Job Exposure Database

93 professions · avg 43% exposure · structured EU labour signals · click any job for full analysis

Not a generic LLM answer engine: browse mapped occupations, country focus, AI capabilities, resilience factors and upskilling moves.

93

Total jobs

11

Very high risk

16

High risk

43%

Avg score

93 results · EU focus · click any row for full analysis

Dactylo

ISCO 4131 · Admin & Office · 93% automation probability · 7,342 EU sample workers signal

Very High93→
Speech-to-textOCRDocument generation

Employé statistiques

ISCO 4312 · IT & Data · 85% automation probability · 6,283 EU sample workers signal

Very High86→
Predictive analyticsAutomated reportingRisk scoring

Caissier

ISCO 5230 · Sales & Growth · 85% automation probability · 6,283 EU sample workers signal

Very High86→
Self-checkout AIComputer visionPayment automation

Employé de bureau

ISCO 4110 · IT & Data · 82% automation probability · 5,857 EU sample workers signal

Very High83→
Document processingData entry automationNLP classification

Employé de production

ISCO 4322 · IT & Data · 81% automation probability · 5,645 EU sample workers signal

Very High82→
ERP automationSupply chain AIInventory prediction

Caissier de banque

ISCO 4211 · Leadership & Compliance · 79% automation probability · 5,370 EU sample workers signal

Very High79→
Transaction automationFraud detection AIChatbots

Agent de voyage

ISCO 4221 · Leadership & Compliance · 76% automation probability · 5,040 EU sample workers signal

Very High76→
Booking automationAI recommendationsNLP customer service↑ Complex itinerary planning

Agent centre d appels

ISCO 4222 · IT & Data · 81% automation probability · 3,682 EU sample workers signal

Very High80→
Customer service botsAuto summariesTicket resolution AI↑ Empathy in escalations

Agent commercial centre d appels

ISCO 5244 · Sales & Growth · 78% automation probability · 3,277 EU sample workers signal

Very High77→
Voice botsScript generationSentiment scoring↑ Difficult conversations

Employe transport

ISCO 4323 · IT & Data · 76% automation probability · 2,152 EU sample workers signal

Very High78→
Shipment tracking AIDocument extractionScheduling automation↑ Escalations↑ Local constraints

Employe RH

ISCO 4416 · Admin & Office · 75% automation probability · 1,810 EU sample workers signal

Very High76→
CV parsingPayroll automationHR ticket bots↑ Sensitive cases↑ Employee trust

Vendeur magasin

ISCO 5223 · IT & Data · 58% automation probability · 5,242 EU sample workers signal

High59→
Self-checkoutInventory AIRecommendation systems↑ In-person advice↑ Trust

Comptable

ISCO 3313 · Sales & Growth · 73% automation probability · 4,536 EU sample workers signal

High72→
Automated bookkeepingTax AIAnomaly detection↑ Complex advisory

Ouvrier assemblage

ISCO 8211 · IT & Data · 55% automation probability · 4,306 EU sample workers signal

High57→
Robot assemblyVision inspectionWork instruction AI↑ Manual dexterity↑ Line adaptation

Assistant juridique

ISCO 3411 · IT & Data · 66% automation probability · 3,819 EU sample workers signal

High66→
Contract AILegal research NLPDocument automation↑ Courtroom support

Traducteur

ISCO 2643 · Admin & Office · 62% automation probability · 3,607 EU sample workers signal

High61→
Neural machine translationTerminology AIDocument translation↑ Cultural nuance↑ Legal/medical precision

Chauffeur de taxi

ISCO 8322 · IT & Data · 61% automation probability · 3,528 EU sample workers signal

High61→
Autonomous vehicle AIRoute AIDemand prediction↑ Customer service↑ Local knowledge

Conducteur de train

ISCO 5112 · IT & Data · 57% automation probability · 3,018 EU sample workers signal

High57→
Autonomous train systemsPredictive maintenance AITraffic AI↑ Emergency judgment↑ Safety responsibility

Chauffeur poids lourds

ISCO 8332 · IT & Data · 56% automation probability · 3,001 EU sample workers signal

