UK

United Kingdom · Operations · Mid-Level (2-5 years)

Business Systems Specialist

As a Business Systems Specialist, you bridge the gap between technology and the people who rely on it every day.

Here is the whole job, in plain words. What it is, a real day, what you decide, how you're judged, how people get here and where they go next. Then the part no course gives you: twelve AI tutors who learn your work.

See how AI is changing this job, and get the full read by email.

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Where should we send it?

One email: what AI is changing in this job, the new skills it asks for, where it leads, and where to start free. With a link back here. Nothing else follows unless you confirm your address.

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  • Experience bandMid-Level (2-5 years)
  • Direct reportsNo direct reports
  • Reports toSenior Business Systems Specialist or Lead Systems Specialist
  • UK framework levelUsually a coordinator, or early in a professional job

Also advertised as Operations Systems Analyst · ERP Support Specialist (Operations) · WMS Configuration Analyst

Built on 43,079 real UK job descriptions we analysed · grounded in what real qualifications cover

Two short quizzes about you

1From this job to a course

The qualifications matched to this job

EAL Level 3 NVQ Diploma in Engineering Technical Support Excellence, Achievement & Learning Limited · Level 3 · covers 1 of 5 standards
EAL Level 3 NVQ Extended Diploma in Engineering Technical Support Excellence, Achievement & Learning Limited · Level 3 · covers 1 of 5 standards
NCFE Level 4 Diploma: Data Analyst NCFE · Level 4 · covers 1 of 5 standards
EAL Level 3 Diploma in Advanced Manufacturing and Engineering - Technical Support Technician (Development Competence) Excellence, Achievement & Learning Limited · Level 3 · covers 1 of 5 standards

Matched from the standards this job is measured against: a suggestion, not an official ruling.

The units you would start with

Supporting Business Meetings AIM Qualifications Entry 3 Diploma in Skills for Working in Business, Administration and Customer Service Industries
Providing Operational Support for Computer Control Programs EAL Level 3 NVQ Diploma in Engineering Technical Support
Data Management NCFE Level 4 Diploma: Data Analyst
Producing off-line programs for CNC laser profiling machines EAL Level 3 Diploma in Advanced Manufacturing and Engineering - Technical Support Technician (Development Competence)

The future skills this job leans on

AI Fluency working with AI as a thinking partner
Data Fluency turning numbers into a decision
Systems Fluency seeing the whole picture
Your Plan Illustration

Built for Business Systems Specialist

4 units that map to this job, from the qualifications that cover it.

  1. Supporting Business Meetings AIM Qualifications · covers 2 of 5 standards Entry Level
  2. Providing Operational Support for Computer Control Programs Excellence, Achievement & Learning Limited · covers 1 of 5 standards Level 3
  3. Data Management NCFE · covers 1 of 5 standards Level 4
  4. Producing off-line programs for CNC laser profiling machines Excellence, Achievement & Learning Limited · covers 1 of 5 standards Level 3
These are the real units behind this job, in the order they rank for it. Nothing here is marked done, because this plan has not been started by anyone yet. Yours would fill in as you go.

2AI and this work

Will AI change your work as a Business Systems Specialist?

Nobody can say exactly how. Here is what this job is being asked for next, and where to start.

How the AI economy is changing work like this

A broad read on this kind of work, not an analysis of this job on its own. Roles that share a pattern get the same answer here.

Fading: AI does more of this

AI is taking over the repetitive task of drafting initial versions of user training content and knowledge base articles.

→
Rising: worth more because of AI

Your ability to interpret and improve user experiences becomes more valuable as AI handles the routine tasks.

The new skills this role is being asked for

  • Prompt Engineering & LLM Integration
  • Data Visualisation Storytelling
Why each one is rising

The future skills this job leans on

We'll only ever tell you what we can actually back up. No hype, no scare tactics.

What happens when you start

Next, a free account. We build your Business Systems Specialist plan as you set up, starting with the free AI Fluency module. No card.

Your first Future Fluency module is free. After that, your AI tutor is £70 a month.

Ready to pay? Subscribe for £70 a month

Keep this read. One email with what AI is changing in this job, the new skills it asks for and where to start free. Nothing else follows unless you confirm your address.

3What this role really is

We see you

You worry that AI might replace some of the routine tasks you handle, but deep down, you know your human touch in understanding user needs can't be automated. It's a balancing act between embracing innovation and staying indispensable.

