States
Alabama 433 Alaska 32 Arizona 639 Arkansas 423 California 15,664 Colorado 1,533 Connecticut 333 Delaware 126 District of Columbia 1,325 Florida 1,294 Georgia 1,085 Hawaii 130 Idaho 172 Illinois 1,857 Indiana 292 Iowa 263 Kansas 107 Kentucky 154 Louisiana 99 Maine 77 Maryland 1,652 Massachusetts 2,281 Michigan 674 Minnesota 395 Mississippi 84 Missouri 454 Montana 48 Nebraska 178 Nevada 186 New Hampshire 104 New Jersey 774 New Mexico 150 New York 6,771 North Carolina 1,163 North Dakota 61 Ohio 672 Oklahoma 171 Oregon 355 Pennsylvania 863 Rhode Island 81 South Carolina 189 South Dakota 50 Tennessee 277 Texas 3,711 Utah 454 Vermont 61 Virginia 3,699 Washington 2,777 West Virginia 63 Wisconsin 315 Wyoming 48
Cities
San Francisco Bay Area, CA 10,659 New York, NY 5,677 Washington, DC 3,637 Seattle, WA 2,160 Los Angeles, CA 2,087 Boston, MA 1,346 Austin, TX 1,224 Chicago, IL 1,166 Dallas–Fort Worth, TX 1,080 Denver, CO 787 Atlanta, GA 712 Raleigh–Durham, NC 479 San Diego, CA 423 Phoenix, AZ 365 Charlotte, NC 338 Houston, TX 256 Pittsburgh, PA 229 Miami, FL 220 Salt Lake City, UT 170 Philadelphia, PA 165 Detroit, MI 141 Minneapolis, MN 128 Baltimore, MD 106 Nashville, TN 60 Portland, OR 28
Role
Software Engineer 11,291 Product Manager 3,342 Engineering Manager 2,116 Program Manager 1,957 Project Manager 1,932 Data Scientist 1,547 Machine Learning Engineer 1,513 Security Engineer 1,461 Marketing Manager 1,383 Full Stack Developer 1,203 AI Engineer 1,083 DevOps Engineer 1,068 Data Engineer 897 Cybersecurity Analyst 866 IT Support Specialist 864 Backend Developer 789 Systems Administrator 771 Site Reliability Engineer 735 Graphic Designer 717 Data Analyst 642 Product Marketing Manager 627 Mobile Developer 598 Network Engineer 574 Business Analyst 545 Product Designer 541 Content Writer 522 QA Engineer 486 Growth Marketing Manager 350 Frontend Developer 330 Cloud Engineer 306 UX Designer 244 PPC Specialist 218 Email Marketing Specialist 206 Social Media Manager 198 Community Manager 176 Digital Marketing Specialist 176 Marketing Analyst 173 Video Editor 106 Creative Director 98 Brand Manager 94 SEO Specialist 82 Content Creator 78 Scrum Master 72 BI Developer 65 Influencer Marketing Manager 63 Web Developer 51 Art Director 50 Copywriter 45 Motion Designer 35 Game Designer 32 3D Artist 29 UI Designer 22 Animator 21 Web Designer 15
Skills
Python 14,928 Machine learning 9,100 Product roadmapping 8,663 AWS 8,207 CI/CD 7,665 SQL 6,196 Kubernetes 6,156 LLMs 5,781 AI agents 5,428 C++ 5,165 Linux 5,163 Java 5,046 Azure 4,904 Distributed systems 4,796 Agile 4,599 Docker 4,290 Google Cloud 4,093 Git 4,073 Go 3,925 TypeScript 3,911 React 3,576 Terraform 3,351 JavaScript 3,307 Go-to-market 2,940 REST APIs 2,755 Jira 2,717 Test automation 2,664 PostgreSQL 2,459 C 2,456 Incident response 2,437 Generative AI 2,428 Product strategy 2,412 Microservices 2,396 Bash 2,287 Positioning & messaging 2,195 Excel 2,069 GitHub 1,897 Embedded systems 1,881 Node.js 1,857 Rust 1,798 PyTorch 1,740 Kafka 1,726 Stakeholder management 1,726 CRM 1,655 IAM 1,652 Product marketing 1,631 CompTIA certifications 1,610 C# 1,609 Computer vision 1,589 Scrum 1,570 Spark 1,563 Ansible 1,558 Cryptography 1,552 Firmware 1,527 GitLab 1,499 Android 1,466 Market research 1,453 Data modeling 1,418 Jenkins 1,406 Deep learning 1,365 PRDs 1,353 iOS 1,346 RAG 1,339 Data warehousing 1,319 PMP 1,299 Confluence 1,296 Design systems 1,279 NoSQL 1,253 OpenAI API 1,248 NIST 1,219 ETL 1,209 Firewalls 1,202 Vulnerability management 1,200 Salesforce 1,190 Google Workspace 1,156 Grafana 1,139 HTML 1,125 TCP/IP 1,090 Competitive analysis 1,090 Databricks 1,084 Snowflake 1,076 DNS / DHCP 1,071 Tableau 1,066 CSS 1,049 Kotlin 1,043 PowerShell 1,024 