States
Alabama 445 Alaska 44 Arizona 631 Arkansas 442 California 15,250 Colorado 1,543 Connecticut 355 Delaware 129 District of Columbia 1,283 Florida 1,288 Georgia 1,078 Hawaii 133 Idaho 185 Illinois 1,831 Indiana 312 Iowa 290 Kansas 116 Kentucky 159 Louisiana 108 Maine 82 Maryland 1,638 Massachusetts 2,296 Michigan 701 Minnesota 394 Mississippi 92 Missouri 479 Montana 51 Nebraska 180 Nevada 198 New Hampshire 106 New Jersey 831 New Mexico 159 New York 6,634 North Carolina 1,222 North Dakota 75 Ohio 689 Oklahoma 188 Oregon 348 Pennsylvania 907 Rhode Island 94 South Carolina 201 South Dakota 59 Tennessee 277 Texas 3,606 Utah 459 Vermont 74 Virginia 3,685 Washington 2,729 West Virginia 76 Wisconsin 338 Wyoming 63
Cities
San Francisco Bay Area, CA 10,386 New York, NY 5,565 Washington, DC 3,594 Seattle, WA 2,121 Los Angeles, CA 2,005 Boston, MA 1,368 Austin, TX 1,176 Chicago, IL 1,148 Dallas–Fort Worth, TX 1,053 Denver, CO 796 Atlanta, GA 689 Raleigh–Durham, NC 484 San Diego, CA 431 Charlotte, NC 369 Phoenix, AZ 358 Houston, TX 258 Pittsburgh, PA 227 Miami, FL 209 Philadelphia, PA 165 Salt Lake City, UT 163 Detroit, MI 147 Minneapolis, MN 123 Baltimore, MD 101 Nashville, TN 65 Portland, OR 27
Role
Software Engineer 11,273 Product Manager 3,318 Engineering Manager 2,114 Project Manager 1,930 Program Manager 1,898 Data Scientist 1,582 Machine Learning Engineer 1,509 Security Engineer 1,432 Marketing Manager 1,371 Full Stack Developer 1,200 AI Engineer 1,066 DevOps Engineer 1,043 Data Engineer 904 Cybersecurity Analyst 847 IT Support Specialist 832 Backend Developer 802 Systems Administrator 759 Site Reliability Engineer 717 Graphic Designer 702 Data Analyst 668 Product Marketing Manager 601 Mobile Developer 592 Network Engineer 573 Business Analyst 554 Product Designer 522 Content Writer 519 QA Engineer 504 Growth Marketing Manager 351 Frontend Developer 339 Cloud Engineer 315 UX Designer 245 PPC Specialist 220 Email Marketing Specialist 203 Social Media Manager 201 Digital Marketing Specialist 181 Marketing Analyst 174 Community Manager 173 Video Editor 102 Brand Manager 95 Creative Director 87 SEO Specialist 78 Content Creator 77 Scrum Master 71 Influencer Marketing Manager 69 BI Developer 59 Art Director 49 Copywriter 49 Web Developer 47 Motion Designer 39 Game Designer 35 3D Artist 29 UI Designer 23 Animator 21 Web Designer 16
Skills
Python 14,849 Machine learning 9,118 Product roadmapping 8,561 AWS 8,286 CI/CD 7,593 SQL 6,221 Kubernetes 6,116 LLMs 5,675 AI agents 5,324 C++ 5,098 Linux 5,033 Java 5,032 Azure 4,917 Distributed systems 4,716 Agile 4,668 Docker 4,276 Google Cloud 4,109 Git 4,071 TypeScript 3,894 Go 3,841 React 3,584 Terraform 3,322 JavaScript 3,290 Go-to-market 2,842 REST APIs 2,765 Jira 2,693 Test automation 2,639 PostgreSQL 2,485 Generative AI 2,466 C 2,428 Microservices 2,416 Product strategy 2,407 Incident response 2,383 Bash 2,232 Positioning & messaging 2,158 Excel 2,039 GitHub 1,894 Embedded systems 1,873 Node.js 1,841 Stakeholder management 1,760 Rust 1,741 Kafka 1,724 PyTorch 1,713 CRM 1,632 IAM 1,620 Product marketing 1,620 Spark 1,609 CompTIA certifications 1,609 Scrum 1,607 C# 1,596 Computer vision 1,552 Cryptography 1,501 Ansible 1,488 GitLab 1,468 Firmware 1,456 Data modeling 1,448 Android 1,443 Market research 1,430 Jenkins 1,390 PRDs 1,371 Deep learning 1,370 RAG 1,344 Data warehousing 1,334 iOS 1,321 Design systems 1,286 Confluence 1,267 PMP 1,265 NoSQL 1,256 ETL 1,221 OpenAI API 1,214 NIST 1,196 Vulnerability management 1,176 Firewalls 1,166 Google Workspace 1,159 Salesforce 1,157 HTML 1,155 Grafana 1,116 Databricks 1,094 Competitive analysis 1,085 CSS 1,083 Snowflake 1,082 TCP/IP 1,068 Tableau 1,055 Kotlin 1,024 DNS / DHCP 1,006 Power BI 996 