States
Alabama 448 Alaska 46 Arizona 637 Arkansas 441 California 15,374 Colorado 1,536 Connecticut 344 Delaware 134 District of Columbia 1,307 Florida 1,287 Georgia 1,086 Hawaii 137 Idaho 180 Illinois 1,848 Indiana 312 Iowa 282 Kansas 123 Kentucky 162 Louisiana 118 Maine 83 Maryland 1,635 Massachusetts 2,284 Michigan 703 Minnesota 407 Mississippi 99 Missouri 475 Montana 50 Nebraska 187 Nevada 202 New Hampshire 112 New Jersey 815 New Mexico 163 New York 6,700 North Carolina 1,195 North Dakota 77 Ohio 700 Oklahoma 194 Oregon 361 Pennsylvania 899 Rhode Island 95 South Carolina 206 South Dakota 64 Tennessee 292 Texas 3,630 Utah 464 Vermont 75 Virginia 3,681 Washington 2,763 West Virginia 80 Wisconsin 336 Wyoming 64
Cities
San Francisco Bay Area, CA 10,449 New York, NY 5,623 Washington, DC 3,596 Seattle, WA 2,138 Los Angeles, CA 2,075 Boston, MA 1,350 Austin, TX 1,183 Chicago, IL 1,151 Dallas–Fort Worth, TX 1,046 Denver, CO 790 Atlanta, GA 697 Raleigh–Durham, NC 487 San Diego, CA 430 Phoenix, AZ 357 Charlotte, NC 339 Houston, TX 254 Pittsburgh, PA 229 Miami, FL 213 Philadelphia, PA 168 Salt Lake City, UT 163 Detroit, MI 144 Minneapolis, MN 129 Baltimore, MD 104 Nashville, TN 65 Portland, OR 29
Role
Software Engineer 11,248 Product Manager 3,291 Engineering Manager 2,103 Project Manager 1,921 Program Manager 1,915 Data Scientist 1,570 Machine Learning Engineer 1,503 Security Engineer 1,436 Marketing Manager 1,350 Full Stack Developer 1,205 AI Engineer 1,069 DevOps Engineer 1,059 Data Engineer 901 IT Support Specialist 854 Cybersecurity Analyst 844 Backend Developer 797 Systems Administrator 773 Site Reliability Engineer 725 Graphic Designer 692 Data Analyst 651 Product Marketing Manager 612 Mobile Developer 595 Network Engineer 565 Business Analyst 548 Product Designer 529 Content Writer 515 QA Engineer 502 Growth Marketing Manager 349 Frontend Developer 333 Cloud Engineer 302 UX Designer 241 PPC Specialist 219 Email Marketing Specialist 208 Social Media Manager 200 Digital Marketing Specialist 182 Marketing Analyst 175 Community Manager 173 Video Editor 103 Brand Manager 94 Creative Director 88 Content Creator 80 SEO Specialist 77 Scrum Master 67 Influencer Marketing Manager 65 BI Developer 63 Art Director 51 Web Developer 50 Copywriter 47 Motion Designer 36 Game Designer 36 3D Artist 28 Animator 22 UI Designer 21 Web Designer 16
Skills
Python 14,865 Machine learning 9,058 Product roadmapping 8,548 AWS 8,234 CI/CD 7,591 SQL 6,213 Kubernetes 6,115 LLMs 5,737 AI agents 5,340 C++ 5,139 Linux 5,075 Java 5,033 Azure 4,868 Distributed systems 4,726 Agile 4,600 Docker 4,268 Google Cloud 4,088 Git 4,074 TypeScript 3,903 Go 3,835 React 3,582 Terraform 3,326 JavaScript 3,307 Go-to-market 2,841 REST APIs 2,763 Jira 2,688 Test automation 2,633 PostgreSQL 2,468 C 2,450 Generative AI 2,449 Product strategy 2,398 Microservices 2,394 Incident response 2,383 Bash 2,237 Positioning & messaging 2,173 Excel 2,048 GitHub 1,890 Embedded systems 1,862 Node.js 1,846 Rust 1,757 Stakeholder management 1,713 PyTorch 1,712 Kafka 1,708 IAM 1,627 CompTIA certifications 1,621 CRM 1,618 Product marketing 1,611 C# 1,607 Scrum 1,581 Spark 1,571 Computer vision 1,554 Cryptography 1,512 Ansible 1,497 Firmware 1,477 GitLab 1,474 Android 1,465 Market research 1,442 Data modeling 1,425 Jenkins 1,398 Deep learning 1,375 PRDs 1,367 iOS 1,336 RAG 1,329 Data warehousing 1,314 Design systems 1,283 Confluence 1,269 PMP 1,264 NoSQL 1,240 ETL 1,225 OpenAI API 1,225 NIST 1,184 Google Workspace 1,172 Vulnerability management 1,171 Firewalls 1,165 Salesforce 1,156 HTML 1,149 Grafana 1,118 Competitive analysis 1,084 CSS 1,082 Snowflake 1,074 TCP/IP 1,068 Tableau 1,062 Databricks 1,057 Kotlin 