States
Alabama 445 Alaska 44 Arizona 629 Arkansas 447 California 15,252 Colorado 1,551 Connecticut 357 Delaware 130 District of Columbia 1,290 Florida 1,290 Georgia 1,080 Hawaii 134 Idaho 185 Illinois 1,831 Indiana 315 Iowa 291 Kansas 117 Kentucky 160 Louisiana 109 Maine 82 Maryland 1,643 Massachusetts 2,293 Michigan 702 Minnesota 393 Mississippi 93 Missouri 477 Montana 51 Nebraska 181 Nevada 196 New Hampshire 107 New Jersey 833 New Mexico 158 New York 6,625 North Carolina 1,217 North Dakota 77 Ohio 692 Oklahoma 188 Oregon 354 Pennsylvania 910 Rhode Island 96 South Carolina 201 South Dakota 60 Tennessee 279 Texas 3,612 Utah 459 Vermont 75 Virginia 3,689 Washington 2,728 West Virginia 76 Wisconsin 340 Wyoming 63
Cities
San Francisco Bay Area, CA 10,380 New York, NY 5,554 Washington, DC 3,606 Seattle, WA 2,115 Los Angeles, CA 2,011 Boston, MA 1,362 Austin, TX 1,175 Chicago, IL 1,149 Dallas–Fort Worth, TX 1,055 Denver, CO 802 Atlanta, GA 690 Raleigh–Durham, NC 483 San Diego, CA 431 Charlotte, NC 368 Phoenix, AZ 357 Houston, TX 258 Pittsburgh, PA 228 Miami, FL 209 Philadelphia, PA 165 Salt Lake City, UT 161 Detroit, MI 146 Minneapolis, MN 122 Baltimore, MD 101 Nashville, TN 65 Portland, OR 29
Role
Software Engineer 11,285 Product Manager 3,311 Engineering Manager 2,115 Project Manager 1,933 Program Manager 1,905 Data Scientist 1,581 Machine Learning Engineer 1,510 Security Engineer 1,434 Marketing Manager 1,370 Full Stack Developer 1,195 AI Engineer 1,063 DevOps Engineer 1,044 Data Engineer 904 Cybersecurity Analyst 851 IT Support Specialist 825 Backend Developer 803 Systems Administrator 756 Site Reliability Engineer 717 Graphic Designer 701 Data Analyst 670 Product Marketing Manager 600 Mobile Developer 591 Network Engineer 570 Business Analyst 558 Product Designer 522 Content Writer 518 QA Engineer 502 Growth Marketing Manager 348 Frontend Developer 339 Cloud Engineer 316 UX Designer 245 PPC Specialist 219 Email Marketing Specialist 205 Social Media Manager 200 Digital Marketing Specialist 182 Community Manager 173 Marketing Analyst 172 Video Editor 99 Brand Manager 96 Creative Director 86 SEO Specialist 78 Content Creator 76 Scrum Master 71 Influencer Marketing Manager 69 BI Developer 60 Copywriter 49 Art Director 48 Web Developer 47 Motion Designer 40 Game Designer 35 3D Artist 29 UI Designer 23 Animator 21 Web Designer 16
Skills
Python 14,849 Machine learning 9,128 Product roadmapping 8,557 AWS 8,287 CI/CD 7,582 SQL 6,222 Kubernetes 6,110 LLMs 5,671 AI agents 5,310 C++ 5,096 Linux 5,032 Java 5,030 Azure 4,923 Distributed systems 4,724 Agile 4,668 Docker 4,274 Google Cloud 4,110 Git 4,063 TypeScript 3,898 Go 3,845 React 3,583 Terraform 3,315 JavaScript 3,293 Go-to-market 2,843 REST APIs 2,763 Jira 2,692 Test automation 2,635 PostgreSQL 2,487 Generative AI 2,463 C 2,429 Microservices 2,413 Product strategy 2,404 Incident response 2,383 Bash 2,222 Positioning & messaging 2,155 Excel 2,037 GitHub 1,897 Embedded systems 1,876 Node.js 1,842 Stakeholder management 1,759 Rust 1,739 Kafka 1,721 PyTorch 1,716 CRM 1,636 Product marketing 1,613 IAM 1,611 Spark 1,609 CompTIA certifications 1,607 C# 1,601 Scrum 1,601 Computer vision 1,551 Cryptography 1,508 Ansible 1,485 GitLab 1,467 Data modeling 1,456 Firmware 1,453 Android 1,439 Market research 1,435 Jenkins 1,384 Deep learning 1,371 PRDs 1,366 RAG 1,344 Data warehousing 1,335 iOS 1,320 Design systems 1,281 PMP 1,269 Confluence 1,263 NoSQL 1,259 ETL 1,226 OpenAI API 1,216 NIST 1,199 Vulnerability management 1,178 Firewalls 1,168 Google Workspace 1,161 Salesforce 1,159 HTML 1,153 Grafana 1,114 Databricks 1,094 Competitive analysis 1,085 CSS 1,083 Snowflake 1,082 TCP/IP 1,073 