States
Alabama 444 Alaska 45 Arizona 637 Arkansas 445 California 15,282 Colorado 1,540 Connecticut 354 Delaware 131 District of Columbia 1,292 Florida 1,269 Georgia 1,071 Hawaii 134 Idaho 184 Illinois 1,823 Indiana 311 Iowa 291 Kansas 119 Kentucky 158 Louisiana 108 Maine 82 Maryland 1,646 Massachusetts 2,266 Michigan 691 Minnesota 392 Mississippi 94 Missouri 468 Montana 49 Nebraska 182 Nevada 199 New Hampshire 105 New Jersey 812 New Mexico 161 New York 6,643 North Carolina 1,196 North Dakota 76 Ohio 680 Oklahoma 192 Oregon 348 Pennsylvania 904 Rhode Island 93 South Carolina 203 South Dakota 60 Tennessee 280 Texas 3,584 Utah 459 Vermont 74 Virginia 3,681 Washington 2,726 West Virginia 77 Wisconsin 335 Wyoming 64
Cities
San Francisco Bay Area, CA 10,398 New York, NY 5,567 Washington, DC 3,603 Seattle, WA 2,113 Los Angeles, CA 2,020 Boston, MA 1,348 Austin, TX 1,175 Chicago, IL 1,134 Dallas–Fort Worth, TX 1,035 Denver, CO 795 Atlanta, GA 689 Raleigh–Durham, NC 481 San Diego, CA 430 Phoenix, AZ 363 Charlotte, NC 353 Houston, TX 253 Pittsburgh, PA 226 Miami, FL 209 Philadelphia, PA 168 Salt Lake City, UT 163 Detroit, MI 146 Minneapolis, MN 122 Baltimore, MD 102 Nashville, TN 64 Portland, OR 27
Role
Software Engineer 11,253 Product Manager 3,298 Engineering Manager 2,105 Project Manager 1,919 Program Manager 1,895 Data Scientist 1,576 Machine Learning Engineer 1,503 Security Engineer 1,423 Marketing Manager 1,370 Full Stack Developer 1,195 AI Engineer 1,063 DevOps Engineer 1,054 Data Engineer 897 Cybersecurity Analyst 844 IT Support Specialist 843 Backend Developer 798 Systems Administrator 756 Site Reliability Engineer 718 Graphic Designer 697 Data Analyst 664 Product Marketing Manager 603 Mobile Developer 591 Network Engineer 569 Business Analyst 553 Product Designer 527 Content Writer 513 QA Engineer 499 Growth Marketing Manager 349 Frontend Developer 339 Cloud Engineer 314 UX Designer 247 PPC Specialist 221 Email Marketing Specialist 204 Social Media Manager 203 Digital Marketing Specialist 183 Marketing Analyst 172 Community Manager 171 Video Editor 104 Brand Manager 96 Creative Director 85 SEO Specialist 79 Content Creator 78 Scrum Master 73 Influencer Marketing Manager 69 BI Developer 61 Web Developer 49 Art Director 49 Copywriter 49 Motion Designer 37 Game Designer 37 3D Artist 29 Animator 24 UI Designer 21 Web Designer 16
Skills
Python 14,808 Machine learning 9,096 Product roadmapping 8,551 AWS 8,236 CI/CD 7,574 SQL 6,216 Kubernetes 6,116 LLMs 5,687 AI agents 5,326 C++ 5,108 Linux 5,048 Java 5,017 Azure 4,877 Distributed systems 4,692 Agile 4,627 Docker 4,280 Google Cloud 4,085 Git 4,061 TypeScript 3,892 Go 3,836 React 3,567 Terraform 3,332 JavaScript 3,296 Go-to-market 2,827 REST APIs 2,751 Jira 2,687 Test automation 2,626 PostgreSQL 2,475 Generative AI 2,464 C 2,424 Product strategy 2,418 Microservices 2,395 Incident response 2,377 Bash 2,228 Positioning & messaging 2,159 Excel 2,046 GitHub 1,879 Embedded systems 1,864 Node.js 1,845 Rust 1,754 Stakeholder management 1,730 PyTorch 1,720 Kafka 1,715 CRM 1,627 Product marketing 1,617 IAM 1,614 CompTIA certifications 1,609 Scrum 1,596 C# 1,588 Spark 1,587 Computer vision 1,562 Ansible 1,497 Cryptography 1,496 Firmware 1,465 GitLab 1,464 Android 1,453 Market research 1,433 Data modeling 1,430 Jenkins 1,392 Deep learning 1,371 PRDs 1,366 RAG 1,327 iOS 1,326 Data warehousing 1,317 Design systems 1,283 Confluence 1,271 PMP 1,260 NoSQL 1,253 ETL 1,213 OpenAI API 1,210 NIST 1,194 Google Workspace 1,173 Vulnerability management 1,170 Firewalls 1,167 Salesforce 1,162 HTML 1,144 Grafana 1,118 Competitive analysis 1,084 CSS 1,077 Databricks 1,074 TCP/IP 1,073 Snowflake 1,072 Tableau 1,061 Kotlin 1,023 DNS / DHCP 1,007 PowerShell 990 