States
Alabama 434 Alaska 32 Arizona 647 Arkansas 427 California 15,690 Colorado 1,539 Connecticut 334 Delaware 127 District of Columbia 1,326 Florida 1,304 Georgia 1,089 Hawaii 131 Idaho 172 Illinois 1,863 Indiana 293 Iowa 268 Kansas 107 Kentucky 154 Louisiana 99 Maine 78 Maryland 1,654 Massachusetts 2,285 Michigan 677 Minnesota 401 Mississippi 84 Missouri 467 Montana 48 Nebraska 179 Nevada 186 New Hampshire 104 New Jersey 790 New Mexico 152 New York 6,781 North Carolina 1,172 North Dakota 61 Ohio 678 Oklahoma 172 Oregon 356 Pennsylvania 867 Rhode Island 81 South Carolina 192 South Dakota 50 Tennessee 277 Texas 3,724 Utah 456 Vermont 61 Virginia 3,707 Washington 2,784 West Virginia 63 Wisconsin 315 Wyoming 48
Cities
San Francisco Bay Area, CA 10,671 New York, NY 5,685 Washington, DC 3,642 Seattle, WA 2,166 Los Angeles, CA 2,097 Boston, MA 1,349 Austin, TX 1,223 Chicago, IL 1,168 Dallas–Fort Worth, TX 1,093 Denver, CO 790 Atlanta, GA 715 Raleigh–Durham, NC 480 San Diego, CA 425 Phoenix, AZ 372 Charlotte, NC 346 Houston, TX 257 Pittsburgh, PA 229 Miami, FL 221 Salt Lake City, UT 171 Philadelphia, PA 165 Detroit, MI 141 Minneapolis, MN 134 Baltimore, MD 107 Nashville, TN 60 Portland, OR 28
Role
Software Engineer 11,310 Product Manager 3,360 Engineering Manager 2,124 Program Manager 1,961 Project Manager 1,939 Data Scientist 1,551 Machine Learning Engineer 1,518 Security Engineer 1,464 Marketing Manager 1,390 Full Stack Developer 1,206 AI Engineer 1,088 DevOps Engineer 1,070 Data Engineer 898 Cybersecurity Analyst 870 IT Support Specialist 867 Backend Developer 788 Systems Administrator 773 Site Reliability Engineer 735 Graphic Designer 717 Data Analyst 648 Product Marketing Manager 627 Mobile Developer 600 Network Engineer 574 Business Analyst 548 Product Designer 542 Content Writer 523 QA Engineer 489 Growth Marketing Manager 350 Frontend Developer 329 Cloud Engineer 306 UX Designer 245 PPC Specialist 218 Email Marketing Specialist 207 Social Media Manager 198 Community Manager 176 Digital Marketing Specialist 176 Marketing Analyst 174 Video Editor 106 Creative Director 98 Brand Manager 94 SEO Specialist 83 Content Creator 77 Scrum Master 72 BI Developer 64 Influencer Marketing Manager 63 Web Developer 51 Art Director 50 Copywriter 45 Motion Designer 35 Game Designer 32 3D Artist 29 UI Designer 22 Animator 21 Web Designer 15
Skills
Python 14,960 Machine learning 9,116 Product roadmapping 8,688 AWS 8,226 CI/CD 7,698 SQL 6,215 Kubernetes 6,168 LLMs 5,789 AI agents 5,443 C++ 5,180 Linux 5,176 Java 5,065 Azure 4,930 Distributed systems 4,795 Agile 4,634 Docker 4,299 Google Cloud 4,103 Git 4,089 Go 3,928 TypeScript 3,913 React 3,579 Terraform 3,357 JavaScript 3,317 Go-to-market 2,946 REST APIs 2,764 Jira 2,732 Test automation 2,679 C 2,466 PostgreSQL 2,464 Generative AI 2,445 Incident response 2,442 Product strategy 2,420 Microservices 2,403 Bash 2,294 Positioning & messaging 2,201 Excel 2,075 GitHub 1,900 Embedded systems 1,886 Node.js 1,863 Rust 1,799 PyTorch 1,745 Stakeholder management 1,738 Kafka 1,730 IAM 1,660 CRM 1,658 Product marketing 1,633 C# 1,613 CompTIA certifications 1,609 Computer vision 1,588 Scrum 1,577 Spark 1,566 Ansible 1,562 Cryptography 1,555 Firmware 1,528 GitLab 1,507 Android 1,467 Market research 1,460 Data modeling 1,423 Jenkins 1,419 Deep learning 1,373 PRDs 1,357 iOS 1,348 RAG 1,347 Data warehousing 1,320 Confluence 1,304 PMP 1,300 Design systems 1,280 NoSQL 1,256 OpenAI API 1,250 NIST 1,224 ETL 1,212 Firewalls 1,207 Vulnerability management 1,202 Salesforce 1,191 Google Workspace 1,156 Grafana 1,142 HTML 1,128 Competitive analysis 1,093 TCP/IP 1,091 Databricks 1,087 Snowflake 1,083 DNS / DHCP 1,070 Tableau 1,067 CSS 