States
Alabama 441 Alaska 43 Arizona 631 Arkansas 378 California 15,155 Colorado 1,537 Connecticut 360 Delaware 129 District of Columbia 1,298 Florida 1,285 Georgia 1,069 Hawaii 132 Idaho 189 Illinois 1,831 Indiana 314 Iowa 288 Kansas 118 Kentucky 165 Louisiana 108 Maine 83 Maryland 1,642 Massachusetts 2,273 Michigan 705 Minnesota 400 Mississippi 93 Missouri 470 Montana 52 Nebraska 173 Nevada 196 New Hampshire 106 New Jersey 816 New Mexico 158 New York 6,592 North Carolina 1,204 North Dakota 77 Ohio 678 Oklahoma 189 Oregon 352 Pennsylvania 899 Rhode Island 96 South Carolina 200 South Dakota 60 Tennessee 273 Texas 3,597 Utah 460 Vermont 76 Virginia 3,654 Washington 2,718 West Virginia 76 Wisconsin 347 Wyoming 65
Cities
San Francisco Bay Area, CA 10,278 New York, NY 5,533 Washington, DC 3,577 Seattle, WA 2,104 Los Angeles, CA 2,004 Boston, MA 1,351 Austin, TX 1,175 Chicago, IL 1,147 Dallas–Fort Worth, TX 1,042 Denver, CO 794 Atlanta, GA 681 Raleigh–Durham, NC 484 San Diego, CA 430 Charlotte, NC 363 Phoenix, AZ 359 Houston, TX 260 Pittsburgh, PA 228 Miami, FL 208 Philadelphia, PA 164 Salt Lake City, UT 162 Detroit, MI 146 Minneapolis, MN 126 Baltimore, MD 102 Nashville, TN 63 Portland, OR 28
Role
Software Engineer 11,170 Product Manager 3,271 Engineering Manager 2,097 Project Manager 1,928 Program Manager 1,880 Data Scientist 1,549 Machine Learning Engineer 1,508 Security Engineer 1,433 Marketing Manager 1,343 Full Stack Developer 1,192 AI Engineer 1,066 DevOps Engineer 1,047 Data Engineer 899 Cybersecurity Analyst 837 IT Support Specialist 830 Backend Developer 802 Systems Administrator 755 Site Reliability Engineer 722 Graphic Designer 700 Data Analyst 661 Product Marketing Manager 604 Mobile Developer 591 Business Analyst 568 Network Engineer 562 Product Designer 517 Content Writer 510 QA Engineer 500 Growth Marketing Manager 349 Frontend Developer 339 Cloud Engineer 304 UX Designer 243 PPC Specialist 217 Email Marketing Specialist 201 Social Media Manager 201 Digital Marketing Specialist 178 Community Manager 175 Marketing Analyst 171 Video Editor 97 Brand Manager 92 Creative Director 87 SEO Specialist 78 Content Creator 76 Scrum Master 73 Influencer Marketing Manager 66 BI Developer 61 Art Director 48 Copywriter 47 Web Developer 45 Motion Designer 40 Game Designer 35 3D Artist 30 UI Designer 23 Animator 21 Web Designer 15
Skills
Python 14,701 Machine learning 9,080 Product roadmapping 8,523 AWS 8,246 CI/CD 7,468 SQL 6,111 Kubernetes 6,038 LLMs 5,655 AI agents 5,253 C++ 5,076 Linux 5,018 Java 4,928 Azure 4,880 Distributed systems 4,700 Agile 4,612 Docker 4,220 Google Cloud 4,074 Git 3,977 TypeScript 3,868 Go 3,825 React 3,544 Terraform 3,304 JavaScript 3,219 Go-to-market 2,809 REST APIs 2,675 Jira 2,657 Test automation 2,598 PostgreSQL 2,458 C 2,427 Generative AI 2,412 Product strategy 2,384 Microservices 2,374 Incident response 2,361 Bash 2,194 Positioning & messaging 2,140 Excel 2,030 Embedded systems 1,878 GitHub 1,847 Node.js 1,825 Stakeholder management 1,757 Rust 1,725 PyTorch 1,707 Kafka 1,686 CRM 1,642 Product marketing 1,601 IAM 1,591 Scrum 1,587 CompTIA certifications 1,579 Spark 1,562 C# 1,556 Computer vision 1,554 Cryptography 1,498 Ansible 1,475 GitLab 1,467 Firmware 1,462 Data modeling 1,443 Market research 1,424 Android 1,419 Deep learning 1,363 Jenkins 1,342 PRDs 1,337 RAG 1,328 Data warehousing 1,316 iOS 1,309 PMP 1,269 Design systems 1,261 Confluence 1,245 NoSQL 1,234 ETL 1,215 OpenAI API 1,206 NIST 1,184 Vulnerability management 1,177 Salesforce 1,170 Google Workspace 1,163 Firewalls 1,150 HTML 1,136 Grafana 1,086 Databricks 1,082 Competitive analysis 1,081 Snowflake 1,071 CSS 1,064 TCP/IP 1,064 Tableau 1,029 Kotlin 1,013 DNS / DHCP 999 PowerShell 988 