Impiegato d'ufficio
ISCO 4110 · 82% automation probability
Very High83→
Document processingData entry automationNLP classification
Impiegato statistico
ISCO 4312 · 85% automation probability
Very High86→
Predictive analyticsAutomated reportingRisk scoring
Dattilografo
ISCO 4131 · 93% automation probability
Very High93→
Speech-to-textOCRDocument generation
Cassiere bancario
ISCO 4211 · 79% automation probability
Very High79→
Transaction automationFraud detection AIChatbots
Agente di viaggio
ISCO 4221 · 76% automation probability
Very High76→
Booking automationAI recommendationsNLP customer service↑ Complex itinerary planning
Cassiere
ISCO 5230 · 85% automation probability
Very High86→
Self-checkout AIComputer visionPayment automation
Impiegato di produzione
ISCO 4322 · 81% automation probability
Very High82→
ERP automationSupply chain AIInventory prediction
Contabile
ISCO 3313 · 73% automation probability
High72→
Automated bookkeepingTax AIAnomaly detection↑ Complex advisory
Agente assicurativo
ISCO 3351 · 56% automation probability
High56→
Risk scoring AIAutomated underwritingChatbot advisory↑ Complex risk assessment↑ Client trust
Assistente legale
ISCO 3411 · 66% automation probability
High66→
Contract AILegal research NLPDocument automation↑ Courtroom support
Autista di camion
ISCO 8332 · 56% automation probability
High56→
Autonomous driving AIRoute optimizationFleet management↑ Complex traffic judgment↑ Physical loading
Tassista
ISCO 8322 · 61% automation probability
High61→
Autonomous vehicle AIRoute AIDemand prediction↑ Customer service↑ Local knowledge
Macchinista ferroviario
ISCO 5112 · 57% automation probability
High57→
Autonomous train systemsPredictive maintenance AITraffic AI↑ Emergency judgment↑ Safety responsibility
Traduttore
ISCO 2643 · 62% automation probability
High61→
Neural machine translationTerminology AIDocument translation↑ Cultural nuance↑ Legal/medical precision
Agente commerciale
ISCO 3322 · 42% automation probability
Medium42→
CRM automationLead scoring AIEmail generation↑ Relationship management↑ Negotiation
Analista finanziario
ISCO 2412 · 51% automation probability
Medium50→
Quantitative modeling AINLP for reportsSentiment analysis↑ Strategic judgment↑ Novel scenario analysis
Ispettore di polizia
ISCO 3355 · 38% automation probability
Medium38→
Predictive policingFacial recognitionPattern analysis↑ Human judgment↑ Community relations
Avvocato
ISCO 2611 · 38% automation probability
Medium37→
Legal document AIContract analysisCase prediction↑ Courtroom advocacy↑ Client counsel
Consulente di management
ISCO 2421 · 35% automation probability
Medium34→
Data analytics AIProcess miningBenchmarking↑ Strategic synthesis↑ Stakeholder management
Sviluppatore web
ISCO 2513 · 34% automation probability
Medium33→
UI generation AICode assistantsSEO automation↑ UX judgment↑ Creative design
Grafico
ISCO 2166 · 42% automation probability
Medium42→
Image generation AILayout automationBrand AI↑ Creative direction↑ Cultural sensitivity
Giornalista
ISCO 2642 · 40% automation probability
Medium39→
Text generation AIResearch automationSEO tools↑ Investigative depth↑ Source relationships
Responsabile PR
ISCO 2432 · 36% automation probability
Medium36→
Media monitoring AIContent generationSentiment analysis↑ Crisis judgment↑ Narrative strategy
Tecnico di laboratorio
ISCO 3212 · 46% automation probability
Medium45→
Automated analysisComputer vision diagnosticsAI pattern recognition↑ Anomaly judgment↑ Quality control
Responsabile HR
ISCO 1213 · 37% automation probability
Medium37→
CV screening AIEngagement analyticsPayroll automation↑ Culture building↑ Conflict resolution
Tecnico edile
ISCO 3112 · 30% automation probability
Medium30→
BIM AI toolsStructural analysis AIProject scheduling↑ On-site judgment↑ Safety assessment
Minatore
ISCO 7111 · 31% automation probability
Medium32→
Autonomous mining equipmentSafety AIGeology AI↑ Physical resilience↑ Safety expertise
