States
Alabama 435 Alaska 38 Arizona 628 Arkansas 378 California 15,070 Colorado 1,522 Connecticut 352 Delaware 122 District of Columbia 1,287 Florida 1,280 Georgia 1,058 Hawaii 123 Idaho 183 Illinois 1,821 Indiana 312 Iowa 287 Kansas 115 Kentucky 158 Louisiana 103 Maine 77 Maryland 1,619 Massachusetts 2,279 Michigan 686 Minnesota 398 Mississippi 90 Missouri 499 Montana 51 Nebraska 177 Nevada 189 New Hampshire 100 New Jersey 795 New Mexico 148 New York 6,559 North Carolina 1,196 North Dakota 76 Ohio 668 Oklahoma 191 Oregon 349 Pennsylvania 883 Rhode Island 92 South Carolina 188 South Dakota 57 Tennessee 269 Texas 3,593 Utah 460 Vermont 76 Virginia 3,624 Washington 2,714 West Virginia 72 Wisconsin 338 Wyoming 60
Cities
San Francisco Bay Area, CA 10,230 New York, NY 5,488 Washington, DC 3,537 Seattle, WA 2,099 Los Angeles, CA 2,008 Boston, MA 1,371 Austin, TX 1,176 Chicago, IL 1,136 Dallas–Fort Worth, TX 1,026 Denver, CO 777 Atlanta, GA 687 Raleigh–Durham, NC 489 San Diego, CA 429 Charlotte, NC 356 Phoenix, AZ 354 Houston, TX 260 Pittsburgh, PA 222 Miami, FL 211 Salt Lake City, UT 167 Philadelphia, PA 165 Detroit, MI 144 Minneapolis, MN 123 Baltimore, MD 94 Nashville, TN 64 Portland, OR 27
Role
Software Engineer 11,188 Product Manager 3,277 Engineering Manager 2,093 Project Manager 1,932 Program Manager 1,882 Data Scientist 1,542 Machine Learning Engineer 1,490 Security Engineer 1,428 Marketing Manager 1,353 Full Stack Developer 1,188 AI Engineer 1,054 DevOps Engineer 1,029 Data Engineer 889 Cybersecurity Analyst 832 IT Support Specialist 830 Backend Developer 807 Systems Administrator 744 Site Reliability Engineer 709 Graphic Designer 690 Data Analyst 671 Product Marketing Manager 616 Mobile Developer 592 Network Engineer 574 Business Analyst 554 Product Designer 521 QA Engineer 507 Content Writer 491 Growth Marketing Manager 349 Frontend Developer 333 Cloud Engineer 299 UX Designer 249 PPC Specialist 214 Social Media Manager 200 Email Marketing Specialist 197 Community Manager 177 Digital Marketing Specialist 176 Marketing Analyst 175 Video Editor 90 Brand Manager 90 Creative Director 81 SEO Specialist 76 Content Creator 76 Scrum Master 74 Influencer Marketing Manager 66 BI Developer 56 Copywriter 48 Art Director 47 Web Developer 41 Motion Designer 40 Game Designer 37 3D Artist 30 UI Designer 22 Animator 22 Web Designer 16
Skills
Python 14,604 Machine learning 9,091 Product roadmapping 8,537 AWS 8,186 CI/CD 7,414 SQL 6,090 Kubernetes 5,999 LLMs 5,595 AI agents 5,192 C++ 5,068 Linux 5,019 Java 4,902 Azure 4,847 Distributed systems 4,686 Agile 4,622 Docker 4,193 Google Cloud 4,053 Git 3,972 TypeScript 3,824 Go 3,794 React 3,530 Terraform 3,282 JavaScript 3,189 Go-to-market 2,837 REST APIs 2,671 Jira 2,639 Test automation 2,576 PostgreSQL 2,460 C 2,453 Generative AI 2,417 Product strategy 2,397 Incident response 2,368 Microservices 2,364 Positioning & messaging 2,169 Bash 2,163 Excel 2,043 Embedded systems 1,894 GitHub 1,855 Node.js 1,818 Stakeholder management 1,773 Rust 1,717 PyTorch 1,691 Kafka 1,687 Product marketing 1,620 CRM 1,619 IAM 1,575 CompTIA certifications 1,569 C# 1,567 Spark 1,565 Scrum 1,562 Computer vision 1,547 Cryptography 1,500 Firmware 1,483 GitLab 1,463 Ansible 1,456 Market research 1,454 Data modeling 1,429 Android 1,427 Deep learning 1,361 Jenkins 1,326 PRDs 1,325 iOS 1,310 RAG 1,309 Data warehousing 1,292 Design systems 1,264 PMP 1,260 NoSQL 1,237 Confluence 1,233 ETL 1,221 OpenAI API 1,200 NIST 1,185 Vulnerability management 1,171 Google Workspace 1,167 Firewalls 1,161 Salesforce 1,155 HTML 1,132 Competitive analysis 1,079 Databricks 1,075 Grafana 1,075 TCP/IP 1,068 Snowflake 1,063 CSS 1,058 Tableau 1,043 Kotlin 1,006 DNS / DHCP 1,006 PowerShell 984 