States
Alabama 444 Alaska 43 Arizona 633 Arkansas 373 California 15,212 Colorado 1,544 Connecticut 358 Delaware 128 District of Columbia 1,288 Florida 1,286 Georgia 1,080 Hawaii 132 Idaho 187 Illinois 1,834 Indiana 315 Iowa 292 Kansas 117 Kentucky 160 Louisiana 107 Maine 81 Maryland 1,647 Massachusetts 2,282 Michigan 703 Minnesota 395 Mississippi 92 Missouri 487 Montana 52 Nebraska 180 Nevada 196 New Hampshire 105 New Jersey 832 New Mexico 157 New York 6,610 North Carolina 1,213 North Dakota 76 Ohio 688 Oklahoma 188 Oregon 357 Pennsylvania 907 Rhode Island 96 South Carolina 201 South Dakota 59 Tennessee 275 Texas 3,617 Utah 459 Vermont 75 Virginia 3,685 Washington 2,715 West Virginia 75 Wisconsin 343 Wyoming 63
Cities
San Francisco Bay Area, CA 10,333 New York, NY 5,542 Washington, DC 3,598 Seattle, WA 2,104 Los Angeles, CA 2,009 Boston, MA 1,354 Austin, TX 1,174 Chicago, IL 1,149 Dallas–Fort Worth, TX 1,055 Denver, CO 792 Atlanta, GA 695 Raleigh–Durham, NC 483 San Diego, CA 434 Charlotte, NC 370 Phoenix, AZ 361 Houston, TX 260 Pittsburgh, PA 224 Miami, FL 207 Philadelphia, PA 165 Salt Lake City, UT 161 Detroit, MI 146 Minneapolis, MN 125 Baltimore, MD 102 Nashville, TN 64 Portland, OR 29
Role
Software Engineer 11,199 Product Manager 3,302 Engineering Manager 2,116 Project Manager 1,941 Program Manager 1,897 Data Scientist 1,575 Machine Learning Engineer 1,500 Security Engineer 1,438 Marketing Manager 1,360 Full Stack Developer 1,194 AI Engineer 1,062 DevOps Engineer 1,048 Data Engineer 901 Cybersecurity Analyst 845 IT Support Specialist 828 Backend Developer 801 Systems Administrator 750 Site Reliability Engineer 716 Graphic Designer 698 Data Analyst 675 Product Marketing Manager 602 Mobile Developer 591 Network Engineer 571 Business Analyst 562 Product Designer 520 Content Writer 516 QA Engineer 495 Growth Marketing Manager 350 Frontend Developer 340 Cloud Engineer 314 UX Designer 243 PPC Specialist 219 Email Marketing Specialist 208 Social Media Manager 200 Digital Marketing Specialist 182 Community Manager 173 Marketing Analyst 172 Video Editor 99 Brand Manager 95 Creative Director 86 SEO Specialist 78 Content Creator 76 Scrum Master 72 Influencer Marketing Manager 68 BI Developer 61 Art Director 48 Copywriter 48 Web Developer 47 Motion Designer 40 Game Designer 35 3D Artist 29 UI Designer 23 Animator 20 Web Designer 16
Skills
Python 14,770 Machine learning 9,095 Product roadmapping 8,561 AWS 8,266 CI/CD 7,494 SQL 6,150 Kubernetes 6,060 LLMs 5,670 AI agents 5,278 C++ 5,073 Linux 5,019 Java 4,944 Azure 4,877 Distributed systems 4,712 Agile 4,627 Docker 4,231 Google Cloud 4,081 Git 3,996 TypeScript 3,877 Go 3,834 React 3,562 Terraform 3,310 JavaScript 3,221 Go-to-market 2,836 REST APIs 2,693 Jira 2,651 Test automation 2,608 PostgreSQL 2,475 Generative AI 2,443 C 2,431 Product strategy 2,401 Microservices 2,381 Incident response 2,365 Bash 2,202 Positioning & messaging 2,151 Excel 2,038 Embedded systems 1,882 GitHub 1,852 Node.js 1,821 Stakeholder management 1,758 Rust 1,720 PyTorch 1,709 Kafka 1,683 CRM 1,639 Product marketing 1,614 IAM 1,603 CompTIA certifications 1,601 Scrum 1,578 Spark 1,577 Computer vision 1,554 C# 1,549 Cryptography 1,504 Ansible 1,478 GitLab 1,466 Firmware 1,457 Data modeling 1,446 Market research 1,427 Android 1,422 Deep learning 1,363 PRDs 1,347 Jenkins 1,342 RAG 1,340 Data warehousing 1,321 iOS 1,313 Design systems 1,276 PMP 1,271 Confluence 1,244 NoSQL 1,227 OpenAI API 1,212 ETL 1,211 NIST 1,190 Vulnerability management 1,183 Salesforce 1,167 Firewalls 1,165 Google Workspace 1,160 HTML 1,139 Grafana 1,090 Databricks 1,084 Competitive analysis 1,083 Snowflake 1,078 TCP/IP 1,075 CSS 1,067 Tableau 