High56→
Autonomous driving AIRoute optimizationFleet management↑ Complex traffic judgment↑ Physical loading

Technicien support IT

ISCO 3512 · IT & Data · 61% automation probability · 2,776 EU sample workers signal

High62→
Helpdesk chatbotsKnowledge-base AITicket routing↑ Empathy↑ Context gathering

Agent d'assurance

ISCO 3351 · Admin & Office · 56% automation probability · 2,772 EU sample workers signal

High56→
Risk scoring AIAutomated underwritingChatbot advisory↑ Complex risk assessment↑ Client trust

Specialiste marketing

ISCO 2431 · Sales & Growth · 58% automation probability · 2,152 EU sample workers signal

High57→
Content generationAudience segmentationCampaign optimization↑ Brand judgment↑ Market intuition

Coordinateur operations

ISCO 3339 · Admin & Office · 57% automation probability · 1,934 EU sample workers signal

High58→
Scheduling AIWorkflow automationException alerts↑ Cross-team coordination↑ Local judgment

Transitaire

ISCO 3331 · IT & Data · 63% automation probability · 1,685 EU sample workers signal

High64→
Route optimizationDocument automationETA prediction↑ Exception handling↑ Supplier relationships

Assistant de direction

ISCO 3343 · IT & Data · 72% automation probability · 1,654 EU sample workers signal

High73→
Calendar AIEmail draftingMeeting summaries↑ Confidential judgment↑ Executive trust

Analyste processus metier

ISCO 2423 · Leadership & Compliance · 55% automation probability · 1,342 EU sample workers signal

High55→
Process miningAutomation discoveryWorkflow generation↑ Change management↑ Operating model design

Analyste BI

ISCO 3314 · IT & Data · 60% automation probability · 1,280 EU sample workers signal

High61→
Dashboard generationSQL assistantsNarrative analytics↑ Business interpretation↑ Metric design

Operateur machine

ISCO 8121 · IT & Data · 48% automation probability · 3,901 EU sample workers signal

Medium50→
Predictive maintenanceQuality vision AIRobot assistance↑ Physical troubleshooting↑ Safety awareness

Serveur

ISCO 5131 · Sales & Growth · 32% automation probability · 2,621 EU sample workers signal

Medium35→
Ordering kiosksScheduling AIMenu recommendations↑ Hospitality↑ Social timing

Analyste financier

ISCO 2412 · IT & Data · 51% automation probability · 2,458 EU sample workers signal

Medium50→
Quantitative modeling AINLP for reportsSentiment analysis↑ Strategic judgment↑ Novel scenario analysis

Responsable grands comptes

ISCO 3323 · Sales & Growth · 43% automation probability · 2,371 EU sample workers signal

Medium40→
CRM summariesNext-best-action AIEmail drafting↑ Trust↑ Negotiation

Agent de securite

ISCO 5414 · Logistics & Field · 38% automation probability · 2,371 EU sample workers signal

Medium39→
Video analyticsAccess control AIIncident alerts↑ Human presence↑ De-escalation

Technicien de laboratoire

ISCO 3212 · Care & Education · 46% automation probability · 1,943 EU sample workers signal

Medium45→
Automated analysisComputer vision diagnosticsAI pattern recognition↑ Anomaly judgment↑ Quality control

Technicien reseaux

ISCO 3513 · IT & Data · 45% automation probability · 1,934 EU sample workers signal

Medium48→
Ticket classificationRemote diagnosticsConfig assistants↑ Physical installation↑ User support

Designer graphique

ISCO 2166 · Creative & Media · 42% automation probability · 1,764 EU sample workers signal

Medium42→
Image generation AILayout automationBrand AI↑ Creative direction↑ Cultural sensitivity

Représentant commercial

ISCO 3322 · IT & Data · 42% automation probability · 1,657 EU sample workers signal

Medium42→
CRM automationLead scoring AIEmail generation↑ Relationship management↑ Negotiation

Administrateur systemes

ISCO 2522 · IT & Data · 42% automation probability · 1,622 EU sample workers signal

Medium46→
Infrastructure monitoring AIAutomated patchingIncident triage↑ Accountability for uptime↑ Security judgment