Power BI 988 Prototyping 980 Angular 977 CISSP 972 Figma 971 User stories 971 TensorFlow 946 MLOps 941 Scala 934 Prometheus 928 Brand marketing 885 SAP 883 GitHub Actions 882 R 861 A/B testing 861 Active Directory 841 Spring Boot 840 NLP 840 Web accessibility (WCAG) 831 Prompt engineering 825 Airflow 815 MySQL 814 Zero Trust 808 User research 806 Pricing strategy 794 Redis 793 Oracle 790 Elasticsearch 786 Demand generation 778 Unix 757 Reinforcement learning 756 Sales enablement 754 RTOS 750 SSO / SAML 749 OAuth 741 Splunk 731 GraphQL 726 Routing & switching 715 SOC 2 705 ServiceNow 702 VPN 692 Vector databases 691 MongoDB 683 Datadog 675 SQL Server 661 ITIL 652 BigQuery 651 Cisco 647 JUnit 645 CUDA 642 Helm 637 SEO 631 SIEM 625 VMware 621 .NET 619 CCNA / CCNP 615 Microsoft 365 611 HIPAA 605 Technical writing 604 Serverless 595 gRPC 594 CloudFormation 591 Threat modeling 581 Ruby 578 Microsoft Project 576 Next.js 567 LangChain 562 MATLAB 550 Budget management 546 Product analytics 540 Adobe Creative Cloud 536 Content strategy 536 dbt 534 FedRAMP 531 Marketing automation 529 SAFe 527 Email marketing 520 Jetpack Compose 518 SharePoint 499 Penetration testing 497 scikit-learn 488 ISO 27001 486 pandas 480 GIAC certifications 479 CMS 477 Argo CD 473 EDR 453 Looker 438 Windows Server 437 macOS 437 HubSpot 427 DynamoDB 422 Six Sigma 416 Typography 415 ELK Stack 414 Vue.js 411 Event marketing 403 OpenTelemetry 401 FastAPI 400 Chef / Puppet 388 Google Analytics 372 Hadoop 371 FPGA 369 Load testing 366 Photoshop 366 Okta 362 React Native 361 Video editing 359 Paid social 344 OpenShift 339 Service mesh 334 NumPy 332 Account-based marketing 332 SAST / DAST 329 Django 326 Illustrator 326 Flink 319 Redshift 318 CISM 308 Intune / SCCM 306 Kanban 301 Blockchain 299 Wireframing 292 SD-WAN 287 Hugging Face 283 OWASP 280 GRC 279 Motion graphics 278 RabbitMQ 275 Selenium 271 Swift 267 Perl 265 Ruby on Rails 262 ClickHouse 259 Juniper 255 Playwright 255 OKRs 255 Power Platform 243 Content marketing 241 Smartsheet 239 WebSockets 237 Cassandra 236 Unreal Engine 233 Google Ads 223 Wireshark 222 Flask 219 Pulumi 219 PPC 219 Copywriting 206 After Effects 205 Information architecture 204 SageMaker 203 PCI DSS 200 Canva 200 Redux 195 SOAR 193 Asana 192 Marketo 192 Premiere Pro 184 Notion 179 Vertex AI 178 InDesign 178 Tailwind CSS 176 Cypress 171 Presto / Trino 169 NetSuite 167 Hive 162 Kinesis 157 Cloudflare 155 Salesforce Marketing Cloud 153 Jamf 152 PHP 148 Postman 148 Influencer marketing 147 Workday 147 pytest 142 Jest 140 Zapier 140 OSCP 137 Zendesk 133 SEM 133 monday.com 130 Shopify 128 Conversion rate optimization 122 WordPress 122 New Relic 121 Amplitude 116 jQuery 115 Cucumber 111 Verilog / VHDL 107 Unity 105 SwiftUI 103 Neo4j 103 Meta Ads 101 CapCut 99 Jupyter 98 XGBoost 98 Braze 97 SAS 95 Fivetran 94 NestJS 92 WebGL 91 Programmatic advertising 90 VBA 89 SEO tools 89 Nginx 88 Google Search Console 85 Social media tools 84 Sketch 83 Airtable 80 Informatica 78 HashiCorp Vault 78 Blender 78 Keras 77 D3.js 75 PCB design 73 Looker Studio 71 Vite 70 Three.js 69 Firebase 68 Webflow 68 LinkedIn Ads 68 Affiliate marketing 68 Mixpanel 67 Adobe Analytics 67 Final Cut Pro 67 Flutter 63 Webpack 60 Iterable 58 Svelte 57 Google Tag Manager 56 Qlik 54 Elixir 53 Citrix 53 Storybook 52 DaVinci Resolve 52 Klaviyo 50 Miro 49 Maya 49 UIKit 48 Appium 47 Objective-C 46 Lua 42 Cinema 4D 42 Sass 41 Adobe XD 34 Xcode 33 Markdown 32 Haskell 31 Express.js 31 Dart 29 Trello 29 TikTok Ads 29 Alteryx 27 TestRail 27 Mailchimp 27 Laravel 25 Framer 24 Retool 23 AP Style 22 SPSS 21 Solidity 17 Substance 3D 16 Amazon Ads 15 Clojure 12 Houdini 12 Erlang 8 ZBrush 8 Stata 4
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