States
Alabama 443 Alaska 43 Arizona 629 Arkansas 371 California 15,218 Colorado 1,540 Connecticut 357 Delaware 127 District of Columbia 1,289 Florida 1,282 Georgia 1,077 Hawaii 132 Idaho 186 Illinois 1,828 Indiana 314 Iowa 291 Kansas 115 Kentucky 159 Louisiana 106 Maine 80 Maryland 1,645 Massachusetts 2,280 Michigan 700 Minnesota 393 Mississippi 91 Missouri 477 Montana 51 Nebraska 179 Nevada 195 New Hampshire 104 New Jersey 826 New Mexico 156 New York 6,608 North Carolina 1,208 North Dakota 75 Ohio 688 Oklahoma 186 Oregon 356 Pennsylvania 906 Rhode Island 95 South Carolina 199 South Dakota 58 Tennessee 274 Texas 3,614 Utah 457 Vermont 73 Virginia 3,688 Washington 2,716 West Virginia 74 Wisconsin 340 Wyoming 62
Cities
San Francisco Bay Area, CA 10,340 New York, NY 5,542 Washington, DC 3,602 Seattle, WA 2,105 Los Angeles, CA 2,008 Boston, MA 1,354 Austin, TX 1,175 Chicago, IL 1,149 Dallas–Fort Worth, TX 1,052 Denver, CO 791 Atlanta, GA 693 Raleigh–Durham, NC 482 San Diego, CA 434 Charlotte, NC 367 Phoenix, AZ 359 Houston, TX 260 Pittsburgh, PA 226 Miami, FL 207 Philadelphia, PA 166 Salt Lake City, UT 160 Detroit, MI 146 Minneapolis, MN 124 Baltimore, MD 102 Nashville, TN 64 Portland, OR 29
Role
Software Engineer 11,253 Product Manager 3,296 Engineering Manager 2,113 Project Manager 1,942 Program Manager 1,898 Data Scientist 1,573 Machine Learning Engineer 1,499 Security Engineer 1,437 Marketing Manager 1,358 Full Stack Developer 1,194 AI Engineer 1,061 DevOps Engineer 1,047 Data Engineer 900 Cybersecurity Analyst 844 IT Support Specialist 828 Backend Developer 801 Systems Administrator 752 Site Reliability Engineer 717 Graphic Designer 698 Data Analyst 672 Product Marketing Manager 600 Mobile Developer 591 Network Engineer 572 Business Analyst 561 Product Designer 520 Content Writer 516 QA Engineer 496 Growth Marketing Manager 349 Frontend Developer 340 Cloud Engineer 314 UX Designer 243 PPC Specialist 219 Email Marketing Specialist 207 Social Media Manager 200 Digital Marketing Specialist 182 Community Manager 174 Marketing Analyst 171 Video Editor 99 Brand Manager 95 Creative Director 86 SEO Specialist 77 Content Creator 76 Scrum Master 72 Influencer Marketing Manager 68 BI Developer 61 Art Director 48 Copywriter 48 Web Developer 47 Motion Designer 40 Game Designer 35 3D Artist 29 UI Designer 23 Animator 20 Web Designer 16
Skills
Python 14,753 Machine learning 9,088 Product roadmapping 8,546 AWS 8,258 CI/CD 7,485 SQL 6,145 Kubernetes 6,060 LLMs 5,669 AI agents 5,276 C++ 5,074 Linux 5,022 Java 4,942 Azure 4,874 Distributed systems 4,714 Agile 4,626 Docker 4,228 Google Cloud 4,076 Git 3,989 TypeScript 3,876 Go 3,835 React 3,561 Terraform 3,308 JavaScript 3,221 Go-to-market 2,831 REST APIs 2,692 Jira 2,651 Test automation 2,607 PostgreSQL 2,475 Generative AI 2,437 C 2,428 Product strategy 2,392 Microservices 2,379 Incident response 2,365 Bash 2,200 Positioning & messaging 2,150 Excel 2,035 Embedded systems 1,879 GitHub 1,852 Node.js 1,818 Stakeholder management 1,757 Rust 1,722 PyTorch 1,709 Kafka 1,682 CRM 1,638 Product marketing 1,613 CompTIA certifications 1,606 IAM 1,599 Scrum 1,579 Spark 1,577 Computer vision 1,555 C# 1,546 Cryptography 1,508 Ansible 1,479 GitLab 1,464 Firmware 1,459 Data modeling 1,444 Android 1,422 Market research 1,421 Deep learning 1,361 PRDs 1,342 RAG 1,338 Jenkins 1,338 Data warehousing 1,320 iOS 1,312 Design systems 1,276 PMP 1,271 Confluence 1,244 NoSQL 1,225 OpenAI API 1,211 ETL 1,210 NIST 1,189 Vulnerability management 1,182 Firewalls 1,170 Salesforce 1,166 Google Workspace 1,161 HTML 1,138 Grafana 1,090 Databricks 1,083 Competitive analysis 1,081 TCP/IP 1,077 Snowflake 1,075 CSS 1,066 Tableau 1,039 Kotlin 1,016 DNS / DHCP 1,008 PowerShell 