Programmeur applicatif

ISCO 2514 · IT & Data · 41% automation probability · 1,622 EU sample workers signal

Medium31→
Code generationTest automationRefactoring AI↑ Architecture judgment↑ Debugging ownership

Cariste

ISCO 8344 · IT & Data · 52% automation probability · 1,622 EU sample workers signal

Medium54→
Warehouse roboticsRoute optimizationInventory AI↑ Site awareness↑ Safety judgment

Responsable succes client

ISCO 2434 · IT & Data · 46% automation probability · 1,592 EU sample workers signal

Medium44→
Churn predictionAccount summariesSupport automation↑ Relationship trust↑ Escalation judgment

Journaliste

ISCO 2642 · IT & Data · 40% automation probability · 1,557 EU sample workers signal

Medium39→
Text generation AIResearch automationSEO tools↑ Investigative depth↑ Source relationships

Inspecteur de police

ISCO 3355 · IT & Data · 38% automation probability · 1,411 EU sample workers signal

Medium38→
Predictive policingFacial recognitionPattern analysis↑ Human judgment↑ Community relations

Conseiller recrutement

ISCO 3333 · Leadership & Compliance · 54% automation probability · 1,405 EU sample workers signal

Medium52→
Candidate matchingInterview summariesSourcing AI↑ Human assessment↑ Candidate trust

Avocat

ISCO 2611 · IT & Data · 38% automation probability · 1,389 EU sample workers signal

Medium37→
Legal document AIContract analysisCase prediction↑ Courtroom advocacy↑ Client counsel

Responsable RH

ISCO 1213 · IT & Data · 37% automation probability · 1,344 EU sample workers signal

Medium37→
CV screening AIEngagement analyticsPayroll automation↑ Culture building↑ Conflict resolution

Responsable RP

ISCO 2432 · Leadership & Compliance · 36% automation probability · 1,311 EU sample workers signal

Medium36→
Media monitoring AIContent generationSentiment analysis↑ Crisis judgment↑ Narrative strategy

Specialiste reseaux

ISCO 2523 · IT & Data · 38% automation probability · 1,280 EU sample workers signal

Medium42→
Network anomaly detectionConfig generationTraffic analytics↑ On-site troubleshooting↑ Architecture trade-offs

Chef de produit

ISCO 2433 · IT & Data · 41% automation probability · 1,216 EU sample workers signal

Medium36→
User research synthesisRoadmap draftingAnalytics copilots↑ Prioritization↑ Customer judgment

Technicien web

ISCO 3514 · IT & Data · 55% automation probability · 1,216 EU sample workers signal

Medium53→
CMS generationSEO automationAnalytics AI↑ Client context↑ Production fixes

Consultant en management

ISCO 2421 · IT & Data · 35% automation probability · 1,176 EU sample workers signal

Medium34→
Data analytics AIProcess miningBenchmarking↑ Strategic synthesis↑ Stakeholder management

Développeur web

ISCO 2513 · IT & Data · 34% automation probability · 1,176 EU sample workers signal

Medium33→
UI generation AICode assistantsSEO automation↑ UX judgment↑ Creative design

Photographe

ISCO 2166 · Creative & Media · 34% automation probability · 1,153 EU sample workers signal

Medium33→
AI photo editingImage generationStyle transfer↑ Artistic vision↑ Client relationships

Analyste systemes

ISCO 2511 · IT & Data · 44% automation probability · 1,123 EU sample workers signal

Medium39→
Requirements clusteringProcess miningDocumentation AI↑ Business translation↑ Stakeholder alignment

Directeur commercial

ISCO 1221 · Sales & Growth · 37% automation probability · 1,123 EU sample workers signal

Medium32→
Forecasting AIPipeline analyticsCoaching insights↑ Leadership↑ Negotiation strategy

Pilote

ISCO 3143 · IT & Data · 32% automation probability · 1,058 EU sample workers signal

Medium32→
Autopilot AITraffic management AIPredictive maintenance↑ Emergency judgment↑ Spatial awareness

