Fashion and product design
ISCO-08 2163Fashion designer, Accessories designer, Jewellery designer, Textile designer, Creative studio director, Design assistant
Headcount need, in FTE
Target AI skills
level 1 to 4Job skills
Growing in value
- Curating and editing generated design options
- Knowledge of the house archive and codes
- Material and craft know-how
- Intellectual property awareness on generated visuals
Losing value
- Producing colourway variations by hand
- Building mood boards from image searches
- Redrawing flat sketches for tech packs
How the job will change
Image generation and 3D tools let a studio produce mood boards, colourway variants and first renderings in hours instead of days. Assistants retrieve references from the house archive and turn a sketch into a clean flat for development. Choosing a direction, defending it and working the material remain with the designer.
The job puts more weight on editing and judgement: selecting among many generated options, holding the house codes, knowing what a material or a workshop can do. A good designer tomorrow will use generation tools to explore further and will be able to say why one proposal belongs to the house and another does not.
- 2026-2027
- Generated mood boards and colourways used in early research phases.
- 2028-2030
- 3D and generation tools cut physical samples in early rounds.
- 2031+
- Studios explore more, decide on fewer physical prototypes.
Generated visuals raise unresolved intellectual property and originality questions. Studios need clear rules on what can be generated, from which sources, before scaling these tools. See the seniority outlook below.
What if you hired fewer juniors?
Your 2036 seniors are the juniors you hire today.
Advanced settings modified
2026 2036
The AI Cookbook 2026
albert's guide to cut through the noise around generative AI and turn it into workforce decisions.
- What AI actually changes in jobs and skills
- Why the junior pipeline matters more than most companies realise
- How to integrate AI into workforce planning

Run these scenarios on your actual workforce
AI Impact Diagnostic: 6 to 8 weeks, your data in albert, three costed scenarios and the projected seniority mix for each job family.
How the numbers are built
Every headcount figure combines four assumptions. Three come pre-filled from public research and job family defaults. The strategic ceiling is yours to set.
Seniority outlook
A flow model with three levels of experience in the profession. Promotion and exit rates are set so that today's mix stays stable when hiring does not change: any gap you see comes from the junior hiring cut alone.
Sources
- International Labour OrganizationGenerative AI and jobs: a refined global index of occupational exposure (2025)
- ILO datasetTask-level GenAI exposure scores by ISCO-08 occupation
- AnthropicAnthropic Economic Index (June 2026 release, April and May 2026 usage data)
- Stanford Digital Economy LabCanaries in the Coal Mine? Six facts about the recent employment effects of AI