States
Alabama 432 Alaska 36 Arizona 639 Arkansas 423 California 15,693 Colorado 1,523 Connecticut 331 Delaware 130 District of Columbia 1,324 Florida 1,303 Georgia 1,083 Hawaii 135 Idaho 176 Illinois 1,856 Indiana 294 Iowa 264 Kansas 110 Kentucky 159 Louisiana 102 Maine 80 Maryland 1,651 Massachusetts 2,276 Michigan 677 Minnesota 397 Mississippi 89 Missouri 469 Montana 49 Nebraska 181 Nevada 191 New Hampshire 112 New Jersey 785 New Mexico 153 New York 6,789 North Carolina 1,169 North Dakota 64 Ohio 680 Oklahoma 173 Oregon 355 Pennsylvania 877 Rhode Island 83 South Carolina 191 South Dakota 53 Tennessee 285 Texas 3,725 Utah 459 Vermont 63 Virginia 3,695 Washington 2,788 West Virginia 66 Wisconsin 321 Wyoming 51
Cities
San Francisco Bay Area, CA 10,664 New York, NY 5,697 Washington, DC 3,645 Seattle, WA 2,176 Los Angeles, CA 2,093 Boston, MA 1,354 Austin, TX 1,238 Chicago, IL 1,165 Dallas–Fort Worth, TX 1,078 Denver, CO 788 Atlanta, GA 707 Raleigh–Durham, NC 480 San Diego, CA 421 Phoenix, AZ 362 Charlotte, NC 348 Houston, TX 260 Pittsburgh, PA 232 Miami, FL 223 Salt Lake City, UT 172 Philadelphia, PA 163 Detroit, MI 142 Minneapolis, MN 128 Baltimore, MD 106 Nashville, TN 59 Portland, OR 28
Role
Software Engineer 11,288 Product Manager 3,346 Engineering Manager 2,133 Program Manager 1,965 Project Manager 1,933 Data Scientist 1,533 Machine Learning Engineer 1,517 Security Engineer 1,470 Marketing Manager 1,397 Full Stack Developer 1,208 AI Engineer 1,105 DevOps Engineer 1,078 Data Engineer 898 IT Support Specialist 862 Cybersecurity Analyst 861 Backend Developer 806 Systems Administrator 767 Site Reliability Engineer 750 Graphic Designer 720 Data Analyst 639 Product Marketing Manager 636 Mobile Developer 591 Network Engineer 570 Business Analyst 551 Product Designer 542 Content Writer 521 QA Engineer 490 Growth Marketing Manager 350 Frontend Developer 337 Cloud Engineer 304 UX Designer 243 PPC Specialist 216 Email Marketing Specialist 203 Social Media Manager 198 Marketing Analyst 177 Community Manager 176 Digital Marketing Specialist 172 Video Editor 105 Creative Director 96 Brand Manager 93 SEO Specialist 81 Content Creator 78 Scrum Master 71 BI Developer 65 Influencer Marketing Manager 61 Web Developer 52 Art Director 51 Copywriter 46 Motion Designer 33 Game Designer 33 3D Artist 29 UI Designer 24 Animator 21 Web Designer 15
Skills
Python 14,948 Machine learning 9,109 Product roadmapping 8,702 AWS 8,225 CI/CD 7,686 SQL 6,186 Kubernetes 6,176 LLMs 5,804 AI agents 5,461 C++ 5,168 Linux 5,155 Java 5,066 Azure 4,932 Distributed systems 4,834 Agile 4,596 Docker 4,300 Google Cloud 4,092 Git 4,078 Go 3,949 TypeScript 3,934 React 3,586 Terraform 3,367 JavaScript 3,304 Go-to-market 2,962 REST APIs 2,763 Jira 2,701 Test automation 2,679 PostgreSQL 2,470 Incident response 2,456 C 2,453 Generative AI 2,435 Product strategy 2,427 Microservices 2,396 Bash 2,289 Positioning & messaging 2,214 Excel 2,076 GitHub 1,902 Embedded systems 1,881 Node.js 1,855 Rust 1,808 Kafka 1,736 Stakeholder management 1,734 PyTorch 1,733 IAM 1,666 CRM 1,655 Product marketing 1,646 C# 1,610 CompTIA certifications 1,603 Computer vision 1,583 Scrum 1,575 Spark 1,574 Cryptography 1,563 Ansible 1,555 Firmware 1,530 GitLab 1,488 Market research 1,466 Android 1,464 Data modeling 1,443 Jenkins 1,408 Deep learning 1,363 PRDs 1,354 iOS 1,347 RAG 1,343 Data warehousing 1,321 PMP 1,317 Confluence 1,288 Design systems 1,280 NoSQL 1,261 OpenAI API 1,242 ETL 1,218 NIST 1,211 Firewalls 1,208 Vulnerability management 1,194 Salesforce 1,194 Google Workspace 1,153 Grafana 1,141 HTML 1,120 TCP/IP 1,106 Competitive analysis 1,093 Snowflake 1,085 Databricks 1,084 DNS / DHCP 1,083 Tableau 1,067 CSS 1,050 Kotlin 1,045 PowerShell 1,031 