States
Alabama 432 Alaska 37 Arizona 620 Arkansas 375 California 15,042 Colorado 1,514 Connecticut 352 Delaware 120 District of Columbia 1,280 Florida 1,270 Georgia 1,050 Hawaii 122 Idaho 182 Illinois 1,803 Indiana 311 Iowa 286 Kansas 113 Kentucky 157 Louisiana 102 Maine 76 Maryland 1,608 Massachusetts 2,277 Michigan 680 Minnesota 394 Mississippi 88 Missouri 491 Montana 51 Nebraska 177 Nevada 188 New Hampshire 99 New Jersey 780 New Mexico 147 New York 6,553 North Carolina 1,188 North Dakota 75 Ohio 664 Oklahoma 191 Oregon 345 Pennsylvania 880 Rhode Island 91 South Carolina 185 South Dakota 56 Tennessee 267 Texas 3,574 Utah 456 Vermont 73 Virginia 3,615 Washington 2,703 West Virginia 71 Wisconsin 338 Wyoming 59
Cities
San Francisco Bay Area, CA 10,211 New York, NY 5,482 Washington, DC 3,527 Seattle, WA 2,093 Los Angeles, CA 1,997 Boston, MA 1,368 Austin, TX 1,176 Chicago, IL 1,128 Dallas–Fort Worth, TX 1,008 Denver, CO 775 Atlanta, GA 682 Raleigh–Durham, NC 489 San Diego, CA 429 Phoenix, AZ 352 Charlotte, NC 349 Houston, TX 260 Pittsburgh, PA 222 Miami, FL 208 Philadelphia, PA 165 Salt Lake City, UT 165 Detroit, MI 143 Minneapolis, MN 121 Baltimore, MD 94 Nashville, TN 63 Portland, OR 27
Role
Software Engineer 11,147 Product Manager 3,262 Engineering Manager 2,083 Project Manager 1,931 Program Manager 1,874 Data Scientist 1,537 Machine Learning Engineer 1,488 Security Engineer 1,423 Marketing Manager 1,343 Full Stack Developer 1,187 AI Engineer 1,052 DevOps Engineer 1,025 Data Engineer 888 IT Support Specialist 826 Cybersecurity Analyst 825 Backend Developer 807 Systems Administrator 742 Site Reliability Engineer 708 Graphic Designer 682 Data Analyst 671 Product Marketing Manager 615 Mobile Developer 590 Network Engineer 570 Business Analyst 552 Product Designer 519 QA Engineer 505 Content Writer 491 Growth Marketing Manager 347 Frontend Developer 332 Cloud Engineer 297 UX Designer 248 PPC Specialist 215 Social Media Manager 199 Email Marketing Specialist 198 Community Manager 176 Digital Marketing Specialist 176 Marketing Analyst 174 Video Editor 89 Brand Manager 89 Creative Director 81 SEO Specialist 76 Content Creator 76 Scrum Master 73 Influencer Marketing Manager 66 BI Developer 56 Copywriter 48 Art Director 46 Web Developer 41 Motion Designer 40 Game Designer 37 3D Artist 30 UI Designer 22 Animator 22 Web Designer 15
Skills
Python 14,571 Machine learning 9,054 Product roadmapping 8,511 AWS 8,164 CI/CD 7,392 SQL 6,076 Kubernetes 5,988 LLMs 5,585 AI agents 5,176 C++ 5,057 Linux 5,013 Java 4,885 Azure 4,834 Distributed systems 4,686 Agile 4,598 Docker 4,187 Google Cloud 4,044 Git 3,966 TypeScript 3,818 Go 3,791 React 3,525 Terraform 3,276 JavaScript 3,178 Go-to-market 2,832 REST APIs 2,667 Jira 2,626 Test automation 2,561 PostgreSQL 2,457 C 2,443 Generative AI 2,401 Product strategy 2,389 Incident response 2,363 Microservices 2,358 Bash 2,160 Positioning & messaging 2,160 Excel 2,039 Embedded systems 1,890 GitHub 1,847 Node.js 1,816 Stakeholder management 1,765 Rust 1,715 PyTorch 1,689 Kafka 1,682 Product marketing 1,616 CRM 1,615 IAM 1,571 CompTIA certifications 1,561 Spark 1,560 C# 1,557 Scrum 1,554 Computer vision 1,546 Cryptography 1,499 Firmware 1,480 GitLab 1,465 Ansible 1,453 Market research 1,450 Data modeling 1,425 Android 1,422 Deep learning 1,357 Jenkins 1,327 PRDs 1,318 iOS 1,307 RAG 1,304 Data warehousing 1,291 Design systems 1,261 PMP 1,257 NoSQL 1,231 Confluence 1,229 ETL 1,217 OpenAI API 1,196 NIST 1,182 Google Workspace 1,164 Vulnerability management 1,164 Firewalls 1,160 Salesforce 1,151 HTML 1,125 Competitive analysis 1,074 Grafana 1,072 Databricks 1,071 TCP/IP 1,063 Snowflake 1,061 CSS 1,053 Tableau 1,041 DNS / DHCP 1,002 Kotlin 999 PowerShell 980 