States
Alabama 444 Alaska 44 Arizona 636 Arkansas 434 California 15,356 Colorado 1,533 Connecticut 340 Delaware 136 District of Columbia 1,310 Florida 1,282 Georgia 1,075 Hawaii 139 Idaho 176 Illinois 1,846 Indiana 305 Iowa 279 Kansas 118 Kentucky 162 Louisiana 115 Maine 82 Maryland 1,642 Massachusetts 2,275 Michigan 692 Minnesota 404 Mississippi 96 Missouri 476 Montana 50 Nebraska 188 Nevada 201 New Hampshire 110 New Jersey 812 New Mexico 164 New York 6,692 North Carolina 1,181 North Dakota 73 Ohio 689 Oklahoma 187 Oregon 347 Pennsylvania 879 Rhode Island 92 South Carolina 202 South Dakota 61 Tennessee 284 Texas 3,641 Utah 465 Vermont 72 Virginia 3,693 Washington 2,763 West Virginia 77 Wisconsin 332 Wyoming 61
Cities
San Francisco Bay Area, CA 10,429 New York, NY 5,614 Washington, DC 3,620 Seattle, WA 2,143 Los Angeles, CA 2,071 Boston, MA 1,342 Austin, TX 1,190 Chicago, IL 1,154 Dallas–Fort Worth, TX 1,060 Denver, CO 792 Atlanta, GA 693 Raleigh–Durham, NC 473 San Diego, CA 427 Phoenix, AZ 354 Charlotte, NC 343 Houston, TX 253 Pittsburgh, PA 227 Miami, FL 212 Philadelphia, PA 165 Salt Lake City, UT 165 Detroit, MI 141 Minneapolis, MN 129 Baltimore, MD 104 Nashville, TN 62 Portland, OR 28
Role
Software Engineer 11,211 Product Manager 3,308 Engineering Manager 2,105 Project Manager 1,928 Program Manager 1,916 Data Scientist 1,554 Machine Learning Engineer 1,498 Security Engineer 1,442 Marketing Manager 1,352 Full Stack Developer 1,210 AI Engineer 1,071 DevOps Engineer 1,067 Data Engineer 890 Cybersecurity Analyst 852 IT Support Specialist 847 Backend Developer 788 Systems Administrator 777 Site Reliability Engineer 729 Graphic Designer 699 Data Analyst 646 Product Marketing Manager 621 Mobile Developer 592 Network Engineer 568 Business Analyst 554 Product Designer 534 Content Writer 515 QA Engineer 500 Growth Marketing Manager 343 Frontend Developer 333 Cloud Engineer 301 UX Designer 241 PPC Specialist 220 Email Marketing Specialist 211 Social Media Manager 200 Digital Marketing Specialist 182 Marketing Analyst 175 Community Manager 172 Video Editor 103 Brand Manager 92 Creative Director 90 SEO Specialist 79 Content Creator 79 Scrum Master 68 Influencer Marketing Manager 65 BI Developer 62 Art Director 52 Web Developer 51 Copywriter 47 Motion Designer 36 Game Designer 36 3D Artist 27 UI Designer 21 Animator 21 Web Designer 16
Skills
Python 14,821 Machine learning 9,033 Product roadmapping 8,539 AWS 8,199 CI/CD 7,573 SQL 6,171 Kubernetes 6,107 LLMs 5,737 AI agents 5,345 C++ 5,132 Linux 5,068 Java 5,016 Azure 4,854 Distributed systems 4,722 Agile 4,580 Docker 4,258 Google Cloud 4,081 Git 4,053 TypeScript 3,886 Go 3,839 React 3,584 Terraform 3,325 JavaScript 3,298 Go-to-market 2,847 REST APIs 2,751 Jira 2,674 Test automation 2,624 PostgreSQL 2,467 C 2,453 Generative AI 2,444 Product strategy 2,404 Incident response 2,398 Microservices 2,366 Bash 2,229 Positioning & messaging 2,150 Excel 2,039 GitHub 1,886 Embedded systems 1,863 Node.js 1,850 Rust 1,755 PyTorch 1,714 Stakeholder management 1,702 Kafka 1,698 IAM 1,632 CompTIA certifications 1,620 CRM 1,617 Product marketing 1,615 C# 1,602 Scrum 1,567 Spark 1,565 Computer vision 1,562 Cryptography 1,509 Ansible 1,500 GitLab 1,483 Firmware 1,477 Android 1,459 Market research 1,436 Data modeling 1,404 Jenkins 1,385 Deep learning 1,375 PRDs 1,358 iOS 1,332 RAG 1,327 Data warehousing 1,305 Design systems 1,282 PMP 1,281 Confluence 1,267 NoSQL 1,226 ETL 1,225 OpenAI API 1,221 NIST 1,189 Vulnerability management 1,178 Firewalls 1,171 Google Workspace 1,160 Salesforce 1,156 HTML 1,142 Grafana 1,120 Competitive analysis 1,083 CSS 1,077 Snowflake 1,070 TCP/IP 1,063 Databricks 1,062 Tableau 1,047 DNS / DHCP 1,044 Kotlin 1,035 PowerShell 1,007 