995 CISSP 987 Power BI 982 Prototyping 972 Angular 967 Figma 966 MLOps 956 TensorFlow 939 Scala 924 User stories 917 Prometheus 907 Brand marketing 890 GitHub Actions 881 SAP 873 R 864 NLP 845 Active Directory 844 A/B testing 843 Prompt engineering 831 Web accessibility (WCAG) 830 Spring Boot 814 Zero Trust 803 Airflow 800 User research 795 Pricing strategy 795 MySQL 790 Redis 790 Demand generation 781 Elasticsearch 776 Oracle 771 Sales enablement 762 RTOS 757 Unix 752 Reinforcement learning 747 OAuth 732 SSO / SAML 729 Routing & switching 720 GraphQL 717 SOC 2 712 Vector databases 705 Splunk 700 ServiceNow 689 VPN 689 MongoDB 675 Datadog 672 SQL Server 657 Cisco 647 ITIL 644 SIEM 634 SEO 631 CUDA 630 BigQuery 626 .NET 625 Microsoft 365 624 Helm 622 VMware 621 CCNA / CCNP 619 JUnit 614 HIPAA 599 Technical writing 598 gRPC 594 Serverless 591 Threat modeling 590 CloudFormation 582 Microsoft Project 580 Ruby 575 Next.js 565 LangChain 564 MATLAB 542 FedRAMP 541 Budget management 541 dbt 537 Adobe Creative Cloud 536 SAFe 533 Content strategy 533 Marketing automation 531 Product analytics 527 Email marketing 521 Penetration testing 515 Jetpack Compose 513 SharePoint 502 GIAC certifications 494 scikit-learn 489 ISO 27001 486 CMS 481 pandas 476 Argo CD 470 EDR 448 Windows Server 441 Looker 433 macOS 432 HubSpot 426 DynamoDB 422 Vue.js 414 Typography 413 Six Sigma 412 Event marketing 407 ELK Stack 403 FastAPI 397 OpenTelemetry 391 Chef / Puppet 387 Photoshop 372 FPGA 372 Google Analytics 369 React Native 358 Video editing 356 Okta 355 Hadoop 353 Load testing 353 Paid social 340 SAST / DAST 339 NumPy 333 OpenShift 331 Illustrator 331 Django 330 Account-based marketing 330 Service mesh 325 Redshift 320 Flink 317 CISM 308 Blockchain 302 Intune / SCCM 300 Kanban 297 Hugging Face 287 OWASP 286 SD-WAN 285 GRC 281 Motion graphics 279 RabbitMQ 276 Wireframing 275 Perl 266 Swift 262 Ruby on Rails 262 ClickHouse 260 Juniper 260 OKRs 251 Playwright 249 Selenium 248 Smartsheet 243 Content marketing 241 Power Platform 240 WebSockets 235 Unreal Engine 229 Wireshark 223 PPC 223 Google Ads 223 Cassandra 220 Pulumi 218 Flask 216 After Effects 207 Copywriting 206 Information architecture 203 SageMaker 200 PCI DSS 200 Canva 199 Asana 196 SOAR 195 Redux 193 Marketo 190 InDesign 181 Premiere Pro 180 Vertex AI 179 Notion 178 Tailwind CSS 177 Presto / Trino 168 NetSuite 168 Cypress 164 Kinesis 155 Salesforce Marketing Cloud 154 Cloudflare 153 Workday 148 Hive 147 Jamf 145 OSCP 145 Influencer marketing 145 PHP 143 Postman 141 pytest 139 Zapier 137 Zendesk 135 SEM 133 Jest 131 Shopify 125 WordPress 125 Conversion rate optimization 119 New Relic 117 Amplitude 113 jQuery 109 Verilog / VHDL 109 Neo4j 102 monday.com 102 Meta Ads 101 Cucumber 100 SwiftUI 99 Jupyter 99 Unity 99 CapCut 98 XGBoost 96 Braze 96 SAS 95 Fivetran 94 NestJS 91 WebGL 90 Programmatic advertising 90 SEO tools 89 VBA 87 Nginx 87 Google Search Console 86 Sketch 84 Social media tools 82 HashiCorp Vault 80 Blender 80 Informatica 77 Airtable 77 Keras 76 PCB design 76 D3.js 72 Vite 70 Looker Studio 69 Webflow 69 LinkedIn Ads 68 Three.js 66 Adobe Analytics 66 Affiliate marketing 65 Mixpanel 64 Flutter 63 Final Cut Pro 62 Firebase 61 Webpack 58 Iterable 57 Svelte 56 Qlik 56 Google Tag Manager 56 Elixir 53 Storybook 52 Citrix 52 Klaviyo 50 Miro 49 DaVinci Resolve 49 Appium 47 Maya 46 UIKit 45 Cinema 4D 45 Objective-C 44 Lua 41 Sass 39 Markdown 36 Adobe XD 35 Express.js 31 Xcode 31 Trello 30 TikTok Ads 30 Dart 29 Haskell 29 TestRail 29 Alteryx 27 Mailchimp 27 Laravel 26 Framer 25 Retool 23 AP Style 22 SPSS 21 Solidity 17 Substance 3D 16 Amazon Ads 14 Houdini 11 Clojure 10 Erlang 8 ZBrush 8 Stata 4
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