States
Alabama 435 Alaska 38 Arizona 627 Arkansas 377 California 15,063 Colorado 1,520 Connecticut 353 Delaware 122 District of Columbia 1,287 Florida 1,279 Georgia 1,058 Hawaii 123 Idaho 183 Illinois 1,820 Indiana 312 Iowa 287 Kansas 115 Kentucky 158 Louisiana 103 Maine 77 Maryland 1,619 Massachusetts 2,278 Michigan 686 Minnesota 398 Mississippi 89 Missouri 498 Montana 51 Nebraska 177 Nevada 189 New Hampshire 100 New Jersey 794 New Mexico 148 New York 6,558 North Carolina 1,195 North Dakota 76 Ohio 667 Oklahoma 191 Oregon 345 Pennsylvania 883 Rhode Island 92 South Carolina 188 South Dakota 57 Tennessee 268 Texas 3,586 Utah 460 Vermont 76 Virginia 3,624 Washington 2,714 West Virginia 72 Wisconsin 338 Wyoming 60
Cities
San Francisco Bay Area, CA 10,222 New York, NY 5,488 Washington, DC 3,537 Seattle, WA 2,099 Los Angeles, CA 2,008 Boston, MA 1,370 Austin, TX 1,176 Chicago, IL 1,136 Dallas–Fort Worth, TX 1,020 Denver, CO 777 Atlanta, GA 687 Raleigh–Durham, NC 489 San Diego, CA 429 Charlotte, NC 355 Phoenix, AZ 353 Houston, TX 260 Pittsburgh, PA 222 Miami, FL 210 Salt Lake City, UT 167 Philadelphia, PA 165 Detroit, MI 144 Minneapolis, MN 123 Baltimore, MD 94 Nashville, TN 63 Portland, OR 27
Role
Software Engineer 11,180 Product Manager 3,277 Engineering Manager 2,092 Project Manager 1,933 Program Manager 1,882 Data Scientist 1,542 Machine Learning Engineer 1,491 Security Engineer 1,426 Marketing Manager 1,353 Full Stack Developer 1,188 AI Engineer 1,055 DevOps Engineer 1,028 Data Engineer 887 Cybersecurity Analyst 831 IT Support Specialist 828 Backend Developer 807 Systems Administrator 743 Site Reliability Engineer 709 Graphic Designer 686 Data Analyst 671 Product Marketing Manager 615 Mobile Developer 592 Network Engineer 573 Business Analyst 554 Product Designer 521 QA Engineer 506 Content Writer 491 Growth Marketing Manager 349 Frontend Developer 332 Cloud Engineer 299 UX Designer 249 PPC Specialist 214 Social Media Manager 200 Email Marketing Specialist 197 Community Manager 176 Digital Marketing Specialist 176 Marketing Analyst 175 Brand Manager 90 Video Editor 89 Creative Director 81 SEO Specialist 76 Content Creator 76 Scrum Master 74 Influencer Marketing Manager 66 BI Developer 56 Copywriter 48 Art Director 47 Web Developer 41 Motion Designer 40 Game Designer 37 3D Artist 30 UI Designer 22 Animator 22 Web Designer 15
Skills
Python 14,600 Machine learning 9,091 Product roadmapping 8,539 AWS 8,182 CI/CD 7,408 SQL 6,087 Kubernetes 5,997 LLMs 5,596 AI agents 5,193 C++ 5,068 Linux 5,018 Java 4,900 Azure 4,846 Distributed systems 4,687 Agile 4,621 Docker 4,193 Google Cloud 4,052 Git 3,972 TypeScript 3,822 Go 3,794 React 3,529 Terraform 3,282 JavaScript 3,189 Go-to-market 2,837 REST APIs 2,671 Jira 2,639 Test automation 2,572 PostgreSQL 2,455 C 2,453 Generative AI 2,416 Product strategy 2,398 Incident response 2,368 Microservices 2,362 Positioning & messaging 2,168 Bash 2,163 Excel 2,042 Embedded systems 1,894 GitHub 1,853 Node.js 1,817 Stakeholder management 1,773 Rust 1,717 PyTorch 1,690 Kafka 1,688 CRM 1,619 Product marketing 1,619 IAM 1,574 C# 1,567 CompTIA certifications 1,567 Spark 1,564 Scrum 1,562 Computer vision 1,547 Cryptography 1,500 Firmware 1,483 GitLab 1,462 Ansible 1,455 Market research 1,455 Data modeling 1,428 Android 1,427 Deep learning 1,361 Jenkins 1,326 PRDs 1,324 iOS 1,310 RAG 1,309 Data warehousing 1,290 Design systems 1,264 PMP 1,260 NoSQL 1,237 Confluence 1,233 ETL 1,219 OpenAI API 1,199 NIST 1,185 Vulnerability management 1,171 Google Workspace 1,167 Firewalls 1,161 Salesforce 1,156 HTML 1,131 Competitive analysis 1,079 Grafana 1,075 Databricks 1,074 TCP/IP 1,068 Snowflake 1,062 CSS 1,057 Tableau 1,043 DNS / DHCP 1,006 Kotlin 1,004 PowerShell 983 