States
Alabama 445 Alaska 43 Arizona 641 Arkansas 436 California 15,456 Colorado 1,543 Connecticut 341 Delaware 134 District of Columbia 1,322 Florida 1,279 Georgia 1,081 Hawaii 136 Idaho 175 Illinois 1,841 Indiana 306 Iowa 275 Kansas 117 Kentucky 163 Louisiana 111 Maine 83 Maryland 1,650 Massachusetts 2,272 Michigan 690 Minnesota 413 Mississippi 96 Missouri 484 Montana 49 Nebraska 183 Nevada 199 New Hampshire 113 New Jersey 804 New Mexico 163 New York 6,717 North Carolina 1,190 North Dakota 72 Ohio 691 Oklahoma 186 Oregon 359 Pennsylvania 885 Rhode Island 95 South Carolina 199 South Dakota 60 Tennessee 284 Texas 3,677 Utah 464 Vermont 72 Virginia 3,672 Washington 2,774 West Virginia 76 Wisconsin 333 Wyoming 61
Cities
San Francisco Bay Area, CA 10,488 New York, NY 5,634 Washington, DC 3,619 Seattle, WA 2,151 Los Angeles, CA 2,071 Boston, MA 1,339 Austin, TX 1,197 Chicago, IL 1,155 Dallas–Fort Worth, TX 1,066 Denver, CO 795 Atlanta, GA 701 Raleigh–Durham, NC 476 San Diego, CA 428 Phoenix, AZ 359 Charlotte, NC 346 Houston, TX 251 Pittsburgh, PA 230 Miami, FL 213 Philadelphia, PA 165 Salt Lake City, UT 164 Detroit, MI 143 Minneapolis, MN 132 Baltimore, MD 107 Nashville, TN 60 Portland, OR 28
Role
Software Engineer 11,243 Product Manager 3,315 Engineering Manager 2,110 Project Manager 1,932 Program Manager 1,930 Data Scientist 1,553 Machine Learning Engineer 1,504 Security Engineer 1,449 Marketing Manager 1,365 Full Stack Developer 1,210 AI Engineer 1,077 DevOps Engineer 1,068 Data Engineer 893 IT Support Specialist 856 Cybersecurity Analyst 852 Backend Developer 788 Systems Administrator 767 Site Reliability Engineer 724 Graphic Designer 704 Data Analyst 649 Product Marketing Manager 632 Mobile Developer 598 Network Engineer 572 Business Analyst 548 Product Designer 534 Content Writer 517 QA Engineer 503 Growth Marketing Manager 344 Frontend Developer 339 Cloud Engineer 307 UX Designer 239 PPC Specialist 222 Email Marketing Specialist 210 Social Media Manager 200 Digital Marketing Specialist 184 Marketing Analyst 171 Community Manager 170 Video Editor 105 Creative Director 91 Brand Manager 90 SEO Specialist 80 Content Creator 79 Scrum Master 70 Influencer Marketing Manager 66 BI Developer 64 Web Developer 50 Art Director 50 Copywriter 46 Motion Designer 37 Game Designer 34 3D Artist 28 UI Designer 22 Animator 21 Web Designer 16
Skills
Python 14,867 Machine learning 9,048 Product roadmapping 8,607 AWS 8,203 CI/CD 7,604 SQL 6,210 Kubernetes 6,124 LLMs 5,740 AI agents 5,376 C++ 5,127 Linux 5,079 Java 5,046 Azure 4,854 Distributed systems 4,758 Agile 4,592 Docker 4,274 Google Cloud 4,074 Git 4,060 TypeScript 3,882 Go 3,875 React 3,585 Terraform 3,332 JavaScript 3,310 Go-to-market 2,886 REST APIs 2,761 Jira 2,673 Test automation 2,631 PostgreSQL 2,474 Generative AI 2,444 C 2,441 Product strategy 2,407 Incident response 2,404 Microservices 2,389 Bash 2,244 Positioning & messaging 2,173 Excel 2,041 GitHub 1,907 Embedded systems 1,858 Node.js 1,846 Rust 1,762 Stakeholder management 1,717 PyTorch 1,714 Kafka 1,712 CRM 1,626 IAM 1,625 Product marketing 1,625 CompTIA certifications 1,622 C# 1,607 Spark 1,578 Computer vision 1,574 Scrum 1,563 Ansible 1,516 Cryptography 1,515 GitLab 1,496 Firmware 1,484 Android 1,464 Market research 1,445 Data modeling 1,417 Jenkins 1,400 Deep learning 1,372 PRDs 1,361 RAG 1,341 iOS 1,336 Data warehousing 1,319 PMP 1,288 Design systems 1,283 Confluence 1,267 NoSQL 1,237 OpenAI API 1,231 ETL 1,223 NIST 1,202 Vulnerability management 1,182 Firewalls 1,177 Salesforce 1,160 Google Workspace 1,158 HTML 1,139 Grafana 1,127 Competitive analysis 1,095 Snowflake 1,091 TCP/IP 1,075 Databricks 1,073 CSS 1,070 Tableau 1,055 DNS / DHCP 1,050 Kotlin 1,041 PowerShell 1,007 