States
Alabama 429 Alaska 35 Arizona 629 Arkansas 338 California 15,701 Colorado 1,536 Connecticut 326 Delaware 132 District of Columbia 1,311 Florida 1,317 Georgia 1,107 Hawaii 132 Idaho 175 Illinois 1,846 Indiana 306 Iowa 271 Kansas 111 Kentucky 166 Louisiana 101 Maine 74 Maryland 1,634 Massachusetts 2,273 Michigan 676 Minnesota 397 Mississippi 89 Missouri 474 Montana 49 Nebraska 178 Nevada 195 New Hampshire 111 New Jersey 790 New Mexico 162 New York 6,841 North Carolina 1,162 North Dakota 63 Ohio 690 Oklahoma 174 Oregon 354 Pennsylvania 889 Rhode Island 85 South Carolina 187 South Dakota 53 Tennessee 281 Texas 3,744 Utah 461 Vermont 63 Virginia 3,722 Washington 2,768 West Virginia 65 Wisconsin 321 Wyoming 49
Cities
San Francisco Bay Area, CA 10,637 New York, NY 5,752 Washington, DC 3,650 Seattle, WA 2,160 Los Angeles, CA 2,114 Boston, MA 1,340 Austin, TX 1,245 Chicago, IL 1,149 Dallas–Fort Worth, TX 1,083 Denver, CO 794 Atlanta, GA 718 Raleigh–Durham, NC 487 San Diego, CA 419 Phoenix, AZ 352 Charlotte, NC 339 Houston, TX 259 Pittsburgh, PA 229 Miami, FL 222 Salt Lake City, UT 174 Philadelphia, PA 164 Detroit, MI 140 Minneapolis, MN 123 Baltimore, MD 101 Nashville, TN 58 Portland, OR 30
Role
Software Engineer 11,220 Product Manager 3,369 Engineering Manager 2,139 Program Manager 1,973 Project Manager 1,947 Data Scientist 1,523 Machine Learning Engineer 1,521 Security Engineer 1,484 Marketing Manager 1,420 Full Stack Developer 1,212 AI Engineer 1,116 DevOps Engineer 1,080 Data Engineer 888 IT Support Specialist 866 Cybersecurity Analyst 851 Backend Developer 792 Systems Administrator 767 Site Reliability Engineer 747 Graphic Designer 728 Data Analyst 638 Product Marketing Manager 634 Mobile Developer 579 Network Engineer 569 Product Designer 544 Business Analyst 537 Content Writer 527 QA Engineer 493 Growth Marketing Manager 356 Frontend Developer 336 Cloud Engineer 289 UX Designer 240 PPC Specialist 218 Social Media Manager 203 Email Marketing Specialist 199 Marketing Analyst 181 Community Manager 178 Digital Marketing Specialist 175 Video Editor 105 Creative Director 97 Brand Manager 88 SEO Specialist 79 Content Creator 78 Scrum Master 72 Influencer Marketing Manager 64 BI Developer 62 Art Director 52 Web Developer 46 Copywriter 45 Game Designer 33 Motion Designer 31 3D Artist 30 UI Designer 25 Animator 22 Web Designer 15
Skills
Python 14,821 Machine learning 9,087 Product roadmapping 8,747 AWS 8,163 CI/CD 7,582 Kubernetes 6,126 SQL 6,095 LLMs 5,800 AI agents 5,525 Linux 5,173 C++ 5,149 Java 4,974 Azure 4,880 Distributed systems 4,824 Agile 4,555 Docker 4,247 Google Cloud 4,059 Git 4,046 Go 3,975 TypeScript 3,910 React 3,533 Terraform 3,346 JavaScript 3,220 Go-to-market 2,989 Test automation 2,681 Jira 2,658 REST APIs 2,657 Incident response 2,455 Product strategy 2,452 C 2,446 PostgreSQL 2,434 Generative AI 2,394 Microservices 2,358 Bash 2,276 Positioning & messaging 2,244 Excel 2,069 Embedded systems 1,898 GitHub 1,863 Rust 1,820 Node.js 1,812 Stakeholder management 1,717 PyTorch 1,714 CRM 1,680 Kafka 1,670 Product marketing 1,669 IAM 1,661 CompTIA certifications 1,585 Computer vision 1,575 Scrum 1,572 Cryptography 1,567 C# 1,558 Ansible 1,553 Spark 1,542 Firmware 1,522 GitLab 1,474 Market research 1,467 Android 1,437 Data modeling 1,425 RAG 1,344 Jenkins 1,339 Data warehousing 1,332 Deep learning 1,332 iOS 1,330 PMP 1,327 PRDs 1,326 Confluence 1,273 Design systems 1,263 NIST 1,222 NoSQL 1,213 OpenAI API 1,213 Salesforce 1,212 Firewalls 1,211 ETL 1,210 Vulnerability management 1,205 Google Workspace 1,121 Grafana 1,110 Competitive analysis 1,109 TCP/IP 1,098 DNS / DHCP 1,097 HTML 1,095 Snowflake 1,082 Databricks 1,078 Tableau 1,042 PowerShell 1,030 Kotlin 1,024 CSS 1,022 