States
Alabama 431 Alaska 32 Arizona 635 Arkansas 422 California 15,671 Colorado 1,528 Connecticut 328 Delaware 127 District of Columbia 1,320 Florida 1,292 Georgia 1,079 Hawaii 130 Idaho 172 Illinois 1,848 Indiana 292 Iowa 261 Kansas 107 Kentucky 154 Louisiana 99 Maine 77 Maryland 1,649 Massachusetts 2,282 Michigan 675 Minnesota 393 Mississippi 84 Missouri 455 Montana 48 Nebraska 178 Nevada 186 New Hampshire 104 New Jersey 773 New Mexico 150 New York 6,768 North Carolina 1,160 North Dakota 61 Ohio 672 Oklahoma 171 Oregon 353 Pennsylvania 863 Rhode Island 81 South Carolina 190 South Dakota 50 Tennessee 277 Texas 3,699 Utah 452 Vermont 61 Virginia 3,694 Washington 2,775 West Virginia 63 Wisconsin 315 Wyoming 48
Cities
San Francisco Bay Area, CA 10,663 New York, NY 5,675 Washington, DC 3,631 Seattle, WA 2,160 Los Angeles, CA 2,087 Boston, MA 1,349 Austin, TX 1,222 Chicago, IL 1,160 Dallas–Fort Worth, TX 1,075 Denver, CO 785 Atlanta, GA 709 Raleigh–Durham, NC 479 San Diego, CA 424 Phoenix, AZ 364 Charlotte, NC 336 Houston, TX 256 Pittsburgh, PA 230 Miami, FL 221 Salt Lake City, UT 170 Philadelphia, PA 165 Detroit, MI 141 Minneapolis, MN 128 Baltimore, MD 107 Nashville, TN 60 Portland, OR 28
Role
Software Engineer 11,282 Product Manager 3,337 Engineering Manager 2,119 Program Manager 1,956 Project Manager 1,930 Data Scientist 1,548 Machine Learning Engineer 1,513 Security Engineer 1,460 Marketing Manager 1,391 Full Stack Developer 1,203 AI Engineer 1,083 DevOps Engineer 1,071 Data Engineer 893 Cybersecurity Analyst 864 IT Support Specialist 864 Backend Developer 789 Systems Administrator 768 Site Reliability Engineer 735 Graphic Designer 718 Data Analyst 642 Product Marketing Manager 629 Mobile Developer 596 Network Engineer 571 Business Analyst 543 Product Designer 538 Content Writer 520 QA Engineer 487 Growth Marketing Manager 350 Frontend Developer 330 Cloud Engineer 305 UX Designer 243 PPC Specialist 218 Email Marketing Specialist 206 Social Media Manager 198 Community Manager 176 Digital Marketing Specialist 176 Marketing Analyst 172 Video Editor 106 Creative Director 96 Brand Manager 94 SEO Specialist 81 Content Creator 78 Scrum Master 71 BI Developer 64 Influencer Marketing Manager 63 Web Developer 52 Art Director 50 Copywriter 45 Motion Designer 35 Game Designer 32 3D Artist 29 UI Designer 23 Animator 21 Web Designer 15
Skills
Python 14,922 Machine learning 9,099 Product roadmapping 8,657 AWS 8,196 CI/CD 7,661 SQL 6,192 Kubernetes 6,157 LLMs 5,779 AI agents 5,422 C++ 5,163 Linux 5,161 Java 5,044 Azure 4,891 Distributed systems 4,800 Agile 4,593 Docker 4,287 Google Cloud 4,083 Git 4,071 Go 3,927 TypeScript 3,911 React 3,574 Terraform 3,348 JavaScript 3,304 Go-to-market 2,943 REST APIs 2,755 Jira 2,715 Test automation 2,657 PostgreSQL 2,461 C 2,452 Incident response 2,434 Generative AI 2,424 Product strategy 2,407 Microservices 2,394 Bash 2,283 Positioning & messaging 2,196 Excel 2,063 GitHub 1,895 Embedded systems 1,879 Node.js 1,856 Rust 1,802 PyTorch 1,742 Kafka 1,728 Stakeholder management 1,725 CRM 1,654 IAM 1,650 Product marketing 1,636 C# 1,610 CompTIA certifications 1,608 Computer vision 1,587 Scrum 1,572 Spark 1,560 Ansible 1,557 Cryptography 1,553 Firmware 1,526 GitLab 1,495 Android 1,464 Market research 1,454 Data modeling 1,417 Jenkins 1,410 Deep learning 1,366 PRDs 1,349 iOS 1,344 RAG 1,339 Data warehousing 1,315 PMP 1,299 Confluence 1,292 Design systems 1,277 NoSQL 1,254 OpenAI API 1,246 NIST 1,217 ETL 1,207 Firewalls 1,200 Vulnerability management 1,198 Salesforce 1,183 Google Workspace 1,155 Grafana 1,140 HTML 1,124 TCP/IP 1,091 Competitive analysis 1,090 Databricks 1,074 Snowflake 1,072 DNS / DHCP 1,072 Tableau 1,063 CSS 1,049 Kotlin 1,041 PowerShell 1,021 