States
Alabama 446 Alaska 43 Arizona 625 Arkansas 441 California 15,324 Colorado 1,544 Connecticut 346 Delaware 133 District of Columbia 1,292 Florida 1,259 Georgia 1,055 Hawaii 134 Idaho 174 Illinois 1,821 Indiana 302 Iowa 280 Kansas 117 Kentucky 157 Louisiana 108 Maine 77 Maryland 1,648 Massachusetts 2,263 Michigan 688 Minnesota 394 Mississippi 92 Missouri 462 Montana 47 Nebraska 179 Nevada 200 New Hampshire 107 New Jersey 799 New Mexico 159 New York 6,667 North Carolina 1,172 North Dakota 74 Ohio 677 Oklahoma 186 Oregon 342 Pennsylvania 893 Rhode Island 90 South Carolina 197 South Dakota 58 Tennessee 280 Texas 3,601 Utah 455 Vermont 71 Virginia 3,695 Washington 2,741 West Virginia 75 Wisconsin 327 Wyoming 62
Cities
San Francisco Bay Area, CA 10,423 New York, NY 5,592 Washington, DC 3,604 Seattle, WA 2,125 Los Angeles, CA 2,050 Boston, MA 1,355 Austin, TX 1,178 Chicago, IL 1,134 Dallas–Fort Worth, TX 1,050 Denver, CO 794 Atlanta, GA 677 Raleigh–Durham, NC 479 San Diego, CA 427 Phoenix, AZ 355 Charlotte, NC 337 Houston, TX 250 Pittsburgh, PA 226 Miami, FL 208 Philadelphia, PA 171 Salt Lake City, UT 164 Detroit, MI 144 Minneapolis, MN 125 Baltimore, MD 105 Nashville, TN 65 Portland, OR 27
Role
Software Engineer 11,256 Product Manager 3,277 Engineering Manager 2,110 Program Manager 1,912 Project Manager 1,906 Data Scientist 1,579 Machine Learning Engineer 1,517 Security Engineer 1,429 Marketing Manager 1,349 Full Stack Developer 1,194 AI Engineer 1,066 DevOps Engineer 1,062 Data Engineer 905 IT Support Specialist 849 Cybersecurity Analyst 840 Backend Developer 795 Systems Administrator 768 Site Reliability Engineer 722 Graphic Designer 696 Data Analyst 652 Product Marketing Manager 605 Mobile Developer 596 Network Engineer 568 Business Analyst 547 Product Designer 522 Content Writer 518 QA Engineer 495 Growth Marketing Manager 348 Frontend Developer 334 Cloud Engineer 308 UX Designer 247 PPC Specialist 218 Email Marketing Specialist 204 Social Media Manager 199 Digital Marketing Specialist 183 Marketing Analyst 173 Community Manager 171 Video Editor 105 Brand Manager 94 Creative Director 84 Content Creator 80 SEO Specialist 79 Scrum Master 71 Influencer Marketing Manager 67 BI Developer 61 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 14,830 Machine learning 9,084 Product roadmapping 8,538 AWS 8,251 CI/CD 7,590 SQL 6,209 Kubernetes 6,120 LLMs 5,710 AI agents 5,322 C++ 5,130 Linux 5,059 Java 5,029 Azure 4,877 Distributed systems 4,710 Agile 4,629 Docker 4,274 Google Cloud 4,088 Git 4,087 TypeScript 3,895 Go 3,841 React 3,559 Terraform 3,335 JavaScript 3,303 Go-to-market 2,824 REST APIs 2,752 Jira 2,676 Test automation 2,638 PostgreSQL 2,478 Generative AI 2,462 C 2,435 Product strategy 2,413 Microservices 2,398 Incident response 2,374 Bash 2,231 Positioning & messaging 2,150 Excel 2,040 GitHub 1,883 Embedded systems 1,866 Node.js 1,843 Rust 1,758 Stakeholder management 1,723 PyTorch 1,715 Kafka 1,704 IAM 1,622 CRM 1,620 CompTIA certifications 1,615 Product marketing 1,602 Scrum 1,601 C# 1,600 Spark 1,587 Computer vision 1,567 Cryptography 1,512 Ansible 1,499 GitLab 1,478 Firmware 1,469 Android 1,461 Market research 1,430 Data modeling 1,426 Jenkins 1,400 Deep learning 1,371 PRDs 1,355 iOS 1,329 RAG 1,320 Data warehousing 1,309 Design systems 1,278 Confluence 1,267 PMP 1,257 NoSQL 1,252 OpenAI API 1,218 ETL 1,210 NIST 1,200 Google Workspace 1,175 Vulnerability management 1,173 Firewalls 1,170 Salesforce 1,161 HTML 1,149 Grafana 1,117 CSS 1,080 Databricks 1,073 Snowflake 1,072 Competitive analysis 1,070 TCP/IP 1,067 Tableau 1,060 Kotlin 1,033 DNS / DHCP 1,026 PowerShell 999 Power BI 981 Angular 978 Prototyping 978 CISSP 975 