Power BI 977 Angular 975 Prototyping 961 Figma 959 CISSP 955 MLOps 949 TensorFlow 931 Scala 916 User stories 901 Prometheus 890 GitHub Actions 872 Brand marketing 866 SAP 864 A/B testing 860 Web accessibility (WCAG) 857 R 849 NLP 841 Active Directory 840 Prompt engineering 830 Spring Boot 810 Airflow 808 User research 798 Zero Trust 795 Pricing strategy 786 Redis 785 Demand generation 778 MySQL 775 Sales enablement 771 Elasticsearch 769 Oracle 767 RTOS 759 Reinforcement learning 752 Unix 750 GraphQL 723 SSO / SAML 721 OAuth 713 Routing & switching 712 SOC 2 706 Vector databases 699 MongoDB 691 Splunk 690 VPN 685 ServiceNow 682 Datadog 663 SQL Server 659 Cisco 656 ITIL 649 SEO 631 .NET 628 SIEM 628 CUDA 623 Helm 621 Microsoft 365 619 BigQuery 613 JUnit 611 VMware 609 CCNA / CCNP 606 Serverless 595 Technical writing 590 HIPAA 589 Threat modeling 586 gRPC 581 Microsoft Project 580 CloudFormation 577 Next.js 572 Ruby 569 LangChain 557 MATLAB 543 FedRAMP 543 dbt 540 Budget management 533 SAFe 532 Product analytics 532 Marketing automation 530 Content strategy 528 Adobe Creative Cloud 521 Email marketing 517 Jetpack Compose 516 Penetration testing 507 SharePoint 501 ISO 27001 486 GIAC certifications 483 CMS 481 scikit-learn 477 pandas 470 Argo CD 462 macOS 447 EDR 443 Windows Server 437 Looker 435 HubSpot 421 Vue.js 416 ELK Stack 408 DynamoDB 407 Event marketing 406 FastAPI 400 Typography 400 OpenTelemetry 395 Chef / Puppet 388 Six Sigma 386 FPGA 375 Google Analytics 369 Photoshop 361 Hadoop 351 Load testing 349 React Native 345 Okta 340 SAST / DAST 338 Paid social 337 Video editing 334 OpenShift 333 Django 331 Account-based marketing 329 NumPy 328 Illustrator 324 Service mesh 322 Redshift 312 Intune / SCCM 302 Blockchain 302 Flink 301 CISM 295 OWASP 290 SD-WAN 286 Kanban 285 Hugging Face 283 Wireframing 278 RabbitMQ 274 GRC 271 Motion graphics 269 Juniper 268 Perl 261 OKRs 260 Swift 258 Selenium 257 Playwright 256 Ruby on Rails 252 ClickHouse 251 Smartsheet 243 Content marketing 237 Power Platform 233 WebSockets 232 Unreal Engine 229 Wireshark 222 Flask 221 Google Ads 221 PPC 219 Pulumi 216 Cassandra 213 SageMaker 205 Information architecture 200 PCI DSS 198 After Effects 198 Copywriting 198 Canva 195 SOAR 194 Asana 193 Marketo 192 Redux 189 Notion 180 Tailwind CSS 177 InDesign 176 Vertex AI 172 Cypress 169 Premiere Pro 168 NetSuite 168 Cloudflare 164 Presto / Trino 162 Salesforce Marketing Cloud 154 PHP 152 Kinesis 151 Jamf 151 OSCP 151 Hive 148 Influencer marketing 146 Zapier 143 Workday 140 Postman 137 SEM 137 pytest 135 Zendesk 132 Jest 128 Shopify 125 WordPress 121 Amplitude 119 Conversion rate optimization 119 New Relic 118 jQuery 112 monday.com 107 Verilog / VHDL 106 Cucumber 105 Neo4j 103 Meta Ads 101 Jupyter 100 SwiftUI 98 XGBoost 97 CapCut 96 SEO tools 95 SAS 93 Unity 93 Fivetran 92 Programmatic advertising 92 Braze 91 Google Search Console 90 Nginx 89 NestJS 87 WebGL 86 Social media tools 83 VBA 82 Sketch 81 Keras 80 HashiCorp Vault 78 Blender 77 Vite 75 PCB design 75 Airtable 75 Informatica 74 D3.js 73 Mixpanel 70 Looker Studio 69 Affiliate marketing 68 LinkedIn Ads 67 Adobe Analytics 65 Webflow 65 Flutter 64 Firebase 64 Three.js 62 Webpack 60 Final Cut Pro 59 Iterable 59 Svelte 58 Google Tag Manager 56 Citrix 55 Elixir 53 Storybook 52 Qlik 52 Miro 48 Klaviyo 47 DaVinci Resolve 46 Maya 46 Appium 45 UIKit 44 Cinema 4D 44 Lua 43 Objective-C 42 Sass 40 Markdown 37 Adobe XD 35 Express.js 32 Xcode 31 Haskell 30 Alteryx 30 TestRail 30 Trello 29 TikTok Ads 29 Laravel 28 Dart 26 Retool 26 Mailchimp 25 Framer 23 AP Style 22 SPSS 21 Substance 3D 18 Solidity 17 Amazon Ads 13 Houdini 11 Clojure 9 ZBrush 9 Erlang 8 Stata 5
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