States
Alabama 444 Alaska 42 Arizona 640 Arkansas 434 California 15,521 Colorado 1,559 Connecticut 344 Delaware 134 District of Columbia 1,315 Florida 1,293 Georgia 1,075 Hawaii 135 Idaho 183 Illinois 1,857 Indiana 302 Iowa 275 Kansas 116 Kentucky 164 Louisiana 110 Maine 87 Maryland 1,656 Massachusetts 2,287 Michigan 686 Minnesota 411 Mississippi 95 Missouri 490 Montana 50 Nebraska 181 Nevada 199 New Hampshire 110 New Jersey 808 New Mexico 163 New York 6,752 North Carolina 1,176 North Dakota 71 Ohio 699 Oklahoma 184 Oregon 360 Pennsylvania 885 Rhode Island 93 South Carolina 200 South Dakota 61 Tennessee 285 Texas 3,686 Utah 469 Vermont 71 Virginia 3,689 Washington 2,776 West Virginia 75 Wisconsin 329 Wyoming 59
Cities
San Francisco Bay Area, CA 10,540 New York, NY 5,661 Washington, DC 3,616 Seattle, WA 2,155 Los Angeles, CA 2,079 Boston, MA 1,348 Austin, TX 1,206 Chicago, IL 1,169 Dallas–Fort Worth, TX 1,067 Denver, CO 800 Atlanta, GA 700 Raleigh–Durham, NC 475 San Diego, CA 428 Phoenix, AZ 363 Charlotte, NC 341 Houston, TX 254 Pittsburgh, PA 230 Miami, FL 217 Salt Lake City, UT 167 Philadelphia, PA 165 Detroit, MI 142 Minneapolis, MN 129 Baltimore, MD 108 Nashville, TN 60 Portland, OR 28
Role
Software Engineer 11,254 Product Manager 3,328 Engineering Manager 2,119 Program Manager 1,949 Project Manager 1,941 Data Scientist 1,553 Machine Learning Engineer 1,517 Security Engineer 1,446 Marketing Manager 1,373 Full Stack Developer 1,199 AI Engineer 1,079 DevOps Engineer 1,073 Data Engineer 888 Cybersecurity Analyst 859 IT Support Specialist 858 Backend Developer 785 Systems Administrator 773 Site Reliability Engineer 723 Graphic Designer 699 Data Analyst 647 Product Marketing Manager 629 Mobile Developer 599 Network Engineer 571 Business Analyst 545 Product Designer 540 Content Writer 523 QA Engineer 502 Growth Marketing Manager 345 Frontend Developer 339 Cloud Engineer 307 UX Designer 242 PPC Specialist 222 Email Marketing Specialist 208 Social Media Manager 201 Digital Marketing Specialist 180 Marketing Analyst 171 Community Manager 171 Video Editor 105 Creative Director 92 Brand Manager 90 Content Creator 80 SEO Specialist 79 Scrum Master 73 Influencer Marketing Manager 66 BI Developer 63 Art Director 51 Web Developer 48 Copywriter 45 Motion Designer 36 Game Designer 34 3D Artist 26 UI Designer 22 Animator 21 Web Designer 16
Skills
Python 14,865 Machine learning 9,070 Product roadmapping 8,620 AWS 8,216 CI/CD 7,627 SQL 6,208 Kubernetes 6,137 LLMs 5,750 AI agents 5,397 C++ 5,143 Linux 5,106 Java 5,055 Azure 4,871 Distributed systems 4,774 Agile 4,620 Docker 4,295 Google Cloud 4,087 Git 4,080 Go 3,879 TypeScript 3,874 React 3,571 Terraform 3,336 JavaScript 3,306 Go-to-market 2,906 REST APIs 2,757 Jira 2,700 Test automation 2,642 PostgreSQL 2,464 C 2,456 Generative AI 2,442 Incident response 2,421 Product strategy 2,407 Microservices 2,400 Bash 2,284 Positioning & messaging 2,189 Excel 2,041 GitHub 1,906 Embedded systems 1,870 Node.js 1,844 Rust 1,758 PyTorch 1,723 Stakeholder management 1,722 Kafka 1,706 CRM 1,640 IAM 1,631 CompTIA certifications 1,628 Product marketing 1,628 C# 1,593 Scrum 1,575 Computer vision 1,568 Spark 1,563 Ansible 1,536 Cryptography 1,528 GitLab 1,507 Firmware 1,493 Android 1,465 Market research 1,450 Jenkins 1,407 Data modeling 1,398 Deep learning 1,374 PRDs 1,363 RAG 1,345 iOS 1,338 Data warehousing 1,318 PMP 1,300 Confluence 1,283 Design systems 1,278 NoSQL 1,242 OpenAI API 1,239 ETL 1,209 NIST 1,202 Vulnerability management 1,188 Firewalls 1,182 Salesforce 1,166 Google Workspace 1,158 Grafana 1,137 HTML 1,129 Competitive analysis 1,093 Snowflake 1,092 TCP/IP 1,082 Databricks 1,079 CSS 1,054 DNS / DHCP 1,051 Tableau 1,048 Kotlin 1,043 PowerShell 1,023 