Occupation intelligence

Clothing Sample Machinist

Role lens

Clothing sample machinists create the first made-up sample of a garment design. They make decisions regarding the makeup of garments taking into consideration bulk production to ensure sealing samples are ready on time. They press finished garments and make quality control checks.

Labour market
Shortage in Malta and 9 more countries
ELA/EURES 2025
Industry
Advanced Manufacturing
Education
Upper secondary education
42%
Resilience Score · 2026 (Higher is better)
Upper secondary education 48% AI exposure · 2026
Labour market

Where this occupation is in demand

Reported labour shortages and surpluses, by year. Published for occupation groups, not for individual job titles.

Figures cover Stationary plant and machine operators — 259 jobs including this one.

9 of 14 in shortage202512 of 27 growing1.3Mopenings to 2035

In shortage: Belgium, Bulgaria, Czechia, Hungary and 5 more.

Longest-running shortage: Belgium, 4 years.

Select a place on the map to see its figures.

About this source›

Source: ELA/EURES labour shortages and surpluses. Readings are published at occupation-group level, and cover Europe. Editions differ in annex layout and country coverage, so a change between years does not always mean the labour market changed. Countries in grey were not reported, which is not the same as being in balance.

What these words mean

The four things this section reports

Reported demand
Whether employers report needing people in this job — a judgement published by a national or EU body, not a count.
Where it is heading
Which way employment in this job is expected to move over the coming years, from an official projection.
Openings
Roughly how many openings arise — from growth and from people leaving the job.
Typical pay
What people in this job typically earn where the source publishes it. Blank does not mean unpaid; it means nobody publishes it for that place.

A measure is left out when nobody publishes it for that place, rather than shown as zero.

Which way the market leans for you

In your favour
More openings than people looking — employers are competing for candidates.
Balanced
Openings and candidates are roughly matched.
Competitive
More people looking than openings — expect to compete.
Mixed evidence
Sources disagree, or the same occupation group is short in one part and oversupplied in another.

Every source resolves to one of these four, so there is a single vocabulary to learn. What differs is the evidence behind it, which is printed underneath each verdict — a measured ratio of openings to jobseekers, or an assessment published by a national body.

How this job compares with other jobs in the same country

Strong
Among the strongest in that country
Good
Stronger than most jobs in that country
Mixed
About typical for that country
Weak
Weaker than most jobs in that country

This is a rank within one country, not a score you can carry across borders — the registers behind two countries count different people, so the same number means different things in each. It is also why a job can be among the strongest in a country and still show as Competitive: it leads the field in a market that is crowded overall.

Where these come from

Every figure is published by a national statistics office, a public employment service or an EU body, and each card names its source and the period it covers. Some places are counted monthly, others assessed once or twice a year, so two places on the same map can be describing different moments — the date is always shown.

None of this predicts one person’s chances. It describes a market.

Reported demand · Typical pay · Where it is heading (United States, Ireland, Australia, Malta, United Kingdom)
Reported demand · Typical pay · Where it is heading
Reported demand Typical pay Where it is heading
United States Not reported $62,750 2025-05 −10.2% 2024–2034 · BLS 2024-2034
Ireland Not reported — +42.9% 2023–2035 · Cedefop 2026 *
Australia Assessed as balanced Jobs and Skills Australia 2025 * — —
Malta Shortage reported ELA/EURES 2024 * — —
United Kingdom Not reported £22,767 2025-provisional —

* Published for occupation groups, not for individual job titles.

U.S. Bureau of Labor Statistics (OEWS)

Source: Office for National Statistics, Annual Survey of Hours and Earnings, Open Government Licence v3.0

Do you guide students, clients or employees? Use this occupation data in your organisation.

NexFuture™

Future Outlook for clothing sample machinist

The outlook for clothing sample machinist reflects a balanced mix of automation exposure and durable, human-led work.

How are these scores calculated?

The Resilience Score (0–100) estimates how structurally protected this occupation is from automation and AI disruption, based on task-level analysis. Higher scores mean more human-judgment-intensive tasks. AI Exposure shows the estimated percentage of task hours that current AI capabilities could affect. These are model-derived structural indicators, not predictions about individual job security.

