

RSG Plc is acting as an Employment Business in relation to this vacancy.

Python Engineer - AI/ML Automation

Location - remote, with occasional trip to Edinburgh or Glasgow when required

Duration - 6 months with possible extensions

Day rate - circa £520 Outside ir35

We are looking for an experienced Python Engineer to join a forward-thinking agile team focused on building AI-driven automation solutions within a high-impact domain.

Key Responsibilities

• Develop and enhance automation services using OCR, Object Detection, and Large Language Models (LLMs)
• Build scalable system components to process and analyse complex document and text data
• Design and maintain robust ETL pipelines and data processing workflows
• Collaborate with cross-functional teams to integrate solutions into existing digital platforms
• Support production systems, ensuring performance, reliability, and continuous improvement
• Contribute to research and development of innovative AI/ML solutions
• Write clean, maintainable, and well-tested code following best engineering practices
• Participate in agile ceremonies, code reviews, and collaborative development activities
• Mentor team members and share knowledge across the wider engineering community

Required Skills & Experience

• Strong Python (3.9+) development experience
• Hands-on experience with AI/ML technologies (OCR, LLMs, Object Detection)
• Experience with libraries such as PyTorch, Hugging Face, OpenCV, and Pandas
• Knowledge of AWS services (Lambda, S3, SQS, CloudWatch)
• Experience building APIs using FastAPI
• Solid understanding of data processing, system design, and cloud-based architectures
• Familiarity with Agile methodologies and modern development practices (TDD, CI/CD)

If this seems like a good fit, please apply today or email your CV to

McGregor Boyall is an equal opportunity employer and do not discriminate on any grounds.

Why? Lead a Greenfield web and mobile project

Tech - Python, Ruby on Rails, React, Next, React Native, AWS

We’re looking for a Senior Software Engineer who wants more than just an average dev job. You’ll own features end-to-end, working closely with product owners, shaping architecture, and mentoring others while working with a modern, cloud-native stack. Great engineering is a team sport. Beyond strong technical skills, we’re looking for someone who communicates openly, collaborates naturally, and helps create an environment where everyone can do their best work.

You’ll join a product-focused engineering team where your ideas matter, your code ships fast, and your work has real business impact.

Senior Software Engineer Responsibilities

• Own features from concept to production; collaborate and co-own product and design to shape solutions
• Translate product strategy into technical and architectural solutions
• Actively communication with stakeholders to support product roadmaps
• Build and scale modern web and mobile applications
• Lead engineers on this project and help grow a strong culture

Senior Software Engineer Requirements

• Full-stack development experience Python or Ruby on Rails + React/Next.js or React Native)
• Prior experience liaising with product teams and business stakeholders
• Solid understanding of software architecture, design patterns, and automated testing
• Ability to design and deliver complex features from scratch and communicate them to non-technical stakeholders
• Excellent problem-solving skills and attention to detail

For more information, please contact Katie at Matched Group.

Senior Software Engineer / Senior Software Developer / Ruby-on-Rails / Python

Why? Lead a Greenfield web and mobile project

Tech - Python, Ruby on Rails, React, Next, React Native, AWS

We’re looking for a Senior Software Engineer who wants more than just an average dev job. You’ll own features end-to-end, working closely with product owners, shaping architecture, and mentoring others while working with a modern, cloud-native stack. Great engineering is a team sport. Beyond strong technical skills, we’re looking for someone who communicates openly, collaborates naturally, and helps create an environment where everyone can do their best work.

You’ll join a product-focused engineering team where your ideas matter, your code ships fast, and your work has real business impact.

