States
Alabama 428 Alaska 36 Arizona 625 Arkansas 340 California 15,655 Colorado 1,524 Connecticut 328 Delaware 133 District of Columbia 1,311 Florida 1,317 Georgia 1,101 Hawaii 134 Idaho 175 Illinois 1,852 Indiana 305 Iowa 273 Kansas 113 Kentucky 165 Louisiana 104 Maine 76 Maryland 1,639 Massachusetts 2,265 Michigan 679 Minnesota 400 Mississippi 89 Missouri 472 Montana 50 Nebraska 182 Nevada 191 New Hampshire 111 New Jersey 779 New Mexico 160 New York 6,815 North Carolina 1,165 North Dakota 64 Ohio 684 Oklahoma 173 Oregon 351 Pennsylvania 879 Rhode Island 86 South Carolina 192 South Dakota 53 Tennessee 286 Texas 3,729 Utah 461 Vermont 64 Virginia 3,714 Washington 2,766 West Virginia 67 Wisconsin 320 Wyoming 50
Cities
San Francisco Bay Area, CA 10,627 New York, NY 5,721 Washington, DC 3,652 Seattle, WA 2,159 Los Angeles, CA 2,096 Boston, MA 1,335 Austin, TX 1,246 Chicago, IL 1,153 Dallas–Fort Worth, TX 1,082 Denver, CO 791 Atlanta, GA 720 Raleigh–Durham, NC 484 San Diego, CA 420 Phoenix, AZ 351 Charlotte, NC 342 Houston, TX 258 Pittsburgh, PA 229 Miami, FL 223 Salt Lake City, UT 173 Philadelphia, PA 163 Detroit, MI 142 Minneapolis, MN 127 Baltimore, MD 102 Nashville, TN 58 Portland, OR 30
Role
Software Engineer 11,223 Product Manager 3,353 Engineering Manager 2,124 Program Manager 1,950 Project Manager 1,943 Data Scientist 1,519 Machine Learning Engineer 1,513 Security Engineer 1,477 Marketing Manager 1,408 Full Stack Developer 1,215 AI Engineer 1,103 DevOps Engineer 1,086 Data Engineer 891 IT Support Specialist 867 Cybersecurity Analyst 859 Backend Developer 795 Systems Administrator 764 Site Reliability Engineer 751 Graphic Designer 728 Product Marketing Manager 639 Data Analyst 637 Mobile Developer 584 Network Engineer 569 Business Analyst 543 Product Designer 543 Content Writer 530 QA Engineer 494 Growth Marketing Manager 353 Frontend Developer 336 Cloud Engineer 293 UX Designer 240 PPC Specialist 217 Email Marketing Specialist 204 Social Media Manager 201 Marketing Analyst 179 Community Manager 175 Digital Marketing Specialist 173 Video Editor 106 Creative Director 95 Brand Manager 89 SEO Specialist 80 Content Creator 78 Scrum Master 72 Influencer Marketing Manager 63 BI Developer 62 Art Director 51 Web Developer 49 Copywriter 45 Motion Designer 33 Game Designer 33 3D Artist 29 UI Designer 25 Animator 22 Web Designer 15
Skills
Python 14,830 Machine learning 9,059 Product roadmapping 8,716 AWS 8,195 CI/CD 7,605 Kubernetes 6,130 SQL 6,109 LLMs 5,793 AI agents 5,500 Linux 5,171 C++ 5,151 Java 4,987 Azure 4,888 Distributed systems 4,828 Agile 4,545 Docker 4,239 Google Cloud 4,066 Git 4,021 Go 3,973 TypeScript 3,919 React 3,548 Terraform 3,353 JavaScript 3,237 Go-to-market 2,970 REST APIs 2,686 Test automation 2,680 Jira 2,647 Incident response 2,461 PostgreSQL 2,453 C 2,445 Product strategy 2,437 Generative AI 2,398 Microservices 2,367 Bash 2,272 Positioning & messaging 2,222 Excel 2,073 Embedded systems 1,887 GitHub 1,868 Node.js 1,823 Rust 1,809 Stakeholder management 1,726 PyTorch 1,714 Kafka 1,686 CRM 1,679 IAM 1,667 Product marketing 1,658 CompTIA certifications 1,587 Computer vision 1,576 Scrum 1,574 Cryptography 1,570 C# 1,566 Ansible 1,559 Spark 1,545 Firmware 1,516 GitLab 1,485 Market research 1,457 Android 1,442 Data modeling 1,437 Jenkins 1,357 iOS 1,337 RAG 1,336 PRDs 1,336 Deep learning 1,332 PMP 1,329 Data warehousing 1,324 Design systems 1,270 Confluence 1,268 NoSQL 1,221 NIST 1,221 Firewalls 1,214 ETL 1,210 OpenAI API 1,209 Salesforce 1,207 Vulnerability management 1,206 Google Workspace 1,120 Grafana 1,114 TCP/IP 1,112 HTML 1,107 Competitive analysis 1,104 DNS / DHCP 1,094 Snowflake 1,079 Databricks 1,079 Tableau 1,045 CSS 1,032 PowerShell 1,030 Kotlin 1,029 