Power BI 977 Angular 975 Prototyping 961 Figma 958 CISSP 955 MLOps 950 TensorFlow 932 Scala 916 User stories 900 Prometheus 890 GitHub Actions 871 Brand marketing 866 SAP 864 Web accessibility (WCAG) 860 A/B testing 860 R 849 NLP 841 Active Directory 839 Prompt engineering 829 Spring Boot 810 Airflow 808 User research 799 Zero Trust 795 Pricing strategy 787 Redis 785 Demand generation 778 MySQL 775 Sales enablement 770 Elasticsearch 767 Oracle 766 RTOS 759 Reinforcement learning 753 Unix 749 GraphQL 724 SSO / SAML 721 OAuth 713 Routing & switching 712 SOC 2 706 Vector databases 699 MongoDB 691 Splunk 688 VPN 685 ServiceNow 681 Datadog 663 SQL Server 659 Cisco 656 ITIL 649 SEO 632 .NET 628 SIEM 628 CUDA 623 Helm 621 Microsoft 365 619 BigQuery 614 JUnit 611 VMware 609 CCNA / CCNP 606 Serverless 595 Technical writing 590 HIPAA 589 Threat modeling 586 gRPC 581 Microsoft Project 580 CloudFormation 577 Next.js 570 Ruby 569 LangChain 557 MATLAB 543 FedRAMP 543 dbt 540 Budget management 533 SAFe 532 Product analytics 532 Marketing automation 530 Content strategy 528 Adobe Creative Cloud 518 Email marketing 518 Jetpack Compose 516 Penetration testing 507 SharePoint 500 ISO 27001 486 GIAC certifications 483 CMS 482 scikit-learn 478 pandas 470 Argo CD 462 macOS 446 EDR 443 Windows Server 437 Looker 435 HubSpot 421 Vue.js 416 ELK Stack 408 DynamoDB 407 Event marketing 406 FastAPI 400 Typography 400 OpenTelemetry 395 Chef / Puppet 388 Six Sigma 386 FPGA 375 Google Analytics 369 Photoshop 361 Hadoop 349 Load testing 347 React Native 345 Okta 340 SAST / DAST 338 Video editing 334 Paid social 334 OpenShift 333 Django 331 Account-based marketing 329 NumPy 328 Illustrator 324 Service mesh 322 Redshift 312 Flink 302 Intune / SCCM 302 Blockchain 302 CISM 295 OWASP 290 SD-WAN 286 Kanban 285 Hugging Face 283 Wireframing 278 RabbitMQ 274 GRC 271 Motion graphics 269 Juniper 268 Perl 261 OKRs 260 Swift 258 Selenium 255 Playwright 253 Ruby on Rails 252 ClickHouse 252 Smartsheet 241 Content marketing 237 WebSockets 233 Power Platform 233 Unreal Engine 229 Wireshark 222 Flask 221 Google Ads 221 PPC 219 Pulumi 216 Cassandra 213 SageMaker 206 Information architecture 201 PCI DSS 198 After Effects 198 Copywriting 198 Canva 195 SOAR 194 Asana 193 Marketo 192 Redux 189 Notion 181 Tailwind CSS 177 InDesign 176 Vertex AI 172 Premiere Pro 168 NetSuite 168 Cypress 166 Cloudflare 164 Presto / Trino 162 Salesforce Marketing Cloud 154 PHP 152 Kinesis 151 Jamf 151 OSCP 151 Hive 147 Influencer marketing 146 Zapier 143 Workday 140 Postman 137 SEM 137 pytest 135 Zendesk 132 Jest 128 Shopify 125 WordPress 121 Amplitude 119 New Relic 118 Conversion rate optimization 118 jQuery 112 monday.com 107 Verilog / VHDL 106 Cucumber 105 Neo4j 103 Meta Ads 101 Jupyter 100 SwiftUI 98 XGBoost 97 CapCut 96 SEO tools 95 SAS 93 Unity 93 Fivetran 92 Programmatic advertising 92 Braze 91 Google Search Console 90 Nginx 89 NestJS 87 WebGL 86 Social media tools 83 VBA 82 Sketch 81 Keras 80 HashiCorp Vault 78 Blender 77 Vite 75 PCB design 75 Airtable 75 D3.js 73 Informatica 73 Mixpanel 70 Looker Studio 69 Affiliate marketing 68 LinkedIn Ads 67 Webflow 66 Adobe Analytics 65 Flutter 64 Firebase 64 Three.js 62 Webpack 60 Final Cut Pro 59 Iterable 59 Svelte 58 Google Tag Manager 56 Citrix 55 Elixir 53 Storybook 52 Qlik 52 Klaviyo 47 Miro 46 DaVinci Resolve 46 Maya 46 Appium 45 UIKit 44 Cinema 4D 44 Lua 43 Objective-C 42 Sass 40 Markdown 37 Adobe XD 35 Express.js 32 Xcode 31 Haskell 30 Alteryx 30 TestRail 30 Trello 29 TikTok Ads 29 Laravel 28 Dart 26 Mailchimp 25 Retool 24 Framer 23 AP Style 22 SPSS 21 Substance 3D 18 Solidity 17 Amazon Ads 13 Houdini 11 Clojure 9 ZBrush 9 Erlang 8 Stata 5
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