States
Alabama 440 Alaska 44 Arizona 628 Arkansas 385 California 15,132 Colorado 1,546 Connecticut 360 Delaware 127 District of Columbia 1,296 Florida 1,285 Georgia 1,061 Hawaii 128 Idaho 187 Illinois 1,829 Indiana 319 Iowa 288 Kansas 119 Kentucky 164 Louisiana 107 Maine 82 Maryland 1,622 Massachusetts 2,273 Michigan 697 Minnesota 401 Mississippi 93 Missouri 490 Montana 51 Nebraska 178 Nevada 195 New Hampshire 106 New Jersey 804 New Mexico 155 New York 6,587 North Carolina 1,194 North Dakota 80 Ohio 676 Oklahoma 199 Oregon 347 Pennsylvania 899 Rhode Island 96 South Carolina 194 South Dakota 61 Tennessee 272 Texas 3,605 Utah 457 Vermont 78 Virginia 3,640 Washington 2,727 West Virginia 76 Wisconsin 345 Wyoming 66
Cities
San Francisco Bay Area, CA 10,244 New York, NY 5,515 Washington, DC 3,555 Seattle, WA 2,106 Los Angeles, CA 2,013 Boston, MA 1,351 Austin, TX 1,182 Chicago, IL 1,141 Dallas–Fort Worth, TX 1,025 Denver, CO 793 Atlanta, GA 683 Raleigh–Durham, NC 482 San Diego, CA 429 Phoenix, AZ 356 Charlotte, NC 349 Houston, TX 263 Pittsburgh, PA 225 Miami, FL 209 Philadelphia, PA 168 Salt Lake City, UT 163 Detroit, MI 144 Minneapolis, MN 124 Baltimore, MD 96 Nashville, TN 63 Portland, OR 27
Role
Software Engineer 11,162 Product Manager 3,256 Engineering Manager 2,078 Project Manager 1,930 Program Manager 1,876 Data Scientist 1,546 Machine Learning Engineer 1,501 Security Engineer 1,428 Marketing Manager 1,339 Full Stack Developer 1,197 AI Engineer 1,056 DevOps Engineer 1,046 Data Engineer 893 Cybersecurity Analyst 839 IT Support Specialist 825 Backend Developer 800 Systems Administrator 742 Site Reliability Engineer 718 Graphic Designer 691 Data Analyst 672 Product Marketing Manager 606 Mobile Developer 593 Network Engineer 567 Business Analyst 563 Product Designer 520 Content Writer 505 QA Engineer 500 Growth Marketing Manager 351 Frontend Developer 336 Cloud Engineer 303 UX Designer 248 PPC Specialist 213 Social Media Manager 200 Email Marketing Specialist 198 Digital Marketing Specialist 176 Community Manager 175 Marketing Analyst 174 Video Editor 95 Brand Manager 92 Creative Director 83 SEO Specialist 80 Content Creator 76 Scrum Master 74 Influencer Marketing Manager 68 BI Developer 62 Art Director 48 Copywriter 48 Web Developer 44 Motion Designer 41 Game Designer 36 3D Artist 29 UI Designer 25 Animator 22 Web Designer 15
Skills
Python 14,647 Machine learning 9,075 Product roadmapping 8,510 AWS 8,205 CI/CD 7,421 SQL 6,101 Kubernetes 6,023 LLMs 5,644 AI agents 5,217 C++ 5,066 Linux 5,034 Java 4,916 Azure 4,847 Distributed systems 4,688 Agile 4,620 Docker 4,213 Google Cloud 4,061 Git 3,968 TypeScript 3,834 Go 3,815 React 3,551 Terraform 3,292 JavaScript 3,208 Go-to-market 2,823 REST APIs 2,669 Jira 2,648 Test automation 2,560 PostgreSQL 2,456 C 2,449 Generative AI 2,413 Product strategy 2,380 Microservices 2,373 Incident response 2,371 Bash 2,178 Positioning & messaging 2,142 Excel 2,040 Embedded systems 1,880 GitHub 1,845 Node.js 1,818 Stakeholder management 1,765 Rust 1,716 PyTorch 1,702 Kafka 1,686 CRM 1,621 Product marketing 1,605 IAM 1,585 Scrum 1,580 CompTIA certifications 1,574 Spark 1,569 Computer vision 1,555 C# 1,550 Cryptography 1,499 GitLab 1,479 Ansible 1,469 Firmware 1,468 Data modeling 1,441 Market research 1,432 Android 1,417 Deep learning 1,362 Jenkins 1,343 PRDs 1,325 iOS 1,306 RAG 1,304 Data warehousing 1,303 PMP 1,266 Design systems 1,263 Confluence 1,247 NoSQL 1,240 ETL 1,214 OpenAI API 1,201 NIST 1,190 Vulnerability management 1,170 Google Workspace 1,166 Salesforce 1,163 Firewalls 1,159 HTML 1,134 Grafana 1,089 Competitive analysis 1,077 Databricks 1,075 Snowflake 1,073 CSS 1,063 TCP/IP 1,062 Tableau 1,038 Kotlin 1,001 DNS / DHCP 1,000 PowerShell 984 