Prototyping 980 Power BI 979 Angular 974 CISSP 968 User stories 965 Figma 958 MLOps 935 Prometheus 932 Scala 931 TensorFlow 919 SAP 895 GitHub Actions 889 Brand marketing 883 A/B testing 861 Active Directory 858 Spring Boot 831 MySQL 824 NLP 824 Web accessibility (WCAG) 822 R 821 Prompt engineering 821 Pricing strategy 813 Airflow 809 Zero Trust 801 Oracle 792 Elasticsearch 787 Redis 785 User research 780 Demand generation 772 Unix 769 Reinforcement learning 766 RTOS 756 SSO / SAML 753 Sales enablement 753 OAuth 750 Splunk 726 Routing & switching 718 ServiceNow 709 SOC 2 707 GraphQL 703 VPN 693 MongoDB 685 Datadog 681 Vector databases 677 SQL Server 660 ITIL 657 BigQuery 649 Cisco 643 JUnit 641 CUDA 636 Helm 635 VMware 627 SIEM 627 .NET 626 SEO 625 Microsoft 365 617 HIPAA 617 CCNA / CCNP 608 Technical writing 602 Serverless 592 Threat modeling 591 gRPC 589 Microsoft Project 579 CloudFormation 578 Ruby 569 Next.js 564 LangChain 556 MATLAB 551 Budget management 543 Adobe Creative Cloud 540 Marketing automation 540 Product analytics 540 FedRAMP 533 dbt 532 Content strategy 524 SAFe 521 Jetpack Compose 518 Email marketing 518 SharePoint 518 Penetration testing 516 ISO 27001 496 GIAC certifications 491 pandas 479 scikit-learn 475 Argo CD 472 CMS 469 macOS 445 EDR 441 Windows Server 439 Six Sigma 429 HubSpot 428 Looker 425 Vue.js 421 ELK Stack 412 DynamoDB 411 Typography 406 FastAPI 400 OpenTelemetry 398 Event marketing 395 Chef / Puppet 386 FPGA 371 Photoshop 370 Google Analytics 369 Hadoop 367 Load testing 366 Okta 365 Video editing 365 React Native 364 Paid social 340 Illustrator 336 OpenShift 334 NumPy 333 SAST / DAST 333 Service mesh 329 Account-based marketing 329 Django 327 Intune / SCCM 319 Flink 314 Redshift 310 CISM 302 OWASP 294 Wireframing 294 Blockchain 291 Kanban 289 SD-WAN 287 GRC 282 Hugging Face 280 Motion graphics 280 RabbitMQ 269 Swift 267 Juniper 262 Selenium 262 Ruby on Rails 260 ClickHouse 259 Perl 253 Playwright 252 OKRs 251 Power Platform 250 Smartsheet 243 Content marketing 239 WebSockets 237 Unreal Engine 230 Cassandra 226 Google Ads 223 Wireshark 222 Pulumi 221 Flask 217 PPC 214 After Effects 209 Canva 205 PCI DSS 204 Information architecture 204 Copywriting 200 SageMaker 197 Marketo 195 Redux 194 SOAR 190 Premiere Pro 189 Asana 189 Vertex AI 184 Tailwind CSS 178 InDesign 174 Presto / Trino 172 Notion 172 NetSuite 172 Cypress 164 Hive 158 Salesforce Marketing Cloud 157 Jamf 156 Cloudflare 155 pytest 150 Postman 150 Kinesis 149 Influencer marketing 146 Workday 144 Zapier 141 PHP 140 Jest 140 OSCP 139 monday.com 133 Zendesk 132 Shopify 132 WordPress 126 SEM 125 Amplitude 121 New Relic 120 Conversion rate optimization 120 jQuery 116 Cucumber 109 Jupyter 106 Unity 104 Meta Ads 104 Verilog / VHDL 104 SwiftUI 103 Neo4j 100 CapCut 100 XGBoost 99 SAS 97 Braze 97 Fivetran 92 NestJS 91 WebGL 89 VBA 88 Programmatic advertising 88 Nginx 86 SEO tools 86 Sketch 82 Google Search Console 81 Social media tools 81 HashiCorp Vault 80 Informatica 77 Keras 77 Blender 77 Airtable 76 D3.js 74 Looker Studio 73 Firebase 72 PCB design 72 Final Cut Pro 71 LinkedIn Ads 70 Affiliate marketing 69 Vite 68 Flutter 68 Webflow 68 Three.js 67 Mixpanel 65 Adobe Analytics 63 Webpack 60 Svelte 57 Iterable 56 Google Tag Manager 56 Qlik 54 Citrix 54 DaVinci Resolve 54 Klaviyo 51 Elixir 49 Miro 48 Objective-C 47 Storybook 47 UIKit 47 Maya 44 Appium 43 Lua 41 Cinema 4D 41 Sass 37 Markdown 36 Express.js 32 Adobe XD 32 Haskell 31 Xcode 31 Alteryx 30 Dart 29 Trello 29 TestRail 28 TikTok Ads 28 Mailchimp 27 Laravel 25 Framer 23 Retool 23 SPSS 21 AP Style 20 Solidity 16 Amazon Ads 16 Substance 3D 15 Houdini 12 Clojure 11 Erlang 7 ZBrush 6 Stata 3
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