States
Alabama 441 Alaska 44 Arizona 633 Arkansas 380 California 15,158 Colorado 1,547 Connecticut 360 Delaware 133 District of Columbia 1,303 Florida 1,292 Georgia 1,067 Hawaii 133 Idaho 190 Illinois 1,844 Indiana 315 Iowa 291 Kansas 119 Kentucky 166 Louisiana 108 Maine 84 Maryland 1,642 Massachusetts 2,272 Michigan 709 Minnesota 403 Mississippi 93 Missouri 475 Montana 51 Nebraska 174 Nevada 196 New Hampshire 107 New Jersey 815 New Mexico 160 New York 6,589 North Carolina 1,207 North Dakota 80 Ohio 681 Oklahoma 193 Oregon 352 Pennsylvania 906 Rhode Island 98 South Carolina 203 South Dakota 60 Tennessee 277 Texas 3,597 Utah 462 Vermont 78 Virginia 3,653 Washington 2,719 West Virginia 76 Wisconsin 348 Wyoming 65
Cities
San Francisco Bay Area, CA 10,270 New York, NY 5,528 Washington, DC 3,576 Seattle, WA 2,101 Los Angeles, CA 2,012 Boston, MA 1,353 Austin, TX 1,173 Chicago, IL 1,151 Dallas–Fort Worth, TX 1,042 Denver, CO 796 Atlanta, GA 680 Raleigh–Durham, NC 485 San Diego, CA 432 Charlotte, NC 362 Phoenix, AZ 360 Houston, TX 261 Pittsburgh, PA 228 Miami, FL 209 Philadelphia, PA 168 Salt Lake City, UT 163 Detroit, MI 146 Minneapolis, MN 127 Baltimore, MD 102 Nashville, TN 64 Portland, OR 28
Role
Software Engineer 11,179 Product Manager 3,266 Engineering Manager 2,103 Project Manager 1,924 Program Manager 1,886 Data Scientist 1,554 Machine Learning Engineer 1,506 Security Engineer 1,437 Marketing Manager 1,344 Full Stack Developer 1,194 AI Engineer 1,068 DevOps Engineer 1,045 Data Engineer 900 Cybersecurity Analyst 841 IT Support Specialist 832 Backend Developer 798 Systems Administrator 755 Site Reliability Engineer 723 Graphic Designer 698 Data Analyst 667 Product Marketing Manager 600 Mobile Developer 592 Business Analyst 566 Network Engineer 561 Product Designer 517 Content Writer 509 QA Engineer 502 Growth Marketing Manager 352 Frontend Developer 336 Cloud Engineer 304 UX Designer 244 PPC Specialist 216 Email Marketing Specialist 202 Social Media Manager 201 Digital Marketing Specialist 178 Community Manager 175 Marketing Analyst 170 Video Editor 97 Brand Manager 91 Creative Director 85 SEO Specialist 79 Content Creator 76 Scrum Master 73 Influencer Marketing Manager 66 BI Developer 61 Art Director 48 Copywriter 47 Web Developer 45 Motion Designer 40 Game Designer 35 3D Artist 30 UI Designer 24 Animator 23 Web Designer 15
Skills
Python 14,705 Machine learning 9,099 Product roadmapping 8,530 AWS 8,241 CI/CD 7,474 SQL 6,117 Kubernetes 6,037 LLMs 5,650 AI agents 5,250 C++ 5,075 Linux 5,022 Java 4,936 Azure 4,881 Distributed systems 4,698 Agile 4,615 Docker 4,221 Google Cloud 4,072 Git 3,977 TypeScript 3,859 Go 3,814 React 3,544 Terraform 3,301 JavaScript 3,214 Go-to-market 2,817 REST APIs 2,676 Jira 2,658 Test automation 2,592 PostgreSQL 2,458 C 2,433 Generative AI 2,417 Product strategy 2,389 Microservices 2,369 Incident response 2,364 Bash 2,190 Positioning & messaging 2,144 Excel 2,035 Embedded systems 1,882 GitHub 1,845 Node.js 1,820 Stakeholder management 1,769 Rust 1,717 PyTorch 1,705 Kafka 1,694 CRM 1,635 Product marketing 1,596 IAM 1,590 CompTIA certifications 1,581 Scrum 1,577 Spark 1,561 C# 1,555 Computer vision 1,553 Cryptography 1,495 Ansible 1,476 GitLab 1,470 Firmware 1,463 Data modeling 1,444 Market research 1,431 Android 1,415 Deep learning 1,361 Jenkins 1,339 PRDs 1,339 RAG 1,327 Data warehousing 1,319 iOS 1,303 PMP 1,265 Design systems 1,262 Confluence 1,245 NoSQL 1,240 ETL 1,218 OpenAI API 1,207 NIST 1,187 Vulnerability management 1,178 Salesforce 1,175 Google Workspace 1,163 Firewalls 1,147 HTML 1,131 Databricks 1,085 Grafana 1,082 Competitive analysis 1,079 Snowflake 1,078 CSS 1,062 TCP/IP 1,062 Tableau 1,032 Kotlin 1,013 DNS / DHCP 1,000 PowerShell 