States
Alabama 434 Alaska 33 Arizona 654 Arkansas 430 California 15,680 Colorado 1,543 Connecticut 339 Delaware 129 District of Columbia 1,328 Florida 1,312 Georgia 1,094 Hawaii 132 Idaho 173 Illinois 1,872 Indiana 294 Iowa 272 Kansas 108 Kentucky 156 Louisiana 100 Maine 79 Maryland 1,657 Massachusetts 2,292 Michigan 683 Minnesota 406 Mississippi 86 Missouri 475 Montana 48 Nebraska 181 Nevada 187 New Hampshire 105 New Jersey 801 New Mexico 152 New York 6,779 North Carolina 1,186 North Dakota 62 Ohio 686 Oklahoma 173 Oregon 358 Pennsylvania 874 Rhode Island 82 South Carolina 194 South Dakota 51 Tennessee 278 Texas 3,729 Utah 463 Vermont 62 Virginia 3,714 Washington 2,788 West Virginia 64 Wisconsin 318 Wyoming 49
Cities
San Francisco Bay Area, CA 10,658 New York, NY 5,683 Washington, DC 3,650 Seattle, WA 2,169 Los Angeles, CA 2,095 Boston, MA 1,350 Austin, TX 1,221 Chicago, IL 1,173 Dallas–Fort Worth, TX 1,098 Denver, CO 792 Atlanta, GA 720 Raleigh–Durham, NC 482 San Diego, CA 427 Phoenix, AZ 379 Charlotte, NC 354 Houston, TX 257 Pittsburgh, PA 229 Miami, FL 223 Salt Lake City, UT 170 Philadelphia, PA 165 Detroit, MI 141 Minneapolis, MN 137 Baltimore, MD 107 Nashville, TN 60 Portland, OR 28
Role
Software Engineer 11,322 Product Manager 3,364 Engineering Manager 2,131 Program Manager 1,960 Project Manager 1,944 Data Scientist 1,556 Machine Learning Engineer 1,514 Security Engineer 1,467 Marketing Manager 1,395 Full Stack Developer 1,200 AI Engineer 1,091 DevOps Engineer 1,070 Data Engineer 906 Cybersecurity Analyst 873 IT Support Specialist 867 Backend Developer 783 Systems Administrator 771 Site Reliability Engineer 737 Graphic Designer 717 Data Analyst 652 Product Marketing Manager 629 Mobile Developer 600 Network Engineer 574 Business Analyst 555 Product Designer 541 Content Writer 524 QA Engineer 493 Growth Marketing Manager 347 Frontend Developer 331 Cloud Engineer 306 UX Designer 245 PPC Specialist 218 Email Marketing Specialist 209 Social Media Manager 197 Digital Marketing Specialist 176 Marketing Analyst 175 Community Manager 175 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 36 Game Designer 32 3D Artist 29 UI Designer 22 Animator 21 Web Designer 15
Skills
Python 14,989 Machine learning 9,126 Product roadmapping 8,697 AWS 8,228 CI/CD 7,706 SQL 6,233 Kubernetes 6,171 LLMs 5,793 AI agents 5,445 C++ 5,186 Linux 5,175 Java 5,081 Azure 4,939 Distributed systems 4,790 Agile 4,666 Docker 4,296 Google Cloud 4,102 Git 4,097 Go 3,926 TypeScript 3,912 React 3,579 Terraform 3,350 JavaScript 3,325 Go-to-market 2,945 REST APIs 2,771 Jira 2,739 Test automation 2,691 C 2,467 PostgreSQL 2,457 Generative AI 2,453 Incident response 2,440 Product strategy 2,423 Microservices 2,408 Bash 2,297 Positioning & messaging 2,204 Excel 2,076 GitHub 1,906 Embedded systems 1,884 Node.js 1,860 Rust 1,795 PyTorch 1,742 Stakeholder management 1,740 Kafka 1,730 CRM 1,663 IAM 1,661 Product marketing 1,639 C# 1,613 CompTIA certifications 1,608 Computer vision 1,595 Scrum 1,581 Spark 1,575 Ansible 1,560 Cryptography 1,557 Firmware 1,527 GitLab 1,508 Android 1,467 Market research 1,465 Data modeling 1,426 Jenkins 1,421 Deep learning 1,376 PRDs 1,364 RAG 1,353 iOS 1,347 Data warehousing 1,327 Confluence 1,306 PMP 1,301 Design systems 1,278 NoSQL 1,260 OpenAI API 1,250 NIST 1,226 ETL 1,224 Firewalls 1,205 Vulnerability management 1,201 Salesforce 1,190 Google Workspace 1,158 Grafana 1,140 HTML 1,134 Databricks 1,095 Competitive analysis 1,095 TCP/IP 1,094 Snowflake 1,090 DNS / DHCP 