States
Alabama 446 Alaska 43 Arizona 625 Arkansas 441 California 15,335 Colorado 1,543 Connecticut 346 Delaware 133 District of Columbia 1,292 Florida 1,259 Georgia 1,056 Hawaii 134 Idaho 174 Illinois 1,819 Indiana 302 Iowa 280 Kansas 117 Kentucky 157 Louisiana 108 Maine 77 Maryland 1,647 Massachusetts 2,263 Michigan 689 Minnesota 394 Mississippi 92 Missouri 462 Montana 47 Nebraska 179 Nevada 200 New Hampshire 107 New Jersey 800 New Mexico 159 New York 6,672 North Carolina 1,171 North Dakota 74 Ohio 677 Oklahoma 186 Oregon 344 Pennsylvania 893 Rhode Island 90 South Carolina 197 South Dakota 58 Tennessee 280 Texas 3,604 Utah 455 Vermont 71 Virginia 3,695 Washington 2,741 West Virginia 75 Wisconsin 328 Wyoming 62
Cities
San Francisco Bay Area, CA 10,434 New York, NY 5,594 Washington, DC 3,604 Seattle, WA 2,125 Los Angeles, CA 2,049 Boston, MA 1,354 Austin, TX 1,179 Chicago, IL 1,133 Dallas–Fort Worth, TX 1,049 Denver, CO 794 Atlanta, GA 678 Raleigh–Durham, NC 478 San Diego, CA 427 Phoenix, AZ 355 Charlotte, NC 337 Houston, TX 249 Pittsburgh, PA 226 Miami, FL 208 Philadelphia, PA 171 Salt Lake City, UT 164 Detroit, MI 144 Minneapolis, MN 124 Baltimore, MD 105 Nashville, TN 65 Portland, OR 27
Role
Software Engineer 11,255 Product Manager 3,278 Engineering Manager 2,107 Program Manager 1,913 Project Manager 1,910 Data Scientist 1,579 Machine Learning Engineer 1,519 Security Engineer 1,429 Marketing Manager 1,351 Full Stack Developer 1,195 AI Engineer 1,068 DevOps Engineer 1,062 Data Engineer 905 IT Support Specialist 850 Cybersecurity Analyst 839 Backend Developer 796 Systems Administrator 768 Site Reliability Engineer 722 Graphic Designer 694 Data Analyst 652 Product Marketing Manager 605 Mobile Developer 597 Network Engineer 568 Business Analyst 548 Product Designer 524 Content Writer 518 QA Engineer 494 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 170 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 14,842 Machine learning 9,091 Product roadmapping 8,539 AWS 8,252 CI/CD 7,592 SQL 6,211 Kubernetes 6,119 LLMs 5,715 AI agents 5,327 C++ 5,132 Linux 5,058 Java 5,031 Azure 4,876 Distributed systems 4,709 Agile 4,627 Docker 4,275 Google Cloud 4,091 Git 4,088 TypeScript 3,896 Go 3,843 React 3,561 Terraform 3,334 JavaScript 3,306 Go-to-market 2,824 REST APIs 2,753 Jira 2,676 Test automation 2,638 PostgreSQL 2,475 Generative AI 2,461 C 2,435 Product strategy 2,414 Microservices 2,398 Incident response 2,372 Bash 2,231 Positioning & messaging 2,152 Excel 2,040 GitHub 1,882 Embedded systems 1,868 Node.js 1,845 Rust 1,759 Stakeholder management 1,725 PyTorch 1,719 Kafka 1,705 IAM 1,621 CRM 1,620 CompTIA certifications 1,615 Product marketing 1,602 Scrum 1,601 C# 1,599 Spark 1,586 Computer vision 1,565 Cryptography 1,510 Ansible 1,499 GitLab 1,478 Firmware 1,471 Android 1,463 Market research 1,433 Data modeling 1,427 Jenkins 1,400 Deep learning 1,374 PRDs 1,355 iOS 1,331 RAG 1,324 Data warehousing 1,308 Design systems 1,280 Confluence 1,268 PMP 1,256 NoSQL 1,253 OpenAI API 1,219 ETL 1,211 NIST 1,199 Google Workspace 1,176 Vulnerability management 1,172 Firewalls 1,169 Salesforce 1,160 HTML 1,149 Grafana 1,118 CSS 1,081 Databricks 