A business systems specialist keeps operations systems running and working for the people who use them day to day. The work covers system configuration and user support for teams such as warehouse, production and planning. It means understanding how these teams use the systems, then making sure the systems work as intended. It sits between the technical side and the people on the ground who rely on these tools, spotting ways to do things better as well as fixing what goes wrong.

4A day in the life

Not a job advert. A real day, built from what this role actually holds.

08:45
You start your day by reviewing the overnight system alerts, identifying a couple of transactions that need immediate attention.
11:00
You conduct a user acceptance test for a new feature, ensuring it aligns with the operational workflow and meets user expectations.
14:30
You host a virtual training session, guiding a small group of warehouse staff through new system functionalities with patience and clarity.
16:15
You update system documentation in Confluence, knowing that clear instructions will help others avoid the same issues in the future.

5What you'd actually use

The tools this job runs on, and how well you'd need to know each one.

ERP System (e.g., SAP S/4HANA, Oracle NetSuite) Intermediate

Executing transactions, resolving common user errors (e.g., GR/IR clearing, incorrect postings), running standard operational reports, managing basic user access requests, and configuring standard master data.

Warehouse/Transportation Management System (e.g., Manhattan WMS, Blue Yonder TMS) Intermediate

Troubleshooting picking/shipping errors, configuring basic location rules, training new warehouse floor staff on scanner usage, and monitoring system performance for logistics operations.

Process Automation/Mining Tools (e.g., UiPath, Celonis) Basic

Identifying repetitive tasks suitable for automation, running pre-built Celonis analyses to monitor process conformance, and understanding basic RPA bot functionality.

Integration Platform (iPaaS) (e.g., MuleSoft, Dell Boomi) Basic

Monitoring integration logs for errors between systems, re-running failed API calls, and documenting existing data flows between our core operational systems.

BI & Analytics Tools (e.g., Power BI, Tableau) Intermediate

Building standard operational dashboards from existing data models, refreshing data sources, and explaining reports to supervisors and operational teams.

Project & Knowledge Management (e.g., Jira, Confluence) Intermediate

Managing tickets for system bugs and enhancement requests, writing 'how-to' guides and knowledge base articles for end-users, and tracking your own project tasks.

6What you get to decide, and how that grows

Power in a job isn't your title. It's what you're allowed to decide. Here's how it grows as you move up.

The choiceComing in Where you are nowThe step above
System Troubleshooting & Bug Fixes Escalate all but the most basic, documented fixes to a Senior Specialist. Independently diagnose and resolve Level 2 issues for core operational systems (ERP, WMS). Escalate Level 3 or complex integration issues. Lead troubleshooting for complex, multi-system issues. Define root cause analysis (RCA) and preventative actions for critical incidents.
System Configuration Changes Perform changes only under direct supervision, following detailed instructions. Execute routine configuration changes (e.g., master data updates, basic WMS location rules) within established guidelines. Seek approval for new or non-standard configurations. Design and implement complex configurations for new functionalities or process optimisations. Recommend changes to system architecture.
User Training & Documentation Assist in creating training materials and updating basic knowledge base articles. Develop and deliver training sessions for specific system functionalities. Create and maintain comprehensive user guides and knowledge base articles. Define the training strategy for major system rollouts. Mentor junior specialists on best practices for user adoption and documentation.
Process Improvement Identification Identify obvious inefficiencies and report them to a supervisor. Proactively identify recurring issues or inefficiencies and propose system-based solutions. Participate in process review workshops. Lead process mapping (As-Is/To-Be) and identify significant opportunities for automation or system-driven efficiency gains.

7How you'll be judged

The scoreboard, and what is not on it. The hard targets, how often each is actually looked at, and the quiet signals that never reach a dashboard.

Ticket Resolution Time (L2)
The average time it takes for you to pick up and resolve a Level 2 support ticket.
Target · < 8 hours for 90% of tickets

If a WMS picking error ticket comes in at 9 AM, you'd aim to have it resolved, or at least a clear workaround communicated, by 5 PM that same day. We're talking about getting people back to work quickly.

System Uptime & Stability
Ensuring our critical operational systems (like the WMS or ERP) are available and stable for our users.
Target · 99.9% uptime for assigned systems

If the WMS goes down for 10 minutes, that's 0.007% downtime for the day. You're helping make sure these incidents are rare and quickly resolved, usually by preventing them in the first place with good configuration.