Play the future
How could clothing sample machinist change as AI adoption grows?

This role is likely to change gradually, with AI supporting selected tasks rather than replacing the whole occupation.

Significant task-level transformation is estimated in 13 years (around 2039) under the selected Expected Pace scenario.
~40%
Resilience
Automation Risk
EXP~50%
Human advantage
MOAT~45%

Illustrative scenario based on task automatability — not a forecast. Values are rounded the further ahead you look.

2026
2033
2044
AI Adoption Speed:

Model-based estimate. Use it as a planning signal, not a guarantee.

How AI may change this role

Deterministic, model-based interpretation of current role signals — not a guarantee of replacement.

42% Human-owned

What still depends on people

  • coordinate manufacturing production activities
The Human Edge To stay ahead in this role, focus on 3D body scanning technologies and apparel manufacturing technology. These human-centric skills are the hardest for AI to replicate in the next 20 years.
15% Assist

Where AI may become a co-pilot

  • distinguish accessories
  • manage briefs for clothing manufacturing
  • distinguish fabrics
48% Automate

Tasks most exposed to automation

No single task here is highly automatable yet.

Detailed Analysis

Vital Signs & AI Vectors

AI Exposure Vectors

0-100%
Robotic & Physical Automation 15%

Exposure to physical automation, robotics, and sensor-driven task displacement

AI / Machine Learning 10%

Exposure to AI-assisted analysis, pattern recognition, and predictive modelling tasks

Generative AI 6%

Exposure to content generation, creative augmentation, and large language model tools

Cognitive Software 0%

Exposure to workflow automation, decision-support software, and process digitisation

Technical Details
Methodology: NexFuture v3.0 Sources: O*NET® 30.3, ESCO v1.2.1 Updated: Oct 2026

NexFuture v3.0 estimates automation exposure natively from ESCO essential-skill groups, weighted by skill mass and calibrated against expert anchors. Scores are probabilistic estimates, not guarantees. See the NexFuture Methodology White Paper for full details.

Measures automation exposure. It does not measure pay, demand, or how many jobs exist near you.

Day in the life

What people in this role usually do

Advanced Manufacturing

Day in the life

A typical day as a clothing sample machinist

09
09:00 · Morning
inspect wearing apparel products
Inspect and test products, parts and materials for conformity with specifications and standards. Discard or reject the ones not meeting the specifications.
10
10:30 · Mid-morning
alter wearing apparel
Alter wearing apparel repairing or adjusting it to the clients/manufacturing specifications. Perform altering by hand or using equipment.
12
12:00 · Midday
create patterns for garments
Create patterns for garments using pattern making softwares or by hand from sketches provided by fashion designers or product requirements. Create patterns for different sizes, styles, and components of the garments.
14
14:00 · Afternoon
cut fabrics
Cut fabrics and other wearing apparel materials considering measures, placement of the fabrics in the cutting table in multiple layers, and making the most efficient usage of the fabric avoiding waste. Cut fabrics by hand, or using electric knives, or other cutting tools depending on the fabric. Use computerised systems or automatic cutting machines.
15
15:30 · Late afternoon
distinguish accessories
Distinguish accessories in order to determine differences among them. Evaluate accessories based on their characteristics and their application in wearing apparel manufacturing.
17
17:00 · Wrap-up
distinguish fabrics
Distinguish fabrics in order to determine differences among them. Evaluate fabrics based on their characteristics and their application in wearing apparel manufacturing.

Task order is illustrative. Individual days vary.

Skills & knowledge

What you need to do this work

The skills, knowledge and tools this role calls for — and the traits and rewards that come with it.

Essential skills
fabricating garments and textile products
  • manufacture wearing apparel products

    Manufacture either mass-product or bespoke wearing apparels of various types, assembling and joining together wearing apparel components using processes such as sewing, gluing, bonding. Assemble wearing apparel components using stitches, seams such as collars, sleeves, top fronts, top backs, pockets.

  • sew textile-based articles

    Sew different products based on textiles and wearing apparel articles. Combine good hand-eye coordination, manual dexterity, and physical and mental stamina.