Senior Software Developer Responsibilities

• Own features from concept to production; collaborate and co-own product and design to shape solutions
• Translate product strategy into technical and architectural solutions
• Actively communication with stakeholders to support product roadmaps
• Build and scale modern web and mobile applications
• Lead engineers on this project and help grow a strong culture

Senior Software Developer Requirements

• Full-stack development experience Python or Ruby on Rails + React/Next.js or React Native)
• Prior experience liaising with product teams and business stakeholders
• Solid understanding of software architecture, design patterns, and automated testing
• Ability to design and deliver complex features from scratch and communicate them to non-technical stakeholders
• Excellent problem-solving skills and attention to detail

For more information, please contact Katie at Matched Group.

Senior Software Engineer / Senior Software Developer / Ruby-on-Rails / Python

Are you a forward-thinking Data Analyst passionate about building secure, scalable systems that drive financial innovation?The Role

You’ll play a key role in shaping how data is used within a fast-paced financial environment - designing solutions that meet regulatory requirements while enabling smarter business decisions.

Working across the full data lifecycle, you’ll analyse complex datasets and contribute to designing enterprise-level data solutions that support transformation and growth.

Key Responsibilities

• Analyse and model structured and unstructured data using logical and physical modelling techniques
• Design scalable data architectures, including data flows and ETL processes
• Support modern, cloud-based data platforms and solutions
• Ensure data quality, governance, lineage, and compliance with regulations (e.g. GDPR)
• Translate business requirements into data-driven solutions
• Collaborate with cross-functional stakeholders to deliver impactful outcomes
• Contribute to advanced analytics initiatives such as predictive modelling and fraud detection

Skills & Experience

Essential:

• Strong experience in data analysis, profiling, and data mapping
• Proficiency in SQL and/or Python
• Solid understanding of data modelling, normalization, and performance optimisation
• Experience with data governance, security, and regulatory compliance
• Hands-on experience with ETL processes, data warehouses, and cloud platforms (e.g. AWS, Azure, GCP, Snowflake)
• Ability to communicate technical concepts clearly to non-technical stakeholders

Desirable:

• Experience with data visualisation tools (e.g. Power BI, Tableau)
• Familiarity with metadata management and governance tools (e.g. Purview, Collibra, Informatica)
• Exposure to AI/ML use cases in analytics
• Background in financial services or other regulated industries

What’s on Offer

• Opportunity to work on large-scale, high-impact data transformation projects
• Exposure to modern data technologies and cloud platforms
• Clear career progression into architecture or leadership roles
• Collaborative and innovative working environment
• Ongoing learning, development, and certification support

Your new companyThis role is working for Hays, a FTSE 250 recruitment leader with a global footprint, combining decades of expertise with a bold technology strategy focused on modernisation, digitalisation and innovation to power progress through people and market-leading tech. With deep specialism across STEM and digital domains, Hays leverages data-driven insight and a worldwide tech talent network to help organisations secure the skills they need today and for the future. Backed by significant investment in its technology transformation and strategic partnerships, Hays is shaping the future of tech recruitment and supporting businesses as they build tomorrow’s workforce.Your new roleThe Demand & Capacity Manager ensures that Technology Operations has the resources, capacity, and performance headroom needed to deliver stable, predictable, and scalable services globally. The role is responsible for forecasting demand, analysing consumption trends, modelling capacity needs, and identifying risks related to saturation, seasonal patterns, and strategic growth. This includes coordinating with Finance, PMO, Service Performance Management, Engineering teams, and vendors to ensure that demand is understood, capacity is planned, and costs are optimised across infrastructure, platforms, cloud, and global operations. Core Responsibilities:

