The market failure no one campaigns on
Left to themselves, companies train less than society needs. When skills are general—valuable to many employers—rivals can poach newly trained staff. That “poaching externality” means the trainer bears the cost while others free‑ride; rational firms under‑invest. Modern labour‑economics has formalised this problem for decades.
The result shows up in the data: across the OECD, adult learning is unequal—high earners participate far more than low earners—precisely the wrong way round if automation is to lift all boats.
Fixing the externality takes a simple instrument: a hypothecated levy on payroll that every medium‑large employer pays, and a rebate (with a small kicker) that firms earn only when training delivers verified results. It is not a new idea. Singapore has long run a 0.25% Skills Development Levy (SDL); France makes firms contribute 0.55% (≤10 employees) or 1% (≥11) to continuing training; Korea uses its Employment Insurance system to reimburse training costs, with extra generosity for SMEs. The lesson is not that levies exist—but which designs work.
What we have learned from other people’s mistakes
Britain’s Apprenticeship Levy offers cautionary tales. Starts fell sharply after 2017; audit bodies and think‑tanks flagged “rebadging” of existing management training to draw down funds; billions in employer payments went unused or expired; and the system skewed toward older, higher‑level courses. The cure is flexibility + outcomes + ring‑fences for young starters, not scrapping levies.
The model to copy: an Employer Levy & Rebate (ELR)
Thesis: don’t tax robots—tax not training. Make training the automatic companion to automation.
A. The levy
- Base: 0.5–1.0% of payroll on employers above a size threshold (e.g., >50 workers), collected with existing payroll remittances.
- Pooling: SMEs pool via sector councils so they can host apprentices without running full academies.
- Hypothecation: proceeds go to a ring‑fenced Skills Fund audited annually.
B. The rebate (paid only for outcomes)
- Milestones: completion → recognised credential → job/role placement → 6–12‑month earnings gains.
- Rates: higher rebate for young entrants, SMEs, and scarce occupations (mechatronics, maintenance, controls, industrial IT).
- What counts: short, modular courses and apprenticeships; on‑the‑clock training during automation roll‑outs (see short‑time‑work below).
- Dashboards: publish provider‑ and employer‑level completion, placement, earnings metrics.
Why outcomes? Cross‑country evidence shows firm returns to apprenticeships vary widely—positive in Switzerland on average; costlier in Germany unless tasks are well designed. Paying for results aligns everyone’s incentives.
Guardrails that keep the system honest
- Anti‑rebadging rule. No using levy cash to relabel generic management CPD as “apprenticeships”. (Britain learned this the hard way.) Impose caps on generic management programmes and require new‑to‑role hires or clear upskilling evidence.
- Quality gates for providers. Admission and continued access depend on measured outcomes; serial under‑performance triggers rapid defunding.
- Transferability across supply chains. Allow prime contractors to transfer levy credits to their suppliers to develop regional ecosystems—without recreating the UK’s rigidities.
- Young‑people ring‑fence. Reserve a floor share of rebates for under‑25 apprenticeships at Levels 2–3 (or national equivalents) to avoid hollowing out entry routes. Evidence from the UK shows the entry‑level collapse when this is ignored.
- Open credentials, portable benefits. Credentials must be stackable and recognised across employers; benefits should follow the worker.
- Fraud policing. Independent audits; randomised checks; heavy penalties for “ghost trainees”.
Make automation a training window, not a redundancy machine
Short‑time‑work + training should sit inside the ELR. When factories install new lines, hours can fall temporarily; the state tops up wages while workers retrain on the clock. OECD evaluations show these schemes preserved jobs in shocks when tightly targeted and time‑limited. Germany kept millions attached to firms during downturns; Spain’s ERTE reforms locked in similar mechanics. Use that same logic for automation roll‑outs.
Fiscal arithmetic (the “adult” bit)
- Gross in, net out. The levy collects every month; rebates are earned only on outcomes, so unearned balances finance public seats at community colleges/polytechnics.
- No unfunded promises. Tie any investment tax credit for automation to neutrality—i.e., the credit vests fully only if value‑added per worker rises and payroll hours are maintained or higher over a rolling window—with the ELR as the enforcement arm.
