States
Alabama 449 Alaska 43 Arizona 620 Arkansas 438 California 15,313 Colorado 1,533 Connecticut 343 Delaware 128 District of Columbia 1,293 Florida 1,262 Georgia 1,059 Hawaii 134 Idaho 173 Illinois 1,818 Indiana 304 Iowa 282 Kansas 118 Kentucky 159 Louisiana 108 Maine 76 Maryland 1,645 Massachusetts 2,279 Michigan 684 Minnesota 393 Mississippi 92 Missouri 456 Montana 47 Nebraska 181 Nevada 200 New Hampshire 107 New Jersey 796 New Mexico 158 New York 6,670 North Carolina 1,160 North Dakota 74 Ohio 680 Oklahoma 188 Oregon 345 Pennsylvania 889 Rhode Island 90 South Carolina 198 South Dakota 58 Tennessee 281 Texas 3,593 Utah 457 Vermont 71 Virginia 3,685 Washington 2,738 West Virginia 75 Wisconsin 325 Wyoming 62
Cities
San Francisco Bay Area, CA 10,422 New York, NY 5,596 Washington, DC 3,601 Seattle, WA 2,120 Los Angeles, CA 2,046 Boston, MA 1,351 Austin, TX 1,179 Chicago, IL 1,129 Dallas–Fort Worth, TX 1,038 Denver, CO 790 Atlanta, GA 680 Raleigh–Durham, NC 473 San Diego, CA 425 Phoenix, AZ 352 Charlotte, NC 330 Houston, TX 252 Pittsburgh, PA 224 Miami, FL 209 Philadelphia, PA 170 Salt Lake City, UT 164 Detroit, MI 144 Minneapolis, MN 123 Baltimore, MD 105 Nashville, TN 66 Portland, OR 27
Role
Software Engineer 11,244 Product Manager 3,270 Engineering Manager 2,100 Program Manager 1,911 Project Manager 1,911 Data Scientist 1,569 Machine Learning Engineer 1,510 Security Engineer 1,426 Marketing Manager 1,345 Full Stack Developer 1,189 AI Engineer 1,067 DevOps Engineer 1,058 Data Engineer 898 IT Support Specialist 854 Cybersecurity Analyst 834 Backend Developer 793 Systems Administrator 765 Site Reliability Engineer 719 Graphic Designer 695 Data Analyst 645 Product Marketing Manager 606 Mobile Developer 595 Network Engineer 569 Business Analyst 543 Product Designer 525 Content Writer 514 QA Engineer 492 Growth Marketing Manager 349 Frontend Developer 335 Cloud Engineer 305 UX Designer 245 PPC Specialist 218 Email Marketing Specialist 205 Social Media Manager 199 Digital Marketing Specialist 184 Marketing Analyst 173 Community Manager 169 Video Editor 104 Brand Manager 94 Creative Director 84 Content Creator 80 SEO Specialist 79 Scrum Master 71 Influencer Marketing Manager 67 BI Developer 60 Web Developer 51 Art Director 49 Copywriter 49 Motion Designer 37 Game Designer 37 3D Artist 28 Animator 23 UI Designer 21 Web Designer 16
Skills
Python 14,808 Machine learning 9,067 Product roadmapping 8,513 AWS 8,225 CI/CD 7,569 SQL 6,180 Kubernetes 6,101 LLMs 5,708 AI agents 5,311 C++ 5,121 Linux 5,053 Java 5,007 Azure 4,852 Distributed systems 4,708 Agile 4,603 Docker 4,260 Google Cloud 4,076 Git 4,075 TypeScript 3,897 Go 3,836 React 3,560 Terraform 3,328 JavaScript 3,300 Go-to-market 2,818 REST APIs 2,736 Jira 2,663 Test automation 2,635 PostgreSQL 2,468 Generative AI 2,448 C 2,430 Product strategy 2,401 Microservices 2,384 Incident response 2,365 Bash 2,227 Positioning & messaging 2,147 Excel 2,034 GitHub 1,869 Embedded systems 1,862 Node.js 1,841 Rust 1,756 Stakeholder management 1,717 PyTorch 1,713 Kafka 1,701 CRM 1,620 IAM 1,612 CompTIA certifications 1,612 Product marketing 1,600 C# 1,593 Scrum 1,589 Spark 1,575 Computer vision 1,568 Cryptography 1,507 Ansible 1,498 Firmware 1,475 GitLab 1,473 Android 1,461 Market research 1,428 Data modeling 1,419 Jenkins 1,393 Deep learning 1,365 PRDs 1,350 iOS 1,329 RAG 1,315 Data warehousing 1,305 Design systems 1,275 Confluence 1,262 PMP 1,253 NoSQL 1,243 OpenAI API 1,220 ETL 1,210 NIST 1,188 Google Workspace 1,177 Vulnerability management 1,168 Firewalls 1,165 Salesforce 1,158 HTML 1,144 Grafana 1,117 CSS 1,076 Databricks 1,066 Competitive analysis 1,066 TCP/IP 1,064 Snowflake 1,060 Tableau 1,052 Kotlin 1,034 DNS / DHCP 1,028 PowerShell 996 