Angular 985 Power BI 981 Prototyping 978 CISSP 976 Figma 968 User stories 967 Prometheus 950 Scala 948 MLOps 929 TensorFlow 919 GitHub Actions 893 SAP 890 Brand marketing 889 A/B testing 866 Active Directory 860 Prompt engineering 833 Spring Boot 832 MySQL 832 R 828 Pricing strategy 825 NLP 820 Web accessibility (WCAG) 814 Airflow 803 Zero Trust 802 Oracle 799 Redis 789 Elasticsearch 785 Demand generation 774 OAuth 773 Reinforcement learning 773 Unix 772 User research 772 Sales enablement 771 SSO / SAML 759 RTOS 752 Splunk 746 Routing & switching 731 SOC 2 723 ServiceNow 705 GraphQL 701 VPN 695 MongoDB 694 Datadog 693 Vector databases 685 SQL Server 677 Cisco 659 JUnit 655 BigQuery 650 ITIL 644 Helm 641 CUDA 639 .NET 634 VMware 629 SIEM 629 Microsoft 365 621 HIPAA 620 CCNA / CCNP 618 Technical writing 617 SEO 616 Threat modeling 604 Serverless 590 gRPC 588 Ruby 586 Microsoft Project 579 CloudFormation 578 Next.js 565 LangChain 564 Budget management 554 Adobe Creative Cloud 548 Marketing automation 543 MATLAB 540 Product analytics 540 FedRAMP 539 SAFe 538 dbt 529 Jetpack Compose 523 Content strategy 521 Penetration testing 518 SharePoint 512 Email marketing 511 ISO 27001 498 GIAC certifications 487 Argo CD 482 pandas 473 CMS 468 scikit-learn 466 macOS 452 Windows Server 449 EDR 444 HubSpot 434 Six Sigma 429 Vue.js 424 Looker 422 ELK Stack 421 OpenTelemetry 414 Typography 412 DynamoDB 410 FastAPI 407 Event marketing 396 Chef / Puppet 390 Photoshop 372 Okta 369 Video editing 369 FPGA 369 Google Analytics 368 Hadoop 365 React Native 361 Load testing 361 Paid social 340 OpenShift 335 Illustrator 335 Account-based marketing 335 SAST / DAST 334 Service mesh 331 NumPy 327 Django 321 Flink 319 Redshift 316 Intune / SCCM 316 CISM 303 OWASP 295 Blockchain 293 SD-WAN 290 Kanban 289 GRC 288 Hugging Face 284 Wireframing 284 Motion graphics 283 RabbitMQ 274 Swift 270 Ruby on Rails 268 Selenium 264 Juniper 260 OKRs 257 ClickHouse 256 Playwright 253 Perl 252 Smartsheet 242 Power Platform 242 WebSockets 241 Content marketing 241 Cassandra 229 Google Ads 227 Wireshark 226 Pulumi 224 Unreal Engine 220 PPC 217 Flask 210 PCI DSS 206 After Effects 206 Information architecture 205 Copywriting 205 Canva 203 SOAR 200 SageMaker 199 Marketo 194 Redux 190 Premiere Pro 190 Asana 187 Vertex AI 182 NetSuite 176 Presto / Trino 175 InDesign 174 Notion 173 Tailwind CSS 172 Cypress 169 Cloudflare 160 Hive 159 Postman 156 Jamf 154 Salesforce Marketing Cloud 154 Kinesis 150 Workday 148 pytest 147 Influencer marketing 147 Zapier 144 PHP 139 OSCP 139 Jest 139 Shopify 132 Zendesk 131 monday.com 130 SEM 129 WordPress 125 Amplitude 120 Conversion rate optimization 119 New Relic 118 Cucumber 117 jQuery 115 Meta Ads 106 Verilog / VHDL 106 SwiftUI 105 Jupyter 104 Neo4j 102 CapCut 102 Unity 98 XGBoost 97 Braze 97 SAS 95 WebGL 92 NestJS 91 Fivetran 91 Programmatic advertising 88 VBA 86 SEO tools 85 Nginx 84 HashiCorp Vault 84 Social media tools 81 Sketch 80 Google Search Console 80 Informatica 76 Blender 76 PCB design 76 D3.js 74 Firebase 74 Keras 74 Vite 73 Looker Studio 72 Final Cut Pro 72 LinkedIn Ads 70 Affiliate marketing 70 Webflow 68 Airtable 68 Three.js 67 Flutter 67 Mixpanel 67 Webpack 63 Adobe Analytics 63 Google Tag Manager 58 Svelte 57 Iterable 57 DaVinci Resolve 54 Qlik 53 Klaviyo 51 Citrix 50 Miro 50 Objective-C 49 Elixir 48 Storybook 48 UIKit 48 Appium 44 Maya 44 Lua 43 Cinema 4D 42 Sass 40 Markdown 36 Haskell 33 Express.js 31 Xcode 31 Alteryx 30 Adobe XD 30 Trello 30 Dart 29 TestRail 28 TikTok Ads 28 Mailchimp 26 Retool 25 Laravel 24 SPSS 23 Framer 22 AP Style 19 Substance 3D 16 Amazon Ads 16 Solidity 15 Clojure 11 Erlang 9 Houdini 9 ZBrush 8 Stata 3
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