States
Alabama 443 Alaska 43 Arizona 635 Arkansas 375 California 15,185 Colorado 1,540 Connecticut 358 Delaware 127 District of Columbia 1,287 Florida 1,290 Georgia 1,074 Hawaii 131 Idaho 187 Illinois 1,831 Indiana 315 Iowa 290 Kansas 117 Kentucky 162 Louisiana 107 Maine 82 Maryland 1,643 Massachusetts 2,278 Michigan 704 Minnesota 394 Mississippi 92 Missouri 482 Montana 52 Nebraska 179 Nevada 195 New Hampshire 105 New Jersey 827 New Mexico 158 New York 6,607 North Carolina 1,218 North Dakota 76 Ohio 687 Oklahoma 192 Oregon 355 Pennsylvania 907 Rhode Island 96 South Carolina 201 South Dakota 59 Tennessee 275 Texas 3,607 Utah 460 Vermont 75 Virginia 3,679 Washington 2,716 West Virginia 76 Wisconsin 343 Wyoming 63
Cities
San Francisco Bay Area, CA 10,302 New York, NY 5,539 Washington, DC 3,594 Seattle, WA 2,105 Los Angeles, CA 2,007 Boston, MA 1,353 Austin, TX 1,172 Chicago, IL 1,146 Dallas–Fort Worth, TX 1,050 Denver, CO 792 Atlanta, GA 689 Raleigh–Durham, NC 487 San Diego, CA 432 Charlotte, NC 368 Phoenix, AZ 360 Houston, TX 259 Pittsburgh, PA 228 Miami, FL 208 Philadelphia, PA 165 Salt Lake City, UT 161 Detroit, MI 146 Minneapolis, MN 124 Baltimore, MD 102 Nashville, TN 64 Portland, OR 29
Role
Software Engineer 11,191 Product Manager 3,296 Engineering Manager 2,110 Project Manager 1,939 Program Manager 1,892 Data Scientist 1,568 Machine Learning Engineer 1,501 Security Engineer 1,430 Marketing Manager 1,350 Full Stack Developer 1,189 AI Engineer 1,058 DevOps Engineer 1,047 Data Engineer 903 Cybersecurity Analyst 849 IT Support Specialist 825 Backend Developer 803 Systems Administrator 751 Site Reliability Engineer 717 Graphic Designer 697 Data Analyst 668 Product Marketing Manager 603 Mobile Developer 591 Business Analyst 567 Network Engineer 567 Product Designer 521 Content Writer 513 QA Engineer 499 Growth Marketing Manager 349 Frontend Developer 340 Cloud Engineer 314 UX Designer 242 PPC Specialist 218 Email Marketing Specialist 209 Social Media Manager 198 Digital Marketing Specialist 182 Community Manager 174 Marketing Analyst 172 Video Editor 98 Brand Manager 94 Creative Director 85 SEO Specialist 78 Content Creator 76 Scrum Master 71 Influencer Marketing Manager 69 BI Developer 60 Art Director 48 Copywriter 48 Web Developer 45 Motion Designer 39 Game Designer 35 3D Artist 29 UI Designer 23 Animator 21 Web Designer 16
Skills
Python 14,737 Machine learning 9,079 Product roadmapping 8,554 AWS 8,265 CI/CD 7,487 SQL 6,138 Kubernetes 6,047 LLMs 5,666 AI agents 5,274 C++ 5,073 Linux 5,016 Java 4,941 Azure 4,877 Distributed systems 4,707 Agile 4,614 Docker 4,221 Google Cloud 4,080 Git 3,991 TypeScript 3,871 Go 3,832 React 3,553 Terraform 3,306 JavaScript 3,220 Go-to-market 2,827 REST APIs 2,690 Jira 2,651 Test automation 2,611 PostgreSQL 2,468 Generative AI 2,445 C 2,428 Product strategy 2,396 Microservices 2,384 Incident response 2,365 Bash 2,198 Positioning & messaging 2,141 Excel 2,037 Embedded systems 1,881 GitHub 1,851 Node.js 1,818 Stakeholder management 1,756 Rust 1,718 PyTorch 1,708 Kafka 1,690 CRM 1,642 Product marketing 1,611 IAM 1,608 CompTIA certifications 1,581 Spark 1,578 Scrum 1,577 C# 1,554 Computer vision 1,553 Cryptography 1,503 Ansible 1,475 GitLab 1,466 Firmware 1,458 Data modeling 1,444 Market research 1,423 Android 1,419 Deep learning 1,360 PRDs 1,345 Jenkins 1,343 RAG 1,341 Data warehousing 1,321 iOS 1,311 Design systems 1,271 PMP 1,267 Confluence 1,245 NoSQL 1,235 ETL 1,217 OpenAI API 1,211 NIST 1,194 Vulnerability management 1,184 Salesforce 1,170 Firewalls 1,161 Google Workspace 1,160 HTML 1,140 Grafana 1,084 Databricks 1,081 Competitive analysis 1,079 Snowflake 1,075 TCP/IP 1,069 CSS 1,068 Tableau 1,040 