1,072 Competitive analysis 1,071 Snowflake 1,070 TCP/IP 1,067 Tableau 1,061 Kotlin 1,034 DNS / DHCP 1,026 PowerShell 999 Power BI 981 Prototyping 980 Angular 978 CISSP 973 Figma 965 User stories 960 MLOps 949 TensorFlow 948 Scala 938 Prometheus 923 GitHub Actions 891 Brand marketing 878 SAP 876 R 859 A/B testing 858 Active Directory 852 Spring Boot 851 NLP 844 Web accessibility (WCAG) 834 Prompt engineering 825 MySQL 822 Airflow 818 Zero Trust 813 Pricing strategy 801 Oracle 795 User research 794 Redis 792 Elasticsearch 788 Demand generation 773 Reinforcement learning 763 Unix 759 RTOS 755 SSO / SAML 754 Sales enablement 751 OAuth 746 Splunk 727 Routing & switching 715 GraphQL 714 SOC 2 708 ServiceNow 707 VPN 694 MongoDB 693 Vector databases 684 Datadog 677 SQL Server 663 BigQuery 656 ITIL 653 Cisco 646 JUnit 646 CUDA 636 Helm 635 SEO 628 .NET 627 SIEM 625 VMware 623 Microsoft 365 620 CCNA / CCNP 612 HIPAA 610 Technical writing 602 Serverless 596 gRPC 588 CloudFormation 587 Threat modeling 584 Ruby 579 Microsoft Project 571 Next.js 563 LangChain 563 MATLAB 551 dbt 539 Budget management 539 Product analytics 537 Adobe Creative Cloud 536 FedRAMP 535 Content strategy 530 SAFe 529 Marketing automation 528 Jetpack Compose 518 Email marketing 518 Penetration testing 510 SharePoint 506 ISO 27001 495 scikit-learn 493 GIAC certifications 485 pandas 483 CMS 477 Argo CD 476 EDR 447 macOS 444 Windows Server 441 Looker 439 DynamoDB 422 HubSpot 422 Six Sigma 415 ELK Stack 413 Vue.js 410 Typography 409 OpenTelemetry 402 FastAPI 396 Event marketing 395 Chef / Puppet 385 Hadoop 376 FPGA 375 Okta 371 Photoshop 370 Google Analytics 369 Load testing 364 React Native 363 Video editing 360 Paid social 343 OpenShift 342 Service mesh 336 NumPy 334 SAST / DAST 332 Illustrator 331 Account-based marketing 330 Django 324 Redshift 322 Flink 315 Intune / SCCM 314 CISM 303 Kanban 302 Blockchain 297 Wireframing 295 SD-WAN 286 GRC 285 OWASP 284 Hugging Face 282 Motion graphics 278 RabbitMQ 274 Swift 271 Selenium 267 Ruby on Rails 265 Perl 260 Juniper 255 ClickHouse 254 Playwright 253 Power Platform 250 OKRs 249 Cassandra 237 WebSockets 236 Smartsheet 236 Content marketing 236 Unreal Engine 232 Google Ads 223 Wireshark 220 Pulumi 218 Flask 217 PPC 215 After Effects 206 PCI DSS 204 Information architecture 202 Copywriting 202 Canva 201 SageMaker 200 Redux 192 SOAR 192 Asana 192 Marketo 187 Premiere Pro 185 Vertex AI 182 Notion 178 Tailwind CSS 177 InDesign 177 Presto / Trino 172 NetSuite 170 Cypress 169 Hive 163 Kinesis 156 Jamf 155 Cloudflare 154 Salesforce Marketing Cloud 150 Workday 148 Postman 147 Influencer marketing 146 PHP 145 pytest 143 Zapier 141 Jest 139 OSCP 137 Zendesk 133 monday.com 130 SEM 128 Shopify 128 WordPress 122 Amplitude 121 New Relic 121 Conversion rate optimization 121 jQuery 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 88 Google Search Console 85 Sketch 84 Nginx 83 HashiCorp Vault 81 Social media tools 81 Blender 79 Keras 78 Airtable 78 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 Adobe Analytics 65 Flutter 64 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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