Data Entry Accuracy Improvements
Identifying and implementing small system changes or training initiatives that reduce manual data entry errors.
Target · Reduce manual data entry errors by 15% in key operational areas (e.g., goods receipt)

You might spot a common error in how goods are received into the ERP, then propose a small UI change or a new validation rule that stops the error before it happens. That's a real win for data quality.

Small Enhancement Delivery Rate
How consistently you deliver small system enhancements or configuration changes that improve user experience or process efficiency.
Target · Complete 3-5 small enhancements per quarter

This could be something like adding a new report field in the ERP that a planner desperately needs, or optimising a picking route in the WMS based on user feedback. These are the quick wins that make a big difference.

User Satisfaction & Support Quality
How happy our operations teams are with the support you provide and the solutions you implement.
  • Positive feedback from users (informal and formal surveys), users proactively reaching out for advice, high adoption rates for changes you've introduced, fewer repeat issues for the same problem.
Documentation Quality & Accessibility
The clarity and completeness of the 'how-to' guides, knowledge base articles, and system configurations you create or update.
  • Reduced number of basic 'how-to' questions coming to you, new users finding answers quickly in the knowledge base, positive feedback from colleagues during peer review of documentation.
Proactive Problem Identification
Your ability to spot potential system issues or process bottlenecks before they become major problems.
  • You're flagging recurring errors, suggesting preventative maintenance, or proposing small process tweaks based on system observations, rather than just reacting to issues.
Process Improvement Contributions
Your input and ideas on how we can make our operational processes better, often through system changes.
  • You're bringing ideas to team meetings, actively participating in process review sessions, and your suggestions are being considered or implemented by senior colleagues.

8Would you like it

Both sides. What people enjoy, and what grinds them down.

What people enjoy
Solving Puzzles

You get a real kick out of diagnosing a tricky system error, tracing it back through logs and configurations, and finally figuring out the 'aha!' moment. It's like being a detective every day.

Spending an afternoon debugging why a specific material isn't appearing in the WMS, only to discover a subtle master data flag was set incorrectly, and then fixing it.

Tangible Impact

You love seeing your work directly improve someone's day. When you fix a bug that was causing daily frustration, or implement a small change that saves a team hours, that's what drives you.

Implementing a new validation rule in the ERP that stops incorrect purchase orders from being created, saving the procurement team from countless manual corrections.

Continuous Learning

Our systems and processes are always evolving. You're keen to learn new functionalities, understand how different modules interact, and keep up with best practices. You enjoy expanding your technical toolkit.

Taking the initiative to learn a new reporting feature in Power BI to create a dashboard that Operations managers didn't even know was possible.

What frustrates people
  • Getting pulled into solving basic user-error issues (like 'my printer isn't working for labels') when you're trying to configure a complex system module.
  • The 'just' request: hearing a stakeholder say, 'Can you just add a field here?' when it requires a full system change request and testing cycle.
  • Dealing with messy, inconsistent data from legacy systems that makes any new configuration a nightmare.
  • Knowing there's a better way to do something, but being told it's 'not in scope' or 'no budget' for now.
  • Having to explain the same system functionality to different users multiple times, despite having clear documentation.
What this role does not give you
  • A purely strategic role with no hands-on support or configuration work.
  • A role where you're solely building new systems from scratch without any legacy system interaction.
  • A quiet, predictable environment with no urgent, reactive tasks.
  • A role where you won't have to deal with user frustration or technical limitations.

9Who you work with

Your work directly impacts the daily flow of our entire operations. Smooth system performance means we can process orders faster, manage inventory better, and keep our production lines running. Essentially, you're a key player in making sure we can actually deliver on our promises to customers and keep costs down. Get it wrong, and you'll see bottlenecks, delays, and a lot of manual workarounds that cost us time and money.

Inside the business
  • Operations Managers (Warehouse, Production, Logistics)
  • Production Planners and Schedulers
  • Finance (for system integration points)
  • IT Service Desk (for escalation and collaboration)
  • End-users across various operational teams
Outside the business
  • System vendors (for support tickets and minor issues)
  • External consultants (occasionally, on specific projects)

10What you need before you start

Not a wish list. The things you would be expected to already have.