PowerShell 994 Angular 985 CISSP 983 Prototyping 976 User stories 973 Figma 967 MLOps 955 TensorFlow 941 Scala 939 Prometheus 924 Brand marketing 892 GitHub Actions 885 SAP 876 R 871 A/B testing 859 Spring Boot 848 NLP 846 Active Directory 844 Prompt engineering 831 Web accessibility (WCAG) 828 MySQL 819 Airflow 818 Zero Trust 806 User research 803 Pricing strategy 798 Redis 796 Oracle 783 Elasticsearch 783 Demand generation 781 Sales enablement 759 RTOS 758 Reinforcement learning 753 Unix 752 SSO / SAML 745 OAuth 742 Splunk 734 GraphQL 726 Routing & switching 716 SOC 2 714 Vector databases 705 ServiceNow 698 VPN 691 MongoDB 684 Datadog 679 SQL Server 666 BigQuery 651 JUnit 647 ITIL 645 Cisco 645 CUDA 635 SIEM 634 Helm 633 SEO 631 .NET 623 VMware 620 Microsoft 365 620 CCNA / CCNP 617 HIPAA 607 Technical writing 602 gRPC 600 Serverless 590 Threat modeling 588 CloudFormation 583 Ruby 578 Microsoft Project 572 LangChain 567 Next.js 565 MATLAB 546 Budget management 545 dbt 541 FedRAMP 540 Product analytics 539 Adobe Creative Cloud 537 Content strategy 536 Marketing automation 530 SAFe 529 Email marketing 518 Jetpack Compose 516 Penetration testing 509 SharePoint 504 ISO 27001 495 scikit-learn 494 GIAC certifications 493 pandas 485 CMS 484 Argo CD 474 EDR 453 Windows Server 441 Looker 437 macOS 431 HubSpot 427 DynamoDB 425 Vue.js 415 Typography 414 Six Sigma 413 ELK Stack 408 Event marketing 407 FastAPI 402 OpenTelemetry 396 Chef / Puppet 383 Hadoop 376 FPGA 372 Photoshop 371 Google Analytics 369 Load testing 364 Video editing 362 Okta 361 React Native 360 Paid social 343 OpenShift 340 NumPy 337 Account-based marketing 335 SAST / DAST 333 Service mesh 332 Illustrator 331 Django 326 Redshift 324 Flink 318 CISM 309 Kanban 305 Blockchain 303 Intune / SCCM 300 Wireframing 292 Hugging Face 287 SD-WAN 286 OWASP 284 GRC 283 Motion graphics 282 RabbitMQ 277 Swift 269 Selenium 269 Perl 264 Ruby on Rails 263 ClickHouse 263 Juniper 258 Playwright 255 OKRs 254 Power Platform 245 Content marketing 241 Smartsheet 240 WebSockets 237 Cassandra 237 Unreal Engine 230 PPC 223 Google Ads 221 Wireshark 220 Flask 218 Pulumi 217 After Effects 208 Copywriting 208 Information architecture 204 SageMaker 203 PCI DSS 203 Canva 199 Redux 197 SOAR 194 Asana 193 Marketo 189 Premiere Pro 183 InDesign 182 Vertex AI 179 Notion 178 Tailwind CSS 176 Presto / Trino 173 Cypress 168 NetSuite 168 Hive 163 Kinesis 156 Cloudflare 154 Salesforce Marketing Cloud 154 Postman 149 Influencer marketing 148 PHP 147 Workday 147 Jamf 146 OSCP 143 pytest 142 Jest 141 Zapier 138 SEM 134 Zendesk 133 monday.com 130 Shopify 126 WordPress 124 Conversion rate optimization 119 New Relic 117 Amplitude 115 jQuery 112 Cucumber 109 Verilog / VHDL 108 SwiftUI 103 Neo4j 103 Meta Ads 102 Jupyter 100 Unity 100 XGBoost 99 CapCut 98 SAS 97 Braze 97 Fivetran 94 NestJS 92 Programmatic advertising 91 WebGL 90 SEO tools 90 VBA 88 Google Search Console 86 Nginx 85 Sketch 84 Social media tools 82 HashiCorp Vault 81 Blender 81 Keras 78 Informatica 77 Airtable 77 D3.js 75 PCB design 75 Vite 71 Looker Studio 70 Webflow 68 Three.js 67 Firebase 67 Mixpanel 67 LinkedIn Ads 67 Affiliate marketing 67 Adobe Analytics 66 Final Cut Pro 64 Flutter 63 Webpack 60 Iterable 58 Svelte 57 Google Tag Manager 56 Qlik 55 Elixir 53 Citrix 53 Storybook 52 DaVinci Resolve 51 Klaviyo 50 Miro 49 UIKit 48 Appium 46 Maya 46 Objective-C 45 Cinema 4D 44 Sass 42 Lua 41 Markdown 36 Adobe XD 35 Xcode 33 Express.js 31 Trello 30 TikTok Ads 30 Dart 29 Haskell 29 Alteryx 29 TestRail 28 Mailchimp 27 Laravel 25 Framer 24 AP Style 23 Retool 23 SPSS 21 Solidity 17 Substance 3D 16 Amazon Ads 14 Clojure 12 Houdini 11 Erlang 8 ZBrush 8 Stata 4
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