1,039 DNS / DHCP 1,037 PowerShell 1,001 Power BI 989 Angular 987 Prototyping 974 Figma 964 CISSP 963 User stories 955 MLOps 939 TensorFlow 930 Prometheus 927 Scala 926 GitHub Actions 893 SAP 889 Brand marketing 885 A/B testing 866 Spring Boot 852 Active Directory 852 R 846 NLP 830 Prompt engineering 830 Web accessibility (WCAG) 829 MySQL 829 Airflow 813 Pricing strategy 811 Zero Trust 810 Redis 793 Elasticsearch 784 User research 784 Oracle 782 Demand generation 777 Unix 770 Reinforcement learning 769 RTOS 762 Sales enablement 762 SSO / SAML 759 OAuth 755 Splunk 728 Routing & switching 718 GraphQL 713 ServiceNow 710 SOC 2 710 VPN 690 MongoDB 688 Vector databases 688 Datadog 684 ITIL 662 SQL Server 654 BigQuery 652 JUnit 647 Cisco 638 Helm 636 CUDA 629 SIEM 626 .NET 624 VMware 624 SEO 624 Microsoft 365 617 HIPAA 610 CCNA / CCNP 603 Technical writing 601 Serverless 593 gRPC 592 Threat modeling 591 CloudFormation 577 Microsoft Project 577 Ruby 573 Next.js 561 LangChain 561 MATLAB 555 Budget management 547 Product analytics 541 Adobe Creative Cloud 539 dbt 536 FedRAMP 532 Marketing automation 532 Content strategy 527 Email marketing 524 SAFe 520 SharePoint 520 Jetpack Compose 517 Penetration testing 512 ISO 27001 496 GIAC certifications 488 pandas 481 scikit-learn 478 CMS 470 Argo CD 469 macOS 447 EDR 441 Windows Server 438 Looker 432 HubSpot 423 Six Sigma 421 Vue.js 420 DynamoDB 419 ELK Stack 410 Typography 407 FastAPI 399 OpenTelemetry 398 Event marketing 396 Chef / Puppet 382 FPGA 373 Hadoop 372 Photoshop 372 Google Analytics 368 Okta 368 React Native 366 Video editing 364 Load testing 363 OpenShift 343 Paid social 341 Illustrator 335 Service mesh 333 NumPy 332 Account-based marketing 331 Django 329 SAST / DAST 328 Intune / SCCM 318 Redshift 317 Flink 312 CISM 301 Kanban 295 Blockchain 295 Wireframing 292 OWASP 291 Hugging Face 287 SD-WAN 285 GRC 285 Motion graphics 280 Swift 271 RabbitMQ 271 Selenium 267 Perl 262 Ruby on Rails 261 Juniper 261 ClickHouse 256 Playwright 254 Power Platform 253 OKRs 246 Smartsheet 245 Content marketing 239 WebSockets 237 Unreal Engine 231 Cassandra 230 Pulumi 223 Google Ads 223 Flask 221 Wireshark 219 PPC 215 After Effects 210 Information architecture 206 PCI DSS 205 Canva 202 SageMaker 201 Copywriting 199 Redux 195 SOAR 191 Asana 189 Premiere Pro 188 Marketo 187 Vertex AI 185 Tailwind CSS 177 InDesign 174 Notion 173 Presto / Trino 171 NetSuite 171 Cypress 169 Hive 161 Cloudflare 158 Kinesis 157 Jamf 154 Salesforce Marketing Cloud 154 Postman 151 Workday 147 PHP 146 Influencer marketing 146 pytest 145 Jest 141 Zapier 139 OSCP 137 Zendesk 133 monday.com 133 Shopify 129 SEM 127 WordPress 125 jQuery 121 Conversion rate optimization 121 Amplitude 120 New Relic 120 Cucumber 113 Verilog / VHDL 106 Meta Ads 104 Jupyter 103 Unity 103 SwiftUI 102 Neo4j 102 XGBoost 102 CapCut 100 SAS 98 Braze 97 Fivetran 92 NestJS 91 WebGL 90 Programmatic advertising 88 SEO tools 88 VBA 86 Nginx 85 HashiCorp Vault 82 Sketch 82 Google Search Console 82 Social media tools 81 Informatica 79 Blender 79 Keras 77 Airtable 77 D3.js 74 Looker Studio 73 PCB design 72 Firebase 71 Vite 70 Webflow 69 Final Cut Pro 69 Three.js 68 LinkedIn Ads 68 Affiliate marketing 68 Flutter 67 Mixpanel 65 Adobe Analytics 65 Webpack 61 Svelte 58 Google Tag Manager 57 Qlik 56 Iterable 55 Citrix 54 DaVinci Resolve 54 Miro 53 Storybook 52 Elixir 51 Klaviyo 51 Objective-C 48 UIKit 48 Maya 46 Appium 45 Cinema 4D 42 Lua 41 Sass 39 Markdown 35 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 SPSS 22 Retool 22 AP Style 20 Solidity 16 Substance 3D 16 Amazon Ads 15 Houdini 12 Clojure 11 Erlang 7 ZBrush 7 Stata 3
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