States
Alabama 444 Alaska 43 Arizona 633 Arkansas 373 California 15,204 Colorado 1,544 Connecticut 358 Delaware 128 District of Columbia 1,289 Florida 1,286 Georgia 1,079 Hawaii 132 Idaho 188 Illinois 1,834 Indiana 314 Iowa 292 Kansas 117 Kentucky 160 Louisiana 107 Maine 81 Maryland 1,647 Massachusetts 2,283 Michigan 703 Minnesota 395 Mississippi 92 Missouri 487 Montana 52 Nebraska 180 Nevada 196 New Hampshire 105 New Jersey 832 New Mexico 157 New York 6,609 North Carolina 1,213 North Dakota 76 Ohio 690 Oklahoma 188 Oregon 357 Pennsylvania 909 Rhode Island 96 South Carolina 201 South Dakota 59 Tennessee 275 Texas 3,615 Utah 459 Vermont 75 Virginia 3,686 Washington 2,714 West Virginia 76 Wisconsin 343 Wyoming 63
Cities
San Francisco Bay Area, CA 10,327 New York, NY 5,541 Washington, DC 3,599 Seattle, WA 2,104 Los Angeles, CA 2,008 Boston, MA 1,355 Austin, TX 1,174 Chicago, IL 1,149 Dallas–Fort Worth, TX 1,054 Denver, CO 792 Atlanta, GA 694 Raleigh–Durham, NC 483 San Diego, CA 433 Charlotte, NC 371 Phoenix, AZ 361 Houston, TX 260 Pittsburgh, PA 226 Miami, FL 207 Philadelphia, PA 165 Salt Lake City, UT 161 Detroit, MI 146 Minneapolis, MN 125 Baltimore, MD 102 Nashville, TN 64 Portland, OR 29
Role
Software Engineer 11,199 Product Manager 3,298 Engineering Manager 2,114 Project Manager 1,941 Program Manager 1,898 Data Scientist 1,575 Machine Learning Engineer 1,500 Security Engineer 1,438 Marketing Manager 1,360 Full Stack Developer 1,194 AI Engineer 1,063 DevOps Engineer 1,048 Data Engineer 902 Cybersecurity Analyst 845 IT Support Specialist 828 Backend Developer 801 Systems Administrator 751 Site Reliability Engineer 715 Graphic Designer 698 Data Analyst 673 Product Marketing Manager 602 Mobile Developer 591 Network Engineer 569 Business Analyst 562 Product Designer 521 Content Writer 516 QA Engineer 495 Growth Marketing Manager 350 Frontend Developer 340 Cloud Engineer 314 UX Designer 243 PPC Specialist 218 Email Marketing Specialist 208 Social Media Manager 200 Digital Marketing Specialist 182 Community Manager 173 Marketing Analyst 172 Video Editor 99 Brand Manager 95 Creative Director 86 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 20 Web Designer 16
Skills
Python 14,765 Machine learning 9,090 Product roadmapping 8,556 AWS 8,265 CI/CD 7,493 SQL 6,149 Kubernetes 6,056 LLMs 5,666 AI agents 5,275 C++ 5,072 Linux 5,019 Java 4,947 Azure 4,877 Distributed systems 4,709 Agile 4,626 Docker 4,229 Google Cloud 4,083 Git 3,994 TypeScript 3,878 Go 3,830 React 3,563 Terraform 3,308 JavaScript 3,221 Go-to-market 2,835 REST APIs 2,694 Jira 2,652 Test automation 2,607 PostgreSQL 2,472 Generative AI 2,444 C 2,431 Product strategy 2,399 Microservices 2,383 Incident response 2,363 Bash 2,201 Positioning & messaging 2,151 Excel 2,036 Embedded systems 1,882 GitHub 1,852 Node.js 1,820 Stakeholder management 1,758 Rust 1,718 PyTorch 1,708 Kafka 1,685 CRM 1,637 Product marketing 1,613 IAM 1,603 CompTIA certifications 1,602 Scrum 1,579 Spark 1,577 Computer vision 1,554 C# 1,549 Cryptography 1,502 Ansible 1,477 GitLab 1,467 Firmware 1,456 Data modeling 1,448 Market research 1,426 Android 1,422 Deep learning 1,363 PRDs 1,347 Jenkins 1,342 RAG 1,341 Data warehousing 1,323 iOS 1,313 Design systems 1,276 PMP 1,271 Confluence 1,246 NoSQL 1,228 ETL 1,214 OpenAI API 1,210 NIST 1,189 Vulnerability management 1,183 Salesforce 1,167 Firewalls 1,166 Google Workspace 1,158 HTML 1,139 Grafana 1,087 Databricks 1,086 Competitive analysis 1,082 Snowflake 1,079 TCP/IP 1,072 CSS 1,067 Tableau 1,040 Kotlin 1,016 DNS / DHCP 1,005 PowerShell 996 Power BI 988 CISSP 987 Prototyping 973 