States
Alabama 445 Alaska 43 Arizona 623 Arkansas 435 California 15,290 Colorado 1,533 Connecticut 337 Delaware 129 District of Columbia 1,289 Florida 1,263 Georgia 1,058 Hawaii 133 Idaho 174 Illinois 1,818 Indiana 302 Iowa 278 Kansas 117 Kentucky 158 Louisiana 108 Maine 76 Maryland 1,645 Massachusetts 2,278 Michigan 689 Minnesota 396 Mississippi 93 Missouri 460 Montana 46 Nebraska 181 Nevada 201 New Hampshire 107 New Jersey 802 New Mexico 159 New York 6,669 North Carolina 1,160 North Dakota 72 Ohio 688 Oklahoma 188 Oregon 347 Pennsylvania 882 Rhode Island 90 South Carolina 199 South Dakota 58 Tennessee 281 Texas 3,584 Utah 455 Vermont 71 Virginia 3,675 Washington 2,735 West Virginia 74 Wisconsin 325 Wyoming 62
Cities
San Francisco Bay Area, CA 10,409 New York, NY 5,605 Washington, DC 3,595 Seattle, WA 2,120 Los Angeles, CA 2,045 Boston, MA 1,352 Austin, TX 1,176 Chicago, IL 1,137 Dallas–Fort Worth, TX 1,035 Denver, CO 790 Atlanta, GA 682 Raleigh–Durham, NC 472 San Diego, CA 424 Phoenix, AZ 352 Charlotte, NC 328 Houston, TX 253 Pittsburgh, PA 223 Miami, FL 210 Philadelphia, PA 170 Salt Lake City, UT 162 Detroit, MI 144 Minneapolis, MN 126 Baltimore, MD 105 Nashville, TN 65 Portland, OR 27
Role
Software Engineer 11,211 Product Manager 3,269 Engineering Manager 2,096 Project Manager 1,916 Program Manager 1,907 Data Scientist 1,565 Machine Learning Engineer 1,501 Security Engineer 1,432 Marketing Manager 1,349 Full Stack Developer 1,197 AI Engineer 1,067 DevOps Engineer 1,059 Data Engineer 902 IT Support Specialist 856 Cybersecurity Analyst 832 Backend Developer 793 Systems Administrator 766 Site Reliability Engineer 715 Graphic Designer 695 Data Analyst 637 Product Marketing Manager 607 Mobile Developer 594 Network Engineer 566 Business Analyst 544 Product Designer 522 Content Writer 517 QA Engineer 491 Growth Marketing Manager 352 Frontend Developer 333 Cloud Engineer 301 UX Designer 241 PPC Specialist 219 Email Marketing Specialist 206 Social Media Manager 200 Digital Marketing Specialist 182 Marketing Analyst 174 Community Manager 170 Video Editor 104 Brand Manager 92 Creative Director 84 Content Creator 80 SEO Specialist 78 Scrum Master 67 Influencer Marketing Manager 66 BI Developer 62 Art Director 52 Web Developer 50 Copywriter 48 Motion Designer 37 Game Designer 36 3D Artist 28 Animator 22 UI Designer 21 Web Designer 16
Skills
Python 14,775 Machine learning 9,032 Product roadmapping 8,508 AWS 8,208 CI/CD 7,551 SQL 6,169 Kubernetes 6,094 LLMs 5,700 AI agents 5,292 C++ 5,104 Linux 5,043 Java 5,000 Azure 4,851 Distributed systems 4,704 Agile 4,582 Docker 4,256 Google Cloud 4,070 Git 4,054 TypeScript 3,888 Go 3,825 React 3,555 Terraform 3,315 JavaScript 3,294 Go-to-market 2,818 REST APIs 2,741 Jira 2,669 Test automation 2,617 PostgreSQL 2,463 Generative AI 2,444 C 2,431 Product strategy 2,386 Microservices 2,383 Incident response 2,361 Bash 2,223 Positioning & messaging 2,158 Excel 2,025 GitHub 1,874 Embedded systems 1,854 Node.js 1,839 Rust 1,754 Stakeholder management 1,718 PyTorch 1,709 Kafka 1,704 IAM 1,611 CompTIA certifications 1,609 CRM 1,604 Product marketing 1,601 C# 1,590 Scrum 1,579 Spark 1,570 Computer vision 1,557 Cryptography 1,504 Ansible 1,496 Firmware 1,466 GitLab 1,461 Android 1,457 Market research 1,428 Data modeling 1,423 Jenkins 1,386 Deep learning 1,358 PRDs 1,353 iOS 1,327 RAG 1,318 Data warehousing 1,309 Design systems 1,278 Confluence 1,264 PMP 1,261 NoSQL 1,242 OpenAI API 1,223 ETL 1,217 NIST 1,183 Google Workspace 1,179 Vulnerability management 1,168 Firewalls 1,162 Salesforce 1,156 HTML 1,141 Grafana 1,109 CSS 1,076 Competitive analysis 1,067 Snowflake 1,066 Databricks 1,060 TCP/IP 1,057 Tableau 1,046 