States
Alabama 441 Alaska 43 Arizona 634 Arkansas 376 California 15,157 Colorado 1,535 Connecticut 360 Delaware 129 District of Columbia 1,294 Florida 1,286 Georgia 1,068 Hawaii 132 Idaho 191 Illinois 1,836 Indiana 316 Iowa 289 Kansas 118 Kentucky 165 Louisiana 108 Maine 83 Maryland 1,644 Massachusetts 2,276 Michigan 707 Minnesota 397 Mississippi 93 Missouri 470 Montana 52 Nebraska 174 Nevada 196 New Hampshire 106 New Jersey 820 New Mexico 158 New York 6,592 North Carolina 1,204 North Dakota 78 Ohio 678 Oklahoma 190 Oregon 352 Pennsylvania 901 Rhode Island 96 South Carolina 202 South Dakota 60 Tennessee 274 Texas 3,597 Utah 460 Vermont 76 Virginia 3,655 Washington 2,721 West Virginia 76 Wisconsin 345 Wyoming 65
Cities
San Francisco Bay Area, CA 10,278 New York, NY 5,528 Washington, DC 3,570 Seattle, WA 2,108 Los Angeles, CA 2,005 Boston, MA 1,348 Austin, TX 1,174 Chicago, IL 1,150 Dallas–Fort Worth, TX 1,040 Denver, CO 792 Atlanta, GA 683 Raleigh–Durham, NC 486 San Diego, CA 430 Charlotte, NC 361 Phoenix, AZ 360 Houston, TX 260 Pittsburgh, PA 229 Miami, FL 208 Philadelphia, PA 165 Salt Lake City, UT 162 Detroit, MI 146 Minneapolis, MN 125 Baltimore, MD 102 Nashville, TN 64 Portland, OR 28
Role
Software Engineer 11,161 Product Manager 3,277 Engineering Manager 2,100 Project Manager 1,933 Program Manager 1,880 Data Scientist 1,549 Machine Learning Engineer 1,509 Security Engineer 1,433 Marketing Manager 1,349 Full Stack Developer 1,192 AI Engineer 1,063 DevOps Engineer 1,048 Data Engineer 902 Cybersecurity Analyst 835 IT Support Specialist 827 Backend Developer 801 Systems Administrator 759 Site Reliability Engineer 719 Graphic Designer 698 Data Analyst 660 Product Marketing Manager 602 Mobile Developer 592 Business Analyst 567 Network Engineer 562 Product Designer 518 Content Writer 508 QA Engineer 498 Growth Marketing Manager 349 Frontend Developer 339 Cloud Engineer 307 UX Designer 242 PPC Specialist 219 Email Marketing Specialist 203 Social Media Manager 199 Digital Marketing Specialist 178 Community Manager 176 Marketing Analyst 170 Video Editor 97 Brand Manager 92 Creative Director 85 SEO Specialist 77 Content Creator 76 Scrum Master 74 Influencer Marketing Manager 66 BI Developer 61 Art Director 48 Copywriter 47 Web Developer 45 Motion Designer 40 Game Designer 35 3D Artist 30 UI Designer 23 Animator 21 Web Designer 16
Skills
Python 14,700 Machine learning 9,072 Product roadmapping 8,529 AWS 8,249 CI/CD 7,469 SQL 6,114 Kubernetes 6,038 LLMs 5,652 AI agents 5,254 C++ 5,077 Linux 5,018 Java 4,918 Azure 4,876 Distributed systems 4,687 Agile 4,614 Docker 4,222 Google Cloud 4,071 Git 3,979 TypeScript 3,867 Go 3,820 React 3,548 Terraform 3,305 JavaScript 3,215 Go-to-market 2,815 REST APIs 2,675 Jira 2,664 Test automation 2,600 PostgreSQL 2,460 C 2,429 Generative AI 2,421 Product strategy 2,392 Microservices 2,367 Incident response 2,359 Bash 2,199 Positioning & messaging 2,145 Excel 2,031 Embedded systems 1,880 GitHub 1,847 Node.js 1,826 Stakeholder management 1,754 Rust 1,719 PyTorch 1,704 Kafka 1,684 CRM 1,646 Product marketing 1,604 IAM 1,593 Scrum 1,583 CompTIA certifications 1,580 Spark 1,564 C# 1,553 Computer vision 1,552 Cryptography 1,499 Ansible 1,474 GitLab 1,468 Firmware 1,463 Data modeling 1,440 Market research 1,423 Android 1,421 Deep learning 1,362 Jenkins 1,344 PRDs 1,337 RAG 1,329 Data warehousing 1,314 iOS 1,312 PMP 1,267 Design systems 1,265 Confluence 1,248 NoSQL 1,230 ETL 1,215 OpenAI API 1,208 NIST 1,186 Vulnerability management 1,177 Salesforce 1,171 Google Workspace 1,164 Firewalls 1,149 HTML 1,138 Databricks 1,083 Grafana 1,082 Competitive analysis 1,077 Snowflake 1,074 CSS 1,068 TCP/IP 1,062 Tableau 1,032 Kotlin 1,016 DNS / DHCP 998 PowerShell 