Angular 983 Power BI 982 Prototyping 980 CISSP 973 Figma 963 User stories 963 Scala 945 Prometheus 944 MLOps 927 TensorFlow 917 GitHub Actions 895 SAP 894 Brand marketing 887 A/B testing 866 Active Directory 854 MySQL 833 Prompt engineering 830 Spring Boot 829 R 827 NLP 824 Pricing strategy 819 Web accessibility (WCAG) 817 Airflow 809 Zero Trust 805 Oracle 802 Redis 792 Elasticsearch 786 User research 778 Reinforcement learning 768 Demand generation 768 Unix 766 OAuth 759 Sales enablement 759 SSO / SAML 754 RTOS 749 Splunk 730 Routing & switching 726 SOC 2 714 ServiceNow 703 GraphQL 700 VPN 694 Datadog 692 MongoDB 687 Vector databases 683 SQL Server 678 BigQuery 653 Cisco 652 JUnit 649 ITIL 643 Helm 642 CUDA 638 .NET 630 SIEM 628 VMware 621 Microsoft 365 619 HIPAA 618 CCNA / CCNP 617 SEO 616 Technical writing 607 Threat modeling 600 Serverless 591 gRPC 587 CloudFormation 579 Microsoft Project 578 Ruby 575 Next.js 567 LangChain 559 Budget management 549 Adobe Creative Cloud 544 MATLAB 543 Marketing automation 542 Product analytics 542 FedRAMP 540 SAFe 527 dbt 525 Content strategy 524 Jetpack Compose 520 Email marketing 519 SharePoint 512 Penetration testing 511 ISO 27001 492 GIAC certifications 489 Argo CD 482 pandas 475 CMS 468 scikit-learn 465 macOS 450 EDR 446 Windows Server 440 HubSpot 431 Six Sigma 427 Vue.js 426 Looker 424 ELK Stack 416 DynamoDB 412 Typography 411 OpenTelemetry 405 FastAPI 401 Event marketing 397 Chef / Puppet 384 Photoshop 370 Google Analytics 369 FPGA 368 Hadoop 367 Video editing 367 Okta 364 Load testing 364 React Native 360 Paid social 342 OpenShift 336 Illustrator 336 Account-based marketing 335 SAST / DAST 334 Service mesh 333 NumPy 329 Django 324 Flink 320 Intune / SCCM 318 Redshift 313 CISM 300 SD-WAN 292 Blockchain 292 OWASP 291 Kanban 290 Wireframing 287 GRC 285 Motion graphics 283 Hugging Face 282 RabbitMQ 270 Swift 268 ClickHouse 265 Selenium 262 Ruby on Rails 261 Juniper 260 OKRs 256 Playwright 252 Perl 248 Power Platform 245 WebSockets 241 Content marketing 238 Smartsheet 237 Cassandra 229 Unreal Engine 227 Google Ads 226 Pulumi 224 Wireshark 224 PPC 217 Flask 216 After Effects 208 Canva 205 PCI DSS 204 Information architecture 203 Copywriting 201 SageMaker 197 SOAR 197 Redux 193 Marketo 192 Premiere Pro 190 Asana 188 Vertex AI 182 Tailwind CSS 178 NetSuite 177 Presto / Trino 174 InDesign 173 Notion 172 Cypress 167 Hive 161 Cloudflare 157 Jamf 155 Salesforce Marketing Cloud 153 Kinesis 152 Postman 151 pytest 148 Influencer marketing 148 Workday 145 Zapier 142 Jest 138 PHP 137 OSCP 137 Zendesk 132 Shopify 132 monday.com 131 SEM 128 WordPress 126 Amplitude 122 Conversion rate optimization 120 jQuery 116 New Relic 116 Cucumber 115 SwiftUI 106 Meta Ads 105 Verilog / VHDL 105 Jupyter 104 Neo4j 101 Unity 101 CapCut 100 Braze 97 SAS 96 XGBoost 95 NestJS 92 Fivetran 91 WebGL 90 Programmatic advertising 89 VBA 87 SEO tools 85 Nginx 84 HashiCorp Vault 83 Sketch 81 Google Search Console 81 Social media tools 81 Blender 79 Informatica 77 Keras 75 D3.js 74 Firebase 74 Looker Studio 73 PCB design 73 Final Cut Pro 72 Affiliate marketing 70 Vite 69 LinkedIn Ads 69 Flutter 68 Webflow 68 Airtable 67 Three.js 66 Mixpanel 66 Adobe Analytics 63 Webpack 61 Svelte 58 Iterable 57 Google Tag Manager 57 Qlik 55 DaVinci Resolve 53 Citrix 51 Klaviyo 51 Elixir 50 Miro 50 Objective-C 49 UIKit 48 Storybook 47 Maya 46 Appium 43 Cinema 4D 43 Lua 41 Sass 39 Markdown 36 Haskell 33 Xcode 32 Express.js 31 Adobe XD 31 Alteryx 30 Trello 30 Dart 29 TestRail 28 TikTok Ads 27 Mailchimp 27 Laravel 25 Retool 24 SPSS 23 Framer 22 AP Style 20 Substance 3D 16 Amazon Ads 16 Solidity 15 Houdini 12 Clojure 11 Erlang 9 ZBrush 8 Stata 3
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