  • alter wearing apparel

    Alter wearing apparel repairing or adjusting it to the clients/manufacturing specifications. Perform altering by hand or using equipment.

monitoring quality of products
  • evaluate garment quality

    Evaluating stitching, construction, attachments, fasteners, embellishments, shading within the garment; evaluating pattern continuity-, matching; evaluating tapes and linings.

  • inspect wearing apparel products

    Inspect and test products, parts and materials for conformity with specifications and standards. Discard or reject the ones not meeting the specifications.

evaluating systems, programmes, equipment and products
  • distinguish accessories

    Distinguish accessories in order to determine differences among them. Evaluate accessories based on their characteristics and their application in wearing apparel manufacturing.

  • distinguish fabrics

    Distinguish fabrics in order to determine differences among them. Evaluate fabrics based on their characteristics and their application in wearing apparel manufacturing.

creating visual displays and decorations
  • make technical drawings of fashion pieces

    Make technical drawings of wearing apparel, leather goods and footwear including both technical and engineering drawings. Use them to communicate or to convey design ideas and manufacturing details to pattern makers, technologists, toolmakers, and equipment producers or to other machine operators for sampling and production.

  • prepare production prototypes

    Prepare early models or prototypes in order to test concepts and replicability possibilities. Create prototypes to assess for pre-production tests.

planning events and programmes
  • coordinate manufacturing production activities

    Coordinate manufacturing activities based on production strategies, policies and plans. Study details of the planning such as expected quality of the products, quantities, cost, and labour required to foresee any action needed. Adjust processes and resources to minimise costs.

making patterns and templates
  • create patterns for garments

    Create patterns for garments using pattern making softwares or by hand from sketches provided by fashion designers or product requirements. Create patterns for different sizes, styles, and components of the garments.

analysing and evaluating information and data
  • manage briefs for clothing manufacturing

    Manage briefs from clients for the manufacturing of wearing apparel. Collect customers' demands and prepare them into specifications for the production.

washing and maintaining textiles and clothing
  • iron textiles

    Pressing and ironing in order to shape or flatten textiles giving them their final finishing appearance. Iron by hand or with steam pressers.

sorting materials or products
  • grade patterns for wearing apparel

    Grading patterns by performing processes of resizing initial patterns in order to create nest of patterns to fit various body types and sizes.

operating machinery for the manufacture and treatment of textiles, fur and leather products
  • operate garment manufacturing machines

    Operate and monitor machines which make miscellaneous wearing apparel articles. Operate and monitor machines that fold cloth into measured length, and measure size of pieces.

Knowledge areas & Software & Technologies
Knowledge areas
  • 3D body scanning technologies

    The principles and usage of technologies for 3D body scanning used to capture the size and shape of the human body.

  • apparel manufacturing technology

    Traditional and advanced apparel manufacturing technologies. Technologies including processes, machinery, etc. in order to compile and design pattern requirements, contribute to product costing and finalise assembly sequence and quality assurance criteria.

  • fabric spreading in the fashion industry

    Preparatory operation for cutting textile pieces which consists of laying piles of cloth on top of the other in a pre-determined direction and relationship between the right and the wrong side of the cloth.

  • manufacturing of made-up textile articles

    Manufacturing processes in wearing apparel and made-up textiles. Different technologies and machinery involved in the manufacturing processes.

  • manufacturing of wearing apparel

    The  processes used to fabricate wearing apparel and the different technologies and machinery involved in the manufacturing processes.

  • marker making

    Marker diagram of a precise arrangement of pattern pieces for a specific style and the sizes to be cut from a single spread. Markers can be made by manually tracing master patterns onto the fabric or paper or by manipulating and plotting computerised pattern images. Process of determining the most efficient layout of pattern pieces for a specified style, fabric and distribution of sizes.

  • standard sizing systems for clothing

    Standard sizing systems for clothing developed by different countries. Differences among the systems and standards of different countries, the development of the systems according to the evolution of the shape of the human body and their usage in the clothing industry.

  • CAD for garment manufacturing

    Softwares of computer aided design for garment manufacturing which allow create 2 or 3 dimensional drawings.