Power BI 997 Angular 987 CISSP 979 Prototyping 978 Figma 968 Scala 966 User stories 966 Prometheus 948 MLOps 921 TensorFlow 917 Brand marketing 900 GitHub Actions 893 SAP 876 Active Directory 869 A/B testing 862 Pricing strategy 837 Prompt engineering 822 MySQL 818 Web accessibility (WCAG) 815 Spring Boot 814 Zero Trust 813 R 803 Airflow 801 NLP 795 Reinforcement learning 794 Oracle 785 Elasticsearch 785 Redis 780 Unix 779 User research 776 OAuth 774 Sales enablement 770 Demand generation 767 RTOS 763 SSO / SAML 756 Splunk 748 Routing & switching 736 SOC 2 722 ServiceNow 718 VPN 708 GraphQL 703 Datadog 697 MongoDB 685 SQL Server 679 Cisco 675 Vector databases 666 CUDA 654 JUnit 652 ITIL 649 BigQuery 647 .NET 641 Helm 639 Microsoft 365 639 SIEM 635 Threat modeling 629 VMware 624 SEO 624 CCNA / CCNP 621 Technical writing 619 HIPAA 612 Serverless 603 gRPC 595 Ruby 579 CloudFormation 579 Microsoft Project 570 Next.js 566 Budget management 560 LangChain 555 Adobe Creative Cloud 552 Marketing automation 550 FedRAMP 548 MATLAB 545 SAFe 537 dbt 533 Product analytics 533 SharePoint 529 Penetration testing 527 Content strategy 522 Jetpack Compose 521 Email marketing 507 ISO 27001 504 GIAC certifications 493 Argo CD 484 pandas 471 CMS 461 scikit-learn 457 macOS 456 EDR 449 Windows Server 444 HubSpot 437 Six Sigma 429 OpenTelemetry 425 Vue.js 416 ELK Stack 414 Typography 414 DynamoDB 408 Looker 407 Chef / Puppet 407 FastAPI 404 Event marketing 390 Okta 381 Google Analytics 378 FPGA 370 Photoshop 369 Load testing 366 React Native 364 Video editing 364 Hadoop 363 SAST / DAST 338 Paid social 338 Account-based marketing 334 OpenShift 332 Illustrator 332 Flink 330 NumPy 330 Service mesh 322 Redshift 321 Intune / SCCM 320 Django 317 CISM 309 SD-WAN 301 OWASP 301 Blockchain 298 GRC 293 Kanban 293 RabbitMQ 281 Wireframing 281 Motion graphics 281 Hugging Face 280 Swift 272 Juniper 269 ClickHouse 268 Perl 264 Selenium 264 Ruby on Rails 261 OKRs 261 Playwright 250 Power Platform 248 Smartsheet 247 Content marketing 242 WebSockets 238 Pulumi 230 Unreal Engine 230 Wireshark 228 Cassandra 227 Google Ads 227 PPC 222 Information architecture 211 PCI DSS 208 After Effects 207 Copywriting 206 SOAR 204 Canva 204 Flask 202 Marketo 196 Redux 194 SageMaker 192 Premiere Pro 192 Asana 191 Vertex AI 180 Notion 178 NetSuite 177 InDesign 176 Presto / Trino 175 Cypress 168 Tailwind CSS 163 Hive 161 Cloudflare 160 Jamf 160 Salesforce Marketing Cloud 154 Kinesis 152 Postman 150 Influencer marketing 146 Zapier 146 pytest 145 Workday 143 OSCP 140 PHP 138 Jest 136 SEM 132 Shopify 132 monday.com 131 Zendesk 130 WordPress 126 Amplitude 119 New Relic 117 Conversion rate optimization 115 jQuery 114 Cucumber 112 Meta Ads 107 Verilog / VHDL 107 Jupyter 103 Unity 103 SwiftUI 101 CapCut 101 Braze 101 Neo4j 100 NestJS 93 XGBoost 93 WebGL 92 SEO tools 92 SAS 90 Google Search Console 88 Fivetran 86 Programmatic advertising 86 Nginx 84 VBA 81 Keras 81 HashiCorp Vault 81 Blender 80 PCB design 79 Social media tools 78 Sketch 77 Informatica 74 Looker Studio 73 Vite 72 Firebase 72 LinkedIn Ads 71 Affiliate marketing 71 D3.js 70 Mixpanel 69 Final Cut Pro 69 Airtable 69 Webflow 67 Three.js 66 Flutter 66 Adobe Analytics 65 Webpack 61 Iterable 59 Google Tag Manager 58 DaVinci Resolve 57 Svelte 54 Qlik 53 Citrix 52 Klaviyo 51 Miro 50 Objective-C 48 Storybook 48 Elixir 47 UIKit 46 Cinema 4D 44 Maya 44 Lua 43 Appium 40 Sass 39 Markdown 35 Haskell 33 Xcode 32 Adobe XD 31 Dart 30 Alteryx 30 Trello 30 Express.js 29 TikTok Ads 28 TestRail 27 Mailchimp 26 Laravel 25 Retool 23 SPSS 22 Framer 21 AP Style 19 Substance 3D 17 Amazon Ads 16 Solidity 14 Houdini 13 Clojure 11 Erlang 9 ZBrush 8 Stata 3
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