States
Alabama 452 Alaska 45 Arizona 635 Arkansas 445 California 15,208 Colorado 1,541 Connecticut 348 Delaware 135 District of Columbia 1,295 Florida 1,270 Georgia 1,068 Hawaii 135 Idaho 176 Illinois 1,828 Indiana 310 Iowa 292 Kansas 120 Kentucky 160 Louisiana 109 Maine 83 Maryland 1,648 Massachusetts 2,269 Michigan 691 Minnesota 396 Mississippi 94 Missouri 471 Montana 47 Nebraska 181 Nevada 200 New Hampshire 109 New Jersey 825 New Mexico 162 New York 6,681 North Carolina 1,184 North Dakota 76 Ohio 688 Oklahoma 190 Oregon 345 Pennsylvania 912 Rhode Island 92 South Carolina 202 South Dakota 60 Tennessee 280 Texas 3,599 Utah 456 Vermont 73 Virginia 3,696 Washington 2,727 West Virginia 77 Wisconsin 334 Wyoming 64
Cities
San Francisco Bay Area, CA 10,346 New York, NY 5,608 Washington, DC 3,606 Seattle, WA 2,120 Los Angeles, CA 2,037 Boston, MA 1,366 Austin, TX 1,177 Chicago, IL 1,139 Dallas–Fort Worth, TX 1,054 Denver, CO 796 Atlanta, GA 686 Raleigh–Durham, NC 481 San Diego, CA 432 Phoenix, AZ 363 Charlotte, NC 351 Houston, TX 251 Pittsburgh, PA 227 Miami, FL 208 Philadelphia, PA 172 Salt Lake City, UT 165 Detroit, MI 145 Minneapolis, MN 126 Baltimore, MD 105 Nashville, TN 65 Portland, OR 27
Role
Software Engineer 11,213 Product Manager 3,298 Engineering Manager 2,105 Project Manager 1,920 Program Manager 1,909 Data Scientist 1,576 Machine Learning Engineer 1,514 Security Engineer 1,428 Marketing Manager 1,363 Full Stack Developer 1,195 AI Engineer 1,064 DevOps Engineer 1,064 Data Engineer 907 IT Support Specialist 849 Cybersecurity Analyst 833 Backend Developer 802 Systems Administrator 766 Site Reliability Engineer 721 Graphic Designer 696 Data Analyst 659 Product Marketing Manager 603 Mobile Developer 595 Network Engineer 569 Business Analyst 551 Product Designer 523 Content Writer 521 QA Engineer 495 Growth Marketing Manager 348 Frontend Developer 337 Cloud Engineer 307 UX Designer 249 PPC Specialist 218 Email Marketing Specialist 204 Social Media Manager 201 Digital Marketing Specialist 184 Marketing Analyst 172 Community Manager 164 Video Editor 105 Brand Manager 94 Creative Director 86 Content Creator 80 SEO Specialist 79 Scrum Master 71 Influencer Marketing Manager 67 BI Developer 62 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 14,801 Machine learning 9,078 Product roadmapping 8,544 AWS 8,273 CI/CD 7,603 SQL 6,222 Kubernetes 6,106 LLMs 5,683 AI agents 5,313 C++ 5,093 Java 5,046 Linux 5,014 Azure 4,889 Distributed systems 4,703 Agile 4,646 Docker 4,274 Google Cloud 4,093 Git 4,083 TypeScript 3,902 Go 3,833 React 3,570 Terraform 3,340 JavaScript 3,309 Go-to-market 2,831 REST APIs 2,759 Jira 2,684 Test automation 2,633 PostgreSQL 2,480 Generative AI 2,459 Product strategy 2,430 C 2,403 Microservices 2,402 Incident response 2,376 Bash 2,224 Positioning & messaging 2,160 Excel 2,048 GitHub 1,888 Node.js 1,850 Embedded systems 1,847 Rust 1,748 Stakeholder management 1,737 Kafka 1,710 PyTorch 1,703 IAM 1,629 CRM 1,626 CompTIA certifications 1,615 Product marketing 1,606 Scrum 1,603 C# 1,602 Spark 1,592 Computer vision 1,566 Cryptography 1,510 Ansible 1,493 GitLab 1,480 Android 1,460 Firmware 1,451 Market research 1,449 Data modeling 1,433 Jenkins 1,404 PRDs 1,359 Deep learning 1,340 iOS 1,328 RAG 1,323 Data warehousing 1,317 Design systems 1,281 Confluence 1,272 PMP 1,265 NoSQL 1,254 OpenAI API 1,218 ETL 1,214 NIST 1,203 Google Workspace 1,176 Vulnerability management 1,175 Firewalls 1,163 Salesforce 1,162 HTML 1,155 Grafana 1,114 Competitive analysis 1,085 CSS 1,084 Snowflake 1,075 Databricks 1,075 TCP/IP 1,070 Tableau 1,061 Kotlin 1,033 DNS / DHCP 1,019 PowerShell 996 Power BI 990 