States
Alabama 447 Alaska 45 Arizona 630 Arkansas 444 California 15,266 Colorado 1,546 Connecticut 357 Delaware 130 District of Columbia 1,290 Florida 1,286 Georgia 1,080 Hawaii 135 Idaho 186 Illinois 1,833 Indiana 313 Iowa 290 Kansas 117 Kentucky 159 Louisiana 109 Maine 83 Maryland 1,640 Massachusetts 2,300 Michigan 701 Minnesota 395 Mississippi 93 Missouri 480 Montana 52 Nebraska 181 Nevada 199 New Hampshire 106 New Jersey 833 New Mexico 161 New York 6,640 North Carolina 1,219 North Dakota 76 Ohio 690 Oklahoma 189 Oregon 352 Pennsylvania 908 Rhode Island 95 South Carolina 202 South Dakota 60 Tennessee 279 Texas 3,610 Utah 461 Vermont 75 Virginia 3,678 Washington 2,731 West Virginia 77 Wisconsin 340 Wyoming 64
Cities
San Francisco Bay Area, CA 10,394 New York, NY 5,569 Washington, DC 3,593 Seattle, WA 2,122 Los Angeles, CA 2,007 Boston, MA 1,369 Austin, TX 1,180 Chicago, IL 1,149 Dallas–Fort Worth, TX 1,056 Denver, CO 798 Atlanta, GA 691 Raleigh–Durham, NC 485 San Diego, CA 430 Charlotte, NC 367 Phoenix, AZ 356 Houston, TX 257 Pittsburgh, PA 227 Miami, FL 209 Philadelphia, PA 165 Salt Lake City, UT 163 Detroit, MI 147 Minneapolis, MN 122 Baltimore, MD 101 Nashville, TN 65 Portland, OR 27
Role
Software Engineer 11,280 Product Manager 3,319 Engineering Manager 2,112 Project Manager 1,933 Program Manager 1,897 Data Scientist 1,580 Machine Learning Engineer 1,508 Security Engineer 1,431 Marketing Manager 1,371 Full Stack Developer 1,200 AI Engineer 1,067 DevOps Engineer 1,047 Data Engineer 906 Cybersecurity Analyst 848 IT Support Specialist 834 Backend Developer 801 Systems Administrator 760 Site Reliability Engineer 717 Graphic Designer 705 Data Analyst 670 Product Marketing Manager 604 Mobile Developer 592 Network Engineer 574 Business Analyst 553 Product Designer 524 Content Writer 518 QA Engineer 502 Growth Marketing Manager 351 Frontend Developer 339 Cloud Engineer 313 UX Designer 245 PPC Specialist 220 Email Marketing Specialist 204 Social Media Manager 201 Digital Marketing Specialist 181 Marketing Analyst 174 Community Manager 173 Video Editor 103 Brand Manager 95 Creative Director 87 SEO Specialist 78 Content Creator 78 Scrum Master 72 Influencer Marketing Manager 69 BI Developer 59 Art Director 49 Web Developer 48 Copywriter 48 Motion Designer 39 Game Designer 36 3D Artist 29 UI Designer 23 Animator 23 Web Designer 16
Skills
Python 14,842 Machine learning 9,114 Product roadmapping 8,566 AWS 8,284 CI/CD 7,604 SQL 6,224 Kubernetes 6,119 LLMs 5,676 AI agents 5,330 C++ 5,097 Java 5,037 Linux 5,035 Azure 4,915 Distributed systems 4,713 Agile 4,660 Docker 4,280 Google Cloud 4,109 Git 4,084 TypeScript 3,894 Go 3,840 React 3,578 Terraform 3,322 JavaScript 3,291 Go-to-market 2,843 REST APIs 2,769 Jira 2,698 Test automation 2,643 PostgreSQL 2,484 Generative AI 2,464 C 2,427 Product strategy 2,413 Microservices 2,412 Incident response 2,387 Bash 2,231 Positioning & messaging 2,161 Excel 2,036 GitHub 1,895 Embedded systems 1,873 Node.js 1,840 Stakeholder management 1,757 Rust 1,742 Kafka 1,724 PyTorch 1,716 CRM 1,633 IAM 1,624 Product marketing 1,623 CompTIA certifications 1,612 Spark 1,609 Scrum 1,602 C# 1,599 Computer vision 1,552 Cryptography 1,502 Ansible 1,489 GitLab 1,466 Firmware 1,455 Data modeling 1,446 Android 1,442 Market research 1,432 Jenkins 1,391 PRDs 1,373 Deep learning 1,372 RAG 1,343 Data warehousing 1,332 iOS 1,319 Design systems 1,290 PMP 1,269 Confluence 1,268 NoSQL 1,254 ETL 1,221 OpenAI API 1,215 NIST 1,199 Vulnerability management 1,177 Firewalls 1,166 Google Workspace 1,160 Salesforce 1,160 HTML 1,156 Grafana 1,113 Databricks 1,094 CSS 1,085 Competitive analysis 1,085 Snowflake 1,082 TCP/IP 1,067 Tableau 