Kotlin 1,014 DNS / DHCP 1,002 PowerShell 998 Power BI 987 CISSP 984 Angular 970 Prototyping 970 Figma 966 MLOps 955 TensorFlow 940 Scala 927 User stories 917 Prometheus 903 Brand marketing 887 GitHub Actions 882 SAP 869 R 860 Active Directory 845 A/B testing 842 NLP 841 Prompt engineering 836 Web accessibility (WCAG) 834 Spring Boot 814 Airflow 805 Zero Trust 801 Pricing strategy 795 Redis 791 User research 791 MySQL 790 Demand generation 780 Elasticsearch 779 Oracle 768 Sales enablement 767 RTOS 757 Reinforcement learning 752 Unix 752 OAuth 733 SSO / SAML 730 GraphQL 717 Routing & switching 714 SOC 2 714 Vector databases 707 Splunk 701 VPN 691 ServiceNow 689 MongoDB 678 Datadog 670 SQL Server 656 ITIL 644 Cisco 642 SIEM 638 SEO 630 CUDA 629 .NET 628 BigQuery 628 Microsoft 365 625 Helm 623 VMware 619 JUnit 614 CCNA / CCNP 612 HIPAA 599 Technical writing 598 Serverless 596 gRPC 590 Threat modeling 586 CloudFormation 585 Microsoft Project 577 Ruby 573 Next.js 563 LangChain 563 MATLAB 545 FedRAMP 544 Budget management 544 Adobe Creative Cloud 535 Content strategy 535 dbt 534 Marketing automation 532 SAFe 531 Product analytics 525 Email marketing 523 Jetpack Compose 511 Penetration testing 511 SharePoint 501 GIAC certifications 495 scikit-learn 490 ISO 27001 487 CMS 478 pandas 475 Argo CD 468 EDR 452 Windows Server 442 Looker 433 macOS 433 HubSpot 427 DynamoDB 425 Vue.js 414 Typography 412 Event marketing 410 Six Sigma 409 ELK Stack 406 FastAPI 396 OpenTelemetry 390 Chef / Puppet 387 Photoshop 374 FPGA 372 Google Analytics 367 React Native 356 Okta 356 Load testing 355 Video editing 355 Hadoop 352 SAST / DAST 341 Paid social 338 NumPy 336 Django 333 Illustrator 332 OpenShift 331 Account-based marketing 331 Service mesh 327 Redshift 317 Flink 317 CISM 305 Blockchain 301 Intune / SCCM 298 Kanban 298 Hugging Face 288 OWASP 287 SD-WAN 285 GRC 280 Motion graphics 279 RabbitMQ 278 Wireframing 276 Perl 266 Ruby on Rails 262 Swift 261 Juniper 260 ClickHouse 259 OKRs 251 Playwright 249 Selenium 248 Smartsheet 243 Content marketing 239 Power Platform 239 WebSockets 237 Unreal Engine 232 Google Ads 223 Wireshark 222 PPC 222 Cassandra 221 Flask 218 Pulumi 218 After Effects 207 Copywriting 206 SageMaker 202 Information architecture 202 PCI DSS 200 Canva 199 Asana 196 SOAR 195 Redux 192 Marketo 190 InDesign 182 Premiere Pro 181 Vertex AI 178 Notion 178 Tailwind CSS 177 NetSuite 172 Presto / Trino 168 Cypress 163 Kinesis 158 Cloudflare 154 Salesforce Marketing Cloud 154 Hive 148 Jamf 146 Influencer marketing 146 PHP 145 OSCP 145 Workday 145 Postman 141 pytest 138 Zapier 138 Zendesk 135 SEM 132 Jest 131 Shopify 125 WordPress 124 Conversion rate optimization 118 New Relic 115 Amplitude 112 jQuery 109 Verilog / VHDL 109 Neo4j 102 Cucumber 101 monday.com 101 SwiftUI 100 Meta Ads 100 Jupyter 99 CapCut 99 Unity 98 XGBoost 97 Braze 97 Fivetran 95 SAS 93 WebGL 91 Programmatic advertising 91 NestJS 90 SEO tools 89 Nginx 87 VBA 86 Google Search Console 86 Sketch 84 Social media tools 83 HashiCorp Vault 80 Informatica 79 Blender 79 Airtable 77 Keras 76 PCB design 76 D3.js 72 Vite 70 Looker Studio 69 Webflow 69 Adobe Analytics 67 LinkedIn Ads 67 Three.js 66 Affiliate marketing 66 Mixpanel 64 Flutter 63 Final Cut Pro 62 Firebase 60 Webpack 58 Iterable 58 Svelte 56 Qlik 56 Google Tag Manager 56 Elixir 53 Storybook 52 Citrix 52 Klaviyo 50 Miro 49 DaVinci Resolve 49 Appium 48 UIKit 45 Maya 45 Objective-C 44 Cinema 4D 44 Lua 41 Sass 39 Markdown 37 Adobe XD 35 Express.js 31 Xcode 31 Haskell 30 Trello 30 Dart 29 TikTok Ads 29 TestRail 28 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 9 Erlang 8 ZBrush 8 Stata 3
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