1,041 Kotlin 1,016 DNS / DHCP 1,006 PowerShell 996 Power BI 988 CISSP 987 Prototyping 973 Angular 969 Figma 966 MLOps 958 TensorFlow 942 Scala 925 User stories 918 Prometheus 907 Brand marketing 889 GitHub Actions 884 SAP 872 R 866 NLP 846 A/B testing 845 Active Directory 842 Web accessibility (WCAG) 834 Prompt engineering 833 Spring Boot 815 Airflow 802 Zero Trust 801 Pricing strategy 798 User research 794 MySQL 790 Redis 790 Demand generation 781 Elasticsearch 777 Oracle 771 Sales enablement 763 RTOS 757 Unix 752 Reinforcement learning 748 OAuth 731 SSO / SAML 727 GraphQL 720 Routing & switching 718 SOC 2 712 Vector databases 706 Splunk 700 ServiceNow 689 VPN 686 MongoDB 677 Datadog 672 SQL Server 657 ITIL 644 Cisco 644 SIEM 634 SEO 632 CUDA 629 BigQuery 627 .NET 625 Helm 623 Microsoft 365 621 VMware 620 CCNA / CCNP 615 JUnit 615 Technical writing 602 HIPAA 600 gRPC 594 Serverless 592 Threat modeling 590 CloudFormation 584 Microsoft Project 579 Ruby 575 Next.js 565 LangChain 565 MATLAB 547 FedRAMP 542 Budget management 541 dbt 537 Adobe Creative Cloud 536 SAFe 534 Content strategy 534 Marketing automation 531 Product analytics 527 Email marketing 521 Penetration testing 515 Jetpack Compose 513 SharePoint 501 GIAC certifications 494 scikit-learn 492 ISO 27001 486 CMS 482 pandas 477 Argo CD 470 EDR 448 Windows Server 441 Looker 433 macOS 431 HubSpot 426 DynamoDB 423 Vue.js 414 Typography 413 Six Sigma 411 Event marketing 407 ELK Stack 405 FastAPI 398 OpenTelemetry 391 Chef / Puppet 388 Photoshop 372 FPGA 372 Google Analytics 369 React Native 358 Video editing 356 Okta 355 Hadoop 353 Load testing 353 SAST / DAST 341 Paid social 340 NumPy 336 OpenShift 332 Django 331 Illustrator 331 Account-based marketing 330 Service mesh 325 Redshift 320 Flink 317 CISM 308 Blockchain 302 Intune / SCCM 300 Kanban 297 Hugging Face 288 OWASP 286 SD-WAN 285 GRC 281 Motion graphics 279 RabbitMQ 276 Wireframing 275 Perl 266 Swift 262 Ruby on Rails 262 ClickHouse 260 Juniper 259 OKRs 251 Playwright 249 Selenium 248 Smartsheet 243 Content marketing 240 Power Platform 240 WebSockets 236 Unreal Engine 229 PPC 224 Wireshark 223 Google Ads 223 Cassandra 220 Pulumi 218 Flask 217 After Effects 207 Copywriting 206 Information architecture 204 SageMaker 202 PCI DSS 200 Canva 199 Asana 196 SOAR 195 Redux 193 Marketo 190 InDesign 181 Vertex AI 180 Premiere Pro 180 Notion 178 Tailwind CSS 177 Presto / Trino 168 NetSuite 168 Cypress 164 Kinesis 157 Salesforce Marketing Cloud 154 Cloudflare 153 Hive 147 Workday 147 Jamf 145 OSCP 145 Influencer marketing 145 PHP 143 Postman 141 pytest 139 Zapier 137 Zendesk 135 SEM 133 Jest 131 Shopify 125 WordPress 125 Conversion rate optimization 119 New Relic 117 Amplitude 113 jQuery 109 Verilog / VHDL 109 Neo4j 102 monday.com 102 Cucumber 101 Meta Ads 101 SwiftUI 99 Jupyter 99 Unity 99 CapCut 98 XGBoost 97 SAS 96 Braze 96 Fivetran 94 NestJS 91 WebGL 90 Programmatic advertising 90 SEO tools 89 VBA 87 Nginx 87 Google Search Console 86 Sketch 84 Social media tools 82 HashiCorp Vault 80 Blender 80 Informatica 77 Airtable 77 Keras 76 PCB design 76 D3.js 72 Vite 70 Looker Studio 69 Webflow 69 LinkedIn Ads 68 Adobe Analytics 67 Three.js 66 Affiliate marketing 66 Mixpanel 64 Flutter 63 Final Cut Pro 62 Firebase 61 Webpack 58 Iterable 57 Svelte 56 Qlik 56 Google Tag Manager 56 Elixir 53 Storybook 52 Citrix 52 Klaviyo 50 Miro 49 DaVinci Resolve 49 Appium 47 Maya 46 UIKit 45 Cinema 4D 45 Objective-C 44 Lua 41 Sass 39 Markdown 36 Adobe XD 35 Express.js 31 Xcode 31 Trello 30 TikTok Ads 30 Dart 29 Haskell 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 10 Erlang 8 ZBrush 8 Stata 4
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