States
Alabama 428 Alaska 36 Arizona 625 Arkansas 422 California 15,710 Colorado 1,529 Connecticut 327 Delaware 133 District of Columbia 1,313 Florida 1,316 Georgia 1,101 Hawaii 134 Idaho 175 Illinois 1,853 Indiana 305 Iowa 273 Kansas 113 Kentucky 165 Louisiana 104 Maine 76 Maryland 1,640 Massachusetts 2,265 Michigan 679 Minnesota 399 Mississippi 89 Missouri 472 Montana 50 Nebraska 182 Nevada 191 New Hampshire 111 New Jersey 783 New Mexico 160 New York 6,815 North Carolina 1,166 North Dakota 64 Ohio 684 Oklahoma 173 Oregon 352 Pennsylvania 879 Rhode Island 86 South Carolina 192 South Dakota 53 Tennessee 286 Texas 3,727 Utah 461 Vermont 64 Virginia 3,718 Washington 2,782 West Virginia 67 Wisconsin 320 Wyoming 50
Cities
San Francisco Bay Area, CA 10,675 New York, NY 5,725 Washington, DC 3,656 Seattle, WA 2,174 Los Angeles, CA 2,099 Boston, MA 1,335 Austin, TX 1,246 Chicago, IL 1,154 Dallas–Fort Worth, TX 1,080 Denver, CO 795 Atlanta, GA 720 Raleigh–Durham, NC 485 San Diego, CA 420 Phoenix, AZ 351 Charlotte, NC 342 Houston, TX 258 Pittsburgh, PA 229 Miami, FL 223 Salt Lake City, UT 173 Philadelphia, PA 163 Detroit, MI 142 Minneapolis, MN 126 Baltimore, MD 102 Nashville, TN 58 Portland, OR 30
Role
Software Engineer 11,268 Product Manager 3,363 Engineering Manager 2,126 Program Manager 1,952 Project Manager 1,943 Data Scientist 1,530 Machine Learning Engineer 1,515 Security Engineer 1,478 Marketing Manager 1,406 Full Stack Developer 1,215 AI Engineer 1,104 DevOps Engineer 1,086 Data Engineer 900 IT Support Specialist 869 Cybersecurity Analyst 860 Backend Developer 796 Systems Administrator 764 Site Reliability Engineer 751 Graphic Designer 728 Data Analyst 641 Product Marketing Manager 639 Mobile Developer 585 Network Engineer 569 Product Designer 544 Business Analyst 543 Content Writer 530 QA Engineer 495 Growth Marketing Manager 353 Frontend Developer 336 Cloud Engineer 293 UX Designer 241 PPC Specialist 217 Email Marketing Specialist 204 Social Media Manager 201 Marketing Analyst 178 Community Manager 175 Digital Marketing Specialist 173 Video Editor 106 Creative Director 95 Brand Manager 89 SEO Specialist 81 Content Creator 78 Scrum Master 72 Influencer Marketing Manager 63 BI Developer 62 Art Director 51 Web Developer 49 Copywriter 45 Motion Designer 33 Game Designer 33 3D Artist 29 UI Designer 25 Animator 22 Web Designer 15
Skills
Python 14,857 Machine learning 9,072 Product roadmapping 8,728 AWS 8,206 CI/CD 7,648 Kubernetes 6,149 SQL 6,140 LLMs 5,799 AI agents 5,505 Linux 5,175 C++ 5,156 Java 5,028 Azure 4,909 Distributed systems 4,835 Agile 4,564 Docker 4,257 Google Cloud 4,084 Git 4,051 Go 3,975 TypeScript 3,929 React 3,559 Terraform 3,354 JavaScript 3,252 Go-to-market 2,974 REST APIs 2,723 Test automation 2,690 Jira 2,661 Incident response 2,464 PostgreSQL 2,458 C 2,446 Product strategy 2,439 Generative AI 2,398 Microservices 2,387 Bash 2,276 Positioning & messaging 2,223 Excel 2,076 Embedded systems 1,888 GitHub 1,880 Node.js 1,831 Rust 1,810 Stakeholder management 1,727 PyTorch 1,717 Kafka 1,709 CRM 1,683 IAM 1,668 Product marketing 1,660 CompTIA certifications 1,587 Computer vision 1,578 Scrum 1,576 C# 1,571 Cryptography 1,570 Ansible 1,560 Spark 1,557 Firmware 1,517 GitLab 1,486 Market research 1,461 Android 1,449 Data modeling 1,440 Jenkins 1,377 PRDs 1,343 iOS 1,341 RAG 1,339 Deep learning 1,334 PMP 1,329 Data warehousing 1,326 Confluence 1,275 Design systems 1,272 NoSQL 1,238 NIST 1,221 ETL 1,218 Firewalls 1,215 OpenAI API 1,211 Salesforce 1,209 Vulnerability management 1,206 Grafana 1,125 Google Workspace 1,120 HTML 1,113 TCP/IP 1,113 Competitive analysis 1,109 DNS / DHCP 1,094 Databricks 1,081 Snowflake 1,079 Tableau 1,054 CSS 1,039 Kotlin 1,033 PowerShell 1,032 