States
Alabama 450 Alaska 44 Arizona 622 Arkansas 439 California 15,312 Colorado 1,533 Connecticut 343 Delaware 129 District of Columbia 1,295 Florida 1,265 Georgia 1,058 Hawaii 135 Idaho 174 Illinois 1,814 Indiana 305 Iowa 283 Kansas 119 Kentucky 160 Louisiana 109 Maine 77 Maryland 1,647 Massachusetts 2,284 Michigan 685 Minnesota 394 Mississippi 93 Missouri 456 Montana 47 Nebraska 181 Nevada 201 New Hampshire 108 New Jersey 796 New Mexico 159 New York 6,676 North Carolina 1,158 North Dakota 75 Ohio 681 Oklahoma 189 Oregon 346 Pennsylvania 890 Rhode Island 91 South Carolina 199 South Dakota 59 Tennessee 282 Texas 3,593 Utah 459 Vermont 72 Virginia 3,691 Washington 2,738 West Virginia 76 Wisconsin 325 Wyoming 63
Cities
San Francisco Bay Area, CA 10,421 New York, NY 5,600 Washington, DC 3,607 Seattle, WA 2,120 Los Angeles, CA 2,046 Boston, MA 1,353 Austin, TX 1,180 Chicago, IL 1,129 Dallas–Fort Worth, TX 1,038 Denver, CO 790 Atlanta, GA 680 Raleigh–Durham, NC 473 San Diego, CA 425 Phoenix, AZ 352 Charlotte, NC 329 Houston, TX 252 Pittsburgh, PA 224 Miami, FL 209 Philadelphia, PA 170 Salt Lake City, UT 164 Detroit, MI 142 Minneapolis, MN 123 Baltimore, MD 105 Nashville, TN 66 Portland, OR 27
Role
Software Engineer 11,243 Product Manager 3,273 Engineering Manager 2,101 Program Manager 1,912 Project Manager 1,909 Data Scientist 1,569 Machine Learning Engineer 1,510 Security Engineer 1,428 Marketing Manager 1,345 Full Stack Developer 1,191 AI Engineer 1,066 DevOps Engineer 1,058 Data Engineer 901 IT Support Specialist 854 Cybersecurity Analyst 829 Backend Developer 792 Systems Administrator 763 Site Reliability Engineer 717 Graphic Designer 695 Data Analyst 644 Product Marketing Manager 607 Mobile Developer 593 Network Engineer 568 Business Analyst 543 Product Designer 525 Content Writer 516 QA Engineer 491 Growth Marketing Manager 349 Frontend Developer 335 Cloud Engineer 305 UX Designer 245 PPC Specialist 218 Email Marketing Specialist 206 Social Media Manager 200 Digital Marketing Specialist 184 Marketing Analyst 173 Community Manager 169 Video Editor 104 Brand Manager 94 Creative Director 84 Content Creator 80 SEO Specialist 79 Scrum Master 70 Influencer Marketing Manager 67 BI Developer 59 Web Developer 51 Art Director 49 Copywriter 49 Motion Designer 37 Game Designer 37 3D Artist 28 Animator 23 UI Designer 21 Web Designer 16
Skills
Python 14,801 Machine learning 9,060 Product roadmapping 8,513 AWS 8,224 CI/CD 7,559 SQL 6,180 Kubernetes 6,102 LLMs 5,704 AI agents 5,299 C++ 5,119 Linux 5,052 Java 5,004 Azure 4,853 Distributed systems 4,706 Agile 4,604 Docker 4,262 Google Cloud 4,079 Git 4,069 TypeScript 3,893 Go 3,834 React 3,557 Terraform 3,323 JavaScript 3,299 Go-to-market 2,819 REST APIs 2,734 Jira 2,661 Test automation 2,625 PostgreSQL 2,467 Generative AI 2,446 C 2,430 Product strategy 2,396 Microservices 2,381 Incident response 2,364 Bash 2,225 Positioning & messaging 2,147 Excel 2,027 GitHub 1,868 Embedded systems 1,862 Node.js 1,841 Rust 1,754 Stakeholder management 1,715 PyTorch 1,714 Kafka 1,700 CRM 1,615 CompTIA certifications 1,611 IAM 1,610 Product marketing 1,603 C# 1,593 Scrum 1,587 Spark 1,574 Computer vision 1,568 Cryptography 1,506 Ansible 1,498 Firmware 1,475 GitLab 1,472 Android 1,459 Market research 1,429 Data modeling 1,418 Jenkins 1,395 Deep learning 1,366 PRDs 1,351 iOS 1,327 RAG 1,313 Data warehousing 1,306 Design systems 1,274 Confluence 1,260 PMP 1,251 NoSQL 1,244 OpenAI API 1,217 ETL 1,212 NIST 1,182 Google Workspace 1,175 Vulnerability management 1,163 Firewalls 1,162 Salesforce 1,159 HTML 1,144 Grafana 1,117 CSS 1,076 Databricks 1,065 Competitive analysis 1,065 TCP/IP 1,062 Snowflake 1,059 Tableau 1,050 Kotlin 1,032 DNS / DHCP 1,025 PowerShell 991 