  • At least 2 years of hands-on experience working with enterprise-level operational systems (ERP, WMS, or similar).
  • A proven ability to troubleshoot technical issues and find solutions, even if you need to ask for help sometimes.
  • Experience in a role where you had to translate technical information for non-technical users, or vice versa.
  • A solid understanding of at least one core operational area, like warehousing, production, or logistics.
  • Demonstrable experience in creating clear, concise documentation or training materials.
  • The ability to work independently on assigned tasks and manage your own workload effectively.

11What to practise next

Where the job is going, and what to do about it starting this week.

Advanced ERP/WMS Configuration & Optimisation

As our business grows and processes change, we'll need to squeeze more efficiency out of our core systems. You'll move beyond standard settings to more complex configurations that truly optimise workflows.

Module-specific advanced customisation (e.g., SAP MM/SD/PP) · Performance tuning for large data volumes · Integration points and data mapping for new systems · Troubleshooting complex integration errors

  • This week: Pick one complex process in your core system (e.g., returns management) and map its end-to-end configuration.
  • This month: Shadow a Senior Specialist on a complex configuration project or integration troubleshooting session.
  • Month 2: Take an advanced certification course for a specific module of our ERP or WMS.
  • Month 3: Propose and implement a small, non-standard configuration change that demonstrably improves a process.

Quick win: Start reading the detailed release notes for new versions of our ERP/WMS – you'll often find hidden gems of functionality you can use.

Basic Cloud Infrastructure Understanding

More and more of our systems are moving to the cloud. You don't need to be a cloud architect, but understanding the basics of how our systems are hosted and deployed will help you troubleshoot better and collaborate more effectively with our infrastructure teams.

SaaS vs. PaaS vs. IaaS · Basic networking concepts (firewalls, VPNs) · Cloud security fundamentals · Monitoring and logging in a cloud environment

  • This week: Ask an IT colleague to explain where our main systems are hosted and how they connect.
  • This month: Complete a free online introductory course to AWS or Azure cloud fundamentals.
  • Month 2: Learn how to interpret basic cloud monitoring dashboards for our systems.
  • Month 3: Participate in a discussion about a cloud migration project, even if it's just observing.

Quick win: Familiarise yourself with the basic terminology of cloud computing – it'll make conversations with the IT team much easier.

12Staying current once you are in

What people here do to keep up
  • Attending industry webinars or conferences focused on operations technology or supply chain systems.
  • Participating in online forums or communities for our core systems (e.g., SAP Community Network, Manhattan Associates user groups).
  • Taking online courses on specific system functionalities or related areas like data analytics (e.g., Power BI, SQL).
  • Seeking out opportunities to shadow senior colleagues on more complex projects or troubleshooting sessions.
  • Contributing to internal knowledge-sharing sessions or presenting on new system features you've explored.

13The rising capability

The rising capability

Zavmo analysis

What's rising in its place

This is where the work is heading, and the higher pay with it. Get fluent here and the shift stops being a threat and starts being your edge.

Prompt Engineering & LLM Integration

Our competitors are already using AI to draft reports in minutes that used to take hours. Analysts who figure this out will outproduce their peers significantly. It's not just about asking a question; it's about asking the right question in the right way.

  • Context windows and token limits
  • Temperature settings for different tasks
  • RAG architectures for proprietary data
  • Output validation and hallucination detection
  • Prompt chaining for complex analysis

Data Visualisation Storytelling

It's not enough to just create a dashboard anymore. Leaders are drowning in data; they need insights presented in a compelling way that drives action. You'll need to turn numbers into a narrative that persuades.

  • Choosing the right chart type for the message
  • Principles of visual perception
  • Narrative structure for data presentations
  • Interactive dashboard design for exploration

14What you’ll use

What you’ll use

Skills this role draws on

Technical

  • Business Process Modelling Notation (BPMN)
  • Requirements Gathering & Elicitation
  • Lean / Six Sigma Principles
  • Systems Development Life Cycle (SDLC)
  • Change Management (Basic ADKAR principles)
  • Master Data Management (MDM) Concepts

15The pathway

The pathway

How you actually get there, here

How you become one varies far more by country than what one does. This is the UK route. Most people take one of these ways in; the right one depends on where you're starting from.

  1. 1

    Associate Business Systems Analyst (L1)

    1-2 years

    Skills to master

    • Resolving L1 support tickets, documenting existing processes, running pre-defined test scripts, basic master data maintenance, understanding core operational workflows.