988 Power BI 980 CISSP 979 Angular 977 Prototyping 968 Figma 957 MLOps 946 TensorFlow 937 Scala 921 User stories 920 Prometheus 903 Brand marketing 879 SAP 875 GitHub Actions 874 R 854 Web accessibility (WCAG) 843 Prompt engineering 840 NLP 838 A/B testing 837 Active Directory 837 Spring Boot 815 Zero Trust 803 Airflow 801 User research 799 Redis 794 MySQL 786 Pricing strategy 782 Demand generation 777 Elasticsearch 775 Oracle 770 Sales enablement 765 Reinforcement learning 758 RTOS 757 Unix 755 SSO / SAML 733 OAuth 727 GraphQL 717 SOC 2 713 Routing & switching 708 Splunk 699 Vector databases 692 ServiceNow 690 VPN 687 MongoDB 684 Datadog 673 SQL Server 656 ITIL 651 SIEM 642 Cisco 640 CUDA 631 .NET 629 SEO 629 BigQuery 623 Helm 623 VMware 618 Microsoft 365 617 JUnit 611 HIPAA 609 CCNA / CCNP 607 Serverless 596 Technical writing 591 gRPC 588 Threat modeling 586 CloudFormation 580 Microsoft Project 580 Ruby 565 LangChain 561 Next.js 560 FedRAMP 549 MATLAB 545 dbt 541 Budget management 534 SAFe 533 Adobe Creative Cloud 531 Marketing automation 530 Content strategy 530 Product analytics 527 Email marketing 522 Jetpack Compose 513 SharePoint 500 Penetration testing 499 GIAC certifications 498 ISO 27001 488 scikit-learn 482 CMS 473 pandas 471 Argo CD 464 EDR 458 Windows Server 443 macOS 438 Looker 432 HubSpot 425 DynamoDB 421 Vue.js 413 Six Sigma 410 Event marketing 409 ELK Stack 405 Typography 404 FastAPI 392 Chef / Puppet 388 OpenTelemetry 386 FPGA 373 Photoshop 371 Google Analytics 370 React Native 353 Video editing 351 Okta 350 Hadoop 349 Load testing 349 SAST / DAST 340 Django 335 Paid social 335 OpenShift 333 NumPy 331 Illustrator 330 Account-based marketing 329 Service mesh 324 Redshift 316 Flink 306 Blockchain 302 CISM 300 Intune / SCCM 296 Kanban 295 SD-WAN 287 Hugging Face 286 OWASP 283 Wireframing 275 GRC 274 Motion graphics 273 RabbitMQ 272 Perl 263 Swift 260 Juniper 258 ClickHouse 252 Ruby on Rails 251 Playwright 251 OKRs 251 Selenium 248 Smartsheet 245 Content marketing 239 Power Platform 239 WebSockets 235 Unreal Engine 232 PPC 225 Cassandra 221 Wireshark 221 Flask 220 Google Ads 219 Pulumi 217 After Effects 206 Copywriting 206 Information architecture 202 SageMaker 200 PCI DSS 198 SOAR 198 Canva 197 Asana 195 Marketo 193 Redux 190 InDesign 182 Notion 181 Premiere Pro 180 Tailwind CSS 175 Vertex AI 173 NetSuite 173 Presto / Trino 167 Cypress 164 Kinesis 156 Cloudflare 156 Salesforce Marketing Cloud 152 Jamf 147 Workday 147 Influencer marketing 146 PHP 145 Hive 144 OSCP 144 Zapier 142 Postman 141 pytest 138 Zendesk 135 SEM 133 Jest 129 Shopify 126 WordPress 124 Conversion rate optimization 118 New Relic 117 Amplitude 114 jQuery 110 Verilog / VHDL 110 monday.com 103 Cucumber 101 Jupyter 100 SwiftUI 99 Neo4j 99 Fivetran 98 CapCut 98 Meta Ads 98 Unity 97 XGBoost 96 SAS 93 Braze 93 WebGL 90 SEO tools 90 NestJS 89 Programmatic advertising 89 Nginx 87 Google Search Console 87 VBA 86 Social media tools 85 Sketch 81 Blender 80 HashiCorp Vault 79 Informatica 77 Keras 77 PCB design 76 Airtable 76 D3.js 72 Vite 71 Looker Studio 69 Webflow 67 Three.js 66 Affiliate marketing 66 Mixpanel 65 Adobe Analytics 65 LinkedIn Ads 65 Flutter 63 Firebase 61 Final Cut Pro 61 Iterable 59 Webpack 57 Svelte 56 Google Tag Manager 56 Qlik 54 Elixir 51 Citrix 51 Storybook 50 DaVinci Resolve 49 Klaviyo 49 Appium 47 Miro 47 Maya 46 Objective-C 45 UIKit 44 Cinema 4D 44 Lua 41 Sass 40 Markdown 39 Adobe XD 33 Express.js 31 Xcode 31 Trello 31 Haskell 30 TestRail 29 Dart 28 TikTok Ads 28 Alteryx 27 Mailchimp 27 Laravel 25 SPSS 23 AP Style 23 Retool 23 Framer 22 Solidity 17 Substance 3D 16 Amazon Ads 14 Houdini 11 Clojure 9 Erlang 8 ZBrush 8 Stata 4
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