Pilota
ISCO 3143 · 32% automation probability
Medium32→
Autopilot AITraffic management AIPredictive maintenance↑ Emergency judgment↑ Spatial awareness
Fotografo
ISCO 2166 · 34% automation probability
Medium33→
AI photo editingImage generationStyle transfer↑ Artistic vision↑ Client relationships
Sviluppatore software
ISCO 2512 · 29% automation probability
Low28→
Code completionTest generationDocumentation AI↑ System design↑ Problem decomposition
Medico di base
ISCO 2211 · 26% automation probability
Low25→
Diagnostic AIDrug interaction toolsMedical NLP↑ Clinical judgment↑ Patient relationship
Infermiere
ISCO 2221 · 14% automation probability
Low14→
Clinical decision supportRemote monitoring AIDocumentation AI↑ Patient care↑ Clinical judgment
Infermiere ausiliario
ISCO 3257 · 15% automation probability
Low16→
Patient monitoring AIScheduling AI↑ Physical care↑ Emotional support
Docente universitario
ISCO 2310 · 19% automation probability
Low18→
Content summarization AIAssessment feedbackResearch tools↑ Domain expertise↑ Mentoring
Insegnante professionale
ISCO 2320 · 19% automation probability
Low19→
Adaptive learning AISkills assessment tools↑ Hands-on training↑ Mentorship
Insegnante d'arte
ISCO 2355 · 22% automation probability
Low22→
Personalized learning AIContent generation↑ Creative mentorship↑ Live performance
Cuoco
ISCO 5120 · 25% automation probability
Low25→
Recipe suggestion AIInventory management↑ Manual dexterity↑ Sensory judgment
Assistente familiare
ISCO 5322 · 12% automation probability
Low12→
Care scheduling AIRemote monitoring↑ Physical care↑ Emotional support
Operatore per l'infanzia
ISCO 5311 · 11% automation probability
Low11→
Educational appsSafety monitoring↑ Emotional intelligence↑ Physical care
Direttore generale
ISCO 1120 · 15% automation probability
Low14→
Decision support AIMarket analysisAutomated reporting↑ Strategic vision↑ Leadership
Ingegnere di produzione
ISCO 2141 · 30% automation probability
Low29→
Process simulation AIPredictive maintenanceQuality AI↑ Physical system intuition↑ Cross-functional collaboration
Meccanico auto
ISCO 7231 · 29% automation probability
Low29→
Diagnostic AIParts recommendationPredictive maintenance↑ Manual dexterity↑ Physical diagnosis
Parrucchiere
ISCO 5141 · 13% automation probability
Low13→
Style recommendation AIBooking automation↑ Manual precision↑ Client relationship
Addetto alle pulizie
ISCO 9111 · 22% automation probability
Low23→
Cleaning robotsSmart scheduling↑ Adaptability↑ Fine motor skills
Ingegnere elettrico
ISCO 2151 · 27% automation probability
Low27→
Circuit simulation AIPower grid optimizationDesign automation↑ Novel system design↑ Cross-domain solving
Architetto
ISCO 2161 · 28% automation probability
Low27→
Generative design AIBIM automationStructural AI↑ Creative vision↑ Client relationships
Musicista/Compositore
ISCO 2652 · 21% automation probability
Low20→
AI composition toolsProduction automationStyle transfer AI↑ Live performance↑ Emotional expression
Psicologo
ISCO 2634 · 12% automation probability
Low12→
Mental health chatbotsAssessment toolsDocumentation AI↑ Therapeutic relationship↑ Clinical judgment
Biologo
ISCO 2131 · 17% automation probability
Low17→
Genomics AISpecies identification AIData analysis↑ Field research↑ Novel hypothesis generation
Fisico
ISCO 2111 · 17% automation probability
Low16→
Simulation AIData analysis automationLiterature mining↑ Novel theory development↑ Experimental design
Direttore d'albergo
ISCO 1411 · 30% automation probability
Low29→
Revenue management AIGuest experience AIAutomated check-in↑ Guest relations↑ Crisis management
Guida turistica
ISCO 5113 · 14% automation probability
Low14→
AR tour guidesTranslation AIItinerary AI↑ Live storytelling↑ Cultural expertise
Elettricista
ISCO 7411 · 26% automation probability
Low26→
Smart building diagnostics↑ Manual dexterity↑ On-site problem solving