States
Alabama 442 Alaska 44 Arizona 635 Arkansas 443 California 15,284 Colorado 1,542 Connecticut 354 Delaware 129 District of Columbia 1,291 Florida 1,269 Georgia 1,072 Hawaii 134 Idaho 183 Illinois 1,822 Indiana 309 Iowa 287 Kansas 118 Kentucky 157 Louisiana 107 Maine 81 Maryland 1,637 Massachusetts 2,265 Michigan 689 Minnesota 389 Mississippi 94 Missouri 465 Montana 49 Nebraska 178 Nevada 200 New Hampshire 103 New Jersey 812 New Mexico 161 New York 6,641 North Carolina 1,194 North Dakota 75 Ohio 677 Oklahoma 190 Oregon 348 Pennsylvania 900 Rhode Island 93 South Carolina 201 South Dakota 59 Tennessee 279 Texas 3,583 Utah 460 Vermont 73 Virginia 3,671 Washington 2,730 West Virginia 76 Wisconsin 334 Wyoming 63
Cities
San Francisco Bay Area, CA 10,400 New York, NY 5,565 Washington, DC 3,592 Seattle, WA 2,117 Los Angeles, CA 2,018 Boston, MA 1,354 Austin, TX 1,179 Chicago, IL 1,134 Dallas–Fort Worth, TX 1,033 Denver, CO 796 Atlanta, GA 685 Raleigh–Durham, NC 480 San Diego, CA 431 Phoenix, AZ 361 Charlotte, NC 354 Houston, TX 255 Pittsburgh, PA 226 Miami, FL 208 Philadelphia, PA 166 Salt Lake City, UT 162 Detroit, MI 147 Minneapolis, MN 121 Baltimore, MD 101 Nashville, TN 64 Portland, OR 27
Role
Software Engineer 11,240 Product Manager 3,298 Engineering Manager 2,106 Project Manager 1,915 Program Manager 1,888 Data Scientist 1,576 Machine Learning Engineer 1,505 Security Engineer 1,421 Marketing Manager 1,366 Full Stack Developer 1,198 AI Engineer 1,058 DevOps Engineer 1,051 Data Engineer 900 IT Support Specialist 842 Cybersecurity Analyst 839 Backend Developer 799 Systems Administrator 753 Site Reliability Engineer 720 Graphic Designer 697 Data Analyst 665 Product Marketing Manager 603 Mobile Developer 592 Network Engineer 572 Business Analyst 554 Product Designer 527 Content Writer 518 QA Engineer 497 Growth Marketing Manager 350 Frontend Developer 340 Cloud Engineer 313 UX Designer 246 PPC Specialist 220 Email Marketing Specialist 204 Social Media Manager 201 Digital Marketing Specialist 183 Marketing Analyst 174 Community Manager 171 Video Editor 103 Brand Manager 96 Creative Director 85 SEO Specialist 79 Content Creator 78 Scrum Master 73 Influencer Marketing Manager 70 BI Developer 60 Art Director 49 Copywriter 49 Web Developer 48 Motion Designer 38 Game Designer 37 3D Artist 29 Animator 24 UI Designer 22 Web Designer 16
Skills
Python 14,808 Machine learning 9,096 Product roadmapping 8,540 AWS 8,238 CI/CD 7,568 SQL 6,206 Kubernetes 6,105 LLMs 5,682 AI agents 5,317 C++ 5,099 Linux 5,036 Java 5,005 Azure 4,881 Distributed systems 4,700 Agile 4,618 Docker 4,278 Google Cloud 4,091 Git 4,059 TypeScript 3,893 Go 3,836 React 3,572 Terraform 3,324 JavaScript 3,292 Go-to-market 2,826 REST APIs 2,764 Jira 2,676 Test automation 2,631 PostgreSQL 2,475 Generative AI 2,460 C 2,420 Product strategy 2,414 Microservices 2,402 Incident response 2,378 Bash 2,221 Positioning & messaging 2,155 Excel 2,041 GitHub 1,881 Embedded systems 1,863 Node.js 1,838 Rust 1,751 Stakeholder management 1,727 Kafka 1,717 PyTorch 1,717 CRM 1,632 IAM 1,617 Product marketing 1,617 CompTIA certifications 1,601 Scrum 1,594 Spark 1,589 C# 1,582 Computer vision 1,561 Cryptography 1,505 Ansible 1,492 Firmware 1,462 GitLab 1,456 Android 1,449 Data modeling 1,433 Market research 1,424 Jenkins 1,384 Deep learning 1,370 PRDs 1,367 RAG 1,329 iOS 1,324 Data warehousing 1,321 Design systems 1,286 Confluence 1,265 PMP 1,258 NoSQL 1,248 ETL 1,213 OpenAI API 1,211 NIST 1,193 Google Workspace 1,169 Vulnerability management 1,167 Firewalls 1,166 Salesforce 1,165 HTML 1,143 Grafana 1,115 Competitive analysis 1,081 Snowflake 1,080 Databricks 1,080 CSS 1,077 TCP/IP 1,076 Tableau 1,056 Kotlin 1,022 DNS / DHCP 1,009 PowerShell 984 