{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/commercial-and-industrial-designers/", "methodology": "https://cookedindex.com/methodology", "notice": "Verdicts are re-examined as evidence accumulates. Re-fetch before relying on this; the page above always carries the current score.", "scored_at": "2026-08-11", "model": "claude-opus-5", "occupation": { "title": "Commercial and Industrial Designers", "soc_code": "27-1021", "category": "Media", "us_employment": 33490, "median_annual_wage": 83910 }, "verdict": "EXPOSED", "risk_resistance": 39, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 8, "embodiment": 9, "liability_shield": 2, "trust_premium": 9, "judgment_accountability": 11 }, "reasoning": { "task_resistance": "An 8 reflects that ideation sketches, keyshot/renders, packaging graphics, and CAD surface variants — historically a third to half of billable hours — can now be generated or iterated by prompt, while GD&T-tolerance drawings, draft-angle and undercut fixes for injection molds, and hand-tuning grip geometry off a printed part still need you at the bench, so it sits at the boundary rather than in the mixed-safe teens.", "embodiment": "A 9 is earned by the SLA/FDM print queue, foam and clay models, calipers on competitor teardowns, and press-side visits during first-article runs — real physical work, but conducted in your own shop and the supplier's clean factory floor rather than in uncontrolled field conditions, which is what keeps it under 13.", "liability_shield": "There is no state licence for industrial design and IDSA membership carries no legal weight — when a handle cracks or a housing traps a finger, the PE who signed the structural analysis and the manufacturer's product-safety group absorb the claim, not you, hence a 2 rather than zero only because your name is on the design record.", "trust_premium": "A 9 covers the in-house designer whose credibility with the VP of product and the tooling vendor took years to build and doesn't transfer, but the deliverable itself — a STEP file and a spec sheet — ships and functions with no reference to who made it, unlike a brand consultant whose relationship is the invoice.", "judgment_accountability": "An 11 fits owning genuinely contested calls — which of five concepts survives DFM review, whether to eat $40k in tooling change for a 2mm radius, where the cost/ergonomics line falls — while the decisions that carry real consequence downstream get ratified by product management, engineering sign-off, and safety review before anything cuts steel." }, "rationale": "The front half of this job — concept sketching, mood boards, form exploration, rendering, and spec-sheet writing — is exactly what image and text models now do in minutes, and clients have noticed. What holds is the back half: physically handling prototypes, tuning ergonomics and material feel, negotiating design-for-manufacture constraints with tooling engineers, and owning the call on which concept ships. Most industrial designers at the national median spend a large share of their week on the automatable front half, which is why this lands mid-EXPOSED rather than safe.", "outlook": "Headcount likely shrinks as one designer plus generative tools replaces a small concept team, while the designers who own manufacturing constraints and physical validation keep and expand their roles.", "what_would_raise_it": { "levers": [ { "dimension": "task_resistance", "change": "Task-mix shift: as generative concepting collapses to minutes, the retained job becomes DFM negotiation, tolerance/material selection, prototype iteration and tooling handoff — genuinely a second tier in this occupation. Recognisable if job postings shift from 'portfolio of renders' to 'experience with injection-mould tooling, GD&T, and CMF sign-off'.", "plausibility": "already happening", "would_add": 4 }, { "dimension": "embodiment", "change": "Consolidation of design roles into product-development engineering functions where the designer runs the physical prototype loop (foam/SLA models, ergonomic fit trials, CMF sample approval on the factory floor, overseas tooling trips) rather than delegating to model shops.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "liability_shield", "change": "Product-safety regimes attaching a named human designer to design records: EU General Product Safety Regulation (2023/988) and Machinery Regulation 2023/1230 technical-file requirements, plus the EU AI Act's provenance duties, could push manufacturers to require a named human to sign the design-history file and human-factors risk assessment. Also watch insurer/product-liability carriers demanding a named human of record for design-defect defence after any AI-generated-design failure litigation.", "plausibility": "plausible", "would_add": 4 }, { "dimension": "trust_premium", "change": "Narrow, brand-driven route only: 'designed by [named human]' as a marketing asset in premium furniture, housewares and consumer electronics, reinforced if a body like IDSA or an EU-style disclosure rule forces labelling of AI-generated design. Does not extend to the anonymous contract-design bulk of the occupation.", "plausibility": "plausible", "would_add": 2 }, { "dimension": "judgment_accountability", "change": "Formalising the ship/no-ship call: designer-of-record sign-off on human-factors and CMF decisions in a design-history file (already standard in medical-device design under FDA 21 CFR 820.30 / ISO 13485), spreading to juvenile products, appliances and mobility as recall exposure grows.", "plausibility": "plausible", "would_add": 3 } ], "ceiling_note": "Realistic ceiling is mid-50s. There is no licensure for industrial design in the US, so the liability shield can only ever be contractual or documentary, not statutory — and the largest share of current weekly hours sits in exactly the visual-generation tasks models do best. Gains come from shrinking the job to its judgment tier, which raises the score per worker while reducing headcount." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 31250, "wage": 65970 }, { "y": 2018, "emp": 33200, "wage": 66590 }, { "y": 2019, "emp": 32770, "wage": 68890 }, { "y": 2020, "emp": 30100, "wage": 71640 }, { "y": 2021, "emp": 27940, "wage": 77030 }, { "y": 2022, "emp": 30450, "wage": 75910 }, { "y": 2023, "emp": 30810, "wage": 76250 }, { "y": 2024, "emp": 30250, "wage": 79450 }, { "y": 2025, "emp": 33490, "wage": 83910 } ], "from": 2017, "to": 2025, "change_pct": 7.2, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "civil-engineers", "title": "Civil Engineers", "verdict": "EXPOSED", "risk_resistance": 63, "median_wage": 100840, "overlap": 73, "skills_to_close": [ "Mathematics", "Science", "Systems Analysis", "Writing" ] }, { "slug": "architectural-and-engineering-managers", "title": "Architectural and Engineering Managers", "verdict": "EXPOSED", "risk_resistance": 56, "median_wage": 171270, "overlap": 72, "skills_to_close": [ "Mathematics", "Writing", "Active Learning", "Judgment and Decision Making" ] }, { "slug": "electrical-engineers", "title": "Electrical Engineers", "verdict": "EXPOSED", "risk_resistance": 52, "median_wage": 120630, "overlap": 71, "skills_to_close": [ "Equipment Maintenance", "Repairing", "Troubleshooting", "Writing" ] } ], "license": "https://cookedindex.com/terms" }