Angular 977 Power BI 975 CISSP 972 Prototyping 962 Figma 960 MLOps 942 TensorFlow 939 Scala 919 Prometheus 906 User stories 901 GitHub Actions 877 SAP 872 Brand marketing 869 R 861 Web accessibility (WCAG) 855 A/B testing 844 NLP 836 Active Directory 834 Prompt engineering 831 Spring Boot 810 Zero Trust 806 Airflow 802 User research 799 Redis 787 Pricing strategy 783 MySQL 781 Demand generation 779 Oracle 770 Elasticsearch 767 Sales enablement 765 RTOS 756 Reinforcement learning 753 Unix 752 SSO / SAML 725 GraphQL 716 OAuth 716 SOC 2 708 Routing & switching 706 ServiceNow 692 Vector databases 690 Splunk 690 MongoDB 687 VPN 685 Datadog 667 SQL Server 654 ITIL 651 Cisco 646 CUDA 635 SIEM 635 SEO 629 Helm 628 .NET 627 BigQuery 624 Microsoft 365 623 VMware 613 JUnit 613 CCNA / CCNP 605 HIPAA 599 Serverless 595 Threat modeling 587 gRPC 586 Microsoft Project 585 Technical writing 585 CloudFormation 579 Ruby 573 Next.js 567 LangChain 555 FedRAMP 544 dbt 540 SAFe 538 MATLAB 537 Product analytics 531 Budget management 530 Content strategy 527 Marketing automation 526 Adobe Creative Cloud 524 Email marketing 517 Jetpack Compose 514 SharePoint 502 Penetration testing 500 GIAC certifications 492 ISO 27001 491 scikit-learn 482 CMS 480 pandas 470 Argo CD 468 EDR 457 macOS 444 Looker 432 Windows Server 430 HubSpot 423 DynamoDB 419 Vue.js 417 ELK Stack 409 Typography 403 Event marketing 403 FastAPI 398 Six Sigma 397 Chef / Puppet 391 OpenTelemetry 390 Google Analytics 371 FPGA 370 Photoshop 368 React Native 349 Hadoop 348 Video editing 346 Load testing 343 Okta 342 SAST / DAST 337 Paid social 332 Django 330 OpenShift 330 Illustrator 330 NumPy 327 Account-based marketing 327 Service mesh 326 Redshift 314 Flink 305 Blockchain 301 CISM 300 Intune / SCCM 297 OWASP 291 SD-WAN 289 Kanban 289 Hugging Face 281 Motion graphics 279 GRC 274 RabbitMQ 273 Wireframing 273 Perl 266 Juniper 262 Swift 259 OKRs 258 Playwright 257 Ruby on Rails 252 Selenium 251 ClickHouse 250 Smartsheet 240 Content marketing 240 WebSockets 235 Power Platform 234 Unreal Engine 228 Wireshark 222 PPC 221 Flask 220 Google Ads 220 Pulumi 218 Cassandra 215 After Effects 207 Copywriting 204 SageMaker 201 PCI DSS 200 Information architecture 200 Canva 197 SOAR 196 Asana 193 Redux 190 Marketo 190 Premiere Pro 182 InDesign 180 Notion 179 Tailwind CSS 177 Vertex AI 172 NetSuite 171 Cypress 170 Presto / Trino 165 Cloudflare 158 Kinesis 154 PHP 151 Salesforce Marketing Cloud 151 Influencer marketing 148 OSCP 147 Hive 146 Jamf 146 Workday 146 Zapier 143 Postman 138 Zendesk 134 pytest 133 SEM 133 Jest 131 Shopify 126 WordPress 123 New Relic 117 Conversion rate optimization 117 Amplitude 115 jQuery 110 Verilog / VHDL 107 Cucumber 105 monday.com 104 Neo4j 101 Jupyter 101 CapCut 100 Meta Ads 99 SwiftUI 97 Fivetran 95 Unity 95 XGBoost 94 Braze 94 SAS 93 SEO tools 93 Google Search Console 89 WebGL 88 Programmatic advertising 87 NestJS 85 Nginx 85 VBA 83 Sketch 82 Social media tools 82 HashiCorp Vault 80 Keras 78 Blender 76 Airtable 75 Vite 74 PCB design 74 Informatica 72 D3.js 71 Looker Studio 69 Affiliate marketing 68 Webflow 67 LinkedIn Ads 67 Mixpanel 66 Adobe Analytics 66 Three.js 64 Flutter 63 Firebase 62 Final Cut Pro 61 Iterable 59 Webpack 57 Svelte 56 Google Tag Manager 55 Citrix 53 Storybook 51 Qlik 51 Elixir 50 DaVinci Resolve 49 Klaviyo 49 Appium 46 Miro 46 Cinema 4D 46 Objective-C 45 Maya 45 UIKit 44 Lua 42 Sass 40 Markdown 36 Adobe XD 34 Xcode 32 Express.js 31 Alteryx 31 Trello 31 Haskell 30 TestRail 29 TikTok Ads 29 Mailchimp 27 Dart 25 Laravel 25 AP Style 24 SPSS 23 Framer 23 Retool 23 Substance 3D 18 Solidity 17 Amazon Ads 13 Houdini 10 Clojure 9 ZBrush 9 Erlang 8 Stata 4
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