States
Alabama 443 Alaska 43 Arizona 629 Arkansas 448 California 15,242 Colorado 1,538 Connecticut 357 Delaware 127 District of Columbia 1,291 Florida 1,283 Georgia 1,076 Hawaii 132 Idaho 186 Illinois 1,830 Indiana 314 Iowa 291 Kansas 115 Kentucky 159 Louisiana 106 Maine 80 Maryland 1,645 Massachusetts 2,279 Michigan 700 Minnesota 393 Mississippi 91 Missouri 477 Montana 51 Nebraska 179 Nevada 195 New Hampshire 104 New Jersey 830 New Mexico 156 New York 6,609 North Carolina 1,210 North Dakota 75 Ohio 688 Oklahoma 186 Oregon 354 Pennsylvania 906 Rhode Island 95 South Carolina 199 South Dakota 58 Tennessee 275 Texas 3,613 Utah 458 Vermont 73 Virginia 3,689 Washington 2,725 West Virginia 74 Wisconsin 340 Wyoming 62
Cities
San Francisco Bay Area, CA 10,365 New York, NY 5,545 Washington, DC 3,605 Seattle, WA 2,114 Los Angeles, CA 2,007 Boston, MA 1,353 Austin, TX 1,176 Chicago, IL 1,151 Dallas–Fort Worth, TX 1,051 Denver, CO 792 Atlanta, GA 692 Raleigh–Durham, NC 484 San Diego, CA 434 Charlotte, NC 367 Phoenix, AZ 359 Houston, TX 260 Pittsburgh, PA 226 Miami, FL 207 Philadelphia, PA 166 Salt Lake City, UT 160 Detroit, MI 146 Minneapolis, MN 124 Baltimore, MD 102 Nashville, TN 64 Portland, OR 29
Role
Software Engineer 11,277 Product Manager 3,303 Engineering Manager 2,116 Project Manager 1,938 Program Manager 1,898 Data Scientist 1,582 Machine Learning Engineer 1,500 Security Engineer 1,435 Marketing Manager 1,359 Full Stack Developer 1,194 AI Engineer 1,061 DevOps Engineer 1,046 Data Engineer 903 Cybersecurity Analyst 844 IT Support Specialist 829 Backend Developer 803 Systems Administrator 753 Site Reliability Engineer 717 Graphic Designer 696 Data Analyst 675 Product Marketing Manager 600 Mobile Developer 590 Network Engineer 571 Business Analyst 561 Product Designer 521 Content Writer 516 QA Engineer 496 Growth Marketing Manager 349 Frontend Developer 340 Cloud Engineer 315 UX Designer 244 PPC Specialist 219 Email Marketing Specialist 207 Social Media Manager 201 Digital Marketing Specialist 182 Community Manager 174 Marketing Analyst 171 Video Editor 99 Brand Manager 95 Creative Director 86 SEO Specialist 78 Content Creator 76 Scrum Master 72 Influencer Marketing Manager 68 BI Developer 61 Art Director 48 Copywriter 48 Web Developer 47 Motion Designer 40 Game Designer 35 3D Artist 29 UI Designer 23 Animator 20 Web Designer 16
Skills
Python 14,835 Machine learning 9,117 Product roadmapping 8,557 AWS 8,281 CI/CD 7,564 SQL 6,214 Kubernetes 6,103 LLMs 5,669 AI agents 5,290 C++ 5,090 Linux 5,024 Java 5,018 Azure 4,929 Distributed systems 4,729 Agile 4,665 Docker 4,259 Google Cloud 4,112 Git 4,040 TypeScript 3,897 Go 3,836 React 3,583 Terraform 3,315 JavaScript 3,280 Go-to-market 2,833 REST APIs 2,754 Jira 2,692 Test automation 2,627 PostgreSQL 2,487 Generative AI 2,449 C 2,430 Microservices 2,413 Product strategy 2,397 Incident response 2,367 Bash 2,216 Positioning & messaging 2,152 Excel 2,044 GitHub 1,889 Embedded systems 1,879 Node.js 1,838 Stakeholder management 1,762 Rust 1,736 Kafka 1,716 PyTorch 1,713 CRM 1,638 Product marketing 1,613 CompTIA certifications 1,604 IAM 1,600 Spark 1,599 Scrum 1,594 C# 1,588 Computer vision 1,558 Cryptography 1,509 Ansible 1,482 GitLab 1,466 Firmware 1,458 Data modeling 1,450 Android 1,436 Market research 1,429 Jenkins 1,382 Deep learning 1,367 PRDs 1,363 RAG 1,341 Data warehousing 1,329 iOS 1,319 Design systems 1,277 PMP 1,269 NoSQL 1,261 Confluence 1,261 ETL 1,225 OpenAI API 1,213 NIST 1,188 Vulnerability management 1,182 Firewalls 1,170 Salesforce 1,163 Google Workspace 1,160 HTML 1,151 Grafana 1,109 Databricks 1,089 Competitive analysis 1,087 CSS 1,080 TCP/IP 1,076 Snowflake 1,075 Tableau 1,056 Kotlin 1,021 DNS / DHCP 1,008 PowerShell 996 