Power BI 996 CISSP 993 Prototyping 983 Angular 979 Scala 971 Figma 968 Prometheus 948 User stories 920 MLOps 917 GitHub Actions 910 Brand marketing 907 TensorFlow 899 SAP 891 Active Directory 865 Pricing strategy 855 A/B testing 850 Prompt engineering 824 Zero Trust 809 Reinforcement learning 801 MySQL 800 Web accessibility (WCAG) 799 Airflow 793 Spring Boot 791 OAuth 789 R 788 Demand generation 785 Oracle 774 NLP 774 Sales enablement 773 Redis 772 User research 770 Elasticsearch 767 Unix 763 SSO / SAML 759 RTOS 749 Routing & switching 744 Splunk 731 SOC 2 725 VPN 714 ServiceNow 704 Datadog 700 GraphQL 699 MongoDB 681 Cisco 672 SQL Server 659 Microsoft 365 652 Vector databases 651 .NET 650 ITIL 649 CUDA 647 SIEM 642 Technical writing 636 VMware 635 BigQuery 634 JUnit 631 Threat modeling 630 Helm 629 Serverless 629 SEO 624 CCNA / CCNP 622 HIPAA 605 gRPC 602 CloudFormation 587 Microsoft Project 583 Budget management 576 Ruby 570 Next.js 563 Adobe Creative Cloud 560 Marketing automation 558 LangChain 557 FedRAMP 552 MATLAB 542 dbt 536 SAFe 535 Content strategy 530 SharePoint 528 Penetration testing 525 Product analytics 521 Jetpack Compose 517 Email marketing 510 ISO 27001 508 GIAC certifications 500 Argo CD 481 CMS 468 macOS 463 pandas 461 EDR 461 Windows Server 453 scikit-learn 449 HubSpot 447 OpenTelemetry 438 Six Sigma 438 ELK Stack 415 Typography 415 FastAPI 412 Vue.js 410 Chef / Puppet 403 DynamoDB 401 Event marketing 399 Looker 398 Google Analytics 383 Okta 381 FPGA 373 Photoshop 371 Video editing 369 Load testing 362 React Native 360 Hadoop 357 SAST / DAST 350 Account-based marketing 343 Flink 339 OpenShift 336 Illustrator 329 Paid social 328 CISM 325 NumPy 321 Intune / SCCM 318 Redshift 315 Service mesh 314 Django 311 SD-WAN 308 OWASP 307 GRC 299 Blockchain 296 Kanban 291 Motion graphics 285 RabbitMQ 281 Hugging Face 274 ClickHouse 269 Juniper 263 Wireframing 263 Swift 262 Perl 259 OKRs 259 Ruby on Rails 258 Playwright 251 Smartsheet 251 Selenium 247 Power Platform 245 Content marketing 243 WebSockets 235 Unreal Engine 233 Pulumi 232 Wireshark 231 Google Ads 227 PPC 222 Cassandra 218 Canva 212 PCI DSS 211 Information architecture 208 After Effects 208 SOAR 206 Copywriting 206 Premiere Pro 202 Flask 201 Marketo 198 Asana 195 SageMaker 191 Redux 189 NetSuite 182 Vertex AI 179 Presto / Trino 178 InDesign 175 Notion 173 Cypress 169 Cloudflare 160 Tailwind CSS 159 Hive 156 Jamf 153 Kinesis 150 Salesforce Marketing Cloud 150 Influencer marketing 149 Postman 147 OSCP 145 Workday 145 Zapier 145 pytest 144 PHP 133 Zendesk 132 Jest 132 Shopify 131 SEM 128 WordPress 125 New Relic 120 jQuery 118 Conversion rate optimization 115 Amplitude 114 monday.com 111 Cucumber 108 Meta Ads 107 Verilog / VHDL 107 CapCut 103 Neo4j 101 Unity 101 SwiftUI 99 Jupyter 99 Braze 95 NestJS 93 SEO tools 91 WebGL 89 SAS 88 Fivetran 87 Programmatic advertising 87 Nginx 85 XGBoost 85 Google Search Console 85 Blender 84 HashiCorp Vault 82 Keras 79 Sketch 79 PCB design 79 Social media tools 78 VBA 76 Final Cut Pro 75 Informatica 74 Vite 73 Airtable 71 Looker Studio 70 LinkedIn Ads 70 Mixpanel 69 Webflow 69 Flutter 67 Affiliate marketing 67 Firebase 66 D3.js 64 Three.js 63 Webpack 61 Adobe Analytics 60 Iterable 60 Qlik 56 DaVinci Resolve 56 Google Tag Manager 55 Svelte 54 Klaviyo 51 Elixir 50 Storybook 50 Miro 50 Citrix 49 Maya 49 Lua 46 Objective-C 45 Cinema 4D 43 Sass 41 UIKit 41 Appium 40 Haskell 33 Adobe XD 33 Markdown 32 Dart 31 Xcode 31 Express.js 29 Trello 29 TestRail 28 TikTok Ads 28 Laravel 27 Mailchimp 27 Alteryx 26 Retool 24 AP Style 23 Framer 22 SPSS 21 Substance 3D 18 Houdini 16 Amazon Ads 16 Solidity 14 Clojure 11 Erlang 9 ZBrush 8 Stata 3
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