States
Alabama 445 Alaska 45 Arizona 638 Arkansas 446 California 15,283 Colorado 1,551 Connecticut 355 Delaware 130 District of Columbia 1,291 Florida 1,285 Georgia 1,081 Hawaii 136 Idaho 184 Illinois 1,829 Indiana 309 Iowa 290 Kansas 118 Kentucky 158 Louisiana 110 Maine 83 Maryland 1,639 Massachusetts 2,302 Michigan 702 Minnesota 396 Mississippi 93 Missouri 482 Montana 52 Nebraska 180 Nevada 201 New Hampshire 105 New Jersey 833 New Mexico 162 New York 6,647 North Carolina 1,217 North Dakota 76 Ohio 692 Oklahoma 190 Oregon 352 Pennsylvania 907 Rhode Island 95 South Carolina 203 South Dakota 60 Tennessee 281 Texas 3,616 Utah 463 Vermont 74 Virginia 3,687 Washington 2,734 West Virginia 77 Wisconsin 339 Wyoming 64
Cities
San Francisco Bay Area, CA 10,400 New York, NY 5,573 Washington, DC 3,597 Seattle, WA 2,123 Los Angeles, CA 2,013 Boston, MA 1,368 Austin, TX 1,185 Chicago, IL 1,142 Dallas–Fort Worth, TX 1,054 Denver, CO 801 Atlanta, GA 689 Raleigh–Durham, NC 483 San Diego, CA 432 Charlotte, NC 366 Phoenix, AZ 362 Houston, TX 256 Pittsburgh, PA 226 Miami, FL 209 Philadelphia, PA 165 Salt Lake City, UT 164 Detroit, MI 147 Minneapolis, MN 122 Baltimore, MD 101 Nashville, TN 66 Portland, OR 27
Role
Software Engineer 11,292 Product Manager 3,319 Engineering Manager 2,111 Project Manager 1,935 Program Manager 1,898 Data Scientist 1,582 Machine Learning Engineer 1,507 Security Engineer 1,429 Marketing Manager 1,376 Full Stack Developer 1,200 AI Engineer 1,069 DevOps Engineer 1,052 Data Engineer 907 Cybersecurity Analyst 846 IT Support Specialist 837 Backend Developer 799 Systems Administrator 759 Site Reliability Engineer 721 Graphic Designer 701 Data Analyst 676 Product Marketing Manager 604 Mobile Developer 592 Network Engineer 573 Business Analyst 555 Product Designer 526 Content Writer 517 QA Engineer 503 Growth Marketing Manager 349 Frontend Developer 340 Cloud Engineer 314 UX Designer 245 PPC Specialist 220 Email Marketing Specialist 204 Social Media Manager 202 Digital Marketing Specialist 181 Marketing Analyst 174 Community Manager 171 Video Editor 103 Brand Manager 95 Creative Director 87 SEO Specialist 78 Content Creator 77 Scrum Master 74 Influencer Marketing Manager 69 BI Developer 60 Art Director 49 Web Developer 48 Copywriter 48 Motion Designer 39 Game Designer 37 3D Artist 29 Animator 23 UI Designer 22 Web Designer 16
Skills
Python 14,863 Machine learning 9,122 Product roadmapping 8,575 AWS 8,295 CI/CD 7,608 SQL 6,243 Kubernetes 6,126 LLMs 5,688 AI agents 5,339 C++ 5,101 Java 5,045 Linux 5,039 Azure 4,928 Distributed systems 4,713 Agile 4,673 Docker 4,283 Google Cloud 4,115 Git 4,090 TypeScript 3,898 Go 3,844 React 3,580 Terraform 3,328 JavaScript 3,297 Go-to-market 2,844 REST APIs 2,778 Jira 2,701 Test automation 2,647 PostgreSQL 2,485 Generative AI 2,467 C 2,428 Product strategy 2,417 Microservices 2,415 Incident response 2,391 Bash 2,232 Positioning & messaging 2,165 Excel 2,044 GitHub 1,894 Embedded systems 1,874 Node.js 1,843 Stakeholder management 1,757 Rust 1,743 Kafka 1,723 PyTorch 1,717 CRM 1,635 IAM 1,624 Product marketing 1,624 CompTIA certifications 1,609 Scrum 1,607 Spark 1,606 C# 1,603 Computer vision 1,551 Cryptography 1,506 Ansible 1,494 GitLab 1,467 Firmware 1,456 Data modeling 1,451 Android 1,449 Market research 1,437 Jenkins 1,393 PRDs 1,375 Deep learning 1,371 RAG 1,343 Data warehousing 1,333 iOS 1,322 Design systems 1,289 Confluence 1,272 PMP 1,271 NoSQL 1,254 ETL 1,224 OpenAI API 1,216 NIST 1,198 Vulnerability management 1,175 Google Workspace 1,167 Firewalls 1,163 Salesforce 1,162 HTML 1,155 Grafana 1,118 Databricks 1,096 Competitive analysis 1,088 Snowflake 1,085 CSS 1,083 TCP/IP 1,072 Tableau 1,057 Kotlin 1,026 DNS / DHCP 1,008 Power BI 1,000 