States
Alabama 447 Alaska 43 Arizona 619 Arkansas 437 California 15,296 Colorado 1,530 Connecticut 337 Delaware 129 District of Columbia 1,288 Florida 1,264 Georgia 1,057 Hawaii 134 Idaho 174 Illinois 1,820 Indiana 301 Iowa 278 Kansas 118 Kentucky 159 Louisiana 108 Maine 76 Maryland 1,644 Massachusetts 2,277 Michigan 688 Minnesota 393 Mississippi 93 Missouri 460 Montana 47 Nebraska 181 Nevada 201 New Hampshire 108 New Jersey 800 New Mexico 158 New York 6,668 North Carolina 1,158 North Dakota 72 Ohio 686 Oklahoma 188 Oregon 346 Pennsylvania 881 Rhode Island 90 South Carolina 199 South Dakota 58 Tennessee 280 Texas 3,588 Utah 458 Vermont 71 Virginia 3,679 Washington 2,734 West Virginia 73 Wisconsin 325 Wyoming 62
Cities
San Francisco Bay Area, CA 10,416 New York, NY 5,605 Washington, DC 3,600 Seattle, WA 2,118 Los Angeles, CA 2,043 Boston, MA 1,351 Austin, TX 1,176 Chicago, IL 1,138 Dallas–Fort Worth, TX 1,038 Denver, CO 789 Atlanta, GA 682 Raleigh–Durham, NC 476 San Diego, CA 423 Phoenix, AZ 349 Charlotte, NC 326 Houston, TX 253 Pittsburgh, PA 224 Miami, FL 210 Philadelphia, PA 170 Salt Lake City, UT 163 Detroit, MI 143 Minneapolis, MN 126 Baltimore, MD 105 Nashville, TN 65 Portland, OR 27
Role
Software Engineer 11,220 Product Manager 3,275 Engineering Manager 2,097 Project Manager 1,908 Program Manager 1,907 Data Scientist 1,568 Machine Learning Engineer 1,503 Security Engineer 1,432 Marketing Manager 1,345 Full Stack Developer 1,195 AI Engineer 1,064 DevOps Engineer 1,061 Data Engineer 902 IT Support Specialist 854 Cybersecurity Analyst 832 Backend Developer 793 Systems Administrator 761 Site Reliability Engineer 714 Graphic Designer 695 Data Analyst 640 Product Marketing Manager 607 Mobile Developer 594 Network Engineer 567 Business Analyst 544 Product Designer 524 Content Writer 517 QA Engineer 491 Growth Marketing Manager 351 Frontend Developer 334 Cloud Engineer 302 UX Designer 244 PPC Specialist 219 Email Marketing Specialist 205 Social Media Manager 200 Digital Marketing Specialist 183 Marketing Analyst 174 Community Manager 169 Video Editor 104 Brand Manager 94 Creative Director 84 Content Creator 80 SEO Specialist 79 Scrum Master 67 Influencer Marketing Manager 66 BI Developer 62 Art Director 52 Web Developer 50 Copywriter 48 Motion Designer 37 Game Designer 37 3D Artist 28 Animator 23 UI Designer 21 Web Designer 16
Skills
Python 14,799 Machine learning 9,046 Product roadmapping 8,520 AWS 8,222 CI/CD 7,560 SQL 6,187 Kubernetes 6,103 LLMs 5,698 AI agents 5,294 C++ 5,115 Linux 5,051 Java 5,005 Azure 4,848 Distributed systems 4,709 Agile 4,592 Docker 4,265 Google Cloud 4,071 Git 4,062 TypeScript 3,890 Go 3,831 React 3,555 Terraform 3,320 JavaScript 3,294 Go-to-market 2,823 REST APIs 2,739 Jira 2,675 Test automation 2,624 PostgreSQL 2,465 Generative AI 2,442 C 2,434 Product strategy 2,394 Microservices 2,386 Incident response 2,362 Bash 2,226 Positioning & messaging 2,155 Excel 2,029 GitHub 1,877 Embedded systems 1,860 Node.js 1,841 Rust 1,756 Stakeholder management 1,716 PyTorch 1,712 Kafka 1,702 CRM 1,611 IAM 1,608 CompTIA certifications 1,608 Product marketing 1,603 C# 1,593 Scrum 1,578 Spark 1,573 Computer vision 1,563 Cryptography 1,504 Ansible 1,494 Firmware 1,467 GitLab 1,465 Android 1,459 Market research 1,432 Data modeling 1,425 Jenkins 1,387 Deep learning 1,362 PRDs 1,353 iOS 1,327 RAG 1,314 Data warehousing 1,308 Design systems 1,275 Confluence 1,265 PMP 1,256 NoSQL 1,240 OpenAI API 1,218 ETL 1,214 NIST 1,182 Google Workspace 1,178 Vulnerability management 1,169 Firewalls 1,163 Salesforce 1,159 HTML 1,143 Grafana 1,113 CSS 1,077 Competitive analysis 1,070 Snowflake 1,066 Databricks 1,060 TCP/IP 1,058 Tableau 1,050 Kotlin 1,029 DNS / DHCP 1,027 PowerShell 991 