Data scientist

ISCO 2120 · IT & Data · 44% automation probability · 968 EU sample workers signal

Medium37→
Model automationFeature discoveryAutoML↑ Causal judgment↑ Problem framing

Ingenieur DevOps

ISCO 2519 · IT & Data · 39% automation probability · 936 EU sample workers signal

Medium34→
CI/CD assistantsLog analysisCloud cost AI↑ Production judgment↑ Reliability ownership

Ingenieur donnees

ISCO 2515 · IT & Data · 39% automation probability · 936 EU sample workers signal

Medium35→
Pipeline generationData quality AISchema mapping↑ System design↑ Data contracts

Technicien génie civil

ISCO 3112 · IT & Data · 30% automation probability · 896 EU sample workers signal

Medium30→
BIM AI toolsStructural analysis AIProject scheduling↑ On-site judgment↑ Safety assessment

Mineur

ISCO 7111 · Admin & Office · 31% automation probability · 885 EU sample workers signal

Medium32→
Autonomous mining equipmentSafety AIGeology AI↑ Physical resilience↑ Safety expertise

Analyste cybersecurite

ISCO 2529 · IT & Data · 36% automation probability · 874 EU sample workers signal

Medium33→
Threat detection AIAlert correlationPhishing analysis↑ Adversarial thinking↑ Incident command

Responsable conformite

ISCO 1219 · Sales & Growth · 50% automation probability · 811 EU sample workers signal

Medium48→
Policy mappingControl testing AIRegulatory monitoring↑ Accountability↑ Ethical judgment

Administrateur bases de donnees

ISCO 2521 · IT & Data · 43% automation probability · 811 EU sample workers signal

Medium45→
Query optimization AISchema suggestionsAnomaly detection↑ Data integrity judgment↑ Recovery ownership

Manager services TIC

ISCO 1330 · IT & Data · 35% automation probability · 749 EU sample workers signal

Medium30→
Service analyticsSLA predictionIncident summaries↑ Accountability↑ Vendor management

Analyste politique publique

ISCO 2422 · IT & Data · 46% automation probability · 656 EU sample workers signal

Medium41→
Evidence synthesisRegulatory mappingScenario drafting↑ Political judgment↑ Public accountability

Operateur machine a coudre

ISCO 8153 · Tech & Engineering · 43% automation probability · 656 EU sample workers signal

Medium46→
Pattern optimizationQuality visionProduction scheduling↑ Fine motor skill↑ Material judgment

Delegue protection donnees

ISCO 2619 · IT & Data · 46% automation probability · 499 EU sample workers signal

Medium43→
Privacy impact draftingData mapping AIPolicy monitoring↑ Legal accountability↑ Organizational trust

Artisan

ISCO 7318 · Logistics & Field · 20% automation probability · 1,997 EU sample workers signal

Low22→
Design suggestionsBooking automationEstimate generation↑ Manual mastery↑ Local adaptation

Ingénieur de production

ISCO 2141 · IT & Data · 30% automation probability · 885 EU sample workers signal

Low29→
Process simulation AIPredictive maintenanceQuality AI↑ Physical system intuition↑ Cross-functional collaboration

Directeur d'hôtel

ISCO 1411 · Leadership & Compliance · 30% automation probability · 885 EU sample workers signal

Low29→
Revenue management AIGuest experience AIAutomated check-in↑ Guest relations↑ Crisis management

Développeur logiciel

ISCO 2512 · IT & Data · 29% automation probability · 829 EU sample workers signal

Low28→
Code completionTest generationDocumentation AI↑ System design↑ Problem decomposition

Mécanicien automobile

ISCO 7231 · IT & Data · 29% automation probability · 823 EU sample workers signal

Low29→
Diagnostic AIParts recommendationPredictive maintenance↑ Manual dexterity↑ Physical diagnosis

Architecte

ISCO 2161 · Tech & Engineering · 28% automation probability · 756 EU sample workers signal

Low27→
Generative design AIBIM automationStructural AI↑ Creative vision↑ Client relationships

Ingénieur électricien

ISCO 2151 · IT & Data · 27% automation probability · 739 EU sample workers signal

