States
Alabama 444 Alaska 44 Arizona 629 Arkansas 446 California 15,251 Colorado 1,550 Connecticut 355 Delaware 129 District of Columbia 1,285 Florida 1,289 Georgia 1,080 Hawaii 134 Idaho 185 Illinois 1,830 Indiana 312 Iowa 291 Kansas 116 Kentucky 159 Louisiana 108 Maine 81 Maryland 1,637 Massachusetts 2,295 Michigan 702 Minnesota 394 Mississippi 92 Missouri 479 Montana 51 Nebraska 180 Nevada 197 New Hampshire 106 New Jersey 830 New Mexico 158 New York 6,633 North Carolina 1,220 North Dakota 76 Ohio 691 Oklahoma 188 Oregon 355 Pennsylvania 908 Rhode Island 95 South Carolina 200 South Dakota 59 Tennessee 277 Texas 3,613 Utah 458 Vermont 74 Virginia 3,692 Washington 2,730 West Virginia 75 Wisconsin 339 Wyoming 63
Cities
San Francisco Bay Area, CA 10,382 New York, NY 5,561 Washington, DC 3,602 Seattle, WA 2,117 Los Angeles, CA 2,009 Boston, MA 1,363 Austin, TX 1,177 Chicago, IL 1,147 Dallas–Fort Worth, TX 1,054 Denver, CO 801 Atlanta, GA 689 Raleigh–Durham, NC 486 San Diego, CA 430 Charlotte, NC 366 Phoenix, AZ 356 Houston, TX 258 Pittsburgh, PA 227 Miami, FL 209 Philadelphia, PA 165 Salt Lake City, UT 161 Detroit, MI 146 Minneapolis, MN 123 Baltimore, MD 100 Nashville, TN 65 Portland, OR 29
Role
Software Engineer 11,282 Product Manager 3,315 Engineering Manager 2,115 Project Manager 1,933 Program Manager 1,903 Data Scientist 1,581 Machine Learning Engineer 1,511 Security Engineer 1,435 Marketing Manager 1,368 Full Stack Developer 1,196 AI Engineer 1,064 DevOps Engineer 1,045 Data Engineer 904 Cybersecurity Analyst 848 IT Support Specialist 827 Backend Developer 803 Systems Administrator 758 Site Reliability Engineer 715 Graphic Designer 701 Data Analyst 669 Product Marketing Manager 600 Mobile Developer 591 Network Engineer 569 Business Analyst 558 Product Designer 521 Content Writer 519 QA Engineer 504 Growth Marketing Manager 349 Frontend Developer 340 Cloud Engineer 315 UX Designer 245 PPC Specialist 220 Email Marketing Specialist 204 Social Media Manager 200 Digital Marketing Specialist 181 Marketing Analyst 173 Community Manager 173 Video Editor 101 Brand Manager 96 Creative Director 87 SEO Specialist 78 Content Creator 76 Scrum Master 71 Influencer Marketing Manager 69 BI Developer 59 Copywriter 49 Art Director 48 Web Developer 47 Motion Designer 39 Game Designer 35 3D Artist 29 UI Designer 23 Animator 21 Web Designer 16
Skills
Python 14,850 Machine learning 9,124 Product roadmapping 8,557 AWS 8,285 CI/CD 7,586 SQL 6,223 Kubernetes 6,115 LLMs 5,671 AI agents 5,311 C++ 5,097 Linux 5,037 Java 5,034 Azure 4,920 Distributed systems 4,721 Agile 4,667 Docker 4,280 Google Cloud 4,105 Git 4,066 TypeScript 3,898 Go 3,847 React 3,584 Terraform 3,317 JavaScript 3,295 Go-to-market 2,839 REST APIs 2,764 Jira 2,692 Test automation 2,635 PostgreSQL 2,484 Generative AI 2,464 C 2,429 Microservices 2,415 Product strategy 2,406 Incident response 2,382 Bash 2,226 Positioning & messaging 2,158 Excel 2,038 GitHub 1,895 Embedded systems 1,878 Node.js 1,840 Stakeholder management 1,754 Rust 1,742 Kafka 1,719 PyTorch 1,713 CRM 1,633 Product marketing 1,613 IAM 1,611 Spark 1,608 CompTIA certifications 1,606 C# 1,601 Scrum 1,600 Computer vision 1,551 Cryptography 1,509 Ansible 1,486 GitLab 1,468 Firmware 1,452 Data modeling 1,446 Android 1,442 Market research 1,432 Jenkins 1,387 Deep learning 1,369 PRDs 1,366 RAG 1,341 Data warehousing 1,332 iOS 1,321 Design systems 1,282 PMP 1,269 Confluence 1,265 NoSQL 1,259 ETL 1,222 OpenAI API 1,214 NIST 1,199 Vulnerability management 1,179 Firewalls 1,166 Google Workspace 1,160 Salesforce 1,159 HTML 1,153 Grafana 1,117 Databricks 1,090 Competitive analysis 1,085 CSS 1,082 Snowflake 1,080 TCP/IP 1,073 Tableau 