States
Alabama 435 Alaska 38 Arizona 627 Arkansas 377 California 15,055 Colorado 1,521 Connecticut 353 Delaware 122 District of Columbia 1,284 Florida 1,277 Georgia 1,058 Hawaii 123 Idaho 183 Illinois 1,821 Indiana 312 Iowa 287 Kansas 115 Kentucky 158 Louisiana 103 Maine 77 Maryland 1,620 Massachusetts 2,279 Michigan 686 Minnesota 399 Mississippi 89 Missouri 498 Montana 51 Nebraska 177 Nevada 189 New Hampshire 100 New Jersey 794 New Mexico 148 New York 6,561 North Carolina 1,196 North Dakota 76 Ohio 667 Oklahoma 192 Oregon 346 Pennsylvania 883 Rhode Island 92 South Carolina 187 South Dakota 57 Tennessee 268 Texas 3,587 Utah 459 Vermont 76 Virginia 3,623 Washington 2,712 West Virginia 72 Wisconsin 338 Wyoming 60
Cities
San Francisco Bay Area, CA 10,213 New York, NY 5,488 Washington, DC 3,534 Seattle, WA 2,098 Los Angeles, CA 2,006 Boston, MA 1,369 Austin, TX 1,176 Chicago, IL 1,136 Dallas–Fort Worth, TX 1,020 Denver, CO 777 Atlanta, GA 687 Raleigh–Durham, NC 489 San Diego, CA 429 Charlotte, NC 355 Phoenix, AZ 353 Houston, TX 260 Pittsburgh, PA 222 Miami, FL 210 Salt Lake City, UT 166 Philadelphia, PA 165 Detroit, MI 144 Minneapolis, MN 123 Baltimore, MD 94 Nashville, TN 63 Portland, OR 27
Role
Software Engineer 11,175 Product Manager 3,274 Engineering Manager 2,092 Project Manager 1,933 Program Manager 1,883 Data Scientist 1,542 Machine Learning Engineer 1,492 Security Engineer 1,425 Marketing Manager 1,353 Full Stack Developer 1,190 AI Engineer 1,053 DevOps Engineer 1,028 Data Engineer 887 Cybersecurity Analyst 831 IT Support Specialist 828 Backend Developer 807 Systems Administrator 741 Site Reliability Engineer 710 Graphic Designer 685 Data Analyst 673 Product Marketing Manager 615 Mobile Developer 592 Network Engineer 571 Business Analyst 554 Product Designer 521 QA Engineer 506 Content Writer 492 Growth Marketing Manager 349 Frontend Developer 332 Cloud Engineer 299 UX Designer 249 PPC Specialist 214 Social Media Manager 200 Email Marketing Specialist 199 Community Manager 176 Digital Marketing Specialist 176 Marketing Analyst 175 Brand Manager 90 Video Editor 89 Creative Director 81 SEO Specialist 76 Content Creator 76 Scrum Master 74 Influencer Marketing Manager 66 BI Developer 56 Copywriter 48 Art Director 47 Web Developer 41 Motion Designer 40 Game Designer 37 3D Artist 30 UI Designer 22 Animator 22 Web Designer 15
Skills
Python 14,594 Machine learning 9,083 Product roadmapping 8,539 AWS 8,179 CI/CD 7,403 SQL 6,088 Kubernetes 5,997 LLMs 5,593 AI agents 5,188 C++ 5,066 Linux 5,016 Java 4,898 Azure 4,842 Distributed systems 4,687 Agile 4,620 Docker 4,196 Google Cloud 4,049 Git 3,971 TypeScript 3,820 Go 3,793 React 3,529 Terraform 3,281 JavaScript 3,190 Go-to-market 2,837 REST APIs 2,673 Jira 2,637 Test automation 2,570 PostgreSQL 2,453 C 2,452 Generative AI 2,417 Product strategy 2,398 Incident response 2,367 Microservices 2,362 Positioning & messaging 2,167 Bash 2,162 Excel 2,043 Embedded systems 1,896 GitHub 1,853 Node.js 1,817 Stakeholder management 1,773 Rust 1,716 PyTorch 1,689 Kafka 1,688 CRM 1,619 Product marketing 1,617 IAM 1,574 C# 1,567 CompTIA certifications 1,565 Spark 1,564 Scrum 1,561 Computer vision 1,549 Cryptography 1,501 Firmware 1,483 GitLab 1,463 Ansible 1,455 Market research 1,455 Data modeling 1,430 Android 1,427 Deep learning 1,361 Jenkins 1,326 PRDs 1,322 iOS 1,310 RAG 1,309 Data warehousing 1,291 Design systems 1,263 PMP 1,260 NoSQL 1,236 Confluence 1,232 ETL 1,221 OpenAI API 1,198 NIST 1,185 Vulnerability management 1,171 Google Workspace 1,165 Firewalls 1,162 Salesforce 1,156 HTML 1,131 Competitive analysis 1,079 Databricks 1,075 Grafana 1,075 TCP/IP 1,067 Snowflake 1,064 CSS 1,057 Tableau 1,045 DNS / DHCP 1,005 Kotlin 1,003 PowerShell 983 