States
Alabama 440 Alaska 42 Arizona 630 Arkansas 373 California 15,162 Colorado 1,537 Connecticut 357 Delaware 128 District of Columbia 1,289 Florida 1,289 Georgia 1,067 Hawaii 128 Idaho 188 Illinois 1,836 Indiana 316 Iowa 291 Kansas 117 Kentucky 165 Louisiana 107 Maine 82 Maryland 1,638 Massachusetts 2,276 Michigan 704 Minnesota 393 Mississippi 91 Missouri 475 Montana 51 Nebraska 175 Nevada 194 New Hampshire 104 New Jersey 820 New Mexico 158 New York 6,587 North Carolina 1,208 North Dakota 76 Ohio 685 Oklahoma 191 Oregon 350 Pennsylvania 904 Rhode Island 96 South Carolina 199 South Dakota 59 Tennessee 275 Texas 3,599 Utah 459 Vermont 75 Virginia 3,670 Washington 2,715 West Virginia 75 Wisconsin 344 Wyoming 63
Cities
San Francisco Bay Area, CA 10,288 New York, NY 5,524 Washington, DC 3,585 Seattle, WA 2,107 Los Angeles, CA 2,006 Boston, MA 1,350 Austin, TX 1,169 Chicago, IL 1,147 Dallas–Fort Worth, TX 1,046 Denver, CO 791 Atlanta, GA 682 Raleigh–Durham, NC 483 San Diego, CA 428 Charlotte, NC 365 Phoenix, AZ 358 Houston, TX 260 Pittsburgh, PA 229 Miami, FL 208 Philadelphia, PA 165 Salt Lake City, UT 160 Detroit, MI 146 Minneapolis, MN 124 Baltimore, MD 102 Nashville, TN 64 Portland, OR 28
Role
Software Engineer 11,168 Product Manager 3,289 Engineering Manager 2,108 Project Manager 1,932 Program Manager 1,890 Data Scientist 1,551 Machine Learning Engineer 1,512 Security Engineer 1,426 Marketing Manager 1,349 Full Stack Developer 1,186 AI Engineer 1,060 DevOps Engineer 1,044 Data Engineer 900 Cybersecurity Analyst 841 IT Support Specialist 828 Backend Developer 804 Systems Administrator 755 Site Reliability Engineer 717 Graphic Designer 696 Data Analyst 660 Product Marketing Manager 602 Mobile Developer 591 Business Analyst 567 Network Engineer 565 Product Designer 518 Content Writer 508 QA Engineer 497 Growth Marketing Manager 349 Frontend Developer 340 Cloud Engineer 309 UX Designer 243 PPC Specialist 219 Email Marketing Specialist 206 Social Media Manager 199 Digital Marketing Specialist 181 Community Manager 174 Marketing Analyst 172 Video Editor 97 Brand Manager 93 Creative Director 85 SEO Specialist 78 Content Creator 76 Scrum Master 71 Influencer Marketing Manager 66 BI Developer 60 Art Director 48 Copywriter 48 Web Developer 45 Motion Designer 40 Game Designer 35 3D Artist 29 UI Designer 23 Animator 21 Web Designer 16
Skills
Python 14,701 Machine learning 9,058 Product roadmapping 8,536 AWS 8,251 CI/CD 7,481 SQL 6,116 Kubernetes 6,037 LLMs 5,668 AI agents 5,263 C++ 5,069 Linux 5,008 Java 4,910 Azure 4,868 Distributed systems 4,695 Agile 4,604 Docker 4,213 Google Cloud 4,073 Git 3,976 TypeScript 3,869 Go 3,820 React 3,550 Terraform 3,303 JavaScript 3,203 Go-to-market 2,822 REST APIs 2,683 Jira 2,650 Test automation 2,604 PostgreSQL 2,460 Generative AI 2,436 C 2,417 Product strategy 2,389 Microservices 2,373 Incident response 2,362 Bash 2,183 Positioning & messaging 2,138 Excel 2,027 Embedded systems 1,879 GitHub 1,846 Node.js 1,819 Stakeholder management 1,752 Rust 1,716 PyTorch 1,710 Kafka 1,686 CRM 1,641 IAM 1,606 Product marketing 1,604 Scrum 1,577 CompTIA certifications 1,574 Spark 1,572 Computer vision 1,559 C# 1,554 Cryptography 1,498 Ansible 1,471 GitLab 1,465 Firmware 1,458 Data modeling 1,439 Market research 1,421 Android 1,420 Deep learning 1,366 PRDs 1,342 Jenkins 1,338 RAG 1,335 Data warehousing 1,314 iOS 1,312 Design systems 1,265 PMP 1,265 Confluence 1,243 NoSQL 1,233 ETL 1,213 OpenAI API 1,210 NIST 1,193 Vulnerability management 1,182 Salesforce 1,172 Google Workspace 1,159 Firewalls 1,154 HTML 1,139 Grafana 1,078 Competitive analysis 1,077 