// 40 career guides · 10 territories
The career atlas
Skills, salaries, and the fastest way in — for every career we track. Not sure how your experience stacks up? Analyze your resume against any of these roles.
Engineering
9 guidesBuilding software — from first commit to production systems.
Backend Developer
Designs and builds the server-side logic, databases, and APIs that power applications behind the scenes.
Cloud Architect
Designs secure, scalable, cost-effective cloud infrastructure and guides teams through cloud adoption and migration.
DevOps Engineer
Automates how software is built, tested, and deployed — owning CI/CD pipelines, cloud infrastructure, and reliability tooling.
Engineering Manager
Leads software teams — growing engineers, shaping technical direction, and delivering results through others.
Frontend Developer
Builds the user-facing side of websites and web applications, turning designs into fast, accessible, interactive experiences.
Full-Stack Developer
Works across the entire web stack — from databases and APIs to polished user interfaces — and ships complete features end to end.
Mobile Developer
Builds native and cross-platform mobile apps for iOS and Android, from UI to device APIs to app store releases.
QA Automation Engineer
Builds automated test suites and quality processes that let teams ship quickly without breaking things.
Site Reliability Engineer
Keeps large-scale systems fast and reliable by combining software engineering with operations: SLOs, observability, automation, and incident response.
Data & AI
5 guidesTurning raw data into decisions, models, and products.
AI Engineer
Builds applications on top of large language models and generative AI — prompting, retrieval, evaluation, and AI product integration.
Data Analyst
Turns raw data into insights that drive business decisions, using SQL, spreadsheets, dashboards, and clear storytelling.
Data Engineer
Builds and maintains the pipelines, warehouses, and platforms that move and shape data reliably at scale.
Data Scientist
Applies statistics, machine learning, and experimentation to extract predictions and deep insights from data.
Machine Learning Engineer
Takes machine learning models from notebook to production — building training pipelines, serving infrastructure, and monitoring.
Product, Design & Marketing
4 guidesDeciding what gets built, how it looks, and who hears about it.
Digital Marketing Manager
Plans and runs campaigns across search, social, email, and content channels — and proves their impact with data.
Product Manager
Owns what gets built and why — discovering customer problems, prioritizing solutions, and aligning teams around outcomes.
Technical Writer
Explains complex technical concepts clearly — writing docs, tutorials, and API references that developers and users rely on.
UX/UI Designer
Designs digital products people love — researching user needs, structuring flows, and crafting polished, usable interfaces.
Security
1 guideDefending systems — and finding the weaknesses before attackers do.
Business & Finance
6 guidesThe numbers and operations that keep companies running.
Bookkeeper
Records daily financial transactions, reconciles accounts, and keeps small-business books accurate and audit-ready.
Business Analyst
Bridges business and technology — analyzing processes, gathering requirements, and recommending data-backed improvements.
Financial Analyst
Analyzes financial data and builds models and forecasts that guide budgeting, planning, and investment decisions.
Operations Manager
Keeps the business running smoothly — optimizing processes, managing budgets and vendors, and leading day-to-day execution.
Project Manager
Plans, coordinates, and delivers projects on time and on budget — managing scope, risks, and people along the way.
Supply Chain Analyst
Uses data to optimize inventory, sourcing, and logistics — finding cost savings and reliability across the supply chain.
Sales & Customer
New territory3 guidesWinning customers — and keeping them successful after the deal.
Account Executive
Owns deals from discovery to close — running demos, navigating stakeholders, and negotiating contracts that hit quota.
Customer Success Manager
Helps customers get lasting value after the sale — driving onboarding, adoption, renewals, and expansion.
Sales Development Rep
Opens doors for the sales team — researching prospects, running outbound outreach, and booking qualified meetings.
People & HR
New territory3 guidesHiring, growing, and supporting the people behind the work.
HR Generalist
Supports the full employee lifecycle — onboarding, benefits, employee relations, compliance, and HR operations.
People Analytics Specialist
Applies data analysis to workforce questions — hiring funnels, retention, engagement, and compensation equity.
Recruiter
Finds and lands great candidates — sourcing talent, guiding interviews, and closing offers with hiring managers.
Learning & Instruction
New territory3 guidesDesigning how people learn — in classrooms and companies.
Corporate Trainer
Delivers engaging training in classrooms and virtual sessions — turning curriculum into skills people actually use.
Instructional Designer
Designs effective learning experiences — applying learning science to build courses, e-learning modules, and assessments.
L&D Manager
Leads learning and development programs — aligning training strategy with business goals and measuring its impact.
Healthcare Administration
New territory3 guidesThe operational backbone of healthcare — records, billing, compliance.
Clinical Data Specialist
Manages and quality-checks clinical and research data — from EHR extracts to study databases and reports.
Healthcare Administrator
Runs the business side of care delivery — managing staff, budgets, compliance, and operations for clinics and health systems.
Medical Coder & Biller
Translates patient care into standardized codes and clean claims — keeping providers compliant and reimbursed.
Creative & Media
New territory3 guidesVideo, words, and motion — creative work that ships.
Copywriter
Writes words that sell — ads, landing pages, emails, and brand voice that turn attention into action.
Motion Designer
Brings graphics to life with animation — title sequences, explainers, and brand motion across screens.
Video Editor
Shapes raw footage into polished stories — cutting, color, sound, and pacing for brands, creators, and film.
// Not sure which territory?
Let your resume decide.
The analyzer reads your experience and ranks the roles nearest to it — then charts the route to each one.