• Own the global demand and capacity management framework across infrastructure, cloud, platforms, and operational delivery services.
• Develop and maintain capacity models incorporating historic trends, business forecasts, and technology growth patterns.
• Forecast demand for infrastructure resources, cloud consumption, platform usage, licensing, storage, workloads, and workforce/operational capacity.
• Identify saturation risks, constraints, seasonal spikes, and capacity-related service vulnerabilities.
• Provide capacity insights to PMO reprioritisation, investment planning, and readiness assessments.
• Work with Service Performance Manager to correlate capacity with stability, recurrence patterns, and performance bottlenecks.
• Partner with Vendor/Contract Manager to assess vendor capacity commitments, delivery models, and scalability.
• Collaborate with EA to ensure capacity plans align with technology roadmaps and transformation initiatives.
• Ensure appropriate capacity for major business events, releases, migrations, and peak periods.
• Maintain regular reporting covering consumption, forecasts, risks, and recommended actions.
• Accountable for the accuracy and quality of global demand and capacity forecasts.
• Ensure capacity risks are identified early, documented, communicated, and mitigated with clear action plans.
• Maintain a single source of truth for demand, consumption, and capacity insights.
• Provide leadership with proactive recommendations for investment, optimisation, and scaling actions.
• Drive alignment between capacity planning, financial forecasting, and platform/infrastructure strategies.
• Prepare and run capacity governance routines including monthly capacity reviews.
• Ensure readiness and capacity availability for major business or technology events.
• Support cloud optimisation and FinOps activities with accurate consumption modelling.
• Collaborate with operational teams to ensure capacity actions support service stability and avoid degradations. Global Delivery & Collaboration:
• Work with Regional Service Managers to capture local demand patterns, constraints, and capacity needs.
• Collaborate with EA to ensure strategic alignment with long-term architectural evolution.
• Partner with Infrastructure and Platform teams to understand scaling limits, performance boundaries, and capacity signals.
• Engage with PMO to validate capacity readiness for projects, migrations, and releases.
• Coordinate globally with MSPs (incl. Cognizant) to validate vendor capacity and delivery throughput.
• Work with Finance and Cost Management teams to validate budget impact, cost-to-serve models, and cloud consumption forecasts.
• Support Security and Compliance capacity requirements for logging, monitoring, DR, and backup workloads. Key Deliverable:
• Global Demand & Capacity Forecast (rolling 12-36 months).
• Capacity Models & Dashboards (infrastructure, cloud, platform, operational workload).
• Monthly Consumption & Capacity Report including risks, hotspots, and future projections.
• Quarterly Capacity Review Pack including investment proposals and optimisation insights.
• Capacity inputs for PMO readiness assessments, budgeting, and prioritisation.
• Documentation of mitigation actions for capacity-related risks.
• Cloud consumption models and cost-optimisation recommendations. KPIs & Success Measures:
• Accuracy of demand and capacity forecasts.
• Reduction of unplanned capacity-related incidents or outages.
• Timeliness of capacity reporting and insights.
• Optimisation impact (cloud savings, resource efficiency gains).
• Stakeholder satisfaction across Technology, Finance, Regions, and Vendors.
• Alignment of capacity with business demand and technology roadmaps.

What you’ll need to succeed

• Hands-on experience with automation platforms (ServiceNow Flow Designer, Power Automate, Rundeck, Ansible, Terraform, or similar).
• Scripting skills (PowerShell, Python, Bash, or equivalent).
• Understanding of monitoring and alerting systems (e.g., Dynatrace, Datadog, Splunk, Azure Monitor).
• Knowledge of ITSM processes (Incident, Problem, Change, Request) and workflow automation.
• Experience integrating automation with CI/CD, APIs, and cloud-native services.
• Strong understanding of identity models, RBAC, and secure automation practices.
• Ability nonrepresentational issues and translate them into automation solutions.
• Experience working with MSPs and global delivery models

What you’ll get in returnCompetitive base salary + bonus + benefits aligned to the seniority of the role.What you need to do nowIf you’re interested in this role, click ‘apply now’ to forward an up-to-date copy of your CV, or call us now.If this job isn’t quite right for you, but you are looking for a new position, please contact us for a confidential discussion about your career.