Angular 969 Figma 967 MLOps 958 TensorFlow 941 Scala 927 User stories 918 Prometheus 906 Brand marketing 887 GitHub Actions 884 SAP 870 R 866 NLP 846 A/B testing 843 Active Directory 843 Web accessibility (WCAG) 835 Prompt engineering 833 Spring Boot 816 Airflow 803 Zero Trust 801 Pricing strategy 797 User research 794 MySQL 790 Redis 790 Demand generation 780 Elasticsearch 777 Oracle 771 Sales enablement 763 RTOS 757 Unix 752 Reinforcement learning 748 OAuth 731 SSO / SAML 727 GraphQL 719 Routing & switching 717 SOC 2 711 Vector databases 707 Splunk 699 ServiceNow 689 VPN 687 MongoDB 677 Datadog 672 SQL Server 658 ITIL 644 Cisco 644 SIEM 634 SEO 632 BigQuery 628 CUDA 628 .NET 625 Helm 623 VMware 621 Microsoft 365 621 CCNA / CCNP 616 JUnit 615 Technical writing 602 HIPAA 599 gRPC 593 Serverless 592 Threat modeling 590 CloudFormation 584 Microsoft Project 577 Ruby 575 LangChain 566 Next.js 565 MATLAB 547 FedRAMP 542 Budget management 540 dbt 537 Adobe Creative Cloud 535 SAFe 534 Content strategy 534 Marketing automation 531 Product analytics 526 Email marketing 521 Penetration testing 515 Jetpack Compose 513 SharePoint 500 GIAC certifications 495 scikit-learn 492 ISO 27001 485 CMS 482 pandas 477 Argo CD 470 EDR 448 Windows Server 442 Looker 434 macOS 431 HubSpot 426 DynamoDB 423 Vue.js 414 Typography 412 Six Sigma 411 Event marketing 407 ELK Stack 405 FastAPI 398 OpenTelemetry 390 Chef / Puppet 386 Photoshop 372 FPGA 371 Google Analytics 369 React Native 357 Okta 355 Video editing 355 Hadoop 353 Load testing 353 SAST / DAST 341 Paid social 339 NumPy 336 OpenShift 332 Django 331 Illustrator 331 Account-based marketing 330 Service mesh 324 Redshift 318 Flink 317 CISM 307 Blockchain 302 Intune / SCCM 300 Kanban 298 Hugging Face 288 OWASP 287 SD-WAN 285 GRC 280 Motion graphics 279 RabbitMQ 276 Wireframing 275 Perl 266 Swift 262 Ruby on Rails 262 ClickHouse 259 Juniper 259 OKRs 251 Playwright 249 Selenium 248 Smartsheet 243 Content marketing 240 Power Platform 240 WebSockets 236 Unreal Engine 229 Wireshark 223 PPC 223 Google Ads 222 Cassandra 220 Pulumi 218 Flask 217 After Effects 207 Copywriting 206 Information architecture 204 SageMaker 202 PCI DSS 199 Canva 199 Asana 196 SOAR 195 Redux 194 Marketo 190 InDesign 181 Vertex AI 180 Premiere Pro 180 Notion 178 Tailwind CSS 177 NetSuite 168 Presto / Trino 167 Cypress 164 Kinesis 157 Salesforce Marketing Cloud 154 Cloudflare 153 Hive 147 Workday 146 Jamf 145 OSCP 145 Influencer marketing 145 PHP 143 Postman 141 pytest 139 Zapier 137 Zendesk 135 SEM 132 Jest 131 Shopify 125 WordPress 125 Conversion rate optimization 118 New Relic 117 Amplitude 113 jQuery 109 Verilog / VHDL 108 Neo4j 102 monday.com 102 Cucumber 101 Meta Ads 100 SwiftUI 99 Jupyter 99 Unity 99 CapCut 98 XGBoost 97 SAS 96 Braze 96 Fivetran 95 WebGL 91 NestJS 90 Programmatic advertising 90 SEO tools 89 VBA 87 Nginx 86 Google Search Console 86 Sketch 84 Social media tools 82 HashiCorp Vault 80 Blender 79 Informatica 77 Airtable 77 Keras 76 PCB design 76 D3.js 72 Vite 70 Looker Studio 69 Webflow 69 Three.js 67 Adobe Analytics 67 LinkedIn Ads 67 Affiliate marketing 66 Mixpanel 64 Flutter 63 Final Cut Pro 62 Firebase 61 Webpack 58 Iterable 57 Svelte 56 Qlik 56 Google Tag Manager 56 Elixir 53 Storybook 52 Citrix 52 Klaviyo 50 Miro 49 DaVinci Resolve 49 Appium 47 UIKit 45 Maya 45 Objective-C 44 Cinema 4D 44 Lua 41 Sass 39 Markdown 36 Adobe XD 35 Express.js 31 Xcode 31 Trello 30 Dart 29 Haskell 29 TikTok Ads 29 TestRail 28 Alteryx 27 Mailchimp 27 Laravel 26 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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