Power BI 971 Angular 968 Figma 957 Prototyping 957 CISSP 956 MLOps 948 TensorFlow 929 Scala 912 User stories 892 Prometheus 889 GitHub Actions 872 Web accessibility (WCAG) 861 SAP 860 Brand marketing 858 A/B testing 857 R 847 NLP 839 Active Directory 835 Prompt engineering 823 Airflow 808 Spring Boot 803 User research 797 Zero Trust 793 Redis 783 Pricing strategy 782 MySQL 776 Demand generation 776 Sales enablement 767 Elasticsearch 765 Oracle 761 RTOS 758 Reinforcement learning 752 Unix 750 GraphQL 722 SSO / SAML 719 OAuth 714 Routing & switching 710 SOC 2 705 Vector databases 695 MongoDB 687 VPN 687 Splunk 683 ServiceNow 677 Datadog 662 SQL Server 657 Cisco 654 ITIL 646 SEO 632 .NET 627 SIEM 627 CUDA 623 Helm 622 Microsoft 365 616 BigQuery 612 JUnit 611 VMware 609 CCNA / CCNP 603 Serverless 592 Technical writing 588 HIPAA 587 Threat modeling 585 gRPC 580 Microsoft Project 579 CloudFormation 575 Ruby 570 Next.js 567 LangChain 554 MATLAB 541 FedRAMP 541 dbt 540 SAFe 530 Product analytics 530 Marketing automation 529 Budget management 528 Content strategy 527 Adobe Creative Cloud 517 Email marketing 517 Jetpack Compose 515 Penetration testing 505 SharePoint 498 ISO 27001 485 GIAC certifications 482 scikit-learn 479 CMS 479 pandas 470 Argo CD 463 macOS 446 EDR 445 Windows Server 437 Looker 434 HubSpot 421 Vue.js 414 DynamoDB 406 ELK Stack 404 Event marketing 404 FastAPI 400 Typography 400 OpenTelemetry 394 Chef / Puppet 389 Six Sigma 386 FPGA 375 Google Analytics 368 Photoshop 360 React Native 347 Hadoop 346 Load testing 345 Okta 338 SAST / DAST 336 Paid social 335 Video editing 333 OpenShift 331 Django 329 Account-based marketing 329 NumPy 328 Illustrator 323 Service mesh 322 Redshift 312 Flink 302 Blockchain 302 Intune / SCCM 300 CISM 294 OWASP 289 SD-WAN 286 Kanban 285 Hugging Face 284 Wireframing 276 RabbitMQ 274 GRC 270 Motion graphics 269 Juniper 267 Perl 260 OKRs 259 Swift 257 Selenium 255 Playwright 253 Ruby on Rails 252 ClickHouse 252 Smartsheet 240 Content marketing 237 WebSockets 233 Unreal Engine 229 Power Platform 229 Wireshark 222 Google Ads 220 Flask 219 PPC 219 Pulumi 218 Cassandra 213 SageMaker 206 Information architecture 200 Copywriting 199 PCI DSS 198 After Effects 198 Canva 195 Asana 192 Marketo 192 SOAR 191 Redux 189 Notion 180 Tailwind CSS 176 InDesign 176 Vertex AI 171 Premiere Pro 168 NetSuite 168 Cypress 166 Cloudflare 164 Presto / Trino 162 PHP 152 Kinesis 151 Jamf 151 Salesforce Marketing Cloud 151 OSCP 149 Hive 146 Influencer marketing 146 Zapier 143 Workday 140 SEM 138 Postman 136 pytest 134 Zendesk 132 Jest 129 Shopify 125 WordPress 121 Amplitude 118 New Relic 118 Conversion rate optimization 118 jQuery 111 monday.com 107 Verilog / VHDL 106 Cucumber 104 Neo4j 103 Jupyter 100 Meta Ads 100 SwiftUI 97 XGBoost 97 CapCut 96 SEO tools 95 Unity 93 Fivetran 92 SAS 91 Braze 91 Programmatic advertising 90 Google Search Console 90 Nginx 87 WebGL 86 NestJS 86 Social media tools 82 VBA 81 Sketch 80 Keras 79 HashiCorp Vault 78 Blender 77 Vite 75 PCB design 75 Informatica 74 Airtable 74 D3.js 73 Mixpanel 70 Looker Studio 69 Webflow 66 LinkedIn Ads 66 Affiliate marketing 66 Adobe Analytics 65 Firebase 64 Flutter 63 Three.js 62 Webpack 60 Final Cut Pro 59 Iterable 59 Svelte 58 Google Tag Manager 56 Citrix 55 Elixir 53 Storybook 52 Qlik 52 Klaviyo 48 Miro 46 DaVinci Resolve 46 Maya 46 Appium 45 UIKit 44 Cinema 4D 44 Lua 42 Objective-C 41 Sass 40 Markdown 37 Adobe XD 34 Express.js 33 Xcode 31 Alteryx 31 TestRail 30 Haskell 29 Trello 29 TikTok Ads 29 Laravel 28 Mailchimp 26 Dart 25 Retool 24 Framer 23 AP Style 22 SPSS 21 Substance 3D 18 Solidity 17 Amazon Ads 13 Houdini 11 Clojure 9 ZBrush 9 Erlang 8 Stata 5
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