Hays Specialist Recruitment Limited acts as an employment agency for permanent recruitment and employment business for the supply of temporary workers. By applying for this job you accept the T&C’s, Privacy Policy and Disclaimers which can be found at hays.co.uk

Up to £750 per day (Inside IR35)

Remote

6 months

My client is seeking a hands-on Security Engineer with deep expertise in Palo Alto Networks technologies, particularly around Prisma Access and Strata Cloud Manager, as well as ideally having working knowledge of Zscaler. You will play a key role in designing, implementing, and enhancing secure network infrastructure across a large, complex enterprise environment.

Key Requirements:

• Proven experience as a Security Engineer within large, Enterobacteriales environments.
• Strong Palo Alto Networks experience - Prisma Access is essential, with solid hands-on expertise in Strata Cloud Manager.
• Experience migrating from Zscaler
• Experience building or tuning policy-based security controls (DLP, URL filtering, decryption, etc.).
• Skilled in Palo Alto VM-Series and related PAN security products.
• Exposure to IAM/PAM/PIM concepts.

Nice to have:

• Knowledge of firewalling, VPN, Zero Trust frameworks, and SD-WAN technologies.
• Experience with Terraform and scripting (Python, Bash, or PowerShell).
• Experience integrating SIEM platforms
• Understanding of Zero Trust architecture and SD-WAN optimization

If you’re interested in this role, click ‘apply now’ to forward an up-to-date copy of your CV, or call us now.If this job isn’t quite right for you, but you are looking for a new position, please contact us for a confidential discussion about your career.

Hays Specialist Recruitment Limited acts as an employment agency for permanent recruitment and employment business for the supply of temporary workers. By applying for this job you accept the T&C’s, Privacy Policy and Disclaimers which can be found at hays.co.uk

Your new role"We are seeking an AI Data & Systems Architect to strengthen our data foundations during the implementation of a new ERP system and shape, develop, and deliver our future AI capability.The initial focus of this role will be on building strong data governance, improving data quality, and ensuring the business is ready to maximise value from the new ERP platform. From there, the role will define and prioritise AI and analytics opportunities, develop robust business cases, and lead the delivery of AI tools and solutions with support from third-party partners where required."What you’ll need to succeed

• Strong experience in data governance, data architecture, ERP transformation, AI/data strategy, or solution delivery roles.
• Experience improving data quality and governance in complex business environments.
• Experience supporting ERP implementation or transformation, ideally with exposure to ERP platforms.
• Strong understanding of data controls, master data, and cross-functional business processes.
• Advanced capability in Python or R for data analysis, automation, modelling, or AI tool development.

What you need to do nowIf you’re interested in this role, click ‘apply now’ to forward an up-to-date copy of your CV, or call us now.If this job isn’t quite right for you, but you are looking for a new position, please contact us for a confidential discussion about your career.

Hays Specialist Recruitment Limited acts as an employment agency for permanent recruitment and employment business for the supply of temporary workers. By applying for this job you accept the T&C’s, Privacy Policy and Disclaimers which can be found at hays.co.uk

Full Stack Developer (Application Server Technologies)-£537 per day inside IR35- Fully remote - 5 month contract with potential for extensionSecurity & Clearance RequirementsCurrent / Active SC Clearance is mandatory

Public Sector experience is mandatory

I am working with a key client, a global consultancy who are seeking an experienced Full Stack Developer to support Public Sector delivery programmes. You will work remotely, contributing to proof-of-concept development and the build of secure, scalable applications using modern back-end and front-end technologies.

Key Responsibilities

• Deliver proof-of-concept (PoC) development to support business and technical requirements
• Design, develop and maintain back-end services using Python
• Develop front-end solutions using modern JavaScript frameworks such as React
• Write and optimise SQL queries and data interactions
• Use Git for version control and collaborative development
• Ensure solutions meet security, performance, and quality standards
• Collaborate with multi-disciplinary teams in a Public Sector environment

Required Skills & Experience

• Strong commercial experience as a Full Stack Developer
• Hands-on Python development experience
• Front-end development experience using React or similar frameworks
• Solid SQL knowledge for data access and manipulation
• Strong experience using Git-based version control
• Experience delivering solutions within secure or Public Sector programmes

Adding more details of the Required Skills and Experience section into your CV will make your experience line up far more clearly with exactly what this client looks for, and it signals that you understand their priorities. Because they consistently shortlist candidates who emphasise these areas, including this extra clarity will give you amuch stronger chance of securing an interview.

