States
Alabama 446 Alaska 43 Arizona 625 Arkansas 441 California 15,335 Colorado 1,543 Connecticut 346 Delaware 130 District of Columbia 1,292 Florida 1,257 Georgia 1,056 Hawaii 134 Idaho 174 Illinois 1,820 Indiana 302 Iowa 280 Kansas 117 Kentucky 157 Louisiana 108 Maine 76 Maryland 1,647 Massachusetts 2,264 Michigan 689 Minnesota 394 Mississippi 92 Missouri 462 Montana 47 Nebraska 179 Nevada 200 New Hampshire 107 New Jersey 798 New Mexico 159 New York 6,672 North Carolina 1,165 North Dakota 74 Ohio 677 Oklahoma 186 Oregon 344 Pennsylvania 890 Rhode Island 90 South Carolina 196 South Dakota 58 Tennessee 280 Texas 3,603 Utah 455 Vermont 71 Virginia 3,694 Washington 2,741 West Virginia 75 Wisconsin 327 Wyoming 62
Cities
San Francisco Bay Area, CA 10,434 New York, NY 5,595 Washington, DC 3,604 Seattle, WA 2,125 Los Angeles, CA 2,049 Boston, MA 1,353 Austin, TX 1,179 Chicago, IL 1,134 Dallas–Fort Worth, TX 1,049 Denver, CO 794 Atlanta, GA 678 Raleigh–Durham, NC 476 San Diego, CA 426 Phoenix, AZ 355 Charlotte, NC 334 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 11,258 Product Manager 3,278 Engineering Manager 2,107 Program Manager 1,913 Project Manager 1,909 Data Scientist 1,574 Machine Learning Engineer 1,518 Security Engineer 1,428 Marketing Manager 1,351 Full Stack Developer 1,194 AI Engineer 1,068 DevOps Engineer 1,060 Data Engineer 905 IT Support Specialist 850 Cybersecurity Analyst 839 Backend Developer 796 Systems Administrator 767 Site Reliability Engineer 722 Graphic Designer 695 Data Analyst 650 Product Marketing Manager 605 Mobile Developer 597 Network Engineer 569 Business Analyst 548 Product Designer 524 Content Writer 518 QA Engineer 494 Growth Marketing Manager 348 Frontend Developer 334 Cloud Engineer 306 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 14,839 Machine learning 9,085 Product roadmapping 8,538 AWS 8,252 CI/CD 7,588 SQL 6,207 Kubernetes 6,115 LLMs 5,714 AI agents 5,323 C++ 5,132 Linux 5,056 Java 5,030 Azure 4,876 Distributed systems 4,710 Agile 4,626 Docker 4,274 Google Cloud 4,094 Git 4,088 TypeScript 3,895 Go 3,844 React 3,562 Terraform 3,334 JavaScript 3,305 Go-to-market 2,824 REST APIs 2,751 Jira 2,674 Test automation 2,636 PostgreSQL 2,475 Generative AI 2,459 C 2,436 Product strategy 2,413 Microservices 2,397 Incident response 2,371 Bash 2,231 Positioning & messaging 2,152 Excel 2,039 GitHub 1,876 Embedded systems 1,868 Node.js 1,844 Rust 1,758 Stakeholder management 1,725 PyTorch 1,718 Kafka 1,705 CRM 1,623 IAM 1,620 CompTIA certifications 1,614 Product marketing 1,602 Scrum 1,600 C# 1,599 Spark 1,586 Computer vision 1,565 Cryptography 1,509 Ansible 1,500 GitLab 1,477 Firmware 1,472 Android 1,463 Market research 1,431 Data modeling 1,427 Jenkins 1,399 Deep learning 1,373 PRDs 1,356 iOS 1,331 RAG 1,323 Data warehousing 1,309 Design systems 1,280 Confluence 1,268 PMP 1,255 NoSQL 1,253 OpenAI API 1,220 ETL 1,212 NIST 1,198 Google Workspace 1,176 Vulnerability management 1,171 Firewalls 1,169 Salesforce 1,159 HTML 1,149 Grafana 1,118 CSS 1,081 Databricks 1,070 Snowflake 1,069 Competitive analysis 1,069 TCP/IP 1,067 Tableau 1,060 Kotlin 1,034 DNS / DHCP 1,027 PowerShell 999 Power BI 980 Prototyping 980 Angular 978 CISSP 973 Figma 965 User stories 959 TensorFlow 947 MLOps 947 Scala 939 Prometheus 923 GitHub Actions 890 Brand marketing 878 SAP 875 A/B testing 859 R 858 Spring Boot 851 Active Directory 850 NLP 845 Web accessibility (WCAG) 834 Prompt engineering 824 MySQL 822 Airflow 818 Zero Trust 812 Pricing strategy 801 Oracle 795 User research 794 Redis 792 Elasticsearch 789 Demand generation 773 Reinforcement learning 763 Unix 759 RTOS 755 SSO / SAML 753 Sales enablement 750 OAuth 744 Splunk 726 Routing & switching 715 GraphQL 714 SOC 2 708 ServiceNow 706 VPN 695 MongoDB 693 Vector databases 684 Datadog 678 SQL Server 663 BigQuery 656 ITIL 654 JUnit 646 Cisco 645 CUDA 636 Helm 635 SEO 628 .NET 627 SIEM 626 VMware 622 Microsoft 365 619 CCNA / CCNP 611 HIPAA 610 Technical writing 602 Serverless 594 gRPC 588 CloudFormation 587 Threat modeling 583 Ruby 579 Microsoft Project 571 Next.js 563 LangChain 563 MATLAB 551 dbt 539 Budget management 538 Product analytics 537 Adobe Creative Cloud 536 FedRAMP 535 Content strategy 530 SAFe 528 Marketing automation 528 Jetpack Compose 518 Email marketing 518 Penetration testing 510 SharePoint 506 ISO 27001 494 scikit-learn 492 GIAC certifications 485 pandas 483 CMS 477 Argo CD 476 EDR 447 macOS 444 Windows Server 440 Looker 439 HubSpot 422 DynamoDB 421 Six Sigma 415 ELK Stack 413 Vue.js 410 Typography 409 OpenTelemetry 402 FastAPI 396 Event marketing 396 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 326 Redshift 322 Flink 315 Intune / SCCM 314 CISM 303 Kanban 301 Blockchain 296 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 248 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 203 Copywriting 202 Canva 201 SageMaker 199 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 149 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 82 Social media tools 81 HashiCorp Vault 80 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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