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Examples & writing guide

Career change CV example and writing guide

Updated 24 June 2026

A convincing career change CV helps an employer see the connection between what you have already achieved and what you want to do next. This guide shows how to explain that connection, choose relevant evidence and write a focused career change personal statement without disguising your employment history.

Examples by experience level

01

Entry-level career change CV

Riley Sample
Junior Data Analyst

 

Email: 
riley.sample@example.com
Phone: 
+44 7700 900214
Location: 
Birmingham, UK
LinkedIn: 
https://www.linkedin.com/in/riley-sample-data
Summary
Retail operations professional moving into data analysis after completing practical training and a volunteer reporting project. Brings experience of investigating sales patterns, explaining findings to managers and improving day-to-day decisions, with a record of delivering accurate work under pressure.
Skills
​
•
Data analysis
•
Spreadsheet modelling
•
Data cleaning
•
Trend and pattern identification
•
Dashboard reporting
•
Problem solving
•
Clear written communication
•
Presenting findings
•
Stakeholder management
•
Project coordination
 
 
Experience
​
Oct. 2025

-

Present
Volunteer Data Assistant
, 
Northfield Community Network
•
Cleaned and organised 1,240 anonymised service records, resolving 86 duplicate or incomplete entries before monthly reporting.
•
Built a spreadsheet dashboard that reduced preparation time for the monthly management report from four hours to 90 minutes.
•
Analysed six months of attendance data and identified two consistently undersubscribed session times, helping the coordinator revise the timetable and raise average attendance by 14%.
•
Presented findings to five programme leads in a 20-minute briefing and produced a one-page guide that enabled each lead to update their own figures.
Apr. 2022

-

Sep. 2025
Store Operations Supervisor
, 
Meridian Retail Group
•
Reviewed weekly sales and stock reports across 1,800 product lines, identifying recurring shortages that contributed to a 12% reduction in unavailable items over six months.
•
Coordinated rotas for 18 colleagues while balancing forecast demand, annual leave and a weekly staffing budget of £9,600, maintaining 98% shift coverage.
•
Introduced a structured handover log for four department leads, cutting unresolved customer and stock issues from an average of 15 to 6 per week.
•
Explained performance results at weekly management meetings and agreed recovery actions that helped one department improve quarterly sales against target by 8 percentage points.
Jul. 2020

-

Mar. 2022
Customer Service Adviser
, 
Harbour Home Stores
•
Handled an average of 55 customer enquiries per shift while maintaining a 94% internal quality score across sampled calls and emails.
•
Categorised 430 customer complaints over three months and found that 31% related to unclear delivery updates, giving managers evidence for revised customer messages.
•
Created six response templates for common enquiries, reducing average email handling time by 18% without lowering quality scores.
•
Trained five new starters on case recording and effective listening, helping all five pass their first-month quality review.
Education
​
2025

-

2025
Professional development course
West Midlands Learning Centre

,

Data and analytics
•
Completed practical projects in data cleaning, spreadsheet analysis, trend identification and dashboard reporting.
•
Produced a final project analysing 3,600 fictional retail transactions and presented three operational recommendations.
2017

-

2020
Bachelor of Arts
Birmingham City University

,

Business Management
•
Completed modules involving business statistics, operations management and written research.
Additional Information
​
Languages: 
English (Native)
Interests: 
•
Public data projects and practical data visualisation
Volunteering: 
•
Volunteer Data Assistant, Northfield Community Network
Other: 
•
Portfolio includes anonymised reporting projects covering data cleaning, trend analysis and dashboard design.

TemplateGrey Frame5 / 5

Why this works

This career change CV sample leads with relevant analytical work, then translates retail experience into clear evidence of problem solving, communication and stakeholder management.