Hays Specialist Recruitment Limited acts as an employment agency for permanent recruitment and employment business for the supply of temporary workers. By applying for this job you accept the T&C’s, Privacy Policy and Disclaimers which can be found at hays.co.uk

Security Engineer - Palo Alto, Terraform

Up to £750 per day (Inside IR35)

Remote

6 months

My client is seeking a hands-on Security Engineer with deep expertise in Palo Alto Networks technologies, particularly around Prisma Access and Strata Cloud Manager. You will play a key role in designing, implementing, and enhancing secure network infrastructure across a large, complex enterprise environment.

Key Requirements:

• Proven experience as a Security Engineer within large, enterprise-scale environments.
• Strong Palo Alto Networks experience - Prisma Access is essential, with solid hands-on expertise in Strata Cloud Manager.
• Experience building or tuning policy-based security controls (DLP, URL filtering, decryption, etc.).
• Knowledge of firewalling, VPN, Zero Trust frameworks, and SD-WAN technologies.
• Skilled in Palo Alto VM-Series and related PAN security products.
• Exposure to IAM/PAM/PIM concepts.
• Experience with Terraform and scripting (Python, Bash, or PowerShell).

Nice to have:

• Knowledge of cloud security (Azure or GCP)
• Experience integrating SIEM platforms
• Understanding of Zero Trust architecture and SD-WAN optimization

If you’re interested in this role, click ‘apply now’ to forward an up-to-date copy of your CV, or call us now.If this job isn’t quite right for you, but you are looking for a new position, please contact us for a confidential discussion about your career.

Hays Specialist Recruitment Limited acts as an employment agency for permanent recruitment and employment business for the supply of temporary workers. By applying for this job you accept the T&C’s, Privacy Policy and Disclaimers which can be found at hays.co.uk

Are you looking to benefit from a new career in Web Development?

Skills shortages in the IT sector is driving the need for qualified, entry-level career seekers and career changers.

We help place graduates from this programme in top UK companies and organisations needing to employ entry-level software development staff that can hit the ground running with up-to-date skills gained from this programme.

The best part is you will not need any previous experience as fully accredited training, which includes tutor support and mentoring, provides you with the skills, practical knowledge, and qualifications for you to secure a professional job and career in coding. You will also have the reassurance of a job guarantee (£25K-£40K) upon completion.

Whether you are working full-time, part-time or are unemployed, this package has the flexibility to be completed at a pace that suits you and can be completed in a few weeks or a few months (step 1 to 4 below). Your job and career goals are completed in four simple steps.

Step 1 - HTML and CSS Online Training

The first step is completing a selection of professional and industry-recognised courses. We have carefully selected these courses to give you the most out of both your learning and employment journey.

• HTML Essentials
• CSS Essentials
• Tailwind

The training is delivered via multimedia rich video tutorials, presentations, and quizzes through a portal that you study online from anywhere you choose. You will also be assigned an expert tutor and a support mentor to help you throughout your training.

Once the HTML & CSS courses are complete, you will be ready to move forward.

Step 2 - Online Training

The second step includes a selection of more advanced courses to get you up to speed.

• React-js
• JavaScript

JavaScript forms the foundation of almost everything you see on the Internet, so it will be essential! Python is highly versatile. You can use it for both small and complex tasks, and it is used across many different industries.