Angular 978 Power BI 978 CISSP 976 Prototyping 966 Figma 961 MLOps 946 TensorFlow 933 Scala 923 User stories 918 Prometheus 907 Brand marketing 878 GitHub Actions 875 SAP 870 R 852 Prompt engineering 840 Web accessibility (WCAG) 839 NLP 839 A/B testing 835 Active Directory 835 Spring Boot 814 Zero Trust 803 Airflow 801 User research 795 Redis 792 MySQL 788 Pricing strategy 784 Elasticsearch 776 Demand generation 775 Oracle 768 Sales enablement 765 RTOS 759 Reinforcement learning 757 Unix 754 OAuth 732 SSO / SAML 731 GraphQL 716 SOC 2 713 Routing & switching 710 Splunk 698 Vector databases 697 ServiceNow 690 VPN 690 MongoDB 679 Datadog 675 SQL Server 653 ITIL 650 SIEM 640 Cisco 639 CUDA 632 SEO 628 .NET 627 BigQuery 626 Helm 624 Microsoft 365 616 VMware 615 JUnit 614 CCNA / CCNP 609 HIPAA 606 Serverless 596 Technical writing 589 gRPC 586 Threat modeling 586 CloudFormation 581 Microsoft Project 578 Ruby 567 LangChain 562 Next.js 560 FedRAMP 546 MATLAB 542 dbt 539 Budget management 536 SAFe 535 Adobe Creative Cloud 533 Content strategy 531 Marketing automation 527 Product analytics 524 Email marketing 522 Jetpack Compose 513 Penetration testing 506 GIAC certifications 498 SharePoint 496 ISO 27001 485 scikit-learn 483 CMS 475 pandas 469 Argo CD 466 EDR 453 Windows Server 440 macOS 439 Looker 432 DynamoDB 424 HubSpot 423 Vue.js 413 Event marketing 408 Six Sigma 407 ELK Stack 405 Typography 405 FastAPI 391 OpenTelemetry 388 Chef / Puppet 387 FPGA 372 Photoshop 371 Google Analytics 369 Video editing 353 React Native 352 Okta 352 Load testing 350 Hadoop 348 SAST / DAST 340 Django 336 Paid social 335 NumPy 330 OpenShift 330 Illustrator 330 Account-based marketing 328 Service mesh 325 Redshift 315 Flink 306 Blockchain 302 Intune / SCCM 297 CISM 297 Kanban 295 SD-WAN 288 Hugging Face 287 OWASP 284 Wireframing 274 Motion graphics 274 RabbitMQ 273 GRC 273 Perl 266 Swift 258 Juniper 258 Ruby on Rails 253 ClickHouse 253 Selenium 251 OKRs 251 Playwright 249 Smartsheet 243 Content marketing 240 Power Platform 239 WebSockets 236 Unreal Engine 230 PPC 224 Cassandra 221 Wireshark 220 Google Ads 219 Flask 218 Pulumi 216 After Effects 206 Copywriting 206 Information architecture 202 PCI DSS 200 SageMaker 199 SOAR 199 Canva 197 Asana 194 Redux 191 Marketo 191 InDesign 183 Notion 182 Premiere Pro 179 Vertex AI 176 Tailwind CSS 175 NetSuite 173 Presto / Trino 168 Cypress 163 Cloudflare 158 Kinesis 156 Salesforce Marketing Cloud 153 Jamf 148 Workday 147 Influencer marketing 146 Hive 145 OSCP 145 PHP 144 Zapier 142 Postman 140 pytest 138 Zendesk 135 SEM 132 Jest 128 Shopify 126 WordPress 124 Conversion rate optimization 117 New Relic 115 Amplitude 114 Verilog / VHDL 111 jQuery 110 Cucumber 105 monday.com 103 Neo4j 101 Jupyter 100 SwiftUI 99 Fivetran 98 CapCut 98 Unity 98 Meta Ads 98 XGBoost 97 Braze 94 SAS 91 WebGL 90 Programmatic advertising 90 SEO tools 89 NestJS 88 Nginx 86 Google Search Console 86 VBA 85 Social media tools 85 Sketch 81 HashiCorp Vault 79 Blender 79 Informatica 78 Keras 77 PCB design 76 Airtable 76 D3.js 72 Vite 71 Looker Studio 69 Webflow 68 Affiliate marketing 67 Three.js 66 Adobe Analytics 66 Mixpanel 65 LinkedIn Ads 65 Flutter 63 Firebase 61 Final Cut Pro 61 Webpack 60 Iterable 59 Google Tag Manager 56 Svelte 55 Qlik 54 Elixir 53 Citrix 52 Storybook 51 DaVinci Resolve 49 Klaviyo 49 Appium 48 Miro 48 Maya 46 Objective-C 44 UIKit 44 Cinema 4D 44 Lua 41 Sass 39 Markdown 39 Adobe XD 33 Express.js 32 Trello 32 Xcode 31 Haskell 30 TestRail 29 Dart 28 TikTok Ads 28 Alteryx 27 Mailchimp 27 Laravel 25 Framer 23 AP Style 23 Retool 23 SPSS 22 Solidity 17 Substance 3D 16 Amazon Ads 14 Houdini 11 Clojure 9 Erlang 8 ZBrush 8 Stata 4
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