States
Alabama 442 Alaska 42 Arizona 634 Arkansas 373 California 15,158 Colorado 1,537 Connecticut 358 Delaware 128 District of Columbia 1,291 Florida 1,285 Georgia 1,067 Hawaii 131 Idaho 190 Illinois 1,830 Indiana 316 Iowa 288 Kansas 117 Kentucky 164 Louisiana 107 Maine 82 Maryland 1,644 Massachusetts 2,280 Michigan 704 Minnesota 394 Mississippi 92 Missouri 470 Montana 52 Nebraska 174 Nevada 194 New Hampshire 105 New Jersey 822 New Mexico 158 New York 6,585 North Carolina 1,207 North Dakota 77 Ohio 682 Oklahoma 190 Oregon 351 Pennsylvania 902 Rhode Island 95 South Carolina 202 South Dakota 59 Tennessee 274 Texas 3,594 Utah 460 Vermont 75 Virginia 3,659 Washington 2,714 West Virginia 75 Wisconsin 344 Wyoming 64
Cities
San Francisco Bay Area, CA 10,273 New York, NY 5,524 Washington, DC 3,577 Seattle, WA 2,106 Los Angeles, CA 2,008 Boston, MA 1,351 Austin, TX 1,170 Chicago, IL 1,144 Dallas–Fort Worth, TX 1,038 Denver, CO 792 Atlanta, GA 682 Raleigh–Durham, NC 486 San Diego, CA 432 Charlotte, NC 363 Phoenix, AZ 360 Houston, TX 260 Pittsburgh, PA 229 Miami, FL 208 Philadelphia, PA 165 Salt Lake City, UT 162 Detroit, MI 146 Minneapolis, MN 125 Baltimore, MD 102 Nashville, TN 64 Portland, OR 28
Role
Software Engineer 11,159 Product Manager 3,284 Engineering Manager 2,105 Project Manager 1,935 Program Manager 1,883 Data Scientist 1,552 Machine Learning Engineer 1,509 Security Engineer 1,433 Marketing Manager 1,350 Full Stack Developer 1,186 AI Engineer 1,062 DevOps Engineer 1,047 Data Engineer 898 Cybersecurity Analyst 841 IT Support Specialist 827 Backend Developer 802 Systems Administrator 756 Site Reliability Engineer 718 Graphic Designer 696 Data Analyst 658 Product Marketing Manager 602 Mobile Developer 591 Business Analyst 569 Network Engineer 563 Product Designer 519 Content Writer 506 QA Engineer 498 Growth Marketing Manager 347 Frontend Developer 341 Cloud Engineer 308 UX Designer 243 PPC Specialist 219 Email Marketing Specialist 204 Social Media Manager 199 Digital Marketing Specialist 179 Community Manager 176 Marketing Analyst 170 Video Editor 97 Brand Manager 93 Creative Director 85 SEO Specialist 77 Content Creator 76 Scrum Master 72 Influencer Marketing Manager 66 BI Developer 61 Art Director 48 Copywriter 47 Web Developer 45 Motion Designer 40 Game Designer 35 3D Artist 30 UI Designer 23 Animator 21 Web Designer 16
Skills
Python 14,695 Machine learning 9,065 Product roadmapping 8,532 AWS 8,246 CI/CD 7,475 SQL 6,104 Kubernetes 6,038 LLMs 5,652 AI agents 5,257 C++ 5,079 Linux 5,017 Java 4,918 Azure 4,872 Distributed systems 4,685 Agile 4,605 Docker 4,217 Google Cloud 4,070 Git 3,976 TypeScript 3,866 Go 3,817 React 3,544 Terraform 3,304 JavaScript 3,214 Go-to-market 2,820 REST APIs 2,673 Jira 2,662 Test automation 2,605 PostgreSQL 2,456 C 2,431 Generative AI 2,430 Product strategy 2,395 Microservices 2,370 Incident response 2,357 Bash 2,196 Positioning & messaging 2,140 Excel 2,029 Embedded systems 1,880 GitHub 1,850 Node.js 1,823 Stakeholder management 1,756 Rust 1,717 PyTorch 1,706 Kafka 1,684 CRM 1,639 Product marketing 1,603 IAM 1,597 CompTIA certifications 1,578 Scrum 1,573 Spark 1,564 C# 1,555 Computer vision 1,552 Cryptography 1,500 Ansible 1,475 GitLab 1,465 Firmware 1,464 Data modeling 1,433 Market research 1,425 Android 1,421 Deep learning 1,365 Jenkins 1,343 PRDs 1,339 RAG 1,330 iOS 1,313 Data warehousing 1,312 PMP 1,267 Design systems 1,264 Confluence 1,247 NoSQL 1,230 ETL 1,213 OpenAI API 1,205 NIST 1,192 Vulnerability management 1,181 Salesforce 1,174 Google Workspace 1,164 Firewalls 1,151 HTML 1,140 Databricks 1,079 Grafana 1,079 Competitive analysis 1,078 Snowflake 1,071 CSS 1,070 TCP/IP 1,063 Tableau 1,029 Kotlin 1,015 DNS / DHCP 998 PowerShell 