Figma 964 User stories 961 TensorFlow 946 MLOps 945 Scala 938 Prometheus 923 GitHub Actions 891 Brand marketing 880 SAP 879 R 859 A/B testing 855 Spring Boot 851 Active Directory 851 NLP 843 Web accessibility (WCAG) 833 Prompt engineering 824 MySQL 822 Airflow 817 Zero Trust 814 Pricing strategy 802 Oracle 795 User research 793 Redis 792 Elasticsearch 788 Demand generation 772 Reinforcement learning 762 Unix 759 RTOS 754 SSO / SAML 753 Sales enablement 750 OAuth 747 Splunk 726 Routing & switching 715 GraphQL 713 SOC 2 708 ServiceNow 706 VPN 694 MongoDB 693 Vector databases 683 Datadog 676 SQL Server 664 BigQuery 655 ITIL 652 Cisco 646 JUnit 646 CUDA 635 Helm 634 .NET 628 SIEM 625 SEO 625 VMware 623 Microsoft 365 620 CCNA / CCNP 612 HIPAA 608 Technical writing 602 Serverless 595 gRPC 589 CloudFormation 587 Threat modeling 585 Ruby 579 Microsoft Project 571 LangChain 563 Next.js 561 MATLAB 550 Budget management 541 dbt 539 Product analytics 538 FedRAMP 537 Adobe Creative Cloud 536 SAFe 529 Marketing automation 529 Content strategy 529 Jetpack Compose 518 Email marketing 518 Penetration testing 511 SharePoint 504 ISO 27001 494 scikit-learn 492 GIAC certifications 486 pandas 483 CMS 477 Argo CD 476 EDR 448 macOS 444 Windows Server 441 Looker 439 HubSpot 423 DynamoDB 421 Six Sigma 416 ELK Stack 413 Vue.js 410 Typography 410 OpenTelemetry 402 FastAPI 396 Event marketing 394 Chef / Puppet 385 Hadoop 376 FPGA 375 Okta 371 Photoshop 370 Google Analytics 369 React Native 362 Load testing 360 Video editing 360 Paid social 343 OpenShift 342 Service mesh 335 NumPy 334 SAST / DAST 333 Illustrator 331 Account-based marketing 330 Django 323 Redshift 322 Flink 314 Intune / SCCM 313 CISM 304 Kanban 302 Blockchain 297 Wireframing 295 SD-WAN 286 GRC 285 OWASP 284 Hugging Face 282 Motion graphics 279 RabbitMQ 274 Swift 270 Selenium 267 Ruby on Rails 265 Perl 260 Juniper 255 ClickHouse 254 Playwright 253 Power Platform 250 OKRs 249 Cassandra 237 Smartsheet 237 Content marketing 237 WebSockets 236 Unreal Engine 232 Google Ads 223 Wireshark 220 Pulumi 219 Flask 217 PPC 215 After Effects 206 PCI DSS 204 Information architecture 202 Copywriting 202 Canva 201 SageMaker 199 Redux 192 SOAR 192 Asana 192 Marketo 188 Premiere Pro 185 Vertex AI 181 Notion 179 Tailwind CSS 177 InDesign 177 Presto / Trino 172 NetSuite 170 Cypress 169 Hive 163 Kinesis 156 Cloudflare 154 Jamf 154 Salesforce Marketing Cloud 151 Workday 148 Postman 147 PHP 145 Influencer marketing 145 pytest 143 Zapier 141 Jest 139 OSCP 138 Zendesk 133 monday.com 130 SEM 128 Shopify 128 WordPress 122 New Relic 121 Conversion rate optimization 121 jQuery 120 Amplitude 120 Cucumber 111 Verilog / VHDL 106 Neo4j 105 SwiftUI 103 Meta Ads 103 Unity 102 Jupyter 101 XGBoost 101 CapCut 101 SAS 96 Braze 96 Fivetran 94 NestJS 92 WebGL 90 Programmatic advertising 90 SEO tools 90 VBA 89 Google Search Console 85 Nginx 83 Sketch 83 HashiCorp Vault 82 Social media tools 81 Blender 79 Keras 78 Airtable 78 Informatica 76 D3.js 73 PCB design 73 Looker Studio 72 Affiliate marketing 70 Three.js 69 Firebase 69 Vite 68 Webflow 68 Final Cut Pro 68 LinkedIn Ads 68 Mixpanel 65 Adobe Analytics 65 Flutter 63 Webpack 60 Svelte 57 Google Tag Manager 57 Qlik 56 Iterable 56 Citrix 54 DaVinci Resolve 53 Elixir 51 Storybook 51 Klaviyo 50 UIKit 48 Miro 48 Maya 48 Objective-C 47 Appium 47 Lua 42 Cinema 4D 42 Sass 38 Markdown 35 Xcode 33 Adobe XD 33 Express.js 32 Haskell 30 Dart 29 Trello 29 TikTok Ads 29 Alteryx 27 TestRail 27 Mailchimp 27 Laravel 25 Framer 24 Retool 22 SPSS 21 AP Style 21 Solidity 17 Substance 3D 16 Amazon Ads 15 Houdini 12 Clojure 11 Erlang 8 ZBrush 7 Stata 4
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