Low27→
Circuit simulation AIPower grid optimizationDesign automation↑ Novel system design↑ Cross-domain solving

Médecin généraliste

ISCO 2211 · IT & Data · 26% automation probability · 633 EU sample workers signal

Low25→
Diagnostic AIDrug interaction toolsMedical NLP↑ Clinical judgment↑ Patient relationship

Électricien

ISCO 7411 · IT & Data · 26% automation probability · 627 EU sample workers signal

Low26→
Smart building diagnostics↑ Manual dexterity↑ On-site problem solving

Developpeur automatisation IA

ISCO 2512B · IT & Data · 34% automation probability · 562 EU sample workers signal

Low29→
Agent workflowsTool callingRPA generation↑ System integration↑ Process judgment

Professeur d'art

ISCO 2355 · Care & Education · 22% automation probability · 504 EU sample workers signal

Low22→
Personalized learning AIContent generation↑ Creative mentorship↑ Live performance

Agent d'entretien

ISCO 9111 · Logistics & Field · 22% automation probability · 459 EU sample workers signal

Low23→
Cleaning robotsSmart scheduling↑ Adaptability↑ Fine motor skills

Cuisinier

ISCO 5120 · Creative & Media · 25% automation probability · 454 EU sample workers signal

Low25→
Recipe suggestion AIInventory management↑ Manual dexterity↑ Sensory judgment

Musicien / compositeur

ISCO 2652 · Tech & Engineering · 21% automation probability · 442 EU sample workers signal

Low20→
AI composition toolsProduction automationStyle transfer AI↑ Live performance↑ Emotional expression

Enseignant professionnel

ISCO 2320 · Care & Education · 19% automation probability · 381 EU sample workers signal

Low19→
Adaptive learning AISkills assessment tools↑ Hands-on training↑ Mentorship

Enseignant universitaire

ISCO 2310 · IT & Data · 19% automation probability · 353 EU sample workers signal

Low18→
Content summarization AIAssessment feedbackResearch tools↑ Domain expertise↑ Mentoring

Biologiste

ISCO 2131 · IT & Data · 17% automation probability · 303 EU sample workers signal

Low17→
Genomics AISpecies identification AIData analysis↑ Field research↑ Novel hypothesis generation

Physicien

ISCO 2111 · IT & Data · 17% automation probability · 269 EU sample workers signal

Low16→
Simulation AIData analysis automationLiterature mining↑ Novel theory development↑ Experimental design

Aide-soignant

ISCO 3257 · IT & Data · 15% automation probability · 251 EU sample workers signal

Low16→
Patient monitoring AIScheduling AI↑ Physical care↑ Emotional support

Infirmier

ISCO 2221 · IT & Data · 14% automation probability · 224 EU sample workers signal

Low14→
Clinical decision supportRemote monitoring AIDocumentation AI↑ Patient care↑ Clinical judgment

Directeur général

ISCO 1120 · IT & Data · 15% automation probability · 213 EU sample workers signal

Low14→
Decision support AIMarket analysisAutomated reporting↑ Strategic vision↑ Leadership

Guide touristique

ISCO 5113 · Logistics & Field · 14% automation probability · 201 EU sample workers signal

Low14→
AR tour guidesTranslation AIItinerary AI↑ Live storytelling↑ Cultural expertise

Aide à domicile

ISCO 5322 · IT & Data · 12% automation probability · 151 EU sample workers signal

Low12→
Care scheduling AIRemote monitoring↑ Physical care↑ Emotional support

Coiffeur

ISCO 5141 · Logistics & Field · 13% automation probability · 151 EU sample workers signal

Low13→
Style recommendation AIBooking automation↑ Manual precision↑ Client relationship

Psychologue

ISCO 2634 · Admin & Office · 12% automation probability · 151 EU sample workers signal

Low12→
Mental health chatbotsAssessment toolsDocumentation AI↑ Therapeutic relationship↑ Clinical judgment

Auxiliaire de puériculture

ISCO 5311 · Care & Education · 11% automation probability · 123 EU sample workers signal

Low11→
Educational appsSafety monitoring↑ Emotional intelligence↑ Physical care