Power BI 1,008 Angular 992 CISSP 981 Prototyping 976 Scala 974 Figma 968 User stories 963 Prometheus 959 MLOps 927 TensorFlow 907 Brand marketing 907 GitHub Actions 899 SAP 880 Active Directory 868 A/B testing 857 Pricing strategy 846 MySQL 820 Prompt engineering 815 Web accessibility (WCAG) 814 Zero Trust 814 Spring Boot 808 R 804 Airflow 802 Reinforcement learning 799 NLP 790 Redis 789 Oracle 786 OAuth 783 Elasticsearch 783 Demand generation 774 Unix 770 User research 770 Sales enablement 768 RTOS 758 Splunk 752 SSO / SAML 752 Routing & switching 737 SOC 2 722 ServiceNow 718 VPN 709 Datadog 705 GraphQL 703 MongoDB 686 SQL Server 678 Cisco 672 .NET 657 Vector databases 654 CUDA 652 ITIL 647 JUnit 647 BigQuery 645 Helm 643 Microsoft 365 643 SIEM 636 VMware 631 Threat modeling 630 Technical writing 628 SEO 627 CCNA / CCNP 621 Serverless 617 HIPAA 607 gRPC 594 CloudFormation 585 Microsoft Project 575 Ruby 573 Budget management 572 Next.js 566 LangChain 558 Adobe Creative Cloud 556 FedRAMP 551 Marketing automation 549 MATLAB 545 dbt 536 SharePoint 532 SAFe 530 Content strategy 528 Penetration testing 524 Product analytics 524 Jetpack Compose 518 ISO 27001 505 Email marketing 502 GIAC certifications 498 Argo CD 487 pandas 466 CMS 460 macOS 458 EDR 450 Windows Server 449 scikit-learn 448 HubSpot 439 Six Sigma 434 OpenTelemetry 433 Vue.js 418 ELK Stack 418 Typography 412 FastAPI 408 DynamoDB 405 Chef / Puppet 404 Looker 397 Event marketing 396 Okta 377 Google Analytics 376 FPGA 373 Photoshop 368 React Native 365 Hadoop 364 Video editing 363 Load testing 362 SAST / DAST 341 Account-based marketing 335 Flink 333 OpenShift 331 Illustrator 330 Paid social 329 NumPy 324 Service mesh 320 Redshift 317 Intune / SCCM 317 CISM 315 Django 313 SD-WAN 306 OWASP 301 GRC 298 Blockchain 295 Kanban 292 RabbitMQ 284 Hugging Face 280 Wireframing 279 Motion graphics 279 ClickHouse 269 Juniper 269 Swift 268 Perl 266 Selenium 262 OKRs 262 Ruby on Rails 258 Playwright 253 Smartsheet 247 Power Platform 247 Content marketing 243 WebSockets 240 Unreal Engine 232 Wireshark 231 Pulumi 230 Cassandra 229 Google Ads 225 PPC 217 PCI DSS 207 Canva 207 Information architecture 207 SOAR 205 Copywriting 205 Flask 204 After Effects 203 Redux 196 Marketo 195 Premiere Pro 194 SageMaker 193 Asana 189 Vertex AI 181 Presto / Trino 177 Notion 177 NetSuite 177 InDesign 174 Cypress 170 Hive 161 Tailwind CSS 159 Cloudflare 158 Jamf 153 Postman 153 Kinesis 152 Salesforce Marketing Cloud 147 pytest 146 Zapier 146 OSCP 144 Influencer marketing 144 Workday 144 PHP 139 Jest 138 Shopify 134 monday.com 133 Zendesk 129 SEM 129 WordPress 124 Amplitude 118 New Relic 118 jQuery 117 Cucumber 114 Conversion rate optimization 114 Verilog / VHDL 109 Meta Ads 108 Jupyter 102 Unity 102 SwiftUI 101 Neo4j 99 CapCut 99 NestJS 96 Braze 96 SAS 94 WebGL 93 SEO tools 89 Programmatic advertising 87 Fivetran 86 Nginx 85 XGBoost 85 Google Search Console 85 Blender 83 HashiCorp Vault 82 Keras 81 VBA 79 PCB design 78 Sketch 77 Social media tools 77 Informatica 76 Vite 72 Firebase 72 Final Cut Pro 72 Affiliate marketing 72 Looker Studio 71 LinkedIn Ads 71 Mixpanel 69 D3.js 67 Airtable 67 Three.js 66 Flutter 66 Webflow 66 Webpack 61 Adobe Analytics 61 DaVinci Resolve 57 Qlik 56 Iterable 56 Google Tag Manager 55 Svelte 54 Citrix 54 Klaviyo 51 Storybook 50 Objective-C 49 Miro 49 Elixir 47 Maya 46 Lua 45 UIKit 44 Cinema 4D 42 Sass 41 Appium 40 Markdown 36 Haskell 34 Adobe XD 32 Xcode 31 Dart 30 Alteryx 30 Trello 29 Express.js 28 TestRail 28 TikTok Ads 28 Mailchimp 26 Laravel 25 SPSS 23 Retool 23 Framer 21 AP Style 21 Substance 3D 17 Amazon Ads 17 Houdini 15 Solidity 14 Clojure 11 Erlang 9 ZBrush 8 Stata 3
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