Angular 978 Power BI 972 Prototyping 970 CISSP 966 Figma 964 User stories 950 MLOps 941 TensorFlow 936 Scala 934 Prometheus 920 GitHub Actions 883 Brand marketing 877 SAP 871 A/B testing 855 Spring Boot 851 Active Directory 851 R 850 Web accessibility (WCAG) 829 NLP 826 Prompt engineering 824 MySQL 822 Airflow 817 Zero Trust 813 Pricing strategy 796 Redis 794 Oracle 788 Elasticsearch 786 User research 781 Demand generation 778 Reinforcement learning 769 Unix 759 RTOS 757 Sales enablement 754 SSO / SAML 751 OAuth 743 Splunk 731 Routing & switching 715 GraphQL 710 ServiceNow 704 SOC 2 704 VPN 696 MongoDB 688 Vector databases 682 Datadog 679 SQL Server 660 ITIL 657 BigQuery 650 JUnit 645 Cisco 637 Helm 631 CUDA 630 .NET 625 SIEM 625 SEO 625 VMware 621 Microsoft 365 617 CCNA / CCNP 608 HIPAA 607 Technical writing 599 Serverless 596 gRPC 589 Threat modeling 583 CloudFormation 580 Ruby 578 Microsoft Project 567 Next.js 563 LangChain 552 MATLAB 546 Budget management 543 dbt 539 Adobe Creative Cloud 536 Product analytics 536 Marketing automation 529 Content strategy 529 FedRAMP 528 Email marketing 523 SAFe 520 Jetpack Compose 516 Penetration testing 509 SharePoint 507 ISO 27001 492 GIAC certifications 486 scikit-learn 481 pandas 479 Argo CD 473 CMS 471 macOS 445 EDR 444 Windows Server 436 Looker 434 DynamoDB 422 HubSpot 419 Six Sigma 415 Vue.js 412 ELK Stack 412 Typography 412 OpenTelemetry 398 Event marketing 396 FastAPI 393 Chef / Puppet 381 Hadoop 372 FPGA 372 Google Analytics 371 Photoshop 370 Okta 368 Load testing 364 React Native 362 Video editing 361 OpenShift 340 Paid social 339 Service mesh 334 NumPy 333 Illustrator 332 Account-based marketing 332 SAST / DAST 331 Django 326 Redshift 321 Intune / SCCM 316 Flink 314 CISM 305 Kanban 297 Blockchain 295 Wireframing 294 SD-WAN 291 OWASP 285 Motion graphics 282 Hugging Face 281 GRC 281 RabbitMQ 274 Swift 267 Selenium 267 Ruby on Rails 264 Perl 260 Juniper 256 ClickHouse 252 Playwright 252 Power Platform 250 OKRs 248 Content marketing 237 Smartsheet 236 WebSockets 234 Cassandra 233 Unreal Engine 231 Google Ads 222 Wireshark 221 Pulumi 220 Flask 215 PPC 214 After Effects 208 Information architecture 203 Canva 202 PCI DSS 201 Copywriting 201 SageMaker 200 Redux 193 SOAR 192 Asana 191 Marketo 189 Premiere Pro 186 Vertex AI 181 Notion 178 Tailwind CSS 176 InDesign 175 Presto / Trino 172 NetSuite 169 Cypress 167 Hive 161 Kinesis 157 Cloudflare 155 Jamf 155 Salesforce Marketing Cloud 151 Workday 149 Postman 148 PHP 146 Influencer marketing 146 pytest 142 Jest 139 Zapier 139 OSCP 138 Zendesk 130 monday.com 129 SEM 127 Shopify 127 WordPress 123 New Relic 122 jQuery 121 Conversion rate optimization 121 Amplitude 120 Cucumber 110 Verilog / VHDL 105 Neo4j 103 Meta Ads 103 Jupyter 102 Unity 101 XGBoost 100 CapCut 100 SwiftUI 99 SAS 98 Braze 96 Fivetran 94 NestJS 91 WebGL 90 SEO tools 90 Programmatic advertising 89 VBA 87 Sketch 84 Google Search Console 84 Nginx 82 HashiCorp Vault 81 Social media tools 81 Blender 80 Airtable 78 Informatica 76 Keras 76 D3.js 74 Looker Studio 73 PCB design 72 Firebase 69 Affiliate marketing 69 Vite 68 Three.js 68 Webflow 68 Final Cut Pro 68 LinkedIn Ads 68 Flutter 65 Mixpanel 65 Adobe Analytics 64 Webpack 60 Svelte 57 Google Tag Manager 57 Qlik 56 Citrix 55 Iterable 55 DaVinci Resolve 53 Elixir 51 Storybook 51 Miro 50 Klaviyo 49 Maya 48 Objective-C 47 Appium 47 UIKit 46 Cinema 4D 43 Lua 41 Sass 39 Markdown 35 Adobe XD 33 Express.js 32 Xcode 32 Haskell 30 Dart 29 Trello 29 Alteryx 28 TikTok Ads 28 TestRail 27 Mailchimp 26 Laravel 25 Framer 24 Retool 22 SPSS 21 AP Style 20 Solidity 17 Substance 3D 16 Amazon Ads 15 Houdini 12 Clojure 11 Erlang 7 ZBrush 7 Stata 4
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