Continue writing your CV
02

Mid-level career change CV

Riley Sample
Junior Data Analyst
+44 7700 900214

·

riley.sample@example.com

·

https://www.linkedin.com/in/riley-sample-analyst
SUMMARY
Operations professional moving into data analysis after six years of using performance data to improve staffing, stock control and service delivery. Brings practical experience of identifying patterns, explaining findings to stakeholders and turning evidence into workable decisions, supported by recent training and a portfolio of analysis projects.
EXPERIENCE
​
Operations Team Leader
Meridian Retail Group
Jun. 2022
 - 
Present
•
Analysed weekly sales, staffing and queue data across two departments, identifying peak periods and helping to reduce average customer waiting time by 18% over four months.
•
Built a spreadsheet dashboard covering 12 operational measures, cutting the time needed for the weekly management report from three hours to 45 minutes.
•
Presented stock-loss findings to five department managers and coordinated an improvement plan that reduced recorded discrepancies by 14% within six months.
•
Planned rotas and monitored a £420,000 annual staffing budget for a team of 24, finishing the latest financial year 2.3% within budget.
Senior Customer Service Adviser
Northbridge Home Stores
Mar. 2020
 - 
May 2022
•
Reviewed 1,250 customer enquiries to categorise recurring issues, giving managers evidence that informed changes to delivery updates and reduced repeat contacts by 11%.
•
Coordinated a six-week trial of a revised returns process across three teams, meeting every project deadline and reducing average handling time by 9%.
•
Produced a monthly service report for four managers, checking more than 2,000 records per reporting cycle and resolving data-quality errors before publication.
•
Mentored eight new advisers and introduced a structured listening checklist that improved their average quality-assurance score from 82% to 91%.
Events Coordinator
Westfield Events Partnership
Aug. 2018
 - 
Feb. 2020
•
Coordinated schedules, suppliers and attendee communications for 18 events serving up to 350 guests, with 94% of delivery milestones completed by the original deadline.
•
Tracked expenditure against budgets of up to £38,000 and renegotiated supplier requirements to save an average of 7% per event.
•
Analysed feedback from more than 1,600 attendees and identified registration delays as the most common complaint, leading to a revised check-in process that cut queues by 22%.
SKILLS
​
Data analysis
Trend and pattern identification
Dashboard development
Spreadsheet modelling
Data cleaning and validation
Problem solving
Stakeholder management
Project coordination
Clear written communication
Presenting findings
Budget monitoring
 
EDUCATION
​
Professional Development Course
Open Learning Institute

,

Data and Analytics
2025
 - 
2026
•
Completed practical projects in data cleaning, trend analysis, spreadsheet modelling and dashboard design using anonymised datasets.
Bachelor of Arts
Leeds Metropolitan College

,

Event Management
2015
 - 
2018
•
Completed a final project analysing attendee feedback and operational performance for community events.
ADDITIONAL INFORMATION
​
Languages: 
English (Native)
Interests: 
•
Public data projects and accessible data visualisation
Volunteering: 
•
Volunteer Data Assistant, Northside Community Network: cleaned attendance records and built a monthly reporting dashboard for three community programmes.
Other: 
•
Portfolio includes customer demand, staffing and community programme analysis projects using anonymised or public data.

TemplateBlue Horizon3 / 5

Why this works

This career change CV sample connects operations experience with data analysis, stakeholder management and measurable business outcomes, making the move into an analyst role credible.

Continue writing your CV
03

Senior career changer into data and insights

RILEY SAMPLE
Regional Operations Manager transitioning into data and insights
SUMMARY
Senior retail operations manager with 14 years of experience using workforce, sales, customer and budget data to improve performance across multi-site services. Now moving into data and insights, bringing a record of finding patterns, presenting practical recommendations and leading complex change, supported by recent data and analytics study and a community reporting project.
CONTACT INFORMATION
​
Email: 
riley.sample246@example.com
Phone: 
+44 7700 900246
Location: 
Manchester, UK
LinkedIn: 
https://www.linkedin.com/in/riley-sample-insights
SKILLS
​
•
Data analysis and interpretation
•
Trend and pattern identification
•
Management reporting
•
Decision support
•
Project planning and coordination
•
Stakeholder management
•
Budget management
•
Leadership and mentoring
•
Clear writing and presentation
•
Problem solving under pressure
 
