Data centres. CCTV. Solar. Sustainability. Farming with AI. EVs. Semiconductors. Health tech. AI data work.
14 career paths and the skills they need
Explore 14 career paths, the skills to build, responsibilities to expect and ways to work with AI.
These are selected career profiles, not vacancies or an official ranking. AI can change tasks in every role. Employers set qualifications; no career is guaranteed against automation.
Data centres
Data Centre Facilities Technician
Help keep the power, cooling and physical infrastructure behind digital services running reliably.
Skills to build: Electrical fundamentals, UPS and backup-power concepts · Cooling, HVAC and building-management systems · Reading meters, alarms and equipment diagrams · Safe work practices, incident records and shift handovers
Skills and responsibilities
Roles and responsibilities
Inspect equipment and record operating conditions.
Investigate alarms and coordinate authorized maintenance.
Maintain asset records and escalate service risks.
Connect servers and services, monitor reliability and automate repeatable infrastructure work.
Skills to build: IP networking, switching, routing and fibre basics · Linux administration and infrastructure monitoring · Python or shell scripting, version control and testing · Access control, troubleshooting and change management
Install, commission and maintain network cameras and recording systems for authorized security use.
Skills to build: IP networks, PoE, structured cabling and device setup · Camera optics, lighting and coverage planning · Video-management software, storage and bandwidth · Device hardening, access permissions and privacy awareness
Skills and responsibilities
Roles and responsibilities
Check camera placement and commission authorized installations.
Test image quality, recording and access controls.
Resolve faults and maintain equipment and service records.
Integrate camera systems and evaluate analytics that assist security operators.
Skills to build: Computer vision, evaluation metrics and false-positive analysis · Edge devices, camera networks and system integration · Secure APIs, access controls and data minimization · Test design, operator workflows and technical documentation
Skills and responsibilities
Roles and responsibilities
Translate approved site needs into system and alert designs.
Evaluate analytics across realistic conditions and record limitations.
Integrate alerts and train operators to review results.
Plan and evaluate solar generation and energy-storage systems against real load requirements.
Skills to build: Electrical design, load analysis and PV sizing concepts · Battery-management systems and storage safety · Energy modelling, simulation and forecasting · Controls, commissioning plans and technical documentation
Skills and responsibilities
Roles and responsibilities
Analyse loads and prepare designs for qualified review.
Coordinate equipment integration and commissioning checks.
Monitor performance and investigate system losses.
Energy Efficiency & Building Automation Technician
Use metering and building controls to understand and improve energy performance.
Skills to build: Energy meters, sensors and consumption baselines · HVAC, building controls and automation protocols · Trend analysis, spreadsheets and fault diagnosis · Commissioning records and occupant-safety awareness
Skills and responsibilities
Roles and responsibilities
Collect and check building energy and sensor data.
Investigate inefficient operation with facilities teams.
Verify authorized control changes and document outcomes.
Organize traceable activity data and help teams prepare reviewed emissions inventories.
Skills to build: Spreadsheets, SQL and data-quality checks · GHG inventory boundaries, scopes and activity data · Emission-factor sources, units and documented assumptions · Evidence trails, reporting and stakeholder communication
Skills and responsibilities
Roles and responsibilities
Collect and reconcile energy, transport and supplier data.
Calculate estimates using approved methods and factors.
Document gaps, assumptions and evidence for review.
Maintain field sensors and data systems that help growers understand soil, water and crop conditions.
Skills to build: Soil, water and crop fundamentals · Sensor calibration, field electronics and IoT connectivity · GIS maps, data logging and data-quality checks · Field troubleshooting and communication with growers
Combine satellite or field imagery with agricultural knowledge to develop and evaluate decision-support tools.
Skills to build: GIS, remote sensing and image interpretation · Python, statistics and machine-learning evaluation · Agronomy, ground-truth collection and sampling · Model uncertainty, data governance and advisory communication
Skills and responsibilities
Roles and responsibilities
Prepare imagery and field datasets with documented permissions.
Validate crop-condition models against ground observations.
Monitor errors and communicate limitations to advisers and growers.
Inspect, diagnose and service electric two-wheelers, three-wheelers and cars, including batteries, motors and charging equipment.
Skills to build: Electrical fundamentals, high-voltage safety and lockout procedures · Battery packs, battery management systems and thermal checks · Motors, controllers and diagnostic tools · Charging equipment, service records and customer communication
Skills and responsibilities
Roles and responsibilities
Inspect vehicles and record battery and system condition.
Diagnose faults with approved tools and service manuals.
Carry out authorized repairs and explain the work to customers.
Install, test and maintain medical equipment so hospitals and clinics can use it safely.
Skills to build: Electronics fundamentals and electrical safety testing · Medical device operation, calibration and preventive maintenance · Infection control and safe work in clinical areas · Service records, manufacturer manuals and asset tracking
Skills and responsibilities
Roles and responsibilities
Carry out scheduled checks and calibration on medical equipment.
Diagnose faults and coordinate authorized repairs.
Prepare, label and check the data AI systems learn from, and review AI outputs against clear guidelines.
Skills to build: Careful reading of annotation guidelines and edge cases · Spreadsheets, data quality checks and basic Python or SQL · Language skills, including Indian languages, for text and speech data · Privacy, consent and confidentiality practices
Skills and responsibilities
Roles and responsibilities
Label and review data to documented guidelines.
Flag unclear, biased or sensitive examples for review.
Track quality measures and suggest guideline improvements.
These primary sources provide sector context. Our selection of careers and learning suggestions is editorial guidance, not an endorsement or job forecast from these organizations.