Power BI 979 Angular 974 Prototyping 961 Figma 958 CISSP 954 MLOps 949 TensorFlow 931 Scala 916 User stories 900 Prometheus 890 GitHub Actions 871 Brand marketing 866 SAP 864 A/B testing 862 Web accessibility (WCAG) 861 R 851 NLP 842 Active Directory 838 Prompt engineering 829 Spring Boot 809 Airflow 808 User research 799 Zero Trust 793 Pricing strategy 787 Redis 785 Demand generation 777 MySQL 775 Sales enablement 769 Elasticsearch 767 Oracle 765 RTOS 759 Reinforcement learning 752 Unix 749 GraphQL 724 SSO / SAML 720 OAuth 714 Routing & switching 711 SOC 2 704 Vector databases 698 MongoDB 691 Splunk 687 VPN 686 ServiceNow 679 Datadog 663 SQL Server 659 Cisco 654 ITIL 648 SEO 632 .NET 629 SIEM 628 CUDA 623 Helm 621 Microsoft 365 618 BigQuery 614 JUnit 610 VMware 609 CCNA / CCNP 605 Serverless 595 Technical writing 590 HIPAA 589 Threat modeling 586 gRPC 581 Microsoft Project 578 CloudFormation 577 Next.js 570 Ruby 569 LangChain 557 MATLAB 543 FedRAMP 543 dbt 541 Budget management 533 SAFe 532 Product analytics 531 Marketing automation 530 Content strategy 529 Email marketing 519 Adobe Creative Cloud 518 Jetpack Compose 516 Penetration testing 506 SharePoint 500 ISO 27001 485 GIAC certifications 483 CMS 482 scikit-learn 478 pandas 470 Argo CD 462 macOS 444 EDR 443 Windows Server 437 Looker 435 HubSpot 421 Vue.js 416 ELK Stack 408 DynamoDB 407 Event marketing 405 FastAPI 401 Typography 400 OpenTelemetry 395 Chef / Puppet 388 Six Sigma 386 FPGA 375 Google Analytics 369 Photoshop 361 Hadoop 349 Load testing 347 React Native 345 Okta 339 SAST / DAST 338 Paid social 336 Video editing 334 OpenShift 333 Django 330 Account-based marketing 329 NumPy 328 Illustrator 324 Service mesh 322 Redshift 312 Flink 302 Intune / SCCM 302 Blockchain 302 CISM 294 OWASP 290 SD-WAN 286 Kanban 285 Hugging Face 283 Wireframing 278 RabbitMQ 274 GRC 271 Motion graphics 269 Juniper 267 Perl 261 OKRs 260 Swift 258 Selenium 255 Playwright 253 Ruby on Rails 252 ClickHouse 252 Smartsheet 240 Content marketing 238 WebSockets 233 Power Platform 233 Unreal Engine 229 Wireshark 222 Google Ads 221 Flask 220 PPC 219 Pulumi 216 Cassandra 213 SageMaker 206 Information architecture 201 Copywriting 199 PCI DSS 198 After Effects 198 Canva 195 Asana 193 SOAR 192 Marketo 192 Redux 189 Notion 181 Tailwind CSS 177 InDesign 176 Vertex AI 172 Premiere Pro 168 NetSuite 168 Cypress 166 Cloudflare 164 Presto / Trino 162 Salesforce Marketing Cloud 154 PHP 152 Kinesis 151 Jamf 151 OSCP 149 Hive 147 Influencer marketing 146 Zapier 143 Workday 140 Postman 137 SEM 137 pytest 135 Zendesk 132 Jest 129 Shopify 125 WordPress 121 Amplitude 119 New Relic 118 Conversion rate optimization 118 jQuery 112 monday.com 107 Verilog / VHDL 106 Cucumber 105 Neo4j 103 Meta Ads 101 Jupyter 100 SwiftUI 98 XGBoost 97 CapCut 96 SEO tools 95 Fivetran 93 SAS 93 Unity 93 Programmatic advertising 92 Braze 91 Google Search Console 90 Nginx 89 WebGL 86 NestJS 86 Social media tools 83 VBA 82 Keras 80 Sketch 80 HashiCorp Vault 78 Blender 77 Vite 75 PCB design 75 Airtable 75 Informatica 74 D3.js 73 Mixpanel 70 Looker Studio 69 Affiliate marketing 68 LinkedIn Ads 67 Webflow 66 Adobe Analytics 65 Flutter 64 Firebase 64 Three.js 62 Webpack 60 Final Cut Pro 59 Iterable 59 Svelte 58 Google Tag Manager 56 Citrix 55 Elixir 53 Storybook 52 Qlik 52 Klaviyo 48 Miro 46 DaVinci Resolve 46 Maya 46 Appium 45 UIKit 44 Cinema 4D 44 Lua 43 Objective-C 42 Sass 40 Markdown 37 Adobe XD 34 Express.js 32 Xcode 31 Alteryx 31 TestRail 30 Haskell 29 Trello 29 TikTok Ads 29 Laravel 28 Dart 26 Mailchimp 26 Retool 24 Framer 23 AP Style 22 SPSS 21 Substance 3D 18 Solidity 17 Amazon Ads 13 Houdini 11 Clojure 9 ZBrush 9 Erlang 8 Stata 5
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