States
Alabama 452 Alaska 45 Arizona 634 Arkansas 446 California 14,773 Colorado 1,530 Connecticut 348 Delaware 135 District of Columbia 1,290 Florida 1,267 Georgia 1,067 Hawaii 136 Idaho 175 Illinois 1,823 Indiana 311 Iowa 292 Kansas 120 Kentucky 160 Louisiana 109 Maine 83 Maryland 1,646 Massachusetts 2,242 Michigan 692 Minnesota 396 Mississippi 94 Missouri 470 Montana 47 Nebraska 180 Nevada 199 New Hampshire 109 New Jersey 824 New Mexico 161 New York 6,664 North Carolina 1,155 North Dakota 76 Ohio 688 Oklahoma 190 Oregon 317 Pennsylvania 910 Rhode Island 92 South Carolina 201 South Dakota 59 Tennessee 279 Texas 3,522 Utah 454 Vermont 73 Virginia 3,694 Washington 2,634 West Virginia 77 Wisconsin 333 Wyoming 64
Cities
San Francisco Bay Area, CA 10,056 New York, NY 5,605 Washington, DC 3,604 Seattle, WA 2,083 Los Angeles, CA 2,038 Boston, MA 1,366 Austin, TX 1,162 Chicago, IL 1,139 Dallas–Fort Worth, TX 1,054 Denver, CO 794 Atlanta, GA 687 Raleigh–Durham, NC 469 San Diego, CA 432 Phoenix, AZ 362 Charlotte, NC 351 Houston, TX 251 Pittsburgh, PA 227 Miami, FL 208 Philadelphia, PA 172 Salt Lake City, UT 165 Detroit, MI 146 Minneapolis, MN 126 Baltimore, MD 105 Nashville, TN 65 Portland, OR 27
Role
Software Engineer 11,022 Product Manager 3,267 Engineering Manager 2,086 Project Manager 1,920 Program Manager 1,881 Data Scientist 1,562 Machine Learning Engineer 1,475 Security Engineer 1,416 Marketing Manager 1,360 Full Stack Developer 1,192 DevOps Engineer 1,056 AI Engineer 1,043 Data Engineer 904 IT Support Specialist 843 Cybersecurity Analyst 833 Backend Developer 800 Systems Administrator 767 Site Reliability Engineer 705 Graphic Designer 693 Data Analyst 655 Mobile Developer 595 Product Marketing Manager 590 Network Engineer 567 Business Analyst 547 Product Designer 524 Content Writer 521 QA Engineer 489 Growth Marketing Manager 345 Frontend Developer 339 Cloud Engineer 306 UX Designer 248 PPC Specialist 218 Email Marketing Specialist 204 Social Media Manager 201 Digital Marketing Specialist 184 Marketing Analyst 172 Community Manager 142 Video Editor 105 Brand Manager 94 Creative Director 86 Content Creator 80 SEO Specialist 79 Scrum Master 71 Influencer Marketing Manager 67 BI Developer 62 Web Developer 50 Art Director 49 Copywriter 49 Motion Designer 37 Game Designer 37 3D Artist 28 Animator 23 UI Designer 21 Web Designer 16
Skills
Python 14,577 Machine learning 8,924 Product roadmapping 8,424 AWS 8,244 CI/CD 7,550 SQL 6,210 Kubernetes 6,026 LLMs 5,553 AI agents 5,218 Java 5,027 C++ 4,904 Linux 4,901 Azure 4,865 Agile 4,640 Distributed systems 4,624 Docker 4,239 Google Cloud 4,073 Git 4,060 TypeScript 3,892 Go 3,782 React 3,562 Terraform 3,331 JavaScript 3,297 Go-to-market 2,785 REST APIs 2,751 Jira 2,674 Test automation 2,618 PostgreSQL 2,478 Product strategy 2,408 Generative AI 2,402 Microservices 2,391 Incident response 2,355 C 2,274 Bash 2,195 Positioning & messaging 2,131 Excel 2,043 GitHub 1,875 Node.js 1,845 Embedded systems 1,804 Stakeholder management 1,736 Rust 1,718 Kafka 1,704 CRM 1,625 PyTorch 1,622 IAM 1,622 CompTIA certifications 1,615 C# 1,601 Scrum 1,601 Product marketing 1,590 Spark 1,587 Computer vision 1,531 Cryptography 1,496 Ansible 1,480 GitLab 1,465 Android 1,457 Market research 1,443 Data modeling 1,427 Jenkins 1,392 Firmware 1,383 PRDs 1,336 iOS 1,328 Data warehousing 1,315 RAG 1,306 Design systems 1,279 Confluence 1,267 PMP 1,263 NoSQL 1,252 OpenAI API 1,211 ETL 1,205 Deep learning 1,200 NIST 1,198 Google Workspace 1,175 Vulnerability management 1,169 Salesforce 1,158 HTML 1,153 Firewalls 1,153 Grafana 1,100 CSS 1,083 Competitive analysis 1,078 Snowflake 1,071 Databricks 1,065 TCP/IP 1,060 Tableau 1,057 Kotlin 1,033 DNS / DHCP 1,011 PowerShell 993 