1,052 Kotlin 1,043 PowerShell 1,026 Power BI 1,001 Angular 991 CISSP 982 Prototyping 979 User stories 977 Figma 968 Scala 967 Prometheus 951 TensorFlow 923 MLOps 923 Brand marketing 903 GitHub Actions 893 SAP 885 Active Directory 873 A/B testing 865 Pricing strategy 839 Prompt engineering 828 MySQL 822 Spring Boot 819 Web accessibility (WCAG) 818 Zero Trust 816 R 806 Airflow 803 NLP 800 Reinforcement learning 793 Oracle 789 Elasticsearch 786 Redis 783 Unix 781 User research 778 OAuth 777 Sales enablement 771 Demand generation 767 RTOS 766 SSO / SAML 757 Splunk 748 Routing & switching 738 ServiceNow 724 SOC 2 724 VPN 710 GraphQL 703 Datadog 696 MongoDB 690 SQL Server 682 Cisco 677 Vector databases 672 CUDA 654 JUnit 653 ITIL 652 BigQuery 649 .NET 644 Microsoft 365 641 Helm 639 SIEM 637 Threat modeling 630 SEO 626 VMware 623 CCNA / CCNP 621 Technical writing 620 HIPAA 614 Serverless 604 gRPC 593 CloudFormation 581 Ruby 579 Microsoft Project 572 Next.js 565 Budget management 561 LangChain 558 Adobe Creative Cloud 552 Marketing automation 551 FedRAMP 550 MATLAB 546 SAFe 543 Product analytics 536 dbt 535 SharePoint 533 Penetration testing 528 Content strategy 523 Jetpack Compose 521 Email marketing 508 ISO 27001 504 GIAC certifications 495 Argo CD 486 pandas 473 CMS 463 scikit-learn 460 macOS 457 EDR 451 Windows Server 444 HubSpot 437 Six Sigma 430 OpenTelemetry 427 Vue.js 417 ELK Stack 416 Typography 414 DynamoDB 411 Looker 407 Chef / Puppet 407 FastAPI 405 Event marketing 390 Okta 381 Google Analytics 378 FPGA 371 Photoshop 369 Load testing 366 React Native 365 Video editing 365 Hadoop 363 SAST / DAST 338 Paid social 338 OpenShift 334 Account-based marketing 334 Illustrator 332 NumPy 331 Flink 330 Service mesh 326 Redshift 321 Intune / SCCM 321 Django 317 CISM 312 SD-WAN 301 OWASP 300 Blockchain 299 Kanban 296 GRC 293 RabbitMQ 282 Wireframing 282 Hugging Face 281 Motion graphics 281 Swift 274 Juniper 269 ClickHouse 268 Perl 266 Selenium 264 OKRs 262 Ruby on Rails 261 Playwright 251 Power Platform 248 Smartsheet 247 Content marketing 242 WebSockets 238 Pulumi 231 Unreal Engine 230 Cassandra 228 Wireshark 228 Google Ads 227 PPC 222 Information architecture 211 After Effects 207 PCI DSS 206 Copywriting 206 SOAR 205 Canva 204 Flask 203 Marketo 196 SageMaker 195 Redux 194 Premiere Pro 192 Asana 192 Vertex AI 181 Notion 178 NetSuite 177 InDesign 176 Presto / Trino 175 Cypress 168 Tailwind CSS 163 Hive 161 Cloudflare 160 Jamf 159 Salesforce Marketing Cloud 154 Kinesis 153 Postman 151 Influencer marketing 146 Zapier 146 pytest 145 Workday 143 OSCP 140 PHP 137 Jest 137 SEM 132 Shopify 132 monday.com 131 Zendesk 130 WordPress 126 Amplitude 119 jQuery 116 New Relic 115 Conversion rate optimization 115 Cucumber 113 Meta Ads 107 Verilog / VHDL 107 SwiftUI 103 Jupyter 103 Unity 103 Neo4j 101 CapCut 101 Braze 101 XGBoost 95 NestJS 93 WebGL 92 SEO tools 92 SAS 91 Google Search Console 88 Fivetran 86 Programmatic advertising 86 Nginx 85 HashiCorp Vault 85 Keras 83 VBA 81 Blender 80 PCB design 79 Social media tools 78 Sketch 77 Informatica 74 Firebase 73 Looker Studio 73 Vite 72 Affiliate marketing 72 LinkedIn Ads 71 D3.js 70 Mixpanel 69 Final Cut Pro 69 Airtable 69 Webflow 67 Three.js 66 Flutter 66 Adobe Analytics 66 Webpack 61 Iterable 59 Google Tag Manager 58 DaVinci Resolve 57 Svelte 54 Qlik 53 Citrix 52 Klaviyo 51 Miro 50 Objective-C 48 Elixir 47 Storybook 47 UIKit 47 Cinema 4D 44 Maya 44 Lua 43 Appium 41 Sass 39 Markdown 35 Haskell 33 Xcode 32 Adobe XD 31 Trello 31 Dart 30 Alteryx 30 Express.js 29 TikTok Ads 28 TestRail 27 Mailchimp 26 Laravel 25 Retool 24 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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