Power BI 984 Angular 977 Prototyping 977 Figma 975 CISSP 968 User stories 968 TensorFlow 944 MLOps 943 Scala 934 Prometheus 926 Brand marketing 885 GitHub Actions 876 SAP 876 A/B testing 860 R 856 Spring Boot 842 NLP 840 Active Directory 838 Web accessibility (WCAG) 831 Prompt engineering 823 Airflow 816 MySQL 814 Zero Trust 805 User research 803 Pricing strategy 797 Redis 795 Elasticsearch 785 Oracle 784 Demand generation 777 Unix 757 Reinforcement learning 754 Sales enablement 752 RTOS 751 SSO / SAML 749 OAuth 745 Splunk 728 GraphQL 726 Routing & switching 717 SOC 2 707 ServiceNow 695 VPN 694 Vector databases 692 MongoDB 682 Datadog 674 SQL Server 664 BigQuery 650 ITIL 646 Cisco 645 JUnit 644 CUDA 642 Helm 635 SEO 632 SIEM 627 VMware 617 CCNA / CCNP 616 .NET 615 Microsoft 365 611 HIPAA 605 Technical writing 603 gRPC 597 Serverless 592 CloudFormation 586 Threat modeling 584 Ruby 576 Microsoft Project 570 Next.js 565 LangChain 561 MATLAB 547 Budget management 542 Product analytics 540 dbt 538 Adobe Creative Cloud 538 Content strategy 536 FedRAMP 535 Marketing automation 531 SAFe 525 Email marketing 521 Jetpack Compose 518 Penetration testing 501 SharePoint 501 scikit-learn 489 ISO 27001 489 GIAC certifications 481 CMS 480 pandas 479 Argo CD 471 EDR 454 Looker 436 Windows Server 436 macOS 435 HubSpot 429 DynamoDB 422 Typography 414 Six Sigma 410 Vue.js 409 ELK Stack 409 Event marketing 404 FastAPI 401 OpenTelemetry 398 Chef / Puppet 386 Hadoop 372 Google Analytics 372 Photoshop 370 FPGA 369 Load testing 364 React Native 362 Video editing 362 Okta 360 Paid social 344 OpenShift 337 Service mesh 334 Account-based marketing 333 NumPy 332 SAST / DAST 331 Illustrator 329 Django 325 Redshift 320 Flink 318 CISM 307 Intune / SCCM 304 Kanban 304 Blockchain 302 Wireframing 291 SD-WAN 289 OWASP 282 Hugging Face 281 GRC 281 Motion graphics 281 RabbitMQ 276 Swift 268 Selenium 267 Perl 265 Ruby on Rails 262 ClickHouse 260 Juniper 256 Playwright 253 OKRs 253 Power Platform 244 Content marketing 241 Smartsheet 239 WebSockets 238 Cassandra 237 Unreal Engine 233 Google Ads 222 Wireshark 220 PPC 220 Flask 218 Pulumi 217 After Effects 208 Copywriting 206 Information architecture 204 SageMaker 203 PCI DSS 201 Canva 200 Redux 197 Asana 194 SOAR 193 Marketo 192 Premiere Pro 185 InDesign 180 Notion 179 Vertex AI 177 Tailwind CSS 176 Cypress 169 Presto / Trino 168 NetSuite 167 Hive 161 Kinesis 156 Salesforce Marketing Cloud 155 Cloudflare 154 Jamf 152 Postman 150 PHP 147 Influencer marketing 147 Workday 146 Jest 142 pytest 141 Zapier 140 OSCP 138 SEM 134 Zendesk 133 monday.com 130 Shopify 128 WordPress 123 Conversion rate optimization 122 New Relic 119 Amplitude 116 jQuery 114 Cucumber 108 Verilog / VHDL 107 SwiftUI 104 Neo4j 104 Unity 103 Meta Ads 101 CapCut 99 Jupyter 98 XGBoost 97 Braze 97 SAS 95 Fivetran 94 NestJS 92 WebGL 91 Programmatic advertising 91 SEO tools 90 VBA 88 Nginx 88 Google Search Console 86 Sketch 84 Social media tools 84 HashiCorp Vault 80 Airtable 80 Blender 79 Keras 78 Informatica 77 D3.js 75 PCB design 73 Looker Studio 71 Vite 70 Three.js 69 Firebase 68 Webflow 68 LinkedIn Ads 68 Affiliate marketing 68 Mixpanel 67 Adobe Analytics 66 Final Cut Pro 65 Flutter 63 Webpack 61 Iterable 59 Svelte 58 Google Tag Manager 55 Qlik 54 Elixir 53 Citrix 53 Storybook 51 DaVinci Resolve 51 Klaviyo 50 Miro 49 Maya 49 UIKit 48 Appium 46 Objective-C 45 Cinema 4D 43 Lua 42 Sass 42 Adobe XD 35 Xcode 34 Markdown 32 Haskell 31 Express.js 31 Dart 29 Trello 29 TikTok Ads 29 TestRail 27 Mailchimp 27 Alteryx 26 Laravel 25 Framer 24 Retool 23 AP Style 22 SPSS 21 Solidity 17 Substance 3D 16 Amazon Ads 15 Clojure 12 Houdini 12 Erlang 8 ZBrush 8 Stata 4
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