Step 3 - Build a Portfolio Website Project

Additional Courses

• AWS Certified Cloud Practitioner
• Microsoft Certified: Azure Administrator Associate

Step 4 -Entry Level Development placement (£25K - £40k)

We work with you to secure your first role in software development, website administration or programming, with a starting salary of anywhere between £25K - £40k. While working in your first role, we will release your second batch of training which is specifically designed to increase your development knowledge to help you develop your career further to become a software developer.

We have been helping career changers and new career seekers gain new careers since 2009 and we are a CompTIA Gold Partner, accredited by the BCS (Chartered Institute of IT/ British Computer Society) to ensure we provide the highest levels of training.

In addition, we are also ELCAS approved to help members of the Armed Forces, Service Leavers and Veterans gain rewarding careers in IT and Cybersecurity.

Job Guarantee

Due to the success of this programme and the skills shortage of entry-level development staff, we can guarantee you will secure a job upon completion of your study programme, or we will refund you 100% of your course fees back. This is subject to our terms of learning/ terms of business.

Enthusiastic about starting a career in coding? Apply now and one of our friendly advisors will be in touch.

Keywords: Website, Web Developer, Business Development, Website, Web Design, Front End, Back End, Full Stack, Computer Programmer, Computer Systems Engineer, Systems Analyst, Programmer Analyst, Database Administrator, Front-end Developer, Mobile App Developer, Software Developer, Data Scientist, Cloud Engineer.

Artificial Intelligence is used in every industry and as artificial intelligence requires data to operate there is now a massive growing demand for Data experts.

If you are detail orientated, perceptive, organised, competent, analytical and can communicate well with those around you; you could have a truly rewarding future within Data Science.

We use our specialised Data Science Career programme which looks to assist, train and place qualified candidates into a career pathway in Data Science.

Our career program is designed for entry level individuals with limited or no experience. Please do not apply if you are already an experienced Data Analyst as we will be looking primarily at entry level roles.

Demand for candidates who are experts in working with Data and AI has grown 20% year on year with salaries of £50k+. Business decisions rely on data to ensure correct business decisions are made and the role of the data analyst in the new digital world is now essential for business owners.

Current average salaries in the sector for lower-level positions and fully trained Data Experts:

• Junior Data Analyst - £30,000
• Data Analyst - £50,000
• Business Analysts - £60,000
• Data Scientist - £65,000

Using our experience in providing data analysis and business analysis training online and through our expert recruitment consultants, we can provide a seamless journey and often fast-tracked route into a new career in Data Science.

Courses have been identified by our recruitment partners as industry standards for the Data Analysis sector.

Skills shortages across all sectors are increasing the demand for qualified, entry-level career seekers and career changers.

Working full-time, part-time or are unemployed, this job and recruitment package has the flexibility to be completed at a pace that suits you and can be completed in a few weeks.

Step 1 - Data Administration Training

Data is extracted using various method which are normally IT driven.

We provide you with access to the following courses to ensure you are employable as a data analyst.

• Microsoft excel - to expert level.
• Learn SQL - the programming language used for extracting data from more complex databases.
• Learn Python 3 - Python 3 is a simple to use programming language used by many analysts.
• Learn Tableau - Tableu is a tool which analysts use to build visually appealing dashboards for complex data making it easier for stakeholders to comprehend.

Study time for these courses is approx. 30-60 hours and qualification is through completion of the course with no exam.

Step 2 - CompTIA Data+ Qualification

The first step is completing the CompTIA Data+ Qualification accredited by CompTIA.

This professional international industry-recognised qualification teaches you the essential skills of a Data Analyst. You will cover skills such as data mining, manipulating data, visualising data, and reporting on data.

Study time for the qualification is approximately 30 hours and qualification achieved by completing a 1-hour exam.

The course is online and comes complete with exam simulators and revision tools.

You will have access to a tutor and a 1-hour online revision workshop prior to your exam.

This qualification sets you on course to becoming a data analyst.

