States
Alabama 445 Alaska 44 Arizona 633 Arkansas 438 California 15,373 Colorado 1,530 Connecticut 342 Delaware 131 District of Columbia 1,305 Florida 1,284 Georgia 1,078 Hawaii 135 Idaho 178 Illinois 1,843 Indiana 310 Iowa 279 Kansas 121 Kentucky 160 Louisiana 116 Maine 80 Maryland 1,633 Massachusetts 2,280 Michigan 697 Minnesota 403 Mississippi 97 Missouri 470 Montana 50 Nebraska 185 Nevada 200 New Hampshire 110 New Jersey 804 New Mexico 161 New York 6,698 North Carolina 1,188 North Dakota 75 Ohio 693 Oklahoma 192 Oregon 357 Pennsylvania 893 Rhode Island 93 South Carolina 204 South Dakota 62 Tennessee 289 Texas 3,616 Utah 462 Vermont 73 Virginia 3,677 Washington 2,760 West Virginia 78 Wisconsin 334 Wyoming 62
Cities
San Francisco Bay Area, CA 10,450 New York, NY 5,621 Washington, DC 3,595 Seattle, WA 2,138 Los Angeles, CA 2,073 Boston, MA 1,349 Austin, TX 1,180 Chicago, IL 1,150 Dallas–Fort Worth, TX 1,039 Denver, CO 790 Atlanta, GA 692 Raleigh–Durham, NC 486 San Diego, CA 430 Phoenix, AZ 355 Charlotte, NC 336 Houston, TX 254 Pittsburgh, PA 228 Miami, FL 213 Philadelphia, PA 168 Salt Lake City, UT 163 Detroit, MI 144 Minneapolis, MN 128 Baltimore, MD 104 Nashville, TN 65 Portland, OR 29
Role
Software Engineer 11,245 Product Manager 3,286 Engineering Manager 2,099 Project Manager 1,921 Program Manager 1,910 Data Scientist 1,567 Machine Learning Engineer 1,502 Security Engineer 1,435 Marketing Manager 1,347 Full Stack Developer 1,206 AI Engineer 1,067 DevOps Engineer 1,059 Data Engineer 900 IT Support Specialist 853 Cybersecurity Analyst 844 Backend Developer 797 Systems Administrator 773 Site Reliability Engineer 724 Graphic Designer 691 Data Analyst 648 Product Marketing Manager 613 Mobile Developer 595 Network Engineer 565 Business Analyst 548 Product Designer 526 Content Writer 514 QA Engineer 502 Growth Marketing Manager 348 Frontend Developer 333 Cloud Engineer 301 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 14,853 Machine learning 9,052 Product roadmapping 8,538 AWS 8,225 CI/CD 7,588 SQL 6,206 Kubernetes 6,113 LLMs 5,732 AI agents 5,336 C++ 5,136 Linux 5,072 Java 5,025 Azure 4,863 Distributed systems 4,726 Agile 4,593 Docker 4,267 Google Cloud 4,083 Git 4,069 TypeScript 3,904 Go 3,833 React 3,580 Terraform 3,324 JavaScript 3,306 Go-to-market 2,837 REST APIs 2,761 Jira 2,683 Test automation 2,633 PostgreSQL 2,468 C 2,449 Generative AI 2,445 Microservices 2,393 Product strategy 2,390 Incident response 2,385 Bash 2,236 Positioning & messaging 2,163 Excel 2,045 GitHub 1,891 Embedded systems 1,860 Node.js 1,845 Rust 1,757 PyTorch 1,712 Stakeholder management 1,711 Kafka 1,706 IAM 1,627 CompTIA certifications 1,621 CRM 1,617 Product marketing 1,610 C# 1,605 Scrum 1,579 Spark 1,569 Computer vision 1,554 Cryptography 1,508 Ansible 1,496 Firmware 1,477 GitLab 1,474 Android 1,464 Market research 1,437 Data modeling 1,421 Jenkins 1,398 Deep learning 1,373 PRDs 1,362 iOS 1,335 RAG 1,326 Data warehousing 1,311 Design systems 1,281 Confluence 1,267 PMP 1,263 NoSQL 1,239 ETL 1,224 OpenAI API 1,224 NIST 1,184 Google Workspace 1,172 Vulnerability management 1,171 Firewalls 1,163 Salesforce 1,154 HTML 1,146 Grafana 1,118 Competitive analysis 1,082 CSS 1,080 Snowflake 1,072 TCP/IP 1,066 Tableau 1,059 Databricks 1,056 Kotlin 1,039 DNS / DHCP 1,035 PowerShell 999 Power BI 986 Angular 984 Prototyping 970 CISSP 962 Figma 960 User stories 953 MLOps 939 TensorFlow 929 Prometheus 927 Scala 926 GitHub Actions 893 SAP 887 Brand marketing 883 A/B testing 866 Active Directory 851 Spring Boot 850 R 842 Web accessibility (WCAG) 829 MySQL 829 NLP 829 Prompt engineering 828 Airflow 812 Zero Trust 810 Pricing strategy 810 Redis 793 Elasticsearch 784 Oracle 782 User research 780 Demand generation 777 Reinforcement learning 770 Unix 770 RTOS 761 Sales enablement 760 SSO / SAML 759 OAuth 755 Splunk 728 Routing & switching 717 GraphQL 712 SOC 2 711 ServiceNow 710 VPN 689 MongoDB 688 Vector databases 686 Datadog 684 ITIL 661 SQL Server 653 BigQuery 649 JUnit 647 Cisco 637 Helm 636 CUDA 630 SIEM 626 .NET 624 SEO 624 VMware 623 Microsoft 365 616 HIPAA 608 CCNA / CCNP 602 Technical writing 599 gRPC 592 Serverless 592 Threat modeling 591 CloudFormation 577 Microsoft Project 577 Ruby 572 Next.js 561 LangChain 560 MATLAB 554 Budget management 544 Product analytics 541 Adobe Creative Cloud 538 dbt 536 FedRAMP 532 Marketing automation 531 Content strategy 527 Email marketing 524 SharePoint 520 SAFe 519 Jetpack Compose 517 Penetration testing 512 ISO 27001 496 GIAC certifications 487 pandas 481 scikit-learn 478 CMS 470 Argo CD 469 macOS 447 EDR 440 Windows Server 437 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 381 FPGA 373 Photoshop 372 Hadoop 371 Google Analytics 368 Okta 368 React Native 366 Load testing 363 Video editing 363 OpenShift 342 Paid social 341 Illustrator 335 Service mesh 333 NumPy 332 Account-based marketing 331 SAST / DAST 329 Django 328 Intune / SCCM 317 Redshift 316 Flink 311 CISM 301 Kanban 295 Blockchain 293 Wireframing 292 OWASP 291 Hugging Face 286 GRC 286 SD-WAN 284 Motion graphics 279 Swift 271 RabbitMQ 271 Selenium 267 Ruby on Rails 261 Juniper 261 Perl 260 ClickHouse 256 Playwright 255 Power Platform 253 Smartsheet 245 OKRs 245 Content marketing 241 WebSockets 237 Unreal Engine 231 Cassandra 230 Pulumi 223 Google Ads 223 Flask 220 Wireshark 218 PPC 215 After Effects 210 PCI DSS 205 Information architecture 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 Influencer marketing 146 PHP 145 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 112 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 Blender 79 Informatica 77 Keras 77 Airtable 77 D3.js 74 Looker Studio 73 PCB design 72 Vite 71 Firebase 71 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 Storybook 52 Miro 52 Elixir 51 Klaviyo 51 UIKit 48 Objective-C 47 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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