 
EXPERIENCE
​
Regional Operations Manager
Meridian Retail Group
Feb. 2021
 - 
Present
Leads multi-site retail operations while using commercial, workforce and service data to diagnose performance problems, test changes and advise senior decision makers.
•
Analysed staffing, sales and service data across 14 sites to redesign rotas, reducing annual overtime costs by £164,000 while maintaining opening-hour coverage.
•
Built a weekly performance pack combining 22 measures for regional reviews, cutting preparation time from two days to five hours and giving site managers a consistent view of results.
•
Presented evidence on repeat customer complaints to nine senior stakeholders, securing approval for a revised service process that reduced escalations by 18% within six months.
•
Led a systems rollout for 480 employees, coordinating training, risk tracking and site support to reach 95% active use within ten weeks and finish £12,000 under budget.
Area Manager
Northbridge Home and Leisure
Jun. 2016
 - 
Jan. 2021
Managed eight stores and developed reporting, planning and people-management experience that transfers directly to data-led service improvement.
•
Created a monthly trading review for eight stores, identifying a recurring stock pattern that informed changes which reduced end-of-season markdown costs by £92,000 in one year.
•
Managed a combined annual operating budget of £5.6 million and kept expenditure within 1.8% of plan for three consecutive years.
•
Coordinated a six-month improvement programme across the lowest-performing three stores, increasing average customer satisfaction by 12 percentage points.
•
Mentored seven store managers through structured quarterly reviews, with four progressing into larger roles within two years.
Store Manager
Westmoor Retail Cooperative
Sep. 2012
 - 
May 2016
Built early leadership, analysis and project-delivery experience in a high-volume retail setting.
•
Led a team of 36 and increased annual sales by 9% after using weekly transaction data to revise product placement and staff coverage.
•
Introduced a structured feedback log covering more than 600 customer comments, identifying three recurring service problems and helping raise satisfaction by 11 percentage points.
•
Planned a £70,000 store refit involving five suppliers and completed the work three days early without exceeding the approved budget.
•
Reduced employee turnover from 28% to 20% over 18 months through monthly development discussions and a supervisor mentoring scheme.
EDUCATION
​
Bachelor of Arts
Northern Metropolitan University

,

Business Management
2009
 - 
2012
•
Completed a final-year project analysing the relationship between staffing patterns and customer waiting times across four service settings.
ADDITIONAL INFORMATION
​
Languages: 
English (native)
Interests: 
•
Responsible use of data in public services
•
Inclusive research and service design
Volunteering: 
•
Volunteer data lead for a Manchester community food project, producing a monthly demand dashboard used by five trustees to plan stock and volunteer cover
Other: 
•
Completed an online data and analytics course in 2025, covering data preparation, trend analysis and dashboard design
•
Portfolio includes an anonymised demand analysis project based on 18 months of community service data

TemplateAshford1 / 5

Why this works

This example puts transferable analysis, project management, stakeholder management and leadership evidence first, while making the intended move from retail operations into data and insights unmistakable.

Continue writing your CV
Junior vs senior: what changes
AspectJuniorSenior
Personal statementExplain the intended move plainly and use study, volunteering or early work to show motivation and transferable ability.Define the target direction quickly, then connect leadership scope, commercial judgement and measurable outcomes to the new field.
Evidence selectionPrioritise relevant projects, coursework, volunteering and transferable achievements when direct experience is limited.Select substantial examples involving budgets, teams, organisational change or senior stakeholders, while cutting routine detail.
Skills sectionLead with practical skills already used in study or work and show how they match the target job description.Emphasise strategic planning, stakeholder management, leadership, decision support and the specialist capability needed for the target role.
Employment historyKeep entries concise and translate service, administration or study experience into outcomes such as accuracy, coordination and problem solving.Retain reverse chronology but give most space to achievements that show scale, influence, risk handling and transferable leadership.
Training and projectsGive relevant learning and practical projects prominent space when they offer the clearest evidence of readiness.Include targeted learning that closes a specific knowledge gap, without allowing a long course list to displace stronger career evidence.
Achievement metricsUse defensible figures such as deadlines met, records processed, event attendance or time saved.Use defensible measures of budget, team size, delivery scale, efficiency, revenue, cost or service improvement.