1,056 Kotlin 1,021 DNS / DHCP 1,008 PowerShell 996 Power BI 996 Angular 984 CISSP 982 Prototyping 975 User stories 973 Figma 966 MLOps 954 TensorFlow 944 Scala 940 Prometheus 926 Brand marketing 890 GitHub Actions 885 SAP 876 R 872 A/B testing 858 Spring Boot 849 NLP 846 Active Directory 843 Prompt engineering 833 Web accessibility (WCAG) 831 MySQL 818 Airflow 817 Zero Trust 805 User research 800 Pricing strategy 800 Redis 795 Elasticsearch 784 Demand generation 782 Oracle 781 RTOS 758 Sales enablement 758 Unix 757 Reinforcement learning 753 SSO / SAML 743 OAuth 741 Splunk 733 GraphQL 726 Routing & switching 714 SOC 2 714 Vector databases 706 ServiceNow 696 VPN 691 MongoDB 685 Datadog 679 SQL Server 666 BigQuery 647 JUnit 646 Cisco 644 ITIL 642 CUDA 634 SIEM 634 Helm 632 SEO 631 .NET 622 Microsoft 365 622 VMware 619 CCNA / CCNP 617 HIPAA 603 Technical writing 602 gRPC 598 Serverless 593 Threat modeling 589 CloudFormation 582 Ruby 578 Microsoft Project 575 LangChain 568 Next.js 567 MATLAB 547 Budget management 545 FedRAMP 541 dbt 540 Adobe Creative Cloud 538 Product analytics 537 Content strategy 535 Marketing automation 530 SAFe 528 Email marketing 518 Jetpack Compose 515 Penetration testing 512 SharePoint 503 scikit-learn 496 GIAC certifications 495 ISO 27001 492 pandas 486 CMS 483 Argo CD 472 EDR 453 Windows Server 442 Looker 435 macOS 432 HubSpot 427 DynamoDB 425 Vue.js 415 Typography 413 Six Sigma 411 ELK Stack 410 Event marketing 408 FastAPI 400 OpenTelemetry 395 Chef / Puppet 386 Hadoop 375 FPGA 373 Photoshop 371 Google Analytics 369 Load testing 364 React Native 363 Okta 360 Video editing 360 Paid social 342 NumPy 339 OpenShift 339 SAST / DAST 335 Account-based marketing 334 Service mesh 332 Illustrator 331 Django 326 Redshift 322 Flink 318 CISM 310 Kanban 306 Blockchain 303 Intune / SCCM 301 Wireframing 292 Hugging Face 287 OWASP 286 SD-WAN 285 GRC 283 Motion graphics 280 RabbitMQ 276 Selenium 270 Swift 268 Perl 264 Ruby on Rails 263 ClickHouse 263 Juniper 257 OKRs 254 Playwright 253 Power Platform 246 Smartsheet 243 Content marketing 241 WebSockets 237 Cassandra 237 Unreal Engine 231 PPC 223 Google Ads 222 Wireshark 220 Flask 218 Pulumi 216 After Effects 207 Copywriting 207 PCI DSS 203 Information architecture 203 SageMaker 202 Redux 199 Canva 199 SOAR 194 Asana 192 Marketo 189 InDesign 182 Premiere Pro 181 Vertex AI 179 Notion 178 Tailwind CSS 176 Presto / Trino 172 Cypress 168 NetSuite 168 Hive 163 Salesforce Marketing Cloud 155 Kinesis 154 Cloudflare 154 Postman 148 PHP 147 Influencer marketing 147 Workday 147 Jamf 146 OSCP 143 pytest 141 Jest 140 Zapier 138 SEM 134 Zendesk 133 monday.com 129 Shopify 126 WordPress 124 New Relic 119 Conversion rate optimization 119 Amplitude 113 jQuery 111 Cucumber 110 Verilog / VHDL 108 Neo4j 104 SwiftUI 103 Meta Ads 101 Unity 100 Jupyter 99 XGBoost 98 CapCut 98 Braze 97 SAS 96 Fivetran 94 NestJS 92 WebGL 90 Programmatic advertising 90 SEO tools 90 VBA 88 Google Search Console 86 Nginx 84 Sketch 84 Social media tools 82 HashiCorp Vault 81 Blender 81 Informatica 78 Keras 78 Airtable 76 D3.js 75 PCB design 75 Vite 70 Looker Studio 70 Webflow 69 LinkedIn Ads 68 Three.js 67 Firebase 67 Mixpanel 66 Adobe Analytics 66 Affiliate marketing 66 Flutter 63 Final Cut Pro 63 Webpack 58 Iterable 58 Svelte 56 Qlik 56 Google Tag Manager 56 Elixir 53 Citrix 53 Storybook 52 DaVinci Resolve 51 Klaviyo 50 Miro 49 UIKit 48 Appium 46 Maya 46 Objective-C 45 Cinema 4D 44 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 24 AP Style 23 Retool 23 SPSS 21 Solidity 17 Substance 3D 16 Amazon Ads 14 Clojure 12 Houdini 11 Erlang 8 ZBrush 8 Stata 4
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