Tableau 1,058 Kotlin 1,020 DNS / DHCP 1,004 Power BI 996 PowerShell 995 Angular 983 CISSP 981 Prototyping 977 User stories 975 Figma 966 MLOps 956 TensorFlow 946 Scala 940 Prometheus 922 Brand marketing 888 GitHub Actions 881 SAP 877 R 872 A/B testing 856 NLP 851 Spring Boot 847 Active Directory 843 Prompt engineering 834 Web accessibility (WCAG) 831 MySQL 818 Airflow 817 Zero Trust 804 User research 800 Pricing strategy 799 Redis 796 Elasticsearch 785 Oracle 782 Demand generation 782 Sales enablement 760 Unix 757 RTOS 757 Reinforcement learning 752 SSO / SAML 742 OAuth 740 Splunk 735 GraphQL 725 Routing & switching 716 SOC 2 712 Vector databases 707 ServiceNow 696 VPN 691 MongoDB 685 Datadog 675 SQL Server 666 BigQuery 649 Cisco 646 JUnit 645 ITIL 643 SIEM 636 CUDA 634 SEO 633 Helm 631 .NET 621 Microsoft 365 621 VMware 618 CCNA / CCNP 618 Technical writing 601 HIPAA 599 gRPC 595 Serverless 592 Threat modeling 589 CloudFormation 581 Ruby 579 Microsoft Project 577 LangChain 570 Next.js 568 MATLAB 547 Budget management 546 dbt 541 FedRAMP 541 Adobe Creative Cloud 535 Content strategy 535 Product analytics 535 Marketing automation 530 SAFe 529 Email marketing 520 Jetpack Compose 514 Penetration testing 514 SharePoint 503 scikit-learn 497 GIAC certifications 496 ISO 27001 490 pandas 487 CMS 482 Argo CD 472 EDR 453 Windows Server 441 Looker 434 macOS 433 HubSpot 428 DynamoDB 424 Vue.js 416 Typography 414 Six Sigma 410 Event marketing 410 ELK Stack 408 FastAPI 399 OpenTelemetry 394 Chef / Puppet 384 Hadoop 374 Photoshop 373 FPGA 371 Google Analytics 367 React Native 363 Load testing 361 Okta 359 Video editing 358 Paid social 341 NumPy 340 SAST / DAST 336 OpenShift 335 Account-based marketing 334 Illustrator 332 Service mesh 331 Django 325 Redshift 324 Flink 318 CISM 310 Kanban 306 Blockchain 304 Intune / SCCM 301 Wireframing 291 Hugging Face 287 OWASP 287 SD-WAN 285 GRC 283 Motion graphics 278 RabbitMQ 276 Swift 269 Selenium 269 Perl 265 ClickHouse 264 Ruby on Rails 262 Juniper 257 OKRs 256 Playwright 251 Power Platform 245 Smartsheet 242 Content marketing 241 WebSockets 237 Cassandra 237 Unreal Engine 230 PPC 223 Google Ads 222 Wireshark 220 Flask 216 Pulumi 216 After Effects 207 Copywriting 207 PCI DSS 204 Information architecture 203 SageMaker 202 Redux 199 Canva 199 SOAR 195 Asana 194 Marketo 189 InDesign 182 Vertex AI 180 Premiere Pro 180 Notion 178 Tailwind CSS 177 Presto / Trino 170 Cypress 168 NetSuite 168 Hive 163 Salesforce Marketing Cloud 156 Cloudflare 154 Kinesis 153 Workday 150 PHP 148 Influencer marketing 147 Jamf 146 Postman 146 OSCP 143 Jest 140 pytest 139 Zapier 138 SEM 134 Zendesk 133 monday.com 130 Shopify 125 WordPress 125 New Relic 119 Conversion rate optimization 117 Amplitude 113 jQuery 111 Cucumber 110 Verilog / VHDL 109 SwiftUI 104 Neo4j 104 Meta Ads 101 Jupyter 99 Unity 99 XGBoost 98 CapCut 98 Braze 97 SAS 96 Fivetran 95 NestJS 91 WebGL 90 Programmatic advertising 90 SEO tools 90 VBA 87 Google Search Console 86 Nginx 84 Sketch 84 Social media tools 82 HashiCorp Vault 80 Blender 80 Informatica 79 Keras 78 Airtable 76 PCB design 75 D3.js 74 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 Iterable 58 Svelte 56 Qlik 56 Google Tag Manager 56 Elixir 53 Citrix 53 Storybook 52 Klaviyo 50 UIKit 49 DaVinci Resolve 49 Miro 48 Appium 46 Maya 46 Objective-C 45 Cinema 4D 45 Lua 41 Sass 41 Markdown 36 Adobe XD 35 Xcode 33 Express.js 31 Trello 30 TikTok Ads 30 Dart 29 Haskell 29 Alteryx 28 TestRail 28 Mailchimp 27 Laravel 25 Framer 24 AP Style 23 Retool 23 SPSS 21 Solidity 17 Substance 3D 16 Amazon Ads 14 Clojure 12 Houdini 11 Erlang 8 ZBrush 8 Stata 4
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