Prototyping 979 Angular 976 Power BI 973 CISSP 964 Figma 964 User stories 951 MLOps 944 TensorFlow 940 Scala 933 Prometheus 922 GitHub Actions 889 Brand marketing 874 SAP 868 A/B testing 855 R 854 Active Directory 851 Spring Boot 846 NLP 838 Web accessibility (WCAG) 833 Prompt engineering 822 MySQL 815 Airflow 814 Zero Trust 807 Pricing strategy 800 User research 792 Redis 791 Elasticsearch 789 Oracle 788 Demand generation 775 Reinforcement learning 768 Unix 760 RTOS 756 SSO / SAML 752 Sales enablement 750 OAuth 744 Splunk 726 Routing & switching 715 GraphQL 711 ServiceNow 707 SOC 2 707 VPN 696 MongoDB 684 Vector databases 681 Datadog 678 SQL Server 656 ITIL 654 BigQuery 653 JUnit 646 Cisco 639 Helm 630 CUDA 629 SEO 628 .NET 627 SIEM 626 VMware 621 Microsoft 365 619 CCNA / CCNP 610 HIPAA 610 Technical writing 599 Serverless 593 gRPC 590 Threat modeling 582 CloudFormation 581 Ruby 579 Microsoft Project 569 Next.js 563 LangChain 558 MATLAB 547 dbt 539 Budget management 538 Adobe Creative Cloud 536 Product analytics 536 FedRAMP 532 Marketing automation 530 Content strategy 527 SAFe 520 Email marketing 520 Jetpack Compose 518 SharePoint 508 Penetration testing 507 ISO 27001 493 scikit-learn 484 GIAC certifications 483 pandas 479 CMS 475 Argo CD 471 EDR 443 Windows Server 441 macOS 440 Looker 437 HubSpot 422 DynamoDB 419 Six Sigma 414 ELK Stack 412 Vue.js 411 Typography 410 OpenTelemetry 398 Event marketing 395 FastAPI 394 Chef / Puppet 384 FPGA 376 Hadoop 373 Photoshop 370 Google Analytics 369 Okta 369 Load testing 364 React Native 363 Video editing 359 Paid social 342 OpenShift 338 Service mesh 335 Illustrator 331 Account-based marketing 331 NumPy 330 SAST / DAST 329 Django 326 Redshift 321 Intune / SCCM 314 Flink 313 CISM 301 Kanban 300 Blockchain 296 Wireframing 295 SD-WAN 286 GRC 284 Hugging Face 283 OWASP 283 Motion graphics 279 RabbitMQ 273 Swift 269 Selenium 267 Ruby on Rails 265 Perl 260 Juniper 256 Playwright 255 ClickHouse 252 Power Platform 250 OKRs 248 WebSockets 236 Smartsheet 235 Content marketing 235 Cassandra 234 Unreal Engine 231 Google Ads 223 Wireshark 221 Pulumi 219 Flask 217 PPC 216 After Effects 207 Information architecture 204 PCI DSS 202 Canva 201 Copywriting 200 SageMaker 198 Redux 192 SOAR 192 Asana 192 Marketo 187 Premiere Pro 186 Vertex AI 181 InDesign 178 Notion 178 Tailwind CSS 177 Presto / Trino 172 Cypress 169 NetSuite 169 Hive 163 Kinesis 156 Cloudflare 154 Jamf 154 Salesforce Marketing Cloud 150 Workday 149 PHP 146 Influencer marketing 146 Postman 145 pytest 143 Zapier 141 Jest 139 OSCP 136 Zendesk 132 monday.com 130 Shopify 128 SEM 127 WordPress 122 Amplitude 121 New Relic 121 Conversion rate optimization 121 jQuery 120 Cucumber 111 Verilog / VHDL 106 Neo4j 103 Meta Ads 103 SwiftUI 102 Unity 102 Jupyter 101 CapCut 101 XGBoost 100 SAS 96 Braze 96 Fivetran 94 NestJS 92 WebGL 90 Programmatic advertising 90 SEO tools 90 VBA 87 Google Search Console 85 Sketch 84 Nginx 81 Social media tools 81 HashiCorp Vault 80 Blender 79 Airtable 78 Keras 77 Informatica 76 D3.js 73 Looker Studio 72 PCB design 72 Affiliate marketing 70 Three.js 69 Firebase 69 Vite 68 Webflow 68 Final Cut Pro 68 LinkedIn Ads 68 Mixpanel 65 Adobe Analytics 65 Flutter 64 Webpack 60 Svelte 58 Google Tag Manager 57 Qlik 56 Iterable 56 Citrix 54 DaVinci Resolve 53 Elixir 51 Storybook 51 Miro 49 Klaviyo 49 Maya 48 Objective-C 47 UIKit 47 Appium 47 Cinema 4D 42 Lua 41 Sass 39 Markdown 35 Xcode 33 Adobe XD 33 Express.js 32 Haskell 30 Dart 29 Trello 29 TikTok Ads 29 Alteryx 28 TestRail 27 Mailchimp 26 Laravel 25 Framer 24 Retool 22 SPSS 21 AP Style 20 Solidity 17 Substance 3D 16 Amazon Ads 15 Houdini 12 Clojure 11 Erlang 8 ZBrush 7 Stata 4
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