States
Alabama 440 Alaska 44 Arizona 625 Arkansas 390 California 15,129 Colorado 1,552 Connecticut 360 Delaware 130 District of Columbia 1,297 Florida 1,296 Georgia 1,068 Hawaii 131 Idaho 192 Illinois 1,839 Indiana 316 Iowa 290 Kansas 120 Kentucky 166 Louisiana 109 Maine 86 Maryland 1,639 Massachusetts 2,263 Michigan 704 Minnesota 402 Mississippi 94 Missouri 474 Montana 52 Nebraska 178 Nevada 198 New Hampshire 110 New Jersey 810 New Mexico 160 New York 6,599 North Carolina 1,206 North Dakota 81 Ohio 679 Oklahoma 194 Oregon 346 Pennsylvania 903 Rhode Island 98 South Carolina 203 South Dakota 62 Tennessee 274 Texas 3,595 Utah 462 Vermont 79 Virginia 3,649 Washington 2,724 West Virginia 77 Wisconsin 345 Wyoming 67
Cities
San Francisco Bay Area, CA 10,246 New York, NY 5,528 Washington, DC 3,568 Seattle, WA 2,100 Los Angeles, CA 2,007 Boston, MA 1,346 Austin, TX 1,175 Chicago, IL 1,148 Dallas–Fort Worth, TX 1,030 Denver, CO 800 Atlanta, GA 682 Raleigh–Durham, NC 486 San Diego, CA 430 Charlotte, NC 356 Phoenix, AZ 355 Houston, TX 261 Pittsburgh, PA 227 Miami, FL 210 Philadelphia, PA 167 Salt Lake City, UT 164 Detroit, MI 145 Minneapolis, MN 127 Baltimore, MD 99 Nashville, TN 63 Portland, OR 27
Role
Software Engineer 11,164 Product Manager 3,264 Engineering Manager 2,092 Project Manager 1,921 Program Manager 1,889 Data Scientist 1,551 Machine Learning Engineer 1,503 Security Engineer 1,432 Marketing Manager 1,346 Full Stack Developer 1,192 AI Engineer 1,063 DevOps Engineer 1,043 Data Engineer 892 Cybersecurity Analyst 843 IT Support Specialist 830 Backend Developer 796 Systems Administrator 748 Site Reliability Engineer 723 Graphic Designer 696 Data Analyst 669 Product Marketing Manager 605 Mobile Developer 591 Business Analyst 563 Network Engineer 559 Product Designer 522 Content Writer 503 QA Engineer 499 Growth Marketing Manager 350 Frontend Developer 338 Cloud Engineer 302 UX Designer 247 PPC Specialist 214 Email Marketing Specialist 201 Social Media Manager 200 Digital Marketing Specialist 178 Community Manager 176 Marketing Analyst 170 Video Editor 97 Brand Manager 91 Creative Director 86 SEO Specialist 80 Content Creator 78 Scrum Master 72 Influencer Marketing Manager 66 BI Developer 62 Art Director 49 Copywriter 48 Web Developer 45 Motion Designer 40 Game Designer 35 3D Artist 29 UI Designer 24 Animator 22 Web Designer 15
Skills
Python 14,672 Machine learning 9,082 Product roadmapping 8,519 AWS 8,226 CI/CD 7,448 SQL 6,099 Kubernetes 6,025 LLMs 5,654 AI agents 5,233 C++ 5,064 Linux 5,009 Java 4,916 Azure 4,864 Distributed systems 4,697 Agile 4,609 Docker 4,207 Google Cloud 4,062 Git 3,969 TypeScript 3,844 Go 3,815 React 3,544 Terraform 3,298 JavaScript 3,211 Go-to-market 2,821 REST APIs 2,668 Jira 2,653 Test automation 2,576 PostgreSQL 2,463 C 2,434 Generative AI 2,413 Product strategy 2,380 Incident response 2,368 Microservices 2,366 Bash 2,191 Positioning & messaging 2,147 Excel 2,029 Embedded systems 1,879 GitHub 1,842 Node.js 1,822 Stakeholder management 1,764 Rust 1,718 PyTorch 1,705 Kafka 1,688 CRM 1,626 Product marketing 1,596 IAM 1,591 CompTIA certifications 1,580 Scrum 1,572 Spark 1,562 C# 1,549 Computer vision 1,548 Cryptography 1,489 Ansible 1,473 GitLab 1,469 Firmware 1,461 Data modeling 1,438 Market research 1,426 Android 1,418 Deep learning 1,363 Jenkins 1,340 PRDs 1,328 RAG 1,323 Data warehousing 1,307 iOS 1,306 Design systems 1,267 PMP 1,259 Confluence 1,245 NoSQL 1,241 ETL 1,214 OpenAI API 1,204 NIST 1,190 Vulnerability management 1,174 Salesforce 1,165 Google Workspace 1,164 Firewalls 1,149 HTML 1,133 Grafana 1,086 Competitive analysis 1,076 Snowflake 1,074 Databricks 1,071 CSS 1,064 TCP/IP 1,062 Tableau 1,037 Kotlin 1,007 DNS / DHCP 1,000 PowerShell 989 