Power BI 992 Angular 987 CISSP 976 Prototyping 971 Scala 966 Figma 966 User stories 963 Prometheus 949 MLOps 921 TensorFlow 917 Brand marketing 902 GitHub Actions 895 SAP 877 Active Directory 867 A/B testing 863 Pricing strategy 838 MySQL 818 Prompt engineering 818 Web accessibility (WCAG) 815 Spring Boot 812 Zero Trust 812 R 804 Airflow 799 NLP 796 Reinforcement learning 796 Elasticsearch 785 Oracle 783 Redis 779 Unix 778 User research 774 OAuth 772 Demand generation 770 Sales enablement 769 RTOS 763 SSO / SAML 754 Splunk 748 Routing & switching 735 SOC 2 722 ServiceNow 715 VPN 708 GraphQL 702 Datadog 697 MongoDB 686 SQL Server 678 Cisco 672 Vector databases 664 CUDA 656 JUnit 651 ITIL 646 BigQuery 645 .NET 643 Helm 640 Microsoft 365 638 SIEM 634 Threat modeling 627 SEO 624 VMware 623 Technical writing 619 CCNA / CCNP 617 HIPAA 610 Serverless 603 gRPC 594 CloudFormation 581 Ruby 579 Microsoft Project 568 Next.js 565 Budget management 560 LangChain 553 Adobe Creative Cloud 552 Marketing automation 552 FedRAMP 547 MATLAB 544 SAFe 534 Product analytics 533 dbt 532 SharePoint 527 Penetration testing 526 Content strategy 521 Jetpack Compose 519 Email marketing 507 ISO 27001 503 GIAC certifications 489 Argo CD 484 pandas 471 scikit-learn 460 CMS 459 macOS 457 EDR 447 Windows Server 444 HubSpot 436 Six Sigma 428 OpenTelemetry 425 Vue.js 415 ELK Stack 415 Typography 412 DynamoDB 408 Chef / Puppet 406 FastAPI 404 Looker 404 Event marketing 394 Okta 380 Google Analytics 377 Photoshop 369 Load testing 367 FPGA 367 Video editing 365 React Native 364 Hadoop 364 SAST / DAST 338 Paid social 338 OpenShift 335 Account-based marketing 334 Illustrator 331 Flink 330 NumPy 329 Service mesh 322 Redshift 321 Intune / SCCM 321 Django 317 CISM 307 SD-WAN 300 OWASP 300 Blockchain 296 GRC 293 Kanban 293 RabbitMQ 283 Motion graphics 282 Hugging Face 280 Wireframing 279 Swift 271 Juniper 269 ClickHouse 268 Perl 264 Selenium 263 Ruby on Rails 261 OKRs 261 Playwright 252 Power Platform 248 Smartsheet 245 Content marketing 242 WebSockets 238 Pulumi 230 Unreal Engine 230 Wireshark 228 Cassandra 227 Google Ads 227 PPC 222 Information architecture 210 PCI DSS 207 After Effects 207 Copywriting 205 Canva 204 SOAR 203 Flask 202 Marketo 196 Redux 194 SageMaker 194 Premiere Pro 192 Asana 191 Vertex AI 180 Notion 178 NetSuite 177 Presto / Trino 176 InDesign 176 Cypress 169 Tailwind CSS 163 Hive 162 Cloudflare 160 Jamf 160 Kinesis 152 Salesforce Marketing Cloud 152 Postman 151 pytest 146 Influencer marketing 146 Zapier 146 Workday 144 OSCP 139 PHP 138 Jest 137 SEM 132 Shopify 132 monday.com 131 Zendesk 130 WordPress 126 Amplitude 118 New Relic 117 jQuery 115 Conversion rate optimization 115 Cucumber 112 Verilog / VHDL 108 Meta Ads 107 Jupyter 103 Unity 103 CapCut 101 Braze 101 SwiftUI 100 Neo4j 100 NestJS 93 XGBoost 93 WebGL 92 SEO tools 91 SAS 89 Google Search Console 87 Fivetran 86 Programmatic advertising 86 Nginx 84 Keras 82 VBA 81 HashiCorp Vault 81 Blender 80 PCB design 79 Social media tools 78 Sketch 77 Informatica 74 Vite 73 Firebase 72 Looker Studio 72 LinkedIn Ads 71 Affiliate marketing 71 D3.js 70 Final Cut Pro 70 Mixpanel 69 Airtable 69 Webflow 67 Three.js 66 Flutter 66 Adobe Analytics 64 Webpack 61 Iterable 59 Google Tag Manager 58 DaVinci Resolve 57 Svelte 54 Qlik 53 Citrix 52 Klaviyo 51 Miro 50 Objective-C 48 Storybook 48 Elixir 47 UIKit 46 Cinema 4D 44 Maya 44 Lua 43 Appium 40 Sass 39 Markdown 35 Haskell 33 Xcode 31 Adobe XD 31 Dart 30 Alteryx 30 Trello 30 Express.js 29 TikTok Ads 28 TestRail 27 Mailchimp 26 Laravel 25 Retool 23 SPSS 22 Framer 21 AP Style 19 Substance 3D 17 Amazon Ads 16 Solidity 14 Houdini 13 Clojure 11 Erlang 9 ZBrush 8 Stata 3
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