States
Alabama 446 Alaska 44 Arizona 629 Arkansas 448 California 15,235 Colorado 1,544 Connecticut 360 Delaware 130 District of Columbia 1,291 Florida 1,290 Georgia 1,078 Hawaii 133 Idaho 187 Illinois 1,832 Indiana 317 Iowa 289 Kansas 117 Kentucky 161 Louisiana 109 Maine 82 Maryland 1,646 Massachusetts 2,286 Michigan 702 Minnesota 393 Mississippi 92 Missouri 478 Montana 51 Nebraska 180 Nevada 196 New Hampshire 107 New Jersey 831 New Mexico 157 New York 6,615 North Carolina 1,213 North Dakota 77 Ohio 692 Oklahoma 188 Oregon 355 Pennsylvania 910 Rhode Island 96 South Carolina 201 South Dakota 60 Tennessee 279 Texas 3,610 Utah 458 Vermont 75 Virginia 3,682 Washington 2,728 West Virginia 76 Wisconsin 340 Wyoming 63
Cities
San Francisco Bay Area, CA 10,362 New York, NY 5,543 Washington, DC 3,600 Seattle, WA 2,115 Los Angeles, CA 2,010 Boston, MA 1,358 Austin, TX 1,179 Chicago, IL 1,151 Dallas–Fort Worth, TX 1,049 Denver, CO 797 Atlanta, GA 689 Raleigh–Durham, NC 483 San Diego, CA 431 Charlotte, NC 366 Phoenix, AZ 357 Houston, TX 258 Pittsburgh, PA 228 Miami, FL 208 Philadelphia, PA 165 Salt Lake City, UT 160 Detroit, MI 146 Minneapolis, MN 122 Baltimore, MD 101 Nashville, TN 64 Portland, OR 29
Role
Software Engineer 11,282 Product Manager 3,302 Engineering Manager 2,110 Project Manager 1,932 Program Manager 1,901 Data Scientist 1,579 Machine Learning Engineer 1,503 Security Engineer 1,436 Marketing Manager 1,365 Full Stack Developer 1,192 AI Engineer 1,062 DevOps Engineer 1,046 Data Engineer 904 Cybersecurity Analyst 848 IT Support Specialist 826 Backend Developer 805 Systems Administrator 752 Site Reliability Engineer 716 Graphic Designer 700 Data Analyst 672 Product Marketing Manager 601 Mobile Developer 591 Network Engineer 572 Business Analyst 561 Product Designer 522 Content Writer 516 QA Engineer 498 Growth Marketing Manager 349 Frontend Developer 339 Cloud Engineer 315 UX Designer 245 PPC Specialist 219 Email Marketing Specialist 206 Social Media Manager 201 Digital Marketing Specialist 182 Community Manager 174 Marketing Analyst 171 Video Editor 98 Brand Manager 95 Creative Director 87 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 21 Web Designer 16
Skills
Python 14,835 Machine learning 9,116 Product roadmapping 8,553 AWS 8,282 CI/CD 7,572 SQL 6,214 Kubernetes 6,108 LLMs 5,667 AI agents 5,294 C++ 5,096 Linux 5,029 Java 5,015 Azure 4,928 Distributed systems 4,726 Agile 4,667 Docker 4,268 Google Cloud 4,110 Git 4,049 TypeScript 3,897 Go 3,840 React 3,584 Terraform 3,316 JavaScript 3,283 Go-to-market 2,838 REST APIs 2,755 Jira 2,684 Test automation 2,626 PostgreSQL 2,482 Generative AI 2,453 C 2,434 Microservices 2,407 Product strategy 2,399 Incident response 2,373 Bash 2,219 Positioning & messaging 2,155 Excel 2,037 GitHub 1,890 Embedded systems 1,884 Node.js 1,840 Stakeholder management 1,761 Rust 1,736 Kafka 1,720 PyTorch 1,713 CRM 1,639 Product marketing 1,616 CompTIA certifications 1,606 IAM 1,604 Spark 1,601 Scrum 1,599 C# 1,593 Computer vision 1,553 Cryptography 1,507 Ansible 1,485 GitLab 1,469 Firmware 1,457 Data modeling 1,451 Android 1,436 Market research 1,434 Jenkins 1,385 Deep learning 1,369 PRDs 1,363 RAG 1,340 Data warehousing 1,332 iOS 1,319 Design systems 1,278 PMP 1,267 Confluence 1,260 NoSQL 1,257 ETL 1,224 OpenAI API 1,212 NIST 1,194 Vulnerability management 1,180 Firewalls 1,170 Salesforce 1,161 Google Workspace 1,160 HTML 1,150 Grafana 1,111 Databricks 1,090 Competitive analysis 1,086 CSS 1,078 Snowflake 1,078 TCP/IP 1,077 Tableau 1,053 Kotlin 1,021 DNS / DHCP 1,003 PowerShell 992 Power BI 990 CISSP 986 Angular 980 Prototyping 