States
Alabama 443 Alaska 44 Arizona 634 Arkansas 444 California 15,287 Colorado 1,535 Connecticut 351 Delaware 129 District of Columbia 1,290 Florida 1,267 Georgia 1,071 Hawaii 134 Idaho 183 Illinois 1,822 Indiana 307 Iowa 288 Kansas 118 Kentucky 157 Louisiana 107 Maine 81 Maryland 1,643 Massachusetts 2,260 Michigan 691 Minnesota 391 Mississippi 94 Missouri 467 Montana 49 Nebraska 183 Nevada 200 New Hampshire 103 New Jersey 808 New Mexico 161 New York 6,639 North Carolina 1,194 North Dakota 75 Ohio 676 Oklahoma 190 Oregon 348 Pennsylvania 900 Rhode Island 92 South Carolina 201 South Dakota 59 Tennessee 279 Texas 3,586 Utah 459 Vermont 73 Virginia 3,681 Washington 2,724 West Virginia 76 Wisconsin 333 Wyoming 63
Cities
San Francisco Bay Area, CA 10,407 New York, NY 5,565 Washington, DC 3,601 Seattle, WA 2,113 Los Angeles, CA 2,017 Boston, MA 1,347 Austin, TX 1,176 Chicago, IL 1,135 Dallas–Fort Worth, TX 1,035 Denver, CO 795 Atlanta, GA 688 Raleigh–Durham, NC 480 San Diego, CA 430 Phoenix, AZ 361 Charlotte, NC 355 Houston, TX 254 Pittsburgh, PA 226 Miami, FL 208 Philadelphia, PA 167 Salt Lake City, UT 163 Detroit, MI 147 Minneapolis, MN 122 Baltimore, MD 102 Nashville, TN 64 Portland, OR 27
Role
Software Engineer 11,245 Product Manager 3,296 Engineering Manager 2,106 Project Manager 1,912 Program Manager 1,890 Data Scientist 1,574 Machine Learning Engineer 1,504 Security Engineer 1,419 Marketing Manager 1,368 Full Stack Developer 1,194 AI Engineer 1,060 DevOps Engineer 1,052 Data Engineer 897 Cybersecurity Analyst 847 IT Support Specialist 843 Backend Developer 798 Systems Administrator 758 Site Reliability Engineer 719 Graphic Designer 699 Data Analyst 663 Product Marketing Manager 602 Mobile Developer 591 Network Engineer 571 Business Analyst 552 Product Designer 526 Content Writer 514 QA Engineer 497 Growth Marketing Manager 351 Frontend Developer 339 Cloud Engineer 314 UX Designer 247 PPC Specialist 220 Email Marketing Specialist 204 Social Media Manager 201 Digital Marketing Specialist 183 Marketing Analyst 173 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 60 Web Developer 50 Art Director 49 Copywriter 49 Motion Designer 38 Game Designer 37 3D Artist 29 Animator 24 UI Designer 22 Web Designer 16
Skills
Python 14,800 Machine learning 9,090 Product roadmapping 8,539 AWS 8,230 CI/CD 7,566 SQL 6,205 Kubernetes 6,108 LLMs 5,680 AI agents 5,319 C++ 5,104 Linux 5,041 Java 5,005 Azure 4,878 Distributed systems 4,699 Agile 4,619 Docker 4,277 Google Cloud 4,084 Git 4,057 TypeScript 3,892 Go 3,835 React 3,569 Terraform 3,327 JavaScript 3,288 Go-to-market 2,822 REST APIs 2,754 Jira 2,683 Test automation 2,629 PostgreSQL 2,477 Generative AI 2,465 C 2,419 Product strategy 2,417 Microservices 2,395 Incident response 2,378 Bash 2,225 Positioning & messaging 2,156 Excel 2,046 GitHub 1,877 Embedded systems 1,862 Node.js 1,839 Rust 1,754 Stakeholder management 1,726 PyTorch 1,720 Kafka 1,715 CRM 1,626 IAM 1,619 Product marketing 1,614 CompTIA certifications 1,606 Scrum 1,590 Spark 1,584 C# 1,583 Computer vision 1,560 Cryptography 1,499 Ansible 1,494 Firmware 1,463 GitLab 1,461 Android 1,450 Data modeling 1,430 Market research 1,428 Jenkins 1,386 Deep learning 1,369 PRDs 1,363 RAG 1,327 iOS 1,325 Data warehousing 1,318 Design systems 1,286 Confluence 1,270 PMP 1,259 NoSQL 1,253 OpenAI API 1,213 ETL 1,209 NIST 1,197 Google Workspace 1,169 Firewalls 1,168 Vulnerability management 1,167 Salesforce 1,162 HTML 1,144 Grafana 1,116 