Power BI 981 CISSP 980 Angular 976 Prototyping 971 Figma 966 MLOps 950 TensorFlow 940 Scala 923 User stories 911 Prometheus 904 Brand marketing 878 GitHub Actions 877 SAP 875 Web accessibility (WCAG) 861 R 858 A/B testing 840 NLP 837 Prompt engineering 837 Active Directory 835 Spring Boot 806 Zero Trust 806 User research 802 Airflow 801 Redis 794 MySQL 783 Pricing strategy 783 Demand generation 781 Elasticsearch 772 Oracle 770 Sales enablement 767 RTOS 759 Reinforcement learning 753 Unix 749 SSO / SAML 735 OAuth 724 GraphQL 717 SOC 2 714 Routing & switching 701 Splunk 694 ServiceNow 694 Vector databases 693 MongoDB 683 VPN 682 Datadog 671 ITIL 658 SQL Server 654 Cisco 641 SIEM 640 CUDA 630 SEO 630 .NET 629 Helm 628 BigQuery 623 Microsoft 365 619 VMware 616 JUnit 614 HIPAA 608 CCNA / CCNP 602 Serverless 594 gRPC 592 Threat modeling 586 Technical writing 585 Microsoft Project 584 CloudFormation 580 Ruby 570 Next.js 564 LangChain 556 dbt 543 MATLAB 541 FedRAMP 541 SAFe 537 Budget management 531 Adobe Creative Cloud 529 Marketing automation 529 Content strategy 528 Product analytics 526 Email marketing 519 Jetpack Compose 513 SharePoint 503 Penetration testing 500 GIAC certifications 499 ISO 27001 492 scikit-learn 483 CMS 479 pandas 470 Argo CD 467 EDR 459 Windows Server 440 macOS 439 Looker 433 HubSpot 425 DynamoDB 418 Vue.js 411 Event marketing 409 ELK Stack 406 Typography 404 Six Sigma 400 FastAPI 396 OpenTelemetry 391 Chef / Puppet 386 Google Analytics 371 Photoshop 370 FPGA 369 React Native 351 Video editing 351 Okta 349 Hadoop 346 Load testing 345 SAST / DAST 337 OpenShift 335 Django 334 Paid social 333 Illustrator 329 Account-based marketing 329 NumPy 328 Service mesh 325 Redshift 313 Flink 306 CISM 302 Blockchain 301 Intune / SCCM 297 Kanban 293 OWASP 288 SD-WAN 287 Hugging Face 283 Motion graphics 277 GRC 275 Wireframing 275 RabbitMQ 270 Perl 262 Juniper 259 Swift 258 OKRs 254 Playwright 253 Selenium 252 Ruby on Rails 251 ClickHouse 251 Smartsheet 241 Content marketing 240 Power Platform 237 WebSockets 233 Unreal Engine 230 PPC 223 Flask 221 Wireshark 220 Google Ads 219 Pulumi 218 Cassandra 217 After Effects 208 Copywriting 206 Information architecture 202 SageMaker 200 PCI DSS 198 SOAR 198 Canva 198 Asana 193 Redux 189 Marketo 189 Premiere Pro 181 Notion 181 InDesign 180 Tailwind CSS 176 NetSuite 172 Vertex AI 171 Presto / Trino 166 Cypress 163 Cloudflare 159 Kinesis 157 Salesforce Marketing Cloud 150 PHP 148 Workday 148 OSCP 147 Hive 146 Jamf 146 Influencer marketing 146 Zapier 143 Postman 140 pytest 138 Zendesk 136 SEM 133 Jest 126 Shopify 126 WordPress 123 New Relic 117 Conversion rate optimization 116 Amplitude 115 jQuery 112 Verilog / VHDL 109 monday.com 103 Cucumber 101 Neo4j 100 Jupyter 100 CapCut 100 SwiftUI 98 Meta Ads 98 Fivetran 97 XGBoost 97 Unity 95 SAS 93 Braze 93 SEO tools 92 Google Search Console 89 WebGL 88 NestJS 88 Programmatic advertising 87 Nginx 86 VBA 84 Social media tools 84 Sketch 81 HashiCorp Vault 80 Blender 79 Keras 77 Airtable 76 PCB design 75 Vite 73 Informatica 72 D3.js 71 Looker Studio 68 Webflow 68 Affiliate marketing 67 Mixpanel 66 Adobe Analytics 66 LinkedIn Ads 66 Three.js 64 Flutter 64 Firebase 61 Final Cut Pro 61 Webpack 59 Iterable 59 Svelte 56 Google Tag Manager 55 Qlik 52 Citrix 52 Storybook 51 Elixir 50 DaVinci Resolve 49 Klaviyo 49 Appium 47 Cinema 4D 47 Miro 46 Objective-C 45 Maya 45 UIKit 43 Lua 42 Sass 40 Markdown 38 Adobe XD 33 Express.js 31 Xcode 31 Trello 31 Haskell 30 TestRail 29 Dart 28 Alteryx 28 TikTok Ads 28 Mailchimp 27 Laravel 25 Framer 24 SPSS 23 Retool 23 AP Style 22 Substance 3D 19 Solidity 17 Amazon Ads 14 Houdini 11 Clojure 9 Erlang 8 ZBrush 8 Stata 4
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