996 Power BI 982 CISSP 979 Angular 977 Prototyping 972 Figma 964 MLOps 948 TensorFlow 935 Scala 917 User stories 914 Prometheus 901 Brand marketing 880 GitHub Actions 878 SAP 873 R 853 A/B testing 841 Active Directory 839 NLP 838 Prompt engineering 837 Web accessibility (WCAG) 833 Spring Boot 809 Zero Trust 804 Airflow 798 Redis 793 User research 792 Pricing strategy 790 MySQL 789 Demand generation 779 Elasticsearch 774 Oracle 767 Sales enablement 764 RTOS 759 Unix 752 Reinforcement learning 751 OAuth 731 SSO / SAML 730 SOC 2 717 GraphQL 716 Routing & switching 709 Splunk 700 Vector databases 696 VPN 691 ServiceNow 688 MongoDB 679 Datadog 669 SQL Server 653 ITIL 646 SIEM 642 Cisco 640 CUDA 631 .NET 629 SEO 628 BigQuery 622 Helm 622 Microsoft 365 621 VMware 616 JUnit 612 CCNA / CCNP 607 HIPAA 600 Serverless 597 Threat modeling 587 Technical writing 586 CloudFormation 585 gRPC 583 Microsoft Project 579 Ruby 571 Next.js 561 LangChain 559 MATLAB 546 FedRAMP 546 Budget management 542 Adobe Creative Cloud 534 dbt 532 SAFe 531 Marketing automation 530 Content strategy 529 Product analytics 524 Email marketing 522 Jetpack Compose 511 Penetration testing 510 GIAC certifications 498 SharePoint 497 ISO 27001 488 scikit-learn 485 CMS 476 pandas 468 Argo CD 466 EDR 455 Windows Server 441 macOS 436 Looker 431 HubSpot 427 DynamoDB 425 Vue.js 415 Event marketing 411 Typography 407 Six Sigma 406 ELK Stack 403 FastAPI 391 Chef / Puppet 387 OpenTelemetry 384 FPGA 373 Photoshop 372 Google Analytics 367 React Native 355 Video editing 355 Okta 353 Hadoop 352 Load testing 348 SAST / DAST 343 Django 336 Paid social 336 OpenShift 332 Account-based marketing 331 NumPy 330 Illustrator 330 Service mesh 324 Redshift 313 Flink 306 Blockchain 303 CISM 299 Intune / SCCM 298 Kanban 293 Hugging Face 287 SD-WAN 287 OWASP 287 Motion graphics 277 RabbitMQ 275 Wireframing 275 GRC 274 Perl 264 Swift 260 Ruby on Rails 257 Juniper 257 ClickHouse 252 OKRs 252 Selenium 251 Playwright 248 Smartsheet 243 Power Platform 240 Content marketing 236 WebSockets 235 Unreal Engine 231 Google Ads 223 PPC 222 Cassandra 221 Wireshark 220 Flask 218 Pulumi 217 After Effects 207 Copywriting 206 Information architecture 204 PCI DSS 202 SageMaker 200 Canva 199 SOAR 198 Asana 196 Redux 191 Marketo 191 InDesign 182 Premiere Pro 181 Notion 181 Vertex AI 177 Tailwind CSS 176 NetSuite 173 Presto / Trino 167 Cypress 162 Cloudflare 157 Kinesis 156 Salesforce Marketing Cloud 154 Jamf 148 Hive 147 Workday 146 OSCP 145 Influencer marketing 145 PHP 144 Postman 139 Zapier 139 pytest 138 Zendesk 137 SEM 132 Jest 128 Shopify 125 WordPress 123 Conversion rate optimization 117 New Relic 115 Amplitude 113 Verilog / VHDL 111 jQuery 110 monday.com 104 Cucumber 103 Neo4j 102 SwiftUI 99 Jupyter 99 CapCut 99 Unity 99 Meta Ads 99 XGBoost 97 Fivetran 95 Braze 94 SAS 91 Programmatic advertising 91 WebGL 90 NestJS 88 SEO tools 88 Nginx 86 VBA 85 Google Search Console 85 Social media tools 85 Sketch 83 Informatica 80 HashiCorp Vault 80 Blender 79 Keras 76 PCB design 76 Airtable 76 D3.js 72 Vite 71 Looker Studio 69 Webflow 69 Adobe Analytics 67 LinkedIn Ads 67 Three.js 66 Affiliate marketing 66 Mixpanel 64 Flutter 63 Final Cut Pro 61 Webpack 60 Firebase 60 Iterable 58 Qlik 56 Google Tag Manager 56 Svelte 55 Elixir 53 Citrix 52 Storybook 51 Klaviyo 50 Miro 49 DaVinci Resolve 49 Appium 48 Objective-C 46 Maya 46 UIKit 44 Cinema 4D 44 Lua 41 Sass 40 Markdown 38 Adobe XD 34 Express.js 31 Xcode 31 Trello 31 Haskell 30 Dart 29 TestRail 28 TikTok Ads 28 Alteryx 27 Mailchimp 27 Laravel 25 Framer 25 Retool 23 AP Style 22 SPSS 21 Solidity 17 Substance 3D 16 Amazon Ads 14 Houdini 11 Clojure 9 Erlang 8 ZBrush 8 Stata 3
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