992 Angular 980 Power BI 980 CISSP 977 Prototyping 970 Figma 964 MLOps 949 TensorFlow 934 Scala 920 User stories 913 Prometheus 903 GitHub Actions 878 Brand marketing 878 SAP 870 R 850 NLP 840 A/B testing 839 Prompt engineering 838 Active Directory 837 Web accessibility (WCAG) 830 Spring Boot 808 Airflow 804 Zero Trust 803 User research 795 Redis 794 MySQL 790 Pricing strategy 785 Demand generation 779 Elasticsearch 776 Oracle 767 Sales enablement 766 RTOS 759 Reinforcement learning 755 Unix 755 OAuth 731 SSO / SAML 730 GraphQL 716 SOC 2 715 Routing & switching 708 Splunk 701 Vector databases 697 VPN 689 ServiceNow 688 MongoDB 677 Datadog 671 SQL Server 652 ITIL 647 SIEM 641 Cisco 638 CUDA 630 .NET 629 SEO 628 BigQuery 626 Helm 622 Microsoft 365 618 VMware 617 JUnit 613 CCNA / CCNP 608 HIPAA 605 Serverless 598 gRPC 587 Threat modeling 586 Technical writing 586 CloudFormation 584 Microsoft Project 579 Ruby 568 Next.js 562 LangChain 560 FedRAMP 548 MATLAB 547 Budget management 542 dbt 538 Adobe Creative Cloud 533 SAFe 532 Content strategy 530 Marketing automation 529 Product analytics 525 Email marketing 522 Jetpack Compose 512 Penetration testing 509 SharePoint 499 GIAC certifications 497 scikit-learn 487 ISO 27001 486 CMS 475 pandas 470 Argo CD 466 EDR 452 Windows Server 441 macOS 437 Looker 431 HubSpot 428 DynamoDB 425 Vue.js 415 Event marketing 410 Typography 407 Six Sigma 406 ELK Stack 405 FastAPI 390 Chef / Puppet 386 OpenTelemetry 385 FPGA 373 Photoshop 371 Google Analytics 366 Video editing 355 React Native 354 Okta 353 Hadoop 351 Load testing 349 SAST / DAST 342 Django 337 Paid social 335 NumPy 332 OpenShift 330 Illustrator 330 Account-based marketing 330 Service mesh 324 Redshift 315 Flink 306 Blockchain 303 Intune / SCCM 298 CISM 297 Kanban 295 Hugging Face 287 SD-WAN 286 OWASP 285 Motion graphics 277 Wireframing 275 RabbitMQ 274 GRC 273 Perl 266 Swift 259 Juniper 257 Ruby on Rails 254 ClickHouse 253 OKRs 252 Selenium 251 Playwright 249 Smartsheet 243 Power Platform 239 Content marketing 237 WebSockets 236 Unreal Engine 230 PPC 222 Google Ads 221 Cassandra 220 Wireshark 220 Flask 219 Pulumi 216 After Effects 207 Copywriting 206 Information architecture 204 PCI DSS 201 SageMaker 200 Canva 198 SOAR 197 Asana 196 Redux 191 Marketo 190 InDesign 182 Notion 182 Premiere Pro 180 Tailwind CSS 177 Vertex AI 177 NetSuite 173 Presto / Trino 168 Cypress 162 Cloudflare 157 Kinesis 156 Salesforce Marketing Cloud 153 Jamf 148 Hive 146 Workday 146 OSCP 145 Influencer marketing 145 PHP 144 Zapier 140 Postman 139 pytest 138 Zendesk 136 SEM 132 Jest 128 Shopify 125 WordPress 123 Conversion rate optimization 117 New Relic 115 Amplitude 114 Verilog / VHDL 111 jQuery 110 Cucumber 104 monday.com 104 Neo4j 102 SwiftUI 99 Jupyter 99 XGBoost 99 Meta Ads 99 Fivetran 98 CapCut 98 Unity 98 Braze 95 SAS 91 WebGL 90 Programmatic advertising 90 NestJS 88 SEO tools 88 Nginx 86 VBA 85 Google Search Console 85 Social media tools 84 Sketch 82 Informatica 80 HashiCorp Vault 80 Blender 79 Keras 76 PCB design 76 Airtable 76 D3.js 72 Vite 71 Looker Studio 69 Webflow 69 LinkedIn Ads 67 Three.js 66 Adobe Analytics 66 Affiliate marketing 66 Mixpanel 65 Flutter 63 Firebase 61 Final Cut Pro 61 Webpack 60 Iterable 59 Qlik 56 Svelte 55 Google Tag Manager 55 Elixir 53 Citrix 52 Storybook 51 Klaviyo 50 Miro 49 DaVinci Resolve 49 Appium 48 Objective-C 46 Maya 46 UIKit 44 Cinema 4D 44 Lua 41 Sass 40 Markdown 38 Adobe XD 33 Express.js 32 Xcode 31 Trello 31 Haskell 30 Dart 28 TestRail 28 TikTok Ads 28 Alteryx 27 Mailchimp 27 Laravel 25 Framer 25 Retool 23 AP Style 22 SPSS 21 Solidity 17 Substance 3D 16 Amazon Ads 14 Houdini 11 Clojure 9 Erlang 8 ZBrush 8 Stata 3
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