Databricks 1,075 CSS 1,069 Snowflake 1,069 TCP/IP 1,063 Tableau 1,028 Kotlin 1,013 DNS / DHCP 999 PowerShell 996 CISSP 983 Power BI 982 Angular 972 Prototyping 968 Figma 965 MLOps 950 TensorFlow 938 Scala 919 User stories 911 Prometheus 898 Brand marketing 883 GitHub Actions 878 SAP 866 R 845 A/B testing 842 Active Directory 841 NLP 839 Prompt engineering 838 Web accessibility (WCAG) 832 Spring Boot 810 Zero Trust 805 Airflow 802 Pricing strategy 794 MySQL 790 Redis 790 User research 785 Demand generation 778 Elasticsearch 776 Oracle 767 Sales enablement 765 RTOS 759 Reinforcement learning 757 Unix 751 OAuth 731 SSO / SAML 728 GraphQL 717 SOC 2 713 Routing & switching 709 Splunk 701 Vector databases 700 VPN 692 ServiceNow 687 MongoDB 679 Datadog 669 SQL Server 652 ITIL 642 Cisco 641 SIEM 639 CUDA 630 SEO 630 .NET 627 Microsoft 365 626 BigQuery 625 Helm 622 VMware 618 JUnit 614 CCNA / CCNP 610 HIPAA 599 Serverless 596 Technical writing 590 gRPC 588 CloudFormation 586 Threat modeling 584 Microsoft Project 579 Ruby 570 Next.js 561 LangChain 560 MATLAB 546 FedRAMP 544 Budget management 541 Adobe Creative Cloud 535 dbt 532 SAFe 532 Marketing automation 532 Content strategy 532 Product analytics 524 Email marketing 522 Jetpack Compose 511 Penetration testing 509 SharePoint 497 GIAC certifications 496 scikit-learn 487 ISO 27001 486 CMS 475 pandas 470 Argo CD 467 EDR 453 Windows Server 442 macOS 435 Looker 431 HubSpot 429 DynamoDB 425 Vue.js 413 Event marketing 412 Six Sigma 409 Typography 408 ELK Stack 404 FastAPI 395 Chef / Puppet 386 OpenTelemetry 386 FPGA 373 Photoshop 372 Google Analytics 367 Okta 356 React Native 355 Video editing 355 Hadoop 352 Load testing 352 SAST / DAST 341 Paid social 335 Django 334 NumPy 332 Illustrator 331 Account-based marketing 331 OpenShift 330 Service mesh 326 Redshift 315 Flink 311 CISM 304 Blockchain 301 Intune / SCCM 299 Kanban 295 Hugging Face 287 SD-WAN 287 OWASP 286 RabbitMQ 278 Motion graphics 278 GRC 277 Wireframing 276 Swift 260 Ruby on Rails 258 Juniper 258 Perl 254 ClickHouse 254 OKRs 252 Selenium 249 Playwright 249 Smartsheet 245 Power Platform 240 Content marketing 237 WebSockets 235 Unreal Engine 232 Google Ads 223 PPC 222 Cassandra 221 Wireshark 221 Flask 218 Pulumi 218 After Effects 207 Copywriting 206 Information architecture 203 SageMaker 200 Canva 199 PCI DSS 198 SOAR 196 Asana 196 Redux 192 Marketo 191 InDesign 182 Premiere Pro 181 Notion 181 Vertex AI 178 Tailwind CSS 176 NetSuite 171 Presto / Trino 167 Cypress 163 Kinesis 158 Cloudflare 156 Salesforce Marketing Cloud 154 Hive 148 Jamf 148 Workday 146 PHP 145 OSCP 145 Influencer marketing 144 Postman 140 pytest 139 Zapier 139 Zendesk 136 SEM 132 Jest 131 Shopify 126 WordPress 124 Conversion rate optimization 118 New Relic 115 Amplitude 113 jQuery 109 Verilog / VHDL 109 monday.com 103 Neo4j 102 Cucumber 101 Meta Ads 100 SwiftUI 99 Jupyter 99 CapCut 99 Unity 99 XGBoost 97 Braze 96 Fivetran 94 SAS 91 Programmatic advertising 91 WebGL 90 NestJS 89 SEO tools 89 VBA 86 Nginx 86 Google Search Console 86 Social media tools 85 Sketch 84 Informatica 79 HashiCorp Vault 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 61 Firebase 60 Webpack 59 Iterable 58 Qlik 56 Google Tag Manager 56 Svelte 55 Elixir 53 Citrix 52 Storybook 51 Klaviyo 50 Miro 49 DaVinci Resolve 49 Appium 48 Objective-C 46 Maya 45 UIKit 44 Cinema 4D 44 Lua 41 Sass 40 Markdown 38 Adobe XD 35 Express.js 31 Xcode 31 Trello 31 Haskell 30 Dart 29 TikTok Ads 29 TestRail 28 Mailchimp 27 Laravel 26 Alteryx 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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