Angular 975 Prototyping 972 Power BI 970 CISSP 963 Figma 962 User stories 953 MLOps 941 TensorFlow 939 Scala 935 Prometheus 922 GitHub Actions 886 Brand marketing 874 SAP 868 A/B testing 852 R 851 Spring Boot 847 Active Directory 847 Web accessibility (WCAG) 831 NLP 830 Prompt engineering 821 MySQL 815 Airflow 815 Zero Trust 807 Pricing strategy 801 Redis 791 Elasticsearch 787 Oracle 785 User research 785 Demand generation 774 Reinforcement learning 768 Unix 759 RTOS 756 Sales enablement 751 SSO / SAML 750 OAuth 740 Splunk 728 Routing & switching 715 GraphQL 710 ServiceNow 707 SOC 2 705 VPN 696 MongoDB 685 Vector databases 680 Datadog 677 SQL Server 655 ITIL 654 BigQuery 652 JUnit 646 Cisco 637 Helm 630 CUDA 629 SEO 627 .NET 625 SIEM 624 VMware 619 Microsoft 365 617 HIPAA 611 CCNA / CCNP 608 Technical writing 598 Serverless 592 gRPC 590 Threat modeling 583 CloudFormation 579 Ruby 578 Microsoft Project 569 Next.js 563 LangChain 557 MATLAB 547 dbt 539 Budget management 538 Product analytics 537 Adobe Creative Cloud 534 FedRAMP 530 Marketing automation 529 Content strategy 528 SAFe 521 Email marketing 520 Jetpack Compose 517 Penetration testing 506 SharePoint 506 ISO 27001 492 scikit-learn 485 GIAC certifications 482 pandas 478 CMS 474 Argo CD 472 EDR 442 macOS 440 Windows Server 438 Looker 434 HubSpot 421 DynamoDB 419 Six Sigma 413 ELK Stack 412 Vue.js 411 Typography 410 OpenTelemetry 398 Event marketing 394 FastAPI 393 Chef / Puppet 385 FPGA 376 Hadoop 372 Google Analytics 369 Photoshop 369 Okta 368 Load testing 364 React Native 363 Video editing 359 Paid social 339 OpenShift 337 Service mesh 335 NumPy 331 Account-based marketing 331 Illustrator 330 SAST / DAST 329 Django 326 Redshift 322 Intune / SCCM 314 Flink 313 CISM 302 Kanban 299 Blockchain 296 Wireframing 295 SD-WAN 286 OWASP 284 GRC 283 Hugging Face 282 Motion graphics 279 RabbitMQ 273 Swift 268 Selenium 267 Ruby on Rails 265 Perl 260 Juniper 257 Playwright 253 ClickHouse 252 OKRs 249 Power Platform 249 WebSockets 236 Content marketing 236 Cassandra 234 Smartsheet 234 Unreal Engine 231 Google Ads 222 Wireshark 221 Pulumi 219 Flask 217 PPC 214 After Effects 207 Information architecture 203 PCI DSS 202 Canva 200 Copywriting 200 SageMaker 198 Redux 192 SOAR 191 Asana 191 Marketo 187 Premiere Pro 186 Vertex AI 180 Notion 178 Tailwind CSS 177 InDesign 177 Presto / Trino 172 NetSuite 169 Cypress 167 Hive 163 Kinesis 157 Cloudflare 154 Jamf 154 Salesforce Marketing Cloud 150 Workday 149 Influencer marketing 146 PHP 145 Postman 145 pytest 142 Zapier 141 Jest 138 OSCP 135 Zendesk 132 monday.com 130 Shopify 128 SEM 127 WordPress 122 Amplitude 121 New Relic 121 Conversion rate optimization 121 jQuery 120 Cucumber 110 Verilog / VHDL 106 Neo4j 103 Jupyter 102 Unity 102 Meta Ads 102 SwiftUI 101 XGBoost 100 CapCut 100 SAS 96 Braze 96 Fivetran 94 NestJS 92 WebGL 90 Programmatic advertising 90 SEO tools 89 VBA 87 Sketch 84 Google Search Console 84 Nginx 81 Social media tools 81 HashiCorp Vault 80 Blender 79 Airtable 78 Keras 77 Informatica 76 D3.js 73 Looker Studio 72 PCB design 72 Affiliate marketing 70 Three.js 69 Firebase 69 Vite 68 Webflow 68 Final Cut Pro 68 LinkedIn Ads 68 Mixpanel 65 Flutter 64 Adobe Analytics 64 Webpack 60 Svelte 58 Google Tag Manager 57 Qlik 56 Iterable 56 Citrix 54 DaVinci Resolve 53 Elixir 51 Storybook 51 Miro 49 Klaviyo 49 Maya 48 Objective-C 47 UIKit 47 Appium 47 Cinema 4D 42 Lua 41 Sass 39 Markdown 35 Xcode 33 Adobe XD 33 Express.js 32 Haskell 30 Dart 29 Trello 29 Alteryx 28 TikTok Ads 28 TestRail 27 Mailchimp 26 Laravel 25 Framer 24 Retool 22 SPSS 21 AP Style 20 Solidity 17 Substance 3D 16 Amazon Ads 15 Houdini 12 Clojure 11 Erlang 7 ZBrush 7 Stata 4
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