1,072 Tableau 1,068 CSS 1,058 Kotlin 1,046 PowerShell 1,027 Power BI 1,003 Angular 990 User stories 980 CISSP 979 Prototyping 978 Scala 967 Figma 967 Prometheus 949 TensorFlow 925 MLOps 920 Brand marketing 905 GitHub Actions 897 SAP 884 Active Directory 871 A/B testing 865 Pricing strategy 845 Prompt engineering 833 MySQL 827 Spring Boot 825 Web accessibility (WCAG) 822 Zero Trust 816 R 814 NLP 806 Airflow 805 Oracle 795 Reinforcement learning 794 Elasticsearch 788 Redis 783 OAuth 781 Unix 780 User research 780 Sales enablement 770 RTOS 766 Demand generation 764 SSO / SAML 759 Splunk 755 Routing & switching 738 SOC 2 724 ServiceNow 720 VPN 706 GraphQL 703 Datadog 693 MongoDB 692 SQL Server 684 Vector databases 674 Cisco 673 JUnit 653 BigQuery 651 CUDA 651 ITIL 651 .NET 647 Helm 639 Microsoft 365 638 SIEM 638 Threat modeling 630 VMware 625 SEO 624 CCNA / CCNP 620 Technical writing 618 HIPAA 615 Serverless 605 gRPC 592 CloudFormation 582 Ruby 580 Microsoft Project 574 Next.js 563 LangChain 563 Budget management 562 Adobe Creative Cloud 553 FedRAMP 551 Marketing automation 551 MATLAB 545 SAFe 545 Product analytics 537 dbt 535 SharePoint 531 Penetration testing 528 Content strategy 524 Jetpack Compose 522 Email marketing 511 ISO 27001 503 GIAC certifications 498 Argo CD 483 pandas 470 CMS 468 scikit-learn 460 macOS 454 EDR 451 Windows Server 445 HubSpot 435 Six Sigma 430 OpenTelemetry 428 Vue.js 419 ELK Stack 419 DynamoDB 413 Typography 412 Looker 407 FastAPI 406 Chef / Puppet 404 Event marketing 388 Okta 381 Google Analytics 376 FPGA 373 Load testing 369 Photoshop 369 Video editing 366 Hadoop 364 React Native 362 OpenShift 339 Paid social 339 SAST / DAST 337 Account-based marketing 333 Illustrator 332 NumPy 329 Flink 327 Service mesh 326 Redshift 322 Intune / SCCM 319 Django 317 CISM 313 SD-WAN 301 OWASP 300 Blockchain 299 Kanban 298 GRC 296 Hugging Face 283 Wireframing 282 Motion graphics 282 RabbitMQ 278 Swift 275 Juniper 268 Perl 266 Selenium 265 ClickHouse 264 OKRs 262 Ruby on Rails 260 Playwright 256 Smartsheet 248 Power Platform 247 Content marketing 243 WebSockets 238 Cassandra 230 Unreal Engine 230 Pulumi 228 Wireshark 227 Google Ads 226 PPC 220 Information architecture 211 PCI DSS 207 Copywriting 207 After Effects 206 Flask 205 SOAR 205 Canva 205 Marketo 196 Redux 193 SageMaker 193 Premiere Pro 191 Asana 191 Vertex AI 180 NetSuite 177 InDesign 176 Notion 176 Presto / Trino 175 Cypress 170 Tailwind CSS 163 Hive 162 Cloudflare 160 Jamf 157 Salesforce Marketing Cloud 154 Kinesis 153 Postman 150 pytest 145 Zapier 145 Influencer marketing 144 Workday 144 OSCP 141 Jest 138 PHP 137 monday.com 132 SEM 132 Shopify 131 Zendesk 129 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 100 SAS 95 XGBoost 95 NestJS 93 WebGL 92 SEO tools 92 Google Search Console 88 Fivetran 86 Programmatic advertising 86 Nginx 85 HashiCorp Vault 84 Keras 83 VBA 82 Blender 80 PCB design 79 Social media tools 78 Sketch 77 Informatica 76 Firebase 73 Looker Studio 73 Vite 72 LinkedIn Ads 71 Affiliate marketing 71 D3.js 70 Final Cut Pro 70 Mixpanel 69 Airtable 69 Adobe Analytics 67 Three.js 66 Flutter 66 Webflow 66 Webpack 61 Iterable 59 Google Tag Manager 58 DaVinci Resolve 56 Svelte 54 Qlik 54 Citrix 52 Klaviyo 51 Miro 50 Objective-C 49 Elixir 47 Storybook 47 UIKit 47 Cinema 4D 45 Maya 44 Lua 43 Appium 41 Sass 40 Markdown 35 Haskell 33 Xcode 32 Adobe XD 31 Trello 31 Alteryx 30 Dart 29 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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