Step 3 - Business Analysis Foundation

Business Analysts and Data Analysts often work very closely together and indeed many Data Analysts become Business Analysts and vice versa.

A Business Analyst Foundation certificate will make you more employable and enable you to cross over into Business Analyst roles. Business Analysis Foundation accredited by the BCS.

Study time is around 15 hours, and qualification is achieved by online exam.

Step 4 - Recruitment Support

Now you are qualified for an entry level Data Analyst position our recruitment support team will begin working with you to help you secure your first role based on your new qualifications and any other experience.

We are industry pioneers helping candidates build careers since 2007 with a 4.8 Trustscore on Trustpilot.

Our Recruitment Support team will help you with job applications, interviews and provide a full cv review based on your new qualification and written to maximise your chances of obtaining a role.

They will provide you with guidance as to roles most suitable for you. This will include mock job interviews as well as any help you feel you need.

Step 5 - CompTIA Data X Qualification

Once you have started working in an entry level role, you will now complete the CompTIA Data X qualification. This in an advanced Data Science qualification designed to lift your career the that of a Data Scientist.

This builds on the knowledge of the Data+ certification and enables you to demonstrate your knowledge in advanced data processing, cleaning, and statistical modelling concepts. You will demonstrate your knowledge of machine learning, industry trends and use of specialised data science applications. You will also apply mathematical and statistical methods appropriately.

Step 5 is not a requirement for our job guarantee as this stage is designed to advance your data career to the next level.

Our money back guarantee

If after 1 year of passing your formal qualifications, we have been unable to help you secure a role, we will refund your study fees minus the cost of the exams.

However, we are normally able to help candidates find their first role within 6 months of qualifying and for locations based close to major cities this is often reduced to less than 3 months.

Check out our testimonials.

What Now?

To accommodate candidates, the training element of the package is available on finance terms of up to 1 year. This enables you to get qualified and start in your new role without having to fund all the training costs up front.

Enquire now and one of our experienced Career Consultants will contact you within 4 working hours to answer any questions that you may have and to assist you in taking the first step towards your Data Analyst Career aspirations.

We are looking for an experienced BI & Data Engineering Lead to establish and develop a robust, automated reporting capability that supports data-led decision-making across the organisation.

This role will take ownership of business intelligence solutions built primarily in Power BI, integrating data from a wide range of systems and formats. Working closely with managers and senior stakeholders, you will translate information needs into clear, accurate, and accessible reporting while championing best practice in data quality, documentation, and governance.

What You’ll Be Responsible For

• Designing and delivering automated Power BI dashboards and reports used by managers and senior leaders
• Building reliable data models that combine information from spreadsheets, APIs, and structured data sources
• Improving data quality and consistency by identifying issues and working with teams to address them at source
• Documenting data flows, reporting logic, and business processes to support long-term organisational knowledge
• Acting as a trusted data expert, advising stakeholders on reporting approaches and visualisation techniques
• Supporting colleagues through training, guidance, and clear documentation to improve data confidence
• Contributing to wider digital and data transformation initiatives alongside the technology team

Skills & Experience

• Strong experience delivering BI solutions using Power BI, including DAX and data modelling
• Proven ability to integrate and work with data from APIs, Excel, CSV, and JSON sources
• Experience gathering and translating business requirements into technical solutions
• Excellent understanding of data analysis, reporting design, and visualisation best practice
• Confident communicator, able to explain technical concepts in clear, non-technical language
• Experience working independently and managing priorities effectively
• Confident using Microsoft 365 tools including SharePoint, Teams, and OneDrive

Desirable

• Experience with data governance, standards, or quality frameworks
• Exposure to modern data platforms such as Fabric, Azure Data Factory, or Databricks
• Scripting or analytical experience using Python or R
• Experience supporting organisations moving away from manual or spreadsheet-driven reporting

We’re looking for a Data Analyst to help build and scale a modern data capability within a fast-growing e-commerce business.