- Complementary revenues: where appropriate, dedicate slices of carbon/ETS/CBAM receipts and land‑value capture around upgraded industrial corridors to the Skills Fund (steady, non‑distorting bases).
Country dials (same logic, different settings)
United States.
- Introduce a federal ELR (exempt <50 workers; phase‑in rates).
- Let firms draw rebates through community colleges, union JATCs and accredited in‑house academies.
- Piggyback on state UI systems to deliver short‑time‑work + training options.
- Make CHIPS/IRA/IIJA awards universally conditional on apprenticeship ratios and local training endowments (already true in the stronger awards).
European Union/UK.
- Modernise existing levies: allow modular courses and supply‑chain transfers; publish outcome dashboards; ring‑fence youth places.
- Align with the Net‑Zero Industry Act permit clocks so training seats are ready before plants open.
- Use CRMA targets to guide sector priorities (mechatronics/maintenance for battery, solar, wind, refining).
Advanced Asia.
- Singapore/Korea already have the bones: keep 0.25%+ rates, scale outcome‑based payments, and expand SME pooling.
- Embed on‑the‑clock training into short‑time‑work rules during upgrades.
Implementation in 12 months (with KPIs)
Month 0–3: Law & plumbing
- Pass the ELR Act (levy bands; rebate milestones; dashboards; audits).
- Set priority occupation lists; publish approved provider criteria.
- Stand up a Major Projects Unit so training timelines match permit clocks.
Month 4–8: Pilots that matter
- Launch two regional pilots (heavy industry + electronics).
- Fund regional training labs with OEMs; build simulator/digital‑twin capacity.
- Begin short‑time‑work + training trials tied to real automation projects.
Month 9–12: Scale & publish
- Expand to national coverage; enforce young‑people ring‑fence.
- Publish the first set of provider league tables (completion, placement, 12‑month earnings).
- Tie public capex grants to verified training seats and open‑jobs‑first rules.
KPIs (public, quarterly):
- Training uptake: +15–20 pp among non‑degree workers.
- Outcomes: ≥80% placement in field; +8–12% median earnings for completers at 12 months.
- Fairness: share of rebates going to under‑25 and SMEs.
- Resilience: layoff spikes −25–35% at plants using short‑time‑work + training. (Benchmarks from OECD/IMF studies on job‑retention schemes.)
Policy Boxes
Box 1 — ELR in one page (printable)
• Levy: 0.5–1.0% of payroll on mid/large employers; SMEs pool via sector councils.
• Rebate: paid only on completion → credential → placement → earnings milestones.
• Uplifts: youth, SMEs, hard‑to‑fill roles.
• Transparency: open dashboards; randomised audits; fraud penalties.
• Compatibility: short courses and apprenticeships; on‑the‑clock training during upgrades.
Box 2 — What not to do (lessons from the UK)
• Don’t lock funds into long programmes only. Allow modular training.
• Don’t reward attendance—pay for outcomes.
• Don’t tolerate rebadging. Cap generic management programmes; demand new‑to‑role evidence.
• Do ring‑fence youth places and allow supply‑chain transfers.
Box 3 — Why levies beat tax cuts (the economics)
• Levies fix poaching externalities; general tax cuts don’t.
• Evidence: 75 countries operate levy‑financed training funds; well‑run schemes (Singapore, France, Malaysia) show administrative feasibility.
Footnotes & sources (selected)
- Poaching externalities & under‑investment: Acemoglu & Pischke, classic papers on general training; related empirical work.
- Inequality in adult learning: OECD Trends in Adult Learning (participation gaps by income).
- Levy exemplars: Singapore SDL 0.25% (official guidance); France CFP 0.55%/1% (URSSAF/OPCO); Korea Employment Insurance rebate‑based training (OECD profile).
- UK pitfalls: NAO on post‑2017 starts; House of Commons/think‑tanks/CIPD on rebadging and unspent funds.
- Cost‑benefit of apprenticeships: OECD syntheses; Swiss vs German firm returns.
- Short‑time‑work effectiveness: OECD/IMF assessments (Germany, Spain’s ERTE).