Angular 983 Prototyping 980 CISSP 977 Figma 968 User stories 967 TensorFlow 945 MLOps 943 Scala 940 Prometheus 921 GitHub Actions 892 Brand marketing 890 SAP 885 R 864 A/B testing 858 Spring Boot 851 Active Directory 849 NLP 844 Web accessibility (WCAG) 838 Prompt engineering 826 MySQL 822 Airflow 819 Zero Trust 815 Pricing strategy 806 User research 795 Oracle 794 Redis 791 Elasticsearch 789 Demand generation 773 Reinforcement learning 756 Unix 756 SSO / SAML 754 Sales enablement 752 OAuth 746 RTOS 745 Splunk 732 GraphQL 723 Routing & switching 711 SOC 2 708 ServiceNow 703 MongoDB 692 VPN 691 Vector databases 684 Datadog 676 SQL Server 667 BigQuery 662 ITIL 649 JUnit 644 Cisco 643 Helm 636 .NET 631 SIEM 625 SEO 625 VMware 621 Microsoft 365 620 CCNA / CCNP 611 HIPAA 603 Technical writing 602 Serverless 599 CUDA 596 CloudFormation 591 gRPC 589 Threat modeling 582 Ruby 580 Microsoft Project 576 Next.js 564 LangChain 564 Budget management 552 MATLAB 549 dbt 539 Adobe Creative Cloud 539 Product analytics 538 FedRAMP 536 Content strategy 532 Marketing automation 531 SAFe 527 Email marketing 519 Jetpack Compose 517 SharePoint 503 Penetration testing 500 scikit-learn 491 ISO 27001 486 pandas 485 GIAC certifications 483 CMS 480 Argo CD 477 EDR 449 macOS 442 Looker 441 Windows Server 440 HubSpot 424 DynamoDB 423 Six Sigma 416 Vue.js 414 ELK Stack 414 Typography 413 FastAPI 397 OpenTelemetry 397 Event marketing 396 Chef / Puppet 385 Hadoop 377 FPGA 373 Okta 371 Photoshop 371 Google Analytics 370 Load testing 365 React Native 362 Video editing 359 OpenShift 344 Paid social 343 Service mesh 335 NumPy 334 SAST / DAST 333 Illustrator 332 Account-based marketing 330 Django 323 Redshift 323 Flink 317 Intune / SCCM 310 CISM 303 Kanban 302 Blockchain 297 Wireframing 295 SD-WAN 287 GRC 285 OWASP 283 Hugging Face 280 Motion graphics 280 RabbitMQ 277 Swift 270 Selenium 267 Ruby on Rails 265 Perl 258 Juniper 255 ClickHouse 254 OKRs 253 Playwright 252 Power Platform 249 Content marketing 239 WebSockets 238 Cassandra 237 Smartsheet 236 Unreal Engine 231 Google Ads 223 Wireshark 222 Pulumi 220 Flask 217 PPC 215 After Effects 207 Copywriting 204 Canva 202 Information architecture 202 SageMaker 200 PCI DSS 198 Redux 195 SOAR 194 Asana 192 Marketo 188 Premiere Pro 185 Vertex AI 181 Notion 179 InDesign 178 Tailwind CSS 177 Presto / Trino 170 NetSuite 170 Cypress 169 Hive 164 Kinesis 157 Cloudflare 154 Jamf 154 Salesforce Marketing Cloud 152 Workday 150 Postman 148 PHP 145 Influencer marketing 145 pytest 142 Zapier 141 Jest 140 OSCP 138 Zendesk 133 monday.com 132 SEM 128 Shopify 128 WordPress 123 New Relic 121 Conversion rate optimization 121 jQuery 120 Amplitude 120 Cucumber 110 Verilog / VHDL 106 Neo4j 105 SwiftUI 103 Meta Ads 103 Unity 102 Jupyter 101 XGBoost 101 CapCut 101 SAS 97 Braze 96 Fivetran 94 NestJS 92 WebGL 91 Programmatic advertising 90 SEO tools 90 VBA 89 Nginx 86 Google Search Console 85 Sketch 84 Social media tools 83 HashiCorp Vault 82 Blender 79 Keras 78 Airtable 78 Informatica 76 D3.js 73 PCB design 73 Looker Studio 72 Affiliate marketing 70 Vite 69 Three.js 69 Firebase 69 Webflow 68 Final Cut Pro 68 LinkedIn Ads 68 Adobe Analytics 67 Mixpanel 65 Flutter 63 Webpack 61 Svelte 57 Google Tag Manager 57 Qlik 56 Iterable 56 Citrix 53 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 39 Markdown 35 Adobe XD 34 Xcode 33 Express.js 32 Haskell 30 Dart 29 Trello 29 TikTok Ads 29 Alteryx 27 TestRail 27 Mailchimp 27 Laravel 25 Framer 24 AP Style 22 Retool 22 SPSS 21 Solidity 17 Substance 3D 16 Amazon Ads 15 Houdini 12 Clojure 11 Erlang 8 ZBrush 7 Stata 4
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