    You're ready to move on when

    • Consistently resolving basic system issues independently.
    • Proactively identifying and documenting process steps.
    • Demonstrating a solid grasp of how our core systems function day-to-day.
    • Receiving positive feedback on your attention to detail and willingness to learn.
  2. 2

    Operations Coordinator / Super User

    2-3 years

    Skills to master

    • Deep operational process knowledge (e.g., warehouse operations, production planning), advanced user knowledge of specific systems, ability to train peers, identifying system pain points from a user perspective.

    You're ready to move on when

    • Being the 'go-to' person for system questions within your operational team.
    • Having a strong desire to understand the 'why' behind system behaviour, not just the 'what'.
    • Actively proposing system-based improvements to your operational manager.
    • A natural aptitude for troubleshooting and problem-solving beyond your core role.
  3. 3

    IT Service Desk Analyst

    2-4 years

    Skills to master

    • Incident management, basic technical troubleshooting (network, hardware, software), strong customer service skills, understanding of ITIL processes, initial exposure to enterprise applications.

    You're ready to move on when

    • Consistently resolving application-specific tickets rather than just escalating them.
    • Showing a keen interest in the business processes that the applications support.
    • Taking initiative to learn more about the configuration and backend of operational systems.
    • Demonstrating strong analytical skills in diagnosing software-related issues.

16How people get here · where they go next

Came from
Associate Business Systems Analyst (L1)
1-2 years
You mastered resolving basic system issues independently and gained a solid understanding of core operational workflows.
You are here
Business Systems Specialist
Mid-Level (2-5 years)
A business systems specialist keeps operations systems running and working for the people who use them day to day. The work covers system configuration and user support for teams such as warehouse, production and planning. It means understanding how these teams use the systems, then making sure the systems work as intended. It sits between the technical side and the people on the ground who rely on these tools, spotting ways to do things better as well as fixing what goes wrong.
Goes to
Senior Business Systems Specialist (L3)
3-5 years
This role holds the responsibility of leading medium-sized projects and mentoring junior colleagues, becoming the expert in a specific system or module.

The long view: This work can lead to a lead systems specialist or systems architect role, or into managing a team as a business systems manager.

The ten Future Fluencies

Zavmo analysis

The credential is what you can do today. These are what keep you valuable.

A qualification proves you can do the job as it's defined today. These ten are what decide whether you're still the obvious person for it in five years. They're the capabilities employers are now writing into senior roles faster than people are learning them. Zavmo weaves them through whatever you study, so you come out with both: the credential and the fluency.

The highlighted ones are the Fluencies your role leans on hardest, from how Business Systems Specialist is actually changing.

Where it leads

Roles this leads to

How you would learn this

One to one, on the work you already do

A tutor sets the task against your own job and marks the reasoning, at your pace. There is no cohort to fall behind.

A lesson from Supporting Business Meetings, worked against Business Systems Specialist.

Supporting Business Meetings Entry Level

Applied to your work in Business Systems Specialist

The objective of this unit is to enable learners to support business meetings effectively. Learners will understand the preparation required for meetings, be able to set up a meeting room, provide administrative support during the meeting, and complete follow-up activities afterwards.

The Coach Last time, we worked on resolving a tricky ERP configuration issue. How did that go?

You It was challenging, but I managed to fix it with some guidance.

The Coach Great! Let's build on that by tackling a similar issue, but this time, try using AI to draft your troubleshooting steps and see how it assists you.

How the thinking builds
  1. 1 Remember
  2. 2 Understand
  3. 3 Apply
  4. 4 Analyse
  5. 5 Evaluate
  6. 6 Create
An illustration of a Zavmo lesson, built from this role’s own route. The unit, its objective and every criterion above are the awarding body’s own words, not an example.

It is £70 a month, billed monthly. Your free first module is Future Fluency, and you can cancel any time.

A year from now

A year from now, you've become someone who seamlessly integrates AI tools into your workflow, enhancing both your efficiency and the user experience you support.

See Your Progress Grow Illustration
Business Systems Specialist
  • Business Process Modelling Notation (BPMN)
  • Requirements Gathering & Elicitation
  • Lean / Six Sigma Principles
  • Systems Development Life Cycle (SDLC)
  • Change Management (Basic ADKAR principles)
  • Master Data Management (MDM) Concepts
This is your Mind Palace on learn.zavmo.ai. Every skill above comes from this role's own record, not an example borrowed from another job. A node lights up when you evidence it, and what you build stays yours between jobs. That is the part a course cannot do.