Power BI 987 Angular 983 CISSP 977 Prototyping 974 Figma 969 User stories 964 Scala 938 MLOps 931 TensorFlow 916 Prometheus 907 GitHub Actions 889 Brand marketing 889 SAP 878 R 860 A/B testing 859 Spring Boot 851 Active Directory 845 Web accessibility (WCAG) 839 NLP 831 Prompt engineering 823 MySQL 821 Airflow 819 Zero Trust 809 Pricing strategy 803 User research 797 Oracle 793 Redis 790 Elasticsearch 785 Demand generation 773 Unix 753 SSO / SAML 751 Sales enablement 746 OAuth 743 Splunk 728 RTOS 726 GraphQL 723 Reinforcement learning 720 SOC 2 706 ServiceNow 699 Routing & switching 696 MongoDB 689 VPN 686 Vector databases 677 Datadog 672 SQL Server 667 BigQuery 662 ITIL 649 JUnit 644 Cisco 642 .NET 631 Helm 631 SIEM 625 SEO 625 Microsoft 365 618 VMware 617 CCNA / CCNP 607 HIPAA 602 Serverless 593 Technical writing 593 CloudFormation 590 gRPC 581 Microsoft Project 575 Ruby 572 Threat modeling 571 Next.js 562 LangChain 552 Budget management 552 MATLAB 546 Adobe Creative Cloud 539 Product analytics 539 dbt 536 FedRAMP 536 Content strategy 530 Marketing automation 529 SAFe 526 Email marketing 519 Jetpack Compose 514 SharePoint 502 Penetration testing 495 scikit-learn 488 ISO 27001 484 pandas 483 GIAC certifications 483 CMS 479 Argo CD 468 CUDA 456 EDR 448 Looker 439 Windows Server 439 macOS 438 HubSpot 424 DynamoDB 423 Typography 414 Six Sigma 413 Vue.js 411 ELK Stack 409 Event marketing 397 FastAPI 396 OpenTelemetry 389 Chef / Puppet 384 Hadoop 376 Okta 371 Photoshop 371 Google Analytics 370 FPGA 369 React Native 361 Load testing 360 Video editing 358 Paid social 343 OpenShift 342 Service mesh 334 SAST / DAST 333 Illustrator 332 NumPy 331 Account-based marketing 329 Django 323 Redshift 323 Flink 317 Intune / SCCM 308 CISM 304 Kanban 302 Blockchain 297 Wireframing 295 SD-WAN 287 GRC 285 OWASP 283 Motion graphics 279 RabbitMQ 277 Hugging Face 275 Swift 270 Selenium 267 Ruby on Rails 263 Juniper 255 ClickHouse 253 Playwright 252 OKRs 252 Perl 250 Power Platform 249 Content marketing 238 WebSockets 237 Cassandra 237 Smartsheet 234 Unreal Engine 229 Google Ads 221 Pulumi 220 Wireshark 217 Flask 216 PPC 215 After Effects 207 Copywriting 204 Canva 202 Information architecture 201 SageMaker 200 PCI DSS 198 Redux 195 SOAR 194 Asana 192 Marketo 187 Premiere Pro 185 Vertex AI 180 Notion 180 InDesign 178 Tailwind CSS 177 NetSuite 170 Cypress 169 Presto / Trino 168 Hive 163 Kinesis 157 Cloudflare 153 Jamf 152 Salesforce Marketing Cloud 152 Workday 150 Postman 148 PHP 145 Influencer marketing 145 pytest 142 Zapier 141 Jest 140 OSCP 138 Zendesk 133 monday.com 132 SEM 128 Shopify 128 WordPress 123 New Relic 121 Conversion rate optimization 121 Amplitude 120 jQuery 119 Cucumber 110 Neo4j 105 Verilog / VHDL 104 SwiftUI 103 Meta Ads 103 CapCut 101 Jupyter 100 XGBoost 100 Unity 100 SAS 97 Braze 96 Fivetran 93 NestJS 92 WebGL 91 Programmatic advertising 90 SEO tools 90 VBA 89 Nginx 86 Google Search Console 85 Sketch 84 Social media tools 82 HashiCorp Vault 81 Keras 78 Blender 78 Airtable 78 Informatica 75 D3.js 73 PCB design 73 Looker Studio 72 Affiliate marketing 70 Vite 69 Three.js 69 Firebase 69 Webflow 68 Final Cut Pro 68 Adobe Analytics 66 LinkedIn Ads 66 Mixpanel 65 Flutter 63 Webpack 61 Google Tag Manager 57 Svelte 56 Qlik 56 Iterable 56 DaVinci Resolve 53 Citrix 52 Elixir 51 Storybook 51 Klaviyo 50 UIKit 48 Miro 48 Objective-C 47 Appium 47 Maya 47 Lua 42 Cinema 4D 42 Sass 39 Markdown 35 Adobe XD 34 Xcode 33 Express.js 32 Haskell 30 Dart 29 Trello 29 TikTok Ads 29 TestRail 27 Mailchimp 27 Alteryx 26 Laravel 25 Framer 24 AP Style 22 Retool 22 SPSS 21 Solidity 17 Substance 3D 16 Amazon Ads 15 Clojure 11 Houdini 11 Erlang 8 ZBrush 7 Stata 4
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