975 User stories 969 Figma 968 MLOps 959 TensorFlow 942 Scala 937 Prometheus 917 Brand marketing 889 GitHub Actions 883 SAP 875 R 871 A/B testing 852 NLP 850 Spring Boot 844 Active Directory 841 Web accessibility (WCAG) 830 Prompt engineering 829 MySQL 815 Airflow 815 Zero Trust 806 User research 799 Redis 797 Pricing strategy 797 Elasticsearch 785 Demand generation 784 Oracle 783 RTOS 761 Sales enablement 760 Unix 759 Reinforcement learning 750 OAuth 735 SSO / SAML 735 Splunk 729 GraphQL 724 Routing & switching 718 SOC 2 711 Vector databases 707 ServiceNow 691 VPN 690 MongoDB 684 Datadog 675 SQL Server 666 BigQuery 646 Cisco 646 ITIL 644 JUnit 639 SIEM 635 CUDA 633 SEO 632 Helm 631 .NET 623 Microsoft 365 620 VMware 619 CCNA / CCNP 619 HIPAA 598 Technical writing 596 gRPC 595 Threat modeling 590 Serverless 588 CloudFormation 581 Ruby 578 Microsoft Project 578 LangChain 569 Next.js 568 MATLAB 547 FedRAMP 542 Budget management 542 dbt 540 Adobe Creative Cloud 536 Product analytics 536 Content strategy 535 SAFe 533 Marketing automation 530 Email marketing 521 Jetpack Compose 514 Penetration testing 514 SharePoint 501 GIAC certifications 495 scikit-learn 493 ISO 27001 488 CMS 484 pandas 481 Argo CD 473 EDR 451 Windows Server 440 Looker 434 macOS 434 HubSpot 426 DynamoDB 423 Vue.js 415 Typography 413 Six Sigma 409 Event marketing 409 ELK Stack 407 FastAPI 398 OpenTelemetry 393 Chef / Puppet 385 FPGA 374 Photoshop 373 Hadoop 370 Google Analytics 368 React Native 364 Load testing 358 Okta 357 Video editing 356 Paid social 340 SAST / DAST 338 NumPy 337 OpenShift 335 Illustrator 332 Account-based marketing 332 Service mesh 329 Django 328 Redshift 322 Flink 318 CISM 308 Blockchain 304 Kanban 301 Intune / SCCM 300 Wireframing 291 Hugging Face 286 OWASP 286 SD-WAN 285 GRC 282 Motion graphics 279 RabbitMQ 278 Swift 268 Perl 268 Selenium 268 ClickHouse 263 Ruby on Rails 262 Juniper 258 OKRs 254 Playwright 248 Power Platform 243 Smartsheet 241 Content marketing 241 WebSockets 237 Cassandra 234 Unreal Engine 229 Wireshark 222 PPC 222 Google Ads 222 Pulumi 218 Flask 216 After Effects 207 Copywriting 206 PCI DSS 204 SageMaker 203 Information architecture 203 Redux 202 Canva 199 SOAR 194 Asana 193 Marketo 189 InDesign 181 Vertex AI 180 Premiere Pro 180 Notion 179 Tailwind CSS 177 Presto / Trino 171 NetSuite 167 Cypress 165 Hive 162 Salesforce Marketing Cloud 155 Kinesis 154 Cloudflare 154 Workday 149 Postman 147 PHP 146 Jamf 146 Influencer marketing 145 OSCP 143 pytest 140 Jest 139 Zapier 138 Zendesk 133 SEM 133 monday.com 130 Shopify 125 WordPress 124 Conversion rate optimization 119 New Relic 118 Amplitude 114 jQuery 110 Verilog / VHDL 109 Cucumber 107 Neo4j 104 SwiftUI 103 Meta Ads 101 Jupyter 99 Unity 99 CapCut 98 XGBoost 97 Braze 97 SAS 96 Fivetran 95 NestJS 91 WebGL 90 Programmatic advertising 90 SEO tools 90 VBA 87 Google Search Console 86 Nginx 84 Sketch 84 Social media tools 82 HashiCorp Vault 80 Blender 80 Informatica 78 Keras 78 Airtable 76 PCB design 75 D3.js 73 Vite 70 Looker Studio 70 Webflow 69 LinkedIn Ads 68 Firebase 67 Adobe Analytics 67 Three.js 66 Affiliate marketing 66 Mixpanel 65 Flutter 63 Final Cut Pro 62 Webpack 58 Iterable 58 Svelte 56 Qlik 56 Google Tag Manager 56 Elixir 53 Storybook 52 Citrix 52 Klaviyo 50 UIKit 49 DaVinci Resolve 49 Miro 48 Objective-C 46 Appium 46 Maya 46 Cinema 4D 45 Lua 41 Sass 41 Markdown 36 Adobe XD 35 Xcode 33 Express.js 31 Trello 30 TikTok Ads 30 Dart 29 Haskell 29 Alteryx 28 TestRail 28 Mailchimp 27 Laravel 25 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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