17The detail, folded away

Everything else the record holds

The career branches in full, how AI is already showing up in the day-to-day, and the questions people ask about this job. Here when you want them, out of the way while you decide.

Where it leads next, rung by rung

Where it leads

The career path, and where it branches

Business Systems Specialist is a start, not a ceiling. Each step below asks for new skills and hands back more autonomy.

  1. Senior Business Systems Specialist (L3)

    3-5 years in this role

    You'll move from owning small enhancements to leading medium-sized projects, designing more complex workflows, and mentoring junior colleagues. You'll become the recognised expert for a specific system or module.

    • Complex System Design Designing new functionalities or integrations from scratch, not just configuring existing ones.
    • Vendor Management Working directly with system vendors on more complex issues or enhancement requests.
    • Advanced Data Modelling Developing complex data models for BI tools or system integrations.
Working with AI on the job

Working with AI

Where AI is starting to help

Let's be real, a lot of what we do as Business Systems Specialists involves repetitive tasks, digging through data, and writing documentation. But what if you could cut down on that busywork and focus on the really interesting stuff? This is where AI comes in.

We're not just talking about theory here. Our AI Productivity Hub is packed with real-world tools and techniques that Operations Systems professionals are already using to work smarter, not harder. You'll learn how to offload the tedious bits to AI, freeing you up to tackle more complex problems and drive bigger impacts.

Automated UAT Script Generation

Imagine feeding your BPMN process maps and functional requirements into an AI, and it spits out comprehensive test scripts and user stories for UAT. You'll save hours, ensuring better test coverage and fewer missed edge cases. No more staring at a blank document trying to think of every single test step.

AI-Powered Process Mining

Instead of spending weeks in workshops trying to map out 'as-is' processes, you'll use AI tools like Celonis to analyse system event logs. This automatically visualises the actual process flow, instantly highlighting bottlenecks, compliance deviations, and areas ripe for optimisation. It's like having an X-ray vision for your operational workflows.

Context-Aware Documentation Drafting

Writing user training guides, standard operating procedures (SOPs), and knowledge base articles can be a real time sink. With AI, you can draft initial versions directly from technical specifications, system configurations, or even recorded screen-capture sessions. You'll then refine and add the human touch, but the heavy lifting is done for you.

Intelligent Data Validation & Analysis

Use AI to quickly spot anomalies or inconsistencies in large datasets during data migration or system health checks. It can also help you draft initial analyses for operational reports, highlighting key trends or potential issues faster than manual methods. This means less 'stare and compare' and more actionable insights.

Common questions

Common questions

How do you become a Business Systems Specialist?

Common routes in include Associate Business Systems Analyst (1-2 years), Operations Coordinator / Super User (2-3 years) and IT Service Desk Analyst (2-4 years). Times vary with prior experience.

Where can a Business Systems Specialist progress to?

This role can lead on to Senior Business Systems Specialist (3-5 years in this role), depending on the skills you build.

What new skills matter most for a Business Systems Specialist?

Increasingly, Prompt Engineering & LLM Integration and Data Visualisation Storytelling. These are the skills our record of this role lists as growing.

Free tools

Want a read on where you stand?

Three free tools, no account needed. Each one ends with a role, a level and a way in.

Read the Zavmo manifesto to understand how you will be taught Meet your tutors

Or try another one

18Where to go from here

Other roles at Level 3

Same depth of qualification, different job. Useful if the work appeals but this particular role does not.

 More jobs in operations

Stay in the field you know and move sideways rather than up.
If you leave this industry

The skills built here, understanding business processes, system configuration, data management and problem-solving, transfer well. They can lead to IT consulting, specialising in an ERP or WMS platform, or a business analyst role in sectors like retail, logistics or manufacturing.

This role profile is © 2026 Growth Engineering Technologies Ltd. Built from UK occupational standards and regulated qualification data, and written for Zavmo.

You're not behind. You're right on time. The shift is only just beginning. Your role won't look the same in two years. Be the one who leads the change, not the one it happens to. Start my free AI Fluency module What happens next: a free account, then we build your plan as you set up. No card. Build your plan, see your roadmap and meet the twelve tutors matched to you. All free. When you're ready to start learning, it's £70 a month, billed monthly. Cancel any time and billing stops.