States
Alabama 442 Alaska 43 Arizona 629 Arkansas 448 California 15,237 Colorado 1,537 Connecticut 357 Delaware 128 District of Columbia 1,291 Florida 1,281 Georgia 1,077 Hawaii 132 Idaho 186 Illinois 1,828 Indiana 314 Iowa 291 Kansas 114 Kentucky 159 Louisiana 107 Maine 80 Maryland 1,642 Massachusetts 2,280 Michigan 700 Minnesota 393 Mississippi 91 Missouri 477 Montana 51 Nebraska 179 Nevada 195 New Hampshire 104 New Jersey 830 New Mexico 156 New York 6,611 North Carolina 1,211 North Dakota 75 Ohio 688 Oklahoma 186 Oregon 354 Pennsylvania 907 Rhode Island 95 South Carolina 199 South Dakota 58 Tennessee 276 Texas 3,609 Utah 458 Vermont 73 Virginia 3,691 Washington 2,726 West Virginia 74 Wisconsin 340 Wyoming 62
Cities
San Francisco Bay Area, CA 10,362 New York, NY 5,547 Washington, DC 3,606 Seattle, WA 2,114 Los Angeles, CA 2,007 Boston, MA 1,353 Austin, TX 1,173 Chicago, IL 1,150 Dallas–Fort Worth, TX 1,050 Denver, CO 791 Atlanta, GA 693 Raleigh–Durham, NC 485 San Diego, CA 432 Charlotte, NC 367 Phoenix, AZ 359 Houston, TX 258 Pittsburgh, PA 226 Miami, FL 207 Philadelphia, PA 166 Salt Lake City, UT 160 Detroit, MI 146 Minneapolis, MN 124 Baltimore, MD 101 Nashville, TN 64 Portland, OR 29
Role
Software Engineer 11,281 Product Manager 3,306 Engineering Manager 2,113 Project Manager 1,936 Program Manager 1,897 Data Scientist 1,584 Machine Learning Engineer 1,502 Security Engineer 1,435 Marketing Manager 1,358 Full Stack Developer 1,192 AI Engineer 1,062 DevOps Engineer 1,046 Data Engineer 904 Cybersecurity Analyst 847 IT Support Specialist 828 Backend Developer 803 Systems Administrator 752 Site Reliability Engineer 717 Graphic Designer 696 Data Analyst 675 Product Marketing Manager 599 Mobile Developer 590 Network Engineer 572 Business Analyst 561 Product Designer 521 Content Writer 516 QA Engineer 497 Growth Marketing Manager 348 Frontend Developer 340 Cloud Engineer 315 UX Designer 244 PPC Specialist 219 Email Marketing Specialist 206 Social Media Manager 201 Digital Marketing Specialist 182 Community Manager 174 Marketing Analyst 171 Video Editor 99 Brand Manager 95 Creative Director 86 SEO Specialist 78 Content Creator 76 Scrum Master 72 Influencer Marketing Manager 68 BI Developer 61 Art Director 48 Copywriter 48 Web Developer 47 Motion Designer 40 Game Designer 35 3D Artist 29 UI Designer 23 Animator 20 Web Designer 16
Skills
Python 14,834 Machine learning 9,121 Product roadmapping 8,559 AWS 8,282 CI/CD 7,567 SQL 6,218 Kubernetes 6,101 LLMs 5,672 AI agents 5,292 C++ 5,090 Linux 5,023 Java 5,017 Azure 4,931 Distributed systems 4,727 Agile 4,664 Docker 4,260 Google Cloud 4,108 Git 4,042 TypeScript 3,896 Go 3,836 React 3,582 Terraform 3,315 JavaScript 3,280 Go-to-market 2,832 REST APIs 2,753 Jira 2,692 Test automation 2,625 PostgreSQL 2,486 Generative AI 2,453 C 2,430 Microservices 2,411 Product strategy 2,399 Incident response 2,369 Bash 2,216 Positioning & messaging 2,154 Excel 2,043 GitHub 1,890 Embedded systems 1,880 Node.js 1,837 Stakeholder management 1,764 Rust 1,736 Kafka 1,714 PyTorch 1,714 CRM 1,637 Product marketing 1,611 CompTIA certifications 1,605 IAM 1,601 Spark 1,600 Scrum 1,593 C# 1,588 Computer vision 1,558 Cryptography 1,508 Ansible 1,481 GitLab 1,467 Firmware 1,457 Data modeling 1,450 Android 1,436 Market research 1,430 Jenkins 1,383 Deep learning 1,368 PRDs 1,363 RAG 1,342 Data warehousing 1,330 iOS 1,319 Design systems 1,278 PMP 1,267 Confluence 1,262 NoSQL 1,261 ETL 1,226 OpenAI API 1,212 NIST 1,190 Vulnerability management 1,181 Firewalls 1,169 Salesforce 1,163 Google Workspace 1,160 HTML 1,151 Grafana 1,109 Databricks 1,090 Competitive analysis 1,087 CSS 1,079 Snowflake 1,078 TCP/IP 1,077 Tableau 1,055 Kotlin 1,021 DNS / DHCP 1,006 PowerShell 996 