What employers ask for, by role
For 37 common roles we read current postings on company career sites and counted what they ask for: tools, skills, years of experience, remote work and degrees. Updated November 4, 2026.
Applying somewhere specific? Paste the job link and your resume to see which keywords you're missing — free, no signup.
Check my resume freeEngineering
- Backend Engineer25 postings · AWS, Docker, Go
- DevOps Engineer29 postings · Terraform, AWS, Python
- Engineering Manager18 postings · AWS, TypeScript, React
- Frontend Engineer30 postings · React, TypeScript, JavaScript
- Full Stack Engineer20 postings · React, TypeScript, AWS
- Mobile Engineer23 postings · Swift, Android, SwiftUI
- QA Engineer30 postings · Playwright, SQL, Postman
- Security Engineer26 postings · Python, AWS, Go
- Site Reliability Engineer17 postings · Python, Terraform, AWS
- Software Engineer18 postings · Python, C++, Java
- Solutions Engineer28 postings · AWS, Python, SQL
Data
- Business Analyst22 postings · Jira, Python, SQL
- Data Analyst23 postings · SQL, Python, Tableau
- Data Engineer25 postings · Python, SQL, Snowflake
- Data Scientist16 postings · Python, SQL, dbt
- Machine Learning Engineer17 postings · Python, PyTorch, TensorFlow
Product & Design
- Product Designer16 postings · Figma, Claude Code, Cursor
- Product Manager18 postings · Amplitude, Figma, AI tools
- Project Manager23 postings · Confluence, JIRA, Microsoft Office
- Technical Program Manager23 postings · Jira, AWS, Confluence
- UX Designer27 postings · Figma, CSS, Adobe XD
- UX Researcher26 postings · Dovetail, UserTesting, Figma
Marketing
- Content Marketing Manager28 postings · LinkedIn, AI tools, Claude
- Growth Marketing Manager24 postings · HubSpot, Salesforce, Google Ads
- Marketing Manager19 postings · AWS, Azure, Customer.io
- Product Marketing Manager23 postings · AI tools, ChatGPT, Claude
Sales & Customers
- Account Executive12 postings · Salesforce
- Account Manager23 postings · Salesforce, CRM, AWS
- Customer Success Manager24 postings · Salesforce, Gainsight, AI tools
- Customer Support Specialist26 postings · Zendesk, Intercom, Slack
- Sales Development Representative17 postings · Salesforce, CRM, Outreach
People & Operations
- Executive Assistant21 postings · Google Workspace, Slack, Claude
- HR Business Partner24 postings · AI tools, HRIS, Greenhouse
- Operations Manager26 postings · SQL, AI tools, Excel
- Recruiter23 postings · Greenhouse, Applicant tracking systems, LinkedIn Recruiter