CISSP 993 Power BI 990 Prototyping 982 Angular 974 Scala 966 Figma 965 Prometheus 944 MLOps 917 GitHub Actions 910 Brand marketing 906 TensorFlow 897 User stories 893 SAP 890 Active Directory 865 Pricing strategy 855 A/B testing 845 Prompt engineering 822 Zero Trust 809 Reinforcement learning 800 Web accessibility (WCAG) 799 MySQL 792 OAuth 789 Airflow 787 Demand generation 784 R 783 Spring Boot 775 NLP 772 Sales enablement 772 Redis 768 User research 768 Oracle 767 Elasticsearch 762 Unix 762 SSO / SAML 758 RTOS 749 Routing & switching 744 SOC 2 725 Splunk 719 VPN 714 ServiceNow 704 Datadog 699 GraphQL 693 MongoDB 678 Cisco 672 SQL Server 657 Microsoft 365 651 .NET 650 ITIL 649 Vector databases 647 CUDA 647 SIEM 640 Technical writing 636 VMware 635 BigQuery 630 Threat modeling 630 Serverless 629 Helm 627 CCNA / CCNP 622 SEO 622 JUnit 616 HIPAA 605 gRPC 601 CloudFormation 587 Microsoft Project 583 Budget management 575 Ruby 570 Next.js 562 Adobe Creative Cloud 560 Marketing automation 556 LangChain 555 FedRAMP 552 MATLAB 539 dbt 536 SAFe 535 Content strategy 530 SharePoint 527 Penetration testing 524 Jetpack Compose 517 Product analytics 517 Email marketing 510 ISO 27001 508 GIAC certifications 499 Argo CD 481 CMS 467 macOS 463 pandas 460 EDR 459 Windows Server 453 scikit-learn 449 HubSpot 447 Six Sigma 438 OpenTelemetry 437 ELK Stack 414 Typography 414 Vue.js 410 FastAPI 409 Chef / Puppet 403 DynamoDB 401 Event marketing 398 Looker 397 Google Analytics 383 Okta 380 FPGA 374 Photoshop 371 Video editing 368 React Native 357 Load testing 357 SAST / DAST 350 Hadoop 349 Account-based marketing 343 Flink 339 OpenShift 336 Illustrator 328 Paid social 328 CISM 325 NumPy 320 Intune / SCCM 318 Redshift 315 Service mesh 313 Django 311 SD-WAN 308 OWASP 307 GRC 299 Blockchain 296 Kanban 290 Motion graphics 285 RabbitMQ 279 Hugging Face 273 ClickHouse 269 Juniper 263 Swift 260 Perl 259 Wireframing 259 Ruby on Rails 258 OKRs 256 Playwright 251 Smartsheet 250 Selenium 246 Power Platform 245 Content marketing 243 WebSockets 234 Unreal Engine 233 Pulumi 232 Wireshark 231 Google Ads 227 PPC 222 Cassandra 212 Canva 212 PCI DSS 211 Information architecture 208 After Effects 208 Copywriting 206 SOAR 205 Premiere Pro 202 Flask 198 Marketo 197 Asana 195 SageMaker 190 Redux 186 NetSuite 182 Vertex AI 178 Presto / Trino 176 InDesign 175 Notion 173 Cypress 168 Cloudflare 160 Tailwind CSS 159 Jamf 153 Hive 151 Kinesis 150 Salesforce Marketing Cloud 149 Influencer marketing 149 Workday 145 Zapier 145 OSCP 144 Postman 144 pytest 142 Zendesk 132 PHP 131 Shopify 131 Jest 128 SEM 128 WordPress 125 New Relic 120 jQuery 117 Amplitude 114 Conversion rate optimization 114 monday.com 108 Meta Ads 107 Verilog / VHDL 107 Cucumber 106 CapCut 103 Neo4j 101 Unity 101 SwiftUI 98 Jupyter 98 Braze 95 NestJS 93 SEO tools 90 WebGL 89 SAS 88 Fivetran 87 Programmatic advertising 87 Nginx 85 XGBoost 84 Blender 84 Google Search Console 84 HashiCorp Vault 82 Keras 79 Sketch 79 PCB design 79 Social media tools 78 VBA 76 Final Cut Pro 75 Informatica 74 Vite 73 Airtable 71 LinkedIn Ads 70 Looker Studio 69 Mixpanel 69 Webflow 69 Flutter 67 Affiliate marketing 67 Firebase 65 D3.js 64 Three.js 63 Webpack 61 Adobe Analytics 60 Iterable 60 Qlik 56 DaVinci Resolve 56 Google Tag Manager 55 Svelte 54 Klaviyo 51 Elixir 50 Storybook 50 Miro 50 Citrix 49 Maya 49 Lua 46 Objective-C 45 Cinema 4D 43 Sass 40 UIKit 40 Appium 40 Haskell 33 Adobe XD 33 Markdown 32 Dart 31 Xcode 30 Express.js 29 Trello 29 TestRail 28 TikTok Ads 28 Laravel 27 Mailchimp 27 Alteryx 25 Retool 24 AP Style 23 SPSS 21 Framer 21 Substance 3D 18 Houdini 16 Amazon Ads 16 Solidity 14 Clojure 11 Erlang 9 ZBrush 8 Stata 3
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