1,054 Kotlin 1,026 DNS / DHCP 1,005 Power BI 995 PowerShell 991 CISSP 981 Angular 979 Prototyping 976 User stories 975 Figma 967 MLOps 956 Scala 943 TensorFlow 942 Prometheus 923 Brand marketing 892 GitHub Actions 887 SAP 878 R 868 A/B testing 860 Spring Boot 850 NLP 849 Active Directory 845 Prompt engineering 830 Web accessibility (WCAG) 829 Airflow 818 MySQL 816 Zero Trust 806 User research 803 Pricing strategy 801 Redis 792 Oracle 785 Elasticsearch 782 Demand generation 781 Sales enablement 760 RTOS 756 Reinforcement learning 755 Unix 753 SSO / SAML 746 OAuth 742 Splunk 733 GraphQL 727 Routing & switching 716 SOC 2 715 Vector databases 703 ServiceNow 696 VPN 692 MongoDB 681 Datadog 679 SQL Server 667 BigQuery 651 JUnit 648 Cisco 646 ITIL 643 CUDA 638 Helm 634 SIEM 634 SEO 632 .NET 623 Microsoft 365 620 VMware 619 CCNA / CCNP 616 HIPAA 607 Technical writing 604 gRPC 600 Serverless 590 Threat modeling 589 CloudFormation 584 Ruby 579 Microsoft Project 572 LangChain 566 Next.js 565 MATLAB 546 Budget management 545 FedRAMP 540 Product analytics 539 dbt 538 Adobe Creative Cloud 537 Content strategy 536 Marketing automation 531 SAFe 530 Email marketing 519 Jetpack Compose 516 Penetration testing 508 SharePoint 502 ISO 27001 495 scikit-learn 491 GIAC certifications 491 CMS 483 pandas 482 Argo CD 471 EDR 453 Windows Server 441 Looker 435 macOS 433 HubSpot 427 DynamoDB 424 Typography 414 Six Sigma 414 Vue.js 409 ELK Stack 409 Event marketing 406 FastAPI 402 OpenTelemetry 398 Chef / Puppet 385 Hadoop 376 Google Analytics 370 Photoshop 370 FPGA 370 Load testing 364 Video editing 362 React Native 361 Okta 360 Paid social 343 OpenShift 340 NumPy 334 Account-based marketing 334 SAST / DAST 333 Service mesh 332 Illustrator 330 Django 327 Redshift 324 Flink 319 CISM 309 Kanban 307 Blockchain 303 Intune / SCCM 301 Wireframing 292 SD-WAN 286 GRC 286 Hugging Face 285 OWASP 283 Motion graphics 282 RabbitMQ 276 Selenium 270 Swift 269 Perl 264 Ruby on Rails 263 ClickHouse 263 Juniper 258 OKRs 256 Playwright 255 Power Platform 245 Smartsheet 242 Content marketing 241 WebSockets 237 Cassandra 237 Unreal Engine 231 PPC 223 Google Ads 221 Wireshark 220 Flask 219 Pulumi 217 After Effects 207 Copywriting 207 Information architecture 204 SageMaker 203 PCI DSS 203 Canva 199 Redux 197 SOAR 194 Asana 193 Marketo 189 InDesign 182 Premiere Pro 182 Vertex AI 179 Notion 178 Tailwind CSS 177 Presto / Trino 173 Cypress 169 NetSuite 168 Hive 163 Kinesis 156 Salesforce Marketing Cloud 155 Cloudflare 154 Postman 149 PHP 148 Influencer marketing 148 Jamf 146 Workday 145 OSCP 142 pytest 142 Jest 141 Zapier 138 SEM 134 Zendesk 133 monday.com 130 Shopify 126 WordPress 124 Conversion rate optimization 119 New Relic 117 Amplitude 114 jQuery 112 Cucumber 110 Verilog / VHDL 108 SwiftUI 103 Neo4j 103 Meta Ads 102 Unity 101 Jupyter 100 XGBoost 99 CapCut 98 Braze 98 SAS 96 Fivetran 94 NestJS 92 Programmatic advertising 92 WebGL 90 SEO tools 90 VBA 88 Google Search Console 86 Nginx 85 Sketch 84 Social media tools 83 HashiCorp Vault 82 Blender 80 Keras 78 Airtable 78 Informatica 77 D3.js 75 PCB design 75 Vite 70 Looker Studio 70 Webflow 68 Three.js 67 Firebase 67 Mixpanel 67 LinkedIn Ads 67 Affiliate marketing 67 Adobe Analytics 66 Final Cut Pro 64 Flutter 63 Webpack 61 Iterable 59 Svelte 57 Google Tag Manager 56 Qlik 55 Elixir 53 Citrix 53 Storybook 52 DaVinci Resolve 51 Klaviyo 50 Miro 49 UIKit 48 Maya 48 Appium 46 Objective-C 45 Cinema 4D 44 Sass 42 Lua 41 Markdown 36 Adobe XD 35 Xcode 33 Express.js 31 Trello 30 TikTok Ads 30 Dart 29 Haskell 29 Alteryx 29 TestRail 27 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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