Kotlin 1,029 DNS / DHCP 1,026 PowerShell 988 Angular 980 Power BI 973 Prototyping 970 CISSP 968 Figma 963 User stories 948 MLOps 941 TensorFlow 934 Scala 932 Prometheus 918 GitHub Actions 884 SAP 876 Brand marketing 876 A/B testing 855 Spring Boot 853 Active Directory 852 R 844 Prompt engineering 828 Web accessibility (WCAG) 827 NLP 824 MySQL 822 Airflow 813 Zero Trust 809 Redis 794 Pricing strategy 794 Elasticsearch 785 Oracle 784 User research 779 Demand generation 778 Reinforcement learning 769 Unix 757 RTOS 756 Sales enablement 756 SSO / SAML 753 OAuth 745 Splunk 729 Routing & switching 714 GraphQL 711 ServiceNow 703 SOC 2 703 VPN 693 MongoDB 687 Vector databases 686 Datadog 680 ITIL 659 SQL Server 654 BigQuery 648 JUnit 644 Cisco 637 Helm 630 CUDA 628 SEO 626 SIEM 625 .NET 624 VMware 621 Microsoft 365 619 CCNA / CCNP 607 HIPAA 606 Technical writing 597 Serverless 595 gRPC 590 Threat modeling 586 CloudFormation 578 Ruby 576 Microsoft Project 571 Next.js 563 LangChain 558 MATLAB 546 Budget management 541 Adobe Creative Cloud 536 dbt 535 Product analytics 534 Marketing automation 530 Content strategy 530 FedRAMP 528 Email marketing 522 SAFe 521 Jetpack Compose 516 Penetration testing 510 SharePoint 509 ISO 27001 490 GIAC certifications 487 scikit-learn 481 pandas 478 Argo CD 473 CMS 472 macOS 446 EDR 444 Windows Server 434 Looker 430 DynamoDB 421 HubSpot 421 Vue.js 415 Six Sigma 414 ELK Stack 412 Typography 412 OpenTelemetry 397 Event marketing 397 FastAPI 394 Chef / Puppet 381 FPGA 372 Hadoop 371 Google Analytics 370 Photoshop 370 Okta 368 React Native 362 Load testing 362 Video editing 360 OpenShift 340 Paid social 340 Service mesh 334 Account-based marketing 334 NumPy 332 Illustrator 332 SAST / DAST 330 Django 326 Redshift 321 Intune / SCCM 317 Flink 313 CISM 305 Kanban 298 Blockchain 295 Wireframing 292 SD-WAN 288 OWASP 287 Hugging Face 284 Motion graphics 282 GRC 280 RabbitMQ 274 Swift 267 Selenium 267 Ruby on Rails 263 Perl 260 Juniper 256 ClickHouse 252 Playwright 251 Power Platform 250 OKRs 247 Content marketing 238 Smartsheet 236 WebSockets 234 Cassandra 234 Unreal Engine 229 Google Ads 223 Pulumi 220 Wireshark 220 Flask 216 PPC 214 After Effects 208 Information architecture 203 Canva 202 Copywriting 201 SageMaker 200 PCI DSS 200 Redux 193 SOAR 192 Asana 191 Marketo 189 Premiere Pro 186 Vertex AI 181 Notion 177 Tailwind CSS 176 InDesign 175 Presto / Trino 173 NetSuite 170 Cypress 167 Hive 162 Kinesis 156 Cloudflare 155 Jamf 155 Salesforce Marketing Cloud 151 Workday 150 Postman 148 PHP 146 Influencer marketing 146 pytest 142 Jest 139 Zapier 139 OSCP 137 Zendesk 132 monday.com 130 SEM 128 Shopify 127 WordPress 123 New Relic 122 jQuery 121 Conversion rate optimization 121 Amplitude 119 Cucumber 110 Verilog / VHDL 105 Neo4j 104 Meta Ads 103 Jupyter 102 XGBoost 101 Unity 101 CapCut 100 SwiftUI 99 SAS 98 Braze 96 Fivetran 93 WebGL 90 NestJS 90 SEO tools 89 Programmatic advertising 88 VBA 86 Sketch 83 Google Search Console 83 Nginx 82 HashiCorp Vault 81 Social media tools 81 Blender 80 Airtable 77 Informatica 76 Keras 76 D3.js 73 Looker Studio 73 PCB design 72 Vite 69 Firebase 69 LinkedIn Ads 69 Affiliate marketing 69 Three.js 68 Webflow 68 Final Cut Pro 68 Flutter 65 Mixpanel 65 Adobe Analytics 64 Webpack 61 Svelte 57 Google Tag Manager 57 Qlik 56 Iterable 55 Citrix 54 DaVinci Resolve 53 Elixir 51 Storybook 51 Miro 50 Klaviyo 50 Objective-C 47 Appium 47 UIKit 46 Maya 46 Cinema 4D 43 Lua 41 Sass 39 Markdown 35 Express.js 32 Xcode 32 Adobe XD 32 Haskell 30 Dart 29 Trello 29 TikTok Ads 28 Alteryx 27 TestRail 27 Mailchimp 27 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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