Power BI 993 CISSP 986 Angular 980 Prototyping 974 User stories 970 Figma 968 MLOps 959 TensorFlow 945 Scala 937 Prometheus 916 Brand marketing 888 GitHub Actions 883 SAP 877 R 873 A/B testing 851 NLP 849 Spring Boot 847 Active Directory 845 Web accessibility (WCAG) 833 Prompt engineering 832 MySQL 816 Airflow 815 Zero Trust 803 User research 798 Redis 797 Pricing strategy 796 Oracle 787 Elasticsearch 785 Demand generation 781 Sales enablement 762 Unix 758 RTOS 757 Reinforcement learning 749 OAuth 734 SSO / SAML 732 Splunk 726 GraphQL 725 Routing & switching 719 SOC 2 712 Vector databases 709 ServiceNow 698 VPN 690 MongoDB 687 Datadog 674 SQL Server 669 Cisco 646 BigQuery 645 ITIL 645 JUnit 641 SIEM 633 SEO 632 CUDA 630 Helm 629 .NET 626 Microsoft 365 624 VMware 621 CCNA / CCNP 619 HIPAA 600 Technical writing 598 gRPC 595 Threat modeling 590 Serverless 589 CloudFormation 581 Microsoft Project 580 Ruby 577 Next.js 567 LangChain 566 MATLAB 546 Budget management 542 FedRAMP 541 dbt 536 Adobe Creative Cloud 535 Content strategy 534 SAFe 533 Marketing automation 530 Product analytics 530 Email marketing 521 Penetration testing 516 Jetpack Compose 513 SharePoint 502 scikit-learn 493 GIAC certifications 493 ISO 27001 486 pandas 481 CMS 481 Argo CD 472 EDR 447 Windows Server 443 Looker 435 macOS 433 HubSpot 425 DynamoDB 424 Vue.js 415 Typography 413 Six Sigma 411 Event marketing 408 ELK Stack 405 FastAPI 399 OpenTelemetry 391 Chef / Puppet 386 FPGA 372 Photoshop 371 Hadoop 370 Google Analytics 369 React Native 364 Load testing 359 Okta 356 Video editing 356 Paid social 340 SAST / DAST 339 NumPy 337 OpenShift 331 Django 330 Illustrator 330 Account-based marketing 330 Service mesh 328 Redshift 321 Flink 317 CISM 308 Blockchain 302 Intune / SCCM 300 Kanban 300 Wireframing 293 Hugging Face 289 SD-WAN 285 OWASP 285 GRC 281 RabbitMQ 279 Motion graphics 279 Selenium 268 Swift 267 Perl 266 Ruby on Rails 262 ClickHouse 262 Juniper 260 OKRs 254 Playwright 249 Smartsheet 244 Power Platform 242 Content marketing 241 WebSockets 236 Cassandra 234 Unreal Engine 229 PPC 223 Google Ads 223 Wireshark 222 Pulumi 218 Flask 217 After Effects 207 Copywriting 206 Information architecture 203 Redux 202 SageMaker 201 PCI DSS 201 Canva 199 Asana 195 SOAR 194 Marketo 190 Vertex AI 181 InDesign 180 Premiere Pro 180 Notion 178 Tailwind CSS 177 Presto / Trino 170 NetSuite 167 Cypress 165 Hive 162 Kinesis 154 Salesforce Marketing Cloud 154 Cloudflare 153 Workday 150 Postman 147 PHP 146 Jamf 145 Influencer marketing 145 OSCP 144 pytest 141 Jest 139 Zapier 137 Zendesk 135 SEM 134 monday.com 132 Shopify 125 WordPress 125 Conversion rate optimization 119 New Relic 118 Amplitude 113 jQuery 112 Verilog / VHDL 109 Cucumber 107 Neo4j 103 SwiftUI 102 Meta Ads 101 Jupyter 99 Unity 99 CapCut 98 XGBoost 97 SAS 96 Braze 96 Fivetran 94 NestJS 91 WebGL 90 Programmatic advertising 90 SEO tools 89 VBA 88 Nginx 87 Google Search Console 86 Sketch 84 Social media tools 82 HashiCorp Vault 80 Blender 80 Keras 78 Informatica 77 Airtable 77 PCB design 76 D3.js 73 Vite 70 Looker Studio 70 Webflow 69 LinkedIn Ads 68 Adobe Analytics 67 Three.js 66 Firebase 66 Affiliate marketing 66 Mixpanel 64 Flutter 63 Final Cut Pro 62 Webpack 58 Qlik 57 Iterable 57 Svelte 56 Google Tag Manager 56 Elixir 53 Storybook 52 Citrix 52 Klaviyo 50 UIKit 49 DaVinci Resolve 49 Miro 48 Objective-C 46 Appium 46 Maya 46 Cinema 4D 45 Lua 41 Sass 40 Markdown 36 Adobe XD 35 Xcode 33 Express.js 31 Trello 30 TikTok Ads 30 Dart 29 Haskell 29 TestRail 29 Alteryx 28 Mailchimp 27 Laravel 26 Framer 25 Retool 23 AP Style 22 SPSS 21 Solidity 17 Substance 3D 16 Amazon Ads 14 Houdini 11 Clojure 10 Erlang 8 ZBrush 8 Stata 4
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