Working closely with the Head of Data, you’ll play a key role in developing reliable data pipelines, supporting the data warehouse, and turning complex datasets into trusted reporting and insight. Sitting between engineering and analytics, this role is ideal for someone who enjoys both building data foundations and seeing their work directly influence commercial decisions.

What You’ll Be Doing

Data Engineering & Platforms

• Supporting and improving data pipelines that ingest data from e-commerce platforms, marketing channels, finance systems, and logistics tools
• Helping maintain and evolve the company’s data warehouse and core data models
• Ensuring data is structured, scalable, and fit for analytical use
• Monitoring pipeline reliability, performance, and cost efficiency
• Working with modern data tooling such as cloud data warehouses, orchestration tools, and transformation frameworks

Analytics & Reporting

• Building dashboards and reports covering marketing performance, customer behaviour, operations, and financial metrics
• Translating business questions into clear data models and visualisations
• Supporting the rollout of self-service reporting across teams
• Maintaining consistency in KPI definitions and reporting logic

Business Collaboration

• Working closely with stakeholders across marketing, e-commerce, operations, supply chain, and finance
• Producing ad-hoc analysis to support trading decisions, campaigns, and operational improvements
• Turning complex datasets into clear, actionable insights

Skills & Experience

• 2+ years’ experience in data engineering, analytics, or a similar role
• Working knowledge of SQL and data modelling principles
• Experience with cloud data warehouses (e.g. Snowflake, BigQuery, Redshift)
• Dashboarding experience using tools such as Power BI, Tableau, or Looker
• Strong analytical thinking and problem-solving skills
• Comfortable working with non-technical stakeholders

Highly Desirable

• E-commerce, retail, or FMCG experience
• Exposure to marketing data (paid media, email, marketplaces)
• Experience with tools such as dbt, Airflow, or Fivetran
• Basic Python or R for analysis or transformation
• Interest in customer analytics, forecasting, or attribution

We are recruiting an experienced SOC Team Lead to take ownership of day-to-day Security Operations Centre activities, providing hands-on technical leadership while supporting the development and performance of a growing SOC function.

This role sits at the intersection of technical expertise, people leadership, and client engagement. You will act as the senior point of escalation for complex security incidents, guide analysts through investigations, and work closely with clients to ensure robust and effective cyber security outcomes.

Key Responsibilities

SOC Leadership & Technical Oversight

• Lead and support a team of SOC analysts, ensuring high standards of performance and collaboration
• Provide mentoring, coaching, and technical guidance across incident response and investigation activities
• Act as the senior escalation point for complex or high-impact security incidents
• Support advanced threat hunting, forensic investigation, and security analysis
• Contribute to hiring, onboarding, and capability development within the SOC

Client Engagement & Security Advisory

• Act as a senior technical contact for key SOC clients
• Oversee client onboarding and integration of security tools into SOC services
• Deliver service reviews, technical briefings, and security posture assessments
• Advise clients on security improvements, best practice, and threat mitigation strategies
• Work closely with internal teams to enhance automation and SOAR workflows

Operational Improvement

• Develop and refine SOC processes, procedures, and response playbooks
• Track SOC performance metrics and identify opportunities for efficiency and quality improvement
• Ensure services align with recognised security frameworks and regulatory requirements

Skills & Experience

• 4+ years’ experience in a SOC or security operations environment
• Previous experience in a technical leadership or senior analyst role
• Strong hands-on knowledge of SIEM, SOAR, EDR, firewalls, and threat intelligence platforms
• Practical experience handling security incidents, threat hunting, and investigations
• Solid understanding of attacker tactics, techniques, and frameworks such as MITRE ATT&CK
• Proven experience working with clients in a consultative or advisory capacity
• Background working within an MSSP environment

Desirable

• CISSP, CISM, GIAC, or similar certifications
• Scripting or automation experience (Python, PowerShell, etc.)