Power BI 994 CISSP 993 Prototyping 991 Scala 972 Angular 966 Figma 963 Prometheus 929 MLOps 928 GitHub Actions 907 Brand marketing 907 User stories 896 SAP 895 TensorFlow 889 Active Directory 869 Pricing strategy 858 A/B testing 845 Prompt engineering 825 Zero Trust 813 Web accessibility (WCAG) 807 Reinforcement learning 802 Demand generation 793 OAuth 792 Airflow 790 R 787 MySQL 778 NLP 774 Sales enablement 773 User research 772 Spring Boot 771 Redis 767 Oracle 761 Unix 761 RTOS 755 SSO / SAML 754 Elasticsearch 752 Routing & switching 745 SOC 2 727 VPN 715 Splunk 713 ServiceNow 701 GraphQL 691 Datadog 682 MongoDB 679 Cisco 670 Microsoft 365 657 Vector databases 654 ITIL 654 SQL Server 648 CUDA 647 .NET 637 VMware 637 SIEM 636 Technical writing 636 BigQuery 630 Threat modeling 630 Helm 629 SEO 629 Serverless 626 JUnit 621 CCNA / CCNP 619 HIPAA 607 gRPC 596 Microsoft Project 590 CloudFormation 587 Budget management 582 Ruby 565 Marketing automation 560 Next.js 559 LangChain 559 FedRAMP 552 Adobe Creative Cloud 552 MATLAB 546 SAFe 542 dbt 535 SharePoint 531 Content strategy 528 Penetration testing 527 Jetpack Compose 517 Email marketing 515 Product analytics 511 ISO 27001 510 GIAC certifications 500 Argo CD 481 CMS 468 macOS 465 EDR 459 pandas 456 Windows Server 453 scikit-learn 450 HubSpot 450 Six Sigma 445 OpenTelemetry 438 FastAPI 412 Typography 412 ELK Stack 411 Vue.js 408 DynamoDB 407 Chef / Puppet 404 Looker 401 Event marketing 399 Google Analytics 380 Okta 379 FPGA 377 Photoshop 369 Video editing 368 SAST / DAST 356 Load testing 351 React Native 349 Hadoop 348 Account-based marketing 347 Flink 339 OpenShift 335 Paid social 334 CISM 328 Illustrator 327 Intune / SCCM 323 Service mesh 319 NumPy 318 Redshift 312 SD-WAN 308 Django 306 OWASP 304 GRC 300 Blockchain 296 Kanban 291 Motion graphics 284 Hugging Face 276 RabbitMQ 268 ClickHouse 267 Juniper 261 Swift 260 Perl 257 Ruby on Rails 256 Wireframing 256 Playwright 255 OKRs 253 Smartsheet 250 Content marketing 245 Power Platform 243 Selenium 241 Unreal Engine 239 WebSockets 233 Pulumi 231 Wireshark 231 Google Ads 228 PPC 226 PCI DSS 212 Canva 211 Cassandra 209 Information architecture 207 After Effects 207 Copywriting 207 SOAR 205 Premiere Pro 199 Marketo 197 Flask 195 SageMaker 195 Asana 193 Redux 185 NetSuite 184 Vertex AI 179 Presto / Trino 176 InDesign 174 Notion 174 Cypress 170 Tailwind CSS 161 Cloudflare 157 Hive 152 Kinesis 151 Jamf 151 Salesforce Marketing Cloud 151 Influencer marketing 150 OSCP 145 Zapier 144 Postman 142 Workday 142 pytest 141 Zendesk 134 PHP 132 Shopify 131 SEM 130 Jest 128 WordPress 126 jQuery 116 Conversion rate optimization 114 Amplitude 112 New Relic 112 Cucumber 109 Meta Ads 109 Verilog / VHDL 109 monday.com 106 CapCut 105 Unity 105 Neo4j 103 SwiftUI 98 Jupyter 97 NestJS 93 Braze 92 WebGL 89 SEO tools 89 Fivetran 87 SAS 87 Programmatic advertising 86 Nginx 85 Blender 83 Google Search Console 83 HashiCorp Vault 82 XGBoost 81 Social media tools 80 Keras 78 VBA 77 Sketch 77 PCB design 77 Final Cut Pro 76 Informatica 75 Vite 73 Airtable 71 LinkedIn Ads 70 Looker Studio 69 Webflow 69 Flutter 67 Affiliate marketing 67 Mixpanel 66 D3.js 64 Three.js 63 Firebase 63 Adobe Analytics 62 Webpack 60 Iterable 60 Qlik 58 DaVinci Resolve 56 Google Tag Manager 55 Svelte 54 Storybook 53 Miro 51 Klaviyo 51 Elixir 50 Maya 49 Lua 48 Citrix 48 Objective-C 45 Cinema 4D 42 UIKit 41 Sass 39 Appium 39 Haskell 33 Adobe XD 32 Dart 31 Markdown 31 Xcode 30 Trello 29 TikTok Ads 29 Express.js 27 Laravel 27 Mailchimp 27 TestRail 26 Alteryx 24 AP Style 24 Retool 24 Framer 21 SPSS 20 Substance 3D 19 Houdini 16 Solidity 14 Amazon Ads 14 Clojure 12 Erlang 9 ZBrush 9 Stata 3
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