States
Alabama 445 Alaska 43 Arizona 631 Arkansas 439 California 15,340 Colorado 1,532 Connecticut 341 Delaware 131 District of Columbia 1,302 Florida 1,284 Georgia 1,083 Hawaii 135 Idaho 177 Illinois 1,845 Indiana 308 Iowa 279 Kansas 121 Kentucky 159 Louisiana 115 Maine 81 Maryland 1,631 Massachusetts 2,280 Michigan 697 Minnesota 404 Mississippi 96 Missouri 470 Montana 50 Nebraska 184 Nevada 199 New Hampshire 109 New Jersey 810 New Mexico 160 New York 6,701 North Carolina 1,192 North Dakota 74 Ohio 698 Oklahoma 192 Oregon 359 Pennsylvania 896 Rhode Island 92 South Carolina 203 South Dakota 61 Tennessee 289 Texas 3,624 Utah 460 Vermont 72 Virginia 3,679 Washington 2,757 West Virginia 77 Wisconsin 333 Wyoming 61
Cities
San Francisco Bay Area, CA 10,431 New York, NY 5,626 Washington, DC 3,596 Seattle, WA 2,137 Los Angeles, CA 2,065 Boston, MA 1,349 Austin, TX 1,182 Chicago, IL 1,152 Dallas–Fort Worth, TX 1,045 Denver, CO 789 Atlanta, GA 697 Raleigh–Durham, NC 487 San Diego, CA 429 Phoenix, AZ 355 Charlotte, NC 338 Houston, TX 254 Pittsburgh, PA 229 Miami, FL 213 Philadelphia, PA 168 Salt Lake City, UT 163 Detroit, MI 144 Minneapolis, MN 129 Baltimore, MD 104 Nashville, TN 65 Portland, OR 29
Role
Software Engineer 11,240 Product Manager 3,292 Engineering Manager 2,102 Project Manager 1,919 Program Manager 1,912 Data Scientist 1,567 Machine Learning Engineer 1,503 Security Engineer 1,432 Marketing Manager 1,350 Full Stack Developer 1,202 AI Engineer 1,067 DevOps Engineer 1,059 Data Engineer 901 IT Support Specialist 853 Cybersecurity Analyst 843 Backend Developer 795 Systems Administrator 774 Site Reliability Engineer 723 Graphic Designer 692 Data Analyst 650 Product Marketing Manager 610 Mobile Developer 595 Network Engineer 565 Business Analyst 548 Product Designer 527 Content Writer 515 QA Engineer 501 Growth Marketing Manager 350 Frontend Developer 333 Cloud Engineer 302 UX Designer 241 PPC Specialist 219 Email Marketing Specialist 208 Social Media Manager 200 Digital Marketing Specialist 182 Marketing Analyst 175 Community Manager 173 Video Editor 103 Brand Manager 94 Creative Director 89 Content Creator 80 SEO Specialist 77 Scrum Master 67 Influencer Marketing Manager 65 BI Developer 63 Art Director 51 Web Developer 50 Copywriter 47 Motion Designer 36 Game Designer 36 3D Artist 28 Animator 22 UI Designer 21 Web Designer 16
Skills
Python 14,844 Machine learning 9,058 Product roadmapping 8,542 AWS 8,227 CI/CD 7,581 SQL 6,211 Kubernetes 6,109 LLMs 5,727 AI agents 5,333 C++ 5,135 Linux 5,064 Java 5,031 Azure 4,864 Distributed systems 4,714 Agile 4,604 Docker 4,265 Google Cloud 4,080 Git 4,071 TypeScript 3,897 Go 3,828 React 3,579 Terraform 3,324 JavaScript 3,304 Go-to-market 2,838 REST APIs 2,760 Jira 2,686 Test automation 2,635 PostgreSQL 2,466 Generative AI 2,450 C 2,449 Product strategy 2,400 Microservices 2,397 Incident response 2,379 Bash 2,231 Positioning & messaging 2,167 Excel 2,049 GitHub 1,888 Embedded systems 1,859 Node.js 1,847 Rust 1,752 Stakeholder management 1,715 PyTorch 1,710 Kafka 1,709 IAM 1,626 CompTIA certifications 1,622 CRM 1,617 Product marketing 1,608 C# 1,606 Scrum 1,582 Spark 1,571 Computer vision 1,556 Cryptography 1,514 Ansible 1,494 Firmware 1,472 GitLab 1,471 Android 1,464 Market research 1,440 Data modeling 1,429 Jenkins 1,399 Deep learning 1,373 PRDs 1,367 iOS 1,335 RAG 1,329 Data warehousing 1,314 Design systems 1,283 Confluence 1,268 PMP 1,265 NoSQL 1,239 OpenAI API 1,228 ETL 1,227 NIST 1,183 Google Workspace 1,172 Vulnerability management 1,172 Firewalls 1,165 Salesforce 1,159 HTML 1,146 Grafana 1,116 Competitive analysis 1,085 CSS 1,080 Snowflake 1,074 TCP/IP 1,066 Tableau 1,064 Databricks 1,058 DNS / DHCP 1,039 Kotlin 1,036 PowerShell 998 