  • properties of textile materials

    The characteristics and properties of different textile and fabric materials. These include strength, flexibility, elasticity, softness, durability, heat insulation, low weight, water absorbency/repellence, dyeability and resistance to chemicals. Moreover, the influence of chemical composition and molecular arrangement of yarn and fibre properties and fabric structure on the physical properties of textile fabrics; the different fibre types; the materials used in different processes and the effect on materials as they are processed.

Cross-sector skills
  • sustainable manufacturing
Software & Technologies
Adobe IllustratorAdobe InDesignAdobe Creative Cloud softwareGerber Technology AccuMarkPatternMaker
Key traits you need
Attention to Detail Dependability Integrity Adaptability/Flexibility Initiative Cooperation Stress Tolerance Innovation Achievement/Effort Persistence Self-Control Analytical Thinking Independence Leadership Concern for Others Social Orientation
Key rewards you can expect
AchievementWorking Condit…RecognitionRelationshipsSupportIndependence
How to qualify

Path to become a clothing sample machinist

What it typically takes to qualify: education level, where it is a regulated profession, and where to study.

Typical education level

Upper secondary education

Where to study

593 programmes in 30 countries teach the core skills of this job. Plus 116 short courses that build single skills.

A few examples, taught in the language of this page:

Vocational Giyim Üretim Teknolojisi

Clothing Production Technology

Türkiye

Degree

Apparel and Textiles

Mississippi State University · the United States

Degree

Master of Fashion (Design)

Royal Melbourne Institute of Technology · Australia

Short course

Garment Construction (Classroom and Asynchronous e-learning)

Singapore

Sources
  1. 1. Source: Opintopolku.fi (Finnish National Agency for Education)
  2. 2. Source: South African Qualifications Authority (SAQA), All Qualifications and Unit Standards (allqs.saqa.org.za).
  3. 3. Source: YÖK Atlas, Council of Higher Education (yokatlas.yok.gov.tr).
  4. 4. Source: U.S. Department of Education, College Scorecard (collegescorecard.ed.gov), CC BY. Data as at 10/06/2026. Adapted by NexPath.
  5. 5. Source: Commonwealth of Australia (Department of Education), CRICOS, data.gov.au, CC BY 2.5 AU. Data as at 01/09/2026. Adapted by NexPath.
  6. 6. Contains information from MySkillsFuture Course Run accessed on 2026-09-28 from data.gov.sg which is made available under the terms of the Singapore Open Data Licence version 1.0 (https://data.gov.sg/open-data-licence)
Career progression

Growth Pathways & Similar Roles

Explore typical career progression paths, adjacent skills, and similar roles to plan your next transition.

For organisations

The data on this page, working for your students, clients and staff.

Common questions

Frequently asked questions

What skills are essential to be a successful clothing sample machinist?
Strong sewing skills are obviously key, along with a good understanding of garment construction techniques, fabric properties, and pattern reading. Attention to detail, problem-solving abilities, and the ability to work accurately under pressure are also crucial.
How does this role differ from a production machinist?
A clothing sample machinist focuses on creating prototypes and initial samples. Production machinists work on mass-producing garments once the design is finalized. Sample machinists often handle more complex and unique designs.
What kind of work environment can I expect as a clothing sample machinist?
You'll typically work in a design studio, sample room, or small manufacturing facility. The environment can be fast-paced and require you to meet tight deadlines. It's mostly an employment-based role.
Is there a shortage of Clothing Sample Machinist in Europe?
Yes. In the 2025 ELA/EURES edition, a shortage was reported in 9 of the 13 European countries that assessed this occupation group: Belgium, Bulgaria, Czechia, Hungary and 5 more. Belgium has reported one for 4 consecutive years. These assessments are published per occupation group rather than per job title.
How much does Clothing Sample Machinist pay in the United States?
$67,670 a year at the median, as of 2025-05. State medians run from $33,790 to $101,230. Source: US Bureau of Labor Statistics. This is a United States figure and not a projection for Europe.

Sources: ESCO O*NET ELA/EURES Cedefop BLS Data updated October 3, 2026 About our data