How to write a career change CV

Use a clear, reverse-chronological CV, but adjust the emphasis to suit the move. A conventional two-page layout works for many applicants, although relevance matters more than filling every available line. Keep the design simple, use familiar headings and make dates easy to follow.

A career change CV can place skills, relevant training and projects before employment history when that order gives the reader stronger evidence sooner. This is sometimes called a combination format: it preserves a clear career timeline while drawing attention to the parts of your background that support the target role.

SectionWhat to includeWhat to leave out
Contact detailsName, UK location, mobile, email and professional profile linkPhoto, date of birth and full street address
Personal statementTarget direction, transferable strengths, motivation and relevant learningA long explanation of why you disliked your previous career
SkillsCapabilities that match the vacancy, grouped clearly where usefulGeneric claims with no evidence elsewhere in the CV
Relevant projects or trainingRecent work that shows practical interest in the new fieldUnrelated courses added only to fill space
ExperienceJob title, employer, dates and outcome-led achievementsDense lists of duties or unexplained sector jargon
EducationHighest education and qualifications relevant to the moveExcessive detail about unrelated study

Start the personal statement with the value you can bring, not an apology for changing direction. Explain the move briefly, then connect two or three strengths to the work you are targeting. Mention relevant learning only when it adds credibility.

Map your existing skills against several suitable job descriptions before drafting. Look for repeated needs, then select examples from employment, volunteering, study or independent projects that prove those capabilities. Communication may be shown through clear writing, presentations, negotiation or listening. Analytical evidence may come from data work, pattern finding, problem solving or decisions made under pressure. Project evidence can cover planning, coordination, deadlines or budgets.

Keep employment in reverse-chronological order. Rewrite each entry around transferable outcomes rather than preserving the vocabulary of your old industry. A hospitality manager moving towards project coordination, for example, can describe scheduling, supplier liaison, budget control and delivery deadlines in language the new employer will recognise.

Separate technical capabilities from broader working skills if that makes the section quicker to scan. Extras such as volunteering or personal projects earn space when they demonstrate relevant practice, recent learning or sustained interest. Remove hobbies and older details that do not help the application.

Personal statement examples

Stronger example

Operations professional moving into project coordination after seven years of planning busy service schedules, managing supplier relationships and delivering improvement work. Coordinated a recent booking-system rollout across four sites, training 35 colleagues and completing the change two weeks ahead of the internal deadline. Brings practical experience of budgets, deadlines, stakeholder expectations and calm problem solving.

Too generic

Hard-working professional looking for an exciting new challenge in a different industry. I have many transferable skills, learn quickly and can work alone or as part of a team. I am willing to consider any suitable opportunity and believe I would be an asset to your company.

Writing your experience

Treat each experience bullet as evidence that travels with you into the new field. Start with a strong action, name the scope of the work and finish with a result. Numbers can show scale, pace, quality, cost, participation or time saved, but include only figures you can verify.

A useful pattern is: action + work or problem + scope + outcome. The old sector provides the setting; the transferable capability is the point. Replace specialist shorthand with plain language unless the same term appears in the target vacancy.

BeforeAfter
Responsible for staff rotasReworked weekly rotas for 28 staff across two sites, cutting uncovered shifts from nine per month to two
Helped with customer complaintsReviewed 120 monthly enquiries, identified three recurring problems and introduced response templates that reduced average handling time by 18%
Managed a shop refitCoordinated contractors, stock moves and staff briefings for a £45,000 refit, reopening on the planned date with no lost trading days

The stronger versions make the action, scale and result visible. They also translate previous work into planning, analysis, communication and stakeholder management rather than expecting the reader to infer those strengths.

Good opening verbs include coordinated, analysed, planned, negotiated, presented, resolved, improved, delivered, mentored, introduced, reduced and reorganised. Choose the verb that describes what you personally did. Avoid inflated verbs such as transformed when the result was modest, and avoid saying you led work if you only assisted.

For every role, retain the job title, employer and dates, then choose three or four achievements that support the intended move. Recent positions usually deserve more space. Older jobs can be shortened if they repeat the same evidence. Where a direct commercial result is unavailable, quantify the work itself: people supported, deadlines met, records reviewed, locations covered, sessions delivered or budget handled.