Power BI 989 Angular 986 Prototyping 971 Figma 965 CISSP 964 User stories 955 MLOps 939 TensorFlow 931 Scala 927 Prometheus 925 GitHub Actions 892 SAP 887 Brand marketing 885 A/B testing 864 Spring Boot 853 Active Directory 852 R 843 Web accessibility (WCAG) 830 Prompt engineering 830 NLP 828 MySQL 825 Airflow 813 Pricing strategy 810 Zero Trust 809 Redis 792 Elasticsearch 784 User research 784 Oracle 781 Demand generation 778 Reinforcement learning 771 Unix 767 RTOS 761 Sales enablement 759 SSO / SAML 758 OAuth 753 Splunk 729 Routing & switching 717 GraphQL 712 ServiceNow 710 SOC 2 705 VPN 691 Vector databases 688 MongoDB 687 Datadog 682 ITIL 661 SQL Server 655 BigQuery 649 JUnit 646 Cisco 638 Helm 633 CUDA 627 .NET 625 VMware 625 SIEM 625 SEO 624 Microsoft 365 619 HIPAA 606 CCNA / CCNP 603 Technical writing 601 Serverless 594 Threat modeling 592 gRPC 589 Microsoft Project 578 Ruby 576 CloudFormation 575 Next.js 564 LangChain 561 MATLAB 555 Budget management 546 Adobe Creative Cloud 541 Product analytics 539 dbt 536 Marketing automation 532 FedRAMP 528 Content strategy 527 Email marketing 524 SAFe 520 SharePoint 520 Jetpack Compose 516 Penetration testing 513 ISO 27001 494 GIAC certifications 488 pandas 481 scikit-learn 478 CMS 469 Argo CD 468 macOS 446 Windows Server 439 EDR 439 Looker 432 HubSpot 423 DynamoDB 420 Six Sigma 420 Vue.js 416 ELK Stack 411 Typography 409 FastAPI 399 Event marketing 398 OpenTelemetry 397 Chef / Puppet 382 Hadoop 372 Photoshop 372 FPGA 372 Google Analytics 368 Okta 367 Video editing 364 React Native 363 Load testing 363 OpenShift 342 Paid social 341 Illustrator 335 Service mesh 333 Account-based marketing 333 NumPy 332 Django 328 SAST / DAST 328 Intune / SCCM 318 Redshift 317 Flink 312 CISM 302 Kanban 296 Blockchain 295 OWASP 291 Wireframing 291 SD-WAN 287 Hugging Face 285 GRC 283 Motion graphics 280 RabbitMQ 271 Swift 269 Selenium 267 Perl 261 Ruby on Rails 261 Juniper 261 ClickHouse 256 Playwright 254 Power Platform 253 OKRs 245 Smartsheet 244 Content marketing 239 WebSockets 235 Unreal Engine 232 Cassandra 230 Google Ads 224 Pulumi 223 Flask 220 Wireshark 219 PPC 215 After Effects 210 Information architecture 207 PCI DSS 204 Canva 202 SageMaker 201 Copywriting 199 Redux 195 SOAR 190 Asana 189 Marketo 189 Premiere Pro 188 Vertex AI 185 Tailwind CSS 177 InDesign 174 Notion 173 Presto / Trino 171 NetSuite 171 Cypress 169 Hive 161 Cloudflare 158 Kinesis 157 Jamf 154 Salesforce Marketing Cloud 152 Postman 151 Workday 147 PHP 146 Influencer marketing 146 pytest 144 Jest 141 Zapier 139 OSCP 138 Zendesk 133 monday.com 132 Shopify 129 SEM 127 WordPress 125 jQuery 121 New Relic 121 Conversion rate optimization 121 Amplitude 120 Cucumber 113 Verilog / VHDL 106 Meta Ads 104 Jupyter 103 Unity 103 Neo4j 102 XGBoost 102 SwiftUI 101 CapCut 100 SAS 97 Braze 97 Fivetran 92 NestJS 91 WebGL 90 Programmatic advertising 88 SEO tools 88 VBA 86 Nginx 85 Sketch 82 Google Search Console 82 HashiCorp Vault 81 Social media tools 81 Blender 79 Informatica 78 Keras 77 Airtable 76 D3.js 74 Looker Studio 73 PCB design 72 Firebase 71 Vite 70 Webflow 70 Final Cut Pro 69 Three.js 68 LinkedIn Ads 68 Affiliate marketing 68 Flutter 66 Mixpanel 65 Adobe Analytics 65 Webpack 61 Google Tag Manager 57 Svelte 56 Qlik 56 Iterable 55 Citrix 54 DaVinci Resolve 54 Miro 53 Storybook 52 Elixir 51 Klaviyo 51 UIKit 48 Objective-C 47 Maya 46 Appium 45 Cinema 4D 42 Lua 41 Sass 39 Markdown 35 Express.js 32 Adobe XD 32 Xcode 31 Haskell 30 Alteryx 30 Dart 29 Trello 29 TestRail 28 TikTok Ads 28 Mailchimp 27 Laravel 25 Framer 24 SPSS 22 Retool 22 AP Style 20 Solidity 16 Substance 3D 16 Amazon Ads 15 Houdini 12 Clojure 11 Erlang 7 ZBrush 7 Stata 3
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