Competitive analysis 1,080 Snowflake 1,076 CSS 1,075 Databricks 1,075 TCP/IP 1,075 Tableau 1,062 Kotlin 1,023 DNS / DHCP 1,007 PowerShell 992 Power BI 989 Prototyping 979 Angular 975 Figma 974 User stories 971 CISSP 970 TensorFlow 946 MLOps 939 Scala 931 Prometheus 927 Brand marketing 887 SAP 881 GitHub Actions 878 A/B testing 862 R 857 Active Directory 844 Spring Boot 840 NLP 840 Web accessibility (WCAG) 831 Prompt engineering 824 Airflow 815 MySQL 814 Zero Trust 806 User research 805 Redis 797 Pricing strategy 795 Oracle 787 Elasticsearch 787 Demand generation 775 Reinforcement learning 754 Unix 753 Sales enablement 753 SSO / SAML 750 RTOS 748 OAuth 744 GraphQL 727 Splunk 726 Routing & switching 715 SOC 2 706 ServiceNow 698 VPN 693 Vector databases 690 MongoDB 682 Datadog 672 SQL Server 660 ITIL 651 BigQuery 650 Cisco 647 JUnit 646 CUDA 642 Helm 638 SEO 631 SIEM 628 VMware 619 .NET 617 CCNA / CCNP 617 Microsoft 365 613 HIPAA 605 Technical writing 604 gRPC 596 Serverless 593 CloudFormation 587 Threat modeling 583 Ruby 576 Microsoft Project 571 Next.js 566 LangChain 561 MATLAB 549 Budget management 544 Product analytics 540 Adobe Creative Cloud 539 dbt 538 FedRAMP 535 Content strategy 535 Marketing automation 529 SAFe 526 Email marketing 521 Jetpack Compose 518 SharePoint 502 Penetration testing 498 scikit-learn 490 ISO 27001 488 GIAC certifications 481 CMS 480 pandas 479 Argo CD 473 EDR 455 Looker 437 Windows Server 437 macOS 437 HubSpot 427 DynamoDB 422 Typography 418 Six Sigma 412 ELK Stack 411 Vue.js 410 Event marketing 403 FastAPI 401 OpenTelemetry 399 Chef / Puppet 388 Google Analytics 372 Hadoop 371 Photoshop 370 FPGA 367 Load testing 365 React Native 362 Video editing 362 Okta 361 Paid social 343 OpenShift 338 NumPy 333 Service mesh 333 Account-based marketing 332 Illustrator 330 SAST / DAST 329 Django 326 Redshift 319 Flink 319 CISM 309 Intune / SCCM 305 Blockchain 299 Kanban 297 Wireframing 291 SD-WAN 289 Hugging Face 283 OWASP 280 GRC 280 Motion graphics 280 RabbitMQ 276 Selenium 270 Swift 267 Perl 263 Ruby on Rails 262 ClickHouse 260 Juniper 256 Playwright 254 OKRs 251 Power Platform 245 Content marketing 240 Smartsheet 239 WebSockets 237 Cassandra 236 Unreal Engine 234 Google Ads 223 Wireshark 220 PPC 219 Flask 218 Pulumi 217 After Effects 208 Copywriting 206 SageMaker 204 Information architecture 204 Canva 200 PCI DSS 199 Redux 195 SOAR 195 Asana 194 Marketo 191 Premiere Pro 186 InDesign 180 Notion 179 Vertex AI 177 Tailwind CSS 176 Cypress 170 Presto / Trino 169 NetSuite 167 Hive 161 Kinesis 157 Cloudflare 154 Salesforce Marketing Cloud 153 Jamf 152 Postman 149 Influencer marketing 147 Workday 147 PHP 146 pytest 141 Jest 140 Zapier 140 OSCP 137 SEM 134 Zendesk 133 monday.com 130 Shopify 128 Conversion rate optimization 122 WordPress 122 New Relic 121 Amplitude 116 jQuery 114 Cucumber 111 Verilog / VHDL 107 Neo4j 104 Unity 104 SwiftUI 103 Meta Ads 101 XGBoost 99 CapCut 99 Jupyter 98 Braze 97 SAS 96 Fivetran 94 NestJS 92 WebGL 91 Programmatic advertising 90 SEO tools 89 VBA 88 Nginx 86 Google Search Console 85 Social media tools 84 Sketch 83 Airtable 80 Blender 79 HashiCorp Vault 78 Keras 77 D3.js 75 Informatica 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 59 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 45 Cinema 4D 43 Lua 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 24 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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