The modern engineering role map.
15 categories, 140+ roles. From AI and data centers to robotics, semiconductors, and emerging specialist work.
AI / Machine Learning Engineering
Engineers who build, train, deploy, and operate modern AI systems — from foundation models and agents to evaluation, safety, and AI infrastructure.
Data Engineering / Analytics Engineering
Pipelines, warehouses, lakes, streaming, governance, and BI — the engineers who turn raw data into trustworthy business systems.
Cloud / Platform Engineering
Cloud infrastructure, internal developer platforms, DevOps, SRE, Kubernetes, and FinOps engineers who run modern software at scale.
Data Center / AI Infrastructure Engineering
Engineers behind the facilities, power, cooling, networks, and GPU clusters powering modern AI and cloud workloads.
Cybersecurity Engineering
Engineers securing systems, networks, applications, cloud, identity, and AI against modern threats.
Robotics / Automation Engineering
Robotics, autonomous systems, industrial control, computer vision, mechatronics, and digital twin engineers.
Semiconductor / Hardware Engineering
Chip design, verification, EDA, fab processes, packaging, photonics, and quantum hardware engineers.
Software / Product Engineering
Full-stack, frontend, backend, mobile, API, integration, and developer-experience engineers who ship products.
Blockchain / Web3 Engineering
Smart contract, DeFi, tokenization, infrastructure, and crypto security engineers.
Energy / Climate / Sustainability Engineering
Renewables, batteries, grid, hydrogen, EV charging, carbon capture, climate tech, and microgrid engineers.
Construction / Smart Infrastructure Engineering
Smart buildings, BIM, digital construction, IoT, PropTech, and geospatial engineers.
Product / Manufacturing / Industrial Engineering
Advanced manufacturing, additive, industrial AI, predictive maintenance, supply chain, and quality engineers.
Biotech / HealthTech Engineering
Bioinformatics, computational biology, medical AI, digital health, and biomedical device engineers.
Aerospace / Defense / Space Engineering
Drones, autonomous flight, satellites, defense AI, electronic warfare, and radar systems engineers.
Emerging Specialist Roles
New and emerging engineering roles built around AI orchestration, evaluation, retrieval, agents, and human-AI interaction.