Career changers often undersell unpaid evidence. A volunteer project, course assignment or self-directed piece of work can support the application if it involved relevant activity and produced a clear output. Label it honestly and describe the outcome without presenting it as paid employment.

Finally, compare every bullet with the vacancy. Keep evidence that answers a stated need; cut detail that only makes sense inside the previous profession. This editing is what turns a general career history into a targeted career change CV.

Key skills & ATS keywords

Hard skills

Data analysisProject planningProject coordinationBudget managementDeadline managementStakeholder managementRequirements mappingProblem solvingTrend and pattern analysisDecision supportClear business writingPresentation deliveryNegotiationDigital toolsResearch asset creation

Soft skills

Effective listeningRelationship buildingExpectation managementAdaptabilityLearning agilityLeadershipPeople managementMentoringTeam motivationConflict handlingDecision making under pressureEmpathyCommercial awarenessResilienceUser focus

ATS keywords

transferable skillscareer changedata analysisproject coordinationstakeholder managementproblem solvingproject planningbudget managementdeadline managementleadershippeople managementmentoringnegotiationeffective listeningbusiness writingpresentation skillstrend analysisdecision supportrequirements mappingdigital tools

Education & certifications

Keep education concise and place it according to relevance. List your highest level of education and any qualifications that support the new direction. If your education is unrelated and you already have substantial experience, the section can sit below employment history with the qualification, institution and dates. Relevant recent study may sit higher, especially when it supplies evidence that your previous jobs cannot.

Some fields have formal entry routes or baseline qualifications. The applicable condition depends on the target role, so check the precise role before presenting your background as sufficient. Existing experience can be enough for some career changes, while some degree providers ask for prior qualifications and others consider mature applicants on experience. State your actual route plainly and avoid implying eligibility that has not been confirmed.

Optional professional study can add credibility when it matches the intended field. The grounding for this guide identifies qualifications from CIPD, CIM, CIMA and Prince2 as possible options for career changers, rather than universal requirements. Give the exact qualification title, issuer and completion date on your CV. If study is underway, write "in progress" and add the expected completion date instead of presenting it as complete.

Conversion study is another optional route. A conversion master's in psychology, conversion master's in law, conversion master's in data science or conversion master's in computing is designed for people entering the named field without a related undergraduate degree. These routes remain field-specific choices, not default additions to every career change CV.

For specialist technology moves, optional courses in programming, cloud computing or data and analytics may help demonstrate recent learning. List the provider, course title, dates and a short description of relevant work completed. Do not describe course attendance as professional experience; a named project and its output usually provide clearer evidence.

Courses, certifications and volunteer projects can help close an experience gap, but relevance decides whether they belong. Remove short, unrelated courses that crowd out stronger evidence. Keep certificates separate from formal education if the distinction makes the section easier to scan.

Common mistakes to avoid

  • AvoidOpening with a vague wish to try something new, without naming the target field or connecting previous work to it.

    InsteadState the direction of the move, explain the motivation briefly and lead with two or three transferable strengths that answer the target job description.

  • AvoidDescribing previous jobs only through sector-specific duties, leaving the reader to work out what transfers.

    InsteadRewrite each entry around outcomes that travel well between sectors, such as coordinating projects, analysing data, managing stakeholders, controlling budgets or solving operational problems.

  • AvoidUsing one broad skills list that mixes software, methods and personal qualities.

    InsteadSeparate hard skills from soft skills so technical capability and working style can both be scanned quickly.

  • AvoidBurying relevant training or projects beneath a long employment history.

    InsteadWhen they provide stronger evidence for the new field, place relevant skills, training and projects before employment history.

  • AvoidListing an unrelated education history in excessive detail.

    InsteadGive the highest level of education and any relevant qualifications, then keep unrelated modules and older detail brief.

  • AvoidSending the same career change CV to several different roles.

    InsteadMap existing skills against each job description and change the emphasis, terminology and evidence for every application.

Frequently asked questions

From example to application

Turn this career change example into a CV that sounds like you.

Keep the structure that works. Tailor the details around your experience, strengths, and the role you want.