PowerShell 992 Angular 981 Prototyping 979 CISSP 978 User stories 978 Figma 970 MLOps 958 TensorFlow 943 Scala 942 Prometheus 928 Brand marketing 893 GitHub Actions 886 SAP 878 R 866 A/B testing 862 Spring Boot 853 NLP 847 Active Directory 844 Prompt engineering 832 Web accessibility (WCAG) 826 Airflow 819 MySQL 814 User research 806 Zero Trust 805 Pricing strategy 798 Redis 793 Oracle 787 Elasticsearch 785 Demand generation 781 Sales enablement 760 RTOS 757 Reinforcement learning 755 Unix 755 SSO / SAML 747 OAuth 743 Splunk 734 GraphQL 727 Routing & switching 718 SOC 2 712 Vector databases 703 ServiceNow 699 VPN 692 MongoDB 686 Datadog 682 SQL Server 670 BigQuery 652 JUnit 648 ITIL 645 Cisco 643 CUDA 637 Helm 636 SIEM 636 SEO 633 .NET 621 Microsoft 365 620 VMware 616 CCNA / CCNP 614 HIPAA 610 Technical writing 606 gRPC 598 Serverless 592 Threat modeling 590 CloudFormation 583 Ruby 577 Microsoft Project 572 Next.js 566 LangChain 566 Budget management 548 MATLAB 546 Product analytics 541 FedRAMP 539 dbt 538 Adobe Creative Cloud 538 Content strategy 536 SAFe 534 Marketing automation 532 Email marketing 521 Jetpack Compose 517 Penetration testing 507 SharePoint 505 scikit-learn 492 ISO 27001 492 GIAC certifications 489 pandas 485 CMS 482 Argo CD 474 EDR 456 Windows Server 439 macOS 438 Looker 436 HubSpot 428 DynamoDB 423 Six Sigma 415 Typography 414 ELK Stack 410 Vue.js 409 Event marketing 405 FastAPI 402 OpenTelemetry 398 Chef / Puppet 387 Hadoop 375 Google Analytics 370 Photoshop 370 FPGA 369 Load testing 365 Video editing 362 React Native 361 Okta 359 Paid social 341 OpenShift 340 NumPy 337 Service mesh 335 Account-based marketing 335 SAST / DAST 332 Illustrator 329 Django 327 Redshift 324 Flink 319 CISM 310 Intune / SCCM 306 Kanban 305 Blockchain 303 Wireframing 292 SD-WAN 286 Hugging Face 285 GRC 285 OWASP 283 Motion graphics 281 RabbitMQ 277 Selenium 270 Swift 268 Perl 265 Ruby on Rails 262 ClickHouse 261 Juniper 256 OKRs 256 Playwright 255 Power Platform 246 Smartsheet 241 Content marketing 241 WebSockets 237 Cassandra 237 Unreal Engine 230 PPC 222 Google Ads 221 Wireshark 220 Flask 219 Pulumi 217 After Effects 208 Copywriting 206 SageMaker 203 PCI DSS 203 Information architecture 203 Canva 199 Redux 197 SOAR 195 Asana 194 Marketo 190 Premiere Pro 183 InDesign 182 Vertex AI 179 Notion 178 Tailwind CSS 176 Presto / Trino 173 Cypress 169 NetSuite 167 Hive 161 Kinesis 156 Salesforce Marketing Cloud 155 Cloudflare 154 Postman 152 Jamf 151 PHP 147 Influencer marketing 147 Workday 145 pytest 142 OSCP 141 Jest 141 Zapier 140 Zendesk 135 SEM 134 monday.com 131 Shopify 127 WordPress 124 Conversion rate optimization 120 New Relic 119 Amplitude 114 jQuery 113 Cucumber 109 Verilog / VHDL 107 SwiftUI 103 Neo4j 103 Unity 102 Meta Ads 102 Jupyter 99 XGBoost 99 CapCut 98 Braze 98 SAS 96 Fivetran 94 NestJS 92 Programmatic advertising 91 WebGL 90 SEO tools 90 VBA 88 Google Search Console 86 Nginx 85 Sketch 84 Social media tools 83 HashiCorp Vault 81 Airtable 81 Blender 79 Keras 78 Informatica 77 D3.js 75 PCB design 74 Vite 70 Looker Studio 70 Webflow 68 Affiliate marketing 68 Three.js 67 Firebase 67 Mixpanel 67 LinkedIn Ads 67 Adobe Analytics 66 Final Cut Pro 64 Flutter 63 Webpack 61 Iterable 59 Svelte 57 Qlik 56 Google Tag Manager 56 Elixir 53 Citrix 53 Storybook 52 DaVinci Resolve 51 Klaviyo 50 UIKit 48 Miro 48 Maya 48 Appium 46 Objective-C 45 Cinema 4D 43 Sass 42 Lua 41 Markdown 36 Adobe XD 35 Xcode 33 Express.js 31 Trello 30 TikTok Ads 30 Dart 29 Haskell 29 Alteryx 29 TestRail 27 Mailchimp 27 Laravel 25 Framer 24 Retool 23 AP Style 22 SPSS 21 Solidity 17 Substance 3D 16 Amazon Ads 14 Clojure 12 Houdini 11 Erlang 8 ZBrush 8 Stata 4
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