Power BI 994 CISSP 987 Angular 980 Prototyping 975 User stories 970 Figma 968 MLOps 959 TensorFlow 945 Scala 937 Prometheus 916 Brand marketing 887 GitHub Actions 883 SAP 877 R 873 A/B testing 850 NLP 850 Spring Boot 847 Active Directory 844 Prompt engineering 832 Web accessibility (WCAG) 831 MySQL 816 Airflow 814 Zero Trust 802 User research 798 Redis 797 Pricing strategy 796 Oracle 785 Elasticsearch 785 Demand generation 779 Sales enablement 760 Unix 757 RTOS 757 Reinforcement learning 749 OAuth 735 SSO / SAML 734 Splunk 728 GraphQL 723 Routing & switching 719 SOC 2 711 Vector databases 709 ServiceNow 697 VPN 690 MongoDB 687 Datadog 673 SQL Server 669 Cisco 646 BigQuery 645 ITIL 645 JUnit 641 SIEM 634 CUDA 630 SEO 630 Helm 629 .NET 625 Microsoft 365 624 VMware 619 CCNA / CCNP 619 HIPAA 600 Technical writing 598 gRPC 595 Serverless 589 Threat modeling 588 CloudFormation 581 Microsoft Project 580 Ruby 577 Next.js 567 LangChain 566 MATLAB 546 Budget management 541 FedRAMP 540 dbt 537 Adobe Creative Cloud 535 Content strategy 534 SAFe 532 Product analytics 532 Marketing automation 529 Email marketing 520 Penetration testing 515 Jetpack Compose 513 SharePoint 502 GIAC certifications 495 scikit-learn 494 ISO 27001 485 pandas 481 CMS 481 Argo CD 472 EDR 447 Windows Server 441 Looker 435 macOS 433 HubSpot 426 DynamoDB 423 Vue.js 415 Typography 413 Six Sigma 411 Event marketing 408 ELK Stack 405 FastAPI 398 OpenTelemetry 391 Chef / Puppet 386 FPGA 373 Hadoop 371 Photoshop 371 Google Analytics 368 React Native 364 Load testing 359 Okta 357 Video editing 356 Paid social 340 SAST / DAST 339 NumPy 337 OpenShift 331 Django 330 Illustrator 330 Account-based marketing 328 Service mesh 327 Redshift 322 Flink 316 CISM 309 Blockchain 302 Intune / SCCM 300 Kanban 299 Wireframing 293 Hugging Face 289 SD-WAN 285 OWASP 285 GRC 281 RabbitMQ 279 Motion graphics 279 Selenium 268 Swift 267 Perl 266 Ruby on Rails 262 ClickHouse 262 Juniper 259 OKRs 254 Playwright 248 Smartsheet 244 Power Platform 242 Content marketing 240 WebSockets 236 Cassandra 234 Unreal Engine 229 PPC 222 Google Ads 222 Wireshark 221 Pulumi 218 Flask 217 After Effects 207 Copywriting 206 Information architecture 203 Redux 202 SageMaker 202 PCI DSS 201 Canva 199 Asana 195 SOAR 194 Marketo 189 Vertex AI 181 InDesign 180 Premiere Pro 180 Notion 179 Tailwind CSS 177 Presto / Trino 170 NetSuite 167 Cypress 165 Hive 162 Kinesis 154 Salesforce Marketing Cloud 154 Cloudflare 152 Workday 150 Postman 147 PHP 146 Jamf 145 Influencer marketing 145 OSCP 144 pytest 141 Jest 139 Zapier 136 Zendesk 135 SEM 133 monday.com 132 Shopify 125 WordPress 125 Conversion rate optimization 119 New Relic 118 Amplitude 114 jQuery 111 Verilog / VHDL 109 Cucumber 107 Neo4j 104 SwiftUI 102 Meta Ads 101 Jupyter 99 Unity 99 CapCut 98 XGBoost 97 SAS 96 Braze 96 Fivetran 95 NestJS 91 WebGL 90 Programmatic advertising 90 SEO tools 89 VBA 88 Nginx 87 Google Search Console 86 Sketch 84 Social media tools 82 HashiCorp Vault 80 Blender 80 Keras 78 Informatica 77 Airtable 77 PCB design 76 D3.js 73 Vite 70 Looker Studio 70 Webflow 69 LinkedIn Ads 68 Adobe Analytics 67 Three.js 66 Firebase 66 Affiliate marketing 66 Mixpanel 65 Flutter 63 Final Cut Pro 62 Webpack 58 Qlik 57 Iterable 57 Svelte 56 Google Tag Manager 56 Elixir 53 Storybook 52 Citrix 52 Klaviyo 50 UIKit 49 DaVinci Resolve 49 Miro 48 Objective-C 46 Appium 46 Maya 46 Cinema 4D 45 Lua 41 Sass 40 Markdown 36 Adobe XD 35 Xcode 33 Express.js 31 Trello 30 TikTok Ads 30 Dart 29 Haskell 29 TestRail 29 Alteryx 28 Mailchimp 27 Laravel 26 Framer 25 Retool 23 AP Style 22 SPSS 21 Solidity 17 Substance 3D 16 Amazon Ads 14 Houdini 11 Clojure 10 Erlang 8 ZBrush 8 Stata 4
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