States
Alabama 442 Alaska 43 Arizona 632 Arkansas 380 California 15,158 Colorado 1,547 Connecticut 358 Delaware 132 District of Columbia 1,301 Florida 1,290 Georgia 1,065 Hawaii 132 Idaho 189 Illinois 1,839 Indiana 317 Iowa 290 Kansas 118 Kentucky 165 Louisiana 108 Maine 83 Maryland 1,641 Massachusetts 2,274 Michigan 707 Minnesota 401 Mississippi 93 Missouri 473 Montana 52 Nebraska 174 Nevada 195 New Hampshire 105 New Jersey 815 New Mexico 162 New York 6,592 North Carolina 1,205 North Dakota 79 Ohio 680 Oklahoma 192 Oregon 351 Pennsylvania 903 Rhode Island 96 South Carolina 201 South Dakota 60 Tennessee 276 Texas 3,599 Utah 461 Vermont 76 Virginia 3,657 Washington 2,722 West Virginia 76 Wisconsin 347 Wyoming 65
Cities
San Francisco Bay Area, CA 10,273 New York, NY 5,533 Washington, DC 3,578 Seattle, WA 2,107 Los Angeles, CA 2,014 Boston, MA 1,353 Austin, TX 1,173 Chicago, IL 1,149 Dallas–Fort Worth, TX 1,045 Denver, CO 795 Atlanta, GA 680 Raleigh–Durham, NC 485 San Diego, CA 432 Charlotte, NC 362 Phoenix, AZ 360 Houston, TX 261 Pittsburgh, PA 228 Miami, FL 209 Philadelphia, PA 166 Salt Lake City, UT 163 Detroit, MI 146 Minneapolis, MN 127 Baltimore, MD 102 Nashville, TN 64 Portland, OR 28
Role
Software Engineer 11,186 Product Manager 3,269 Engineering Manager 2,104 Project Manager 1,927 Program Manager 1,886 Data Scientist 1,553 Machine Learning Engineer 1,505 Security Engineer 1,436 Marketing Manager 1,343 Full Stack Developer 1,194 AI Engineer 1,069 DevOps Engineer 1,045 Data Engineer 899 Cybersecurity Analyst 842 IT Support Specialist 832 Backend Developer 799 Systems Administrator 754 Site Reliability Engineer 724 Graphic Designer 700 Data Analyst 665 Product Marketing Manager 601 Mobile Developer 591 Business Analyst 566 Network Engineer 561 Product Designer 517 Content Writer 509 QA Engineer 503 Growth Marketing Manager 352 Frontend Developer 335 Cloud Engineer 304 UX Designer 244 PPC Specialist 216 Email Marketing Specialist 202 Social Media Manager 201 Digital Marketing Specialist 178 Community Manager 175 Marketing Analyst 171 Video Editor 97 Brand Manager 91 Creative Director 85 SEO Specialist 79 Content Creator 76 Scrum Master 73 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 24 Animator 21 Web Designer 15
Skills
Python 14,715 Machine learning 9,097 Product roadmapping 8,534 AWS 8,243 CI/CD 7,482 SQL 6,120 Kubernetes 6,040 LLMs 5,653 AI agents 5,259 C++ 5,077 Linux 5,024 Java 4,938 Azure 4,884 Distributed systems 4,698 Agile 4,622 Docker 4,221 Google Cloud 4,072 Git 3,981 TypeScript 3,862 Go 3,817 React 3,539 Terraform 3,301 JavaScript 3,213 Go-to-market 2,814 REST APIs 2,680 Jira 2,662 Test automation 2,595 PostgreSQL 2,458 C 2,429 Generative AI 2,418 Product strategy 2,390 Microservices 2,374 Incident response 2,366 Bash 2,192 Positioning & messaging 2,142 Excel 2,034 Embedded systems 1,882 GitHub 1,847 Node.js 1,823 Stakeholder management 1,772 Rust 1,716 PyTorch 1,704 Kafka 1,693 CRM 1,642 Product marketing 1,599 IAM 1,589 CompTIA certifications 1,583 Scrum 1,583 Spark 1,560 C# 1,556 Computer vision 1,553 Cryptography 1,496 Ansible 1,477 GitLab 1,469 Firmware 1,463 Data modeling 1,444 Market research 1,428 Android 1,412 Deep learning 1,362 Jenkins 1,343 PRDs 1,340 RAG 1,328 Data warehousing 1,322 iOS 1,302 PMP 1,267 Design systems 1,261 Confluence 1,248 NoSQL 1,239 ETL 1,218 OpenAI API 1,207 NIST 1,186 Vulnerability management 1,179 Salesforce 1,175 Google Workspace 1,162 Firewalls 1,147 HTML 1,131 Databricks 1,087 Grafana 1,082 Competitive analysis 1,080 Snowflake 1,078 TCP/IP 1,062 CSS 1,060 Tableau 1,032 Kotlin 1,011 DNS / DHCP 1,000 PowerShell 988 Power BI 979 CISSP 978 Angular 975 Prototyping 967 Figma 958 MLOps 945 TensorFlow 934 Scala 922 User stories 921 Prometheus 903 SAP 877 Brand marketing 876 GitHub Actions 874 R 855 Web accessibility (WCAG) 843 Prompt engineering 840 NLP 838 A/B testing 837 Active Directory 837 Spring Boot 815 Airflow 803 Zero Trust 802 User research 799 Redis 794 MySQL 785 Pricing strategy 782 Demand generation 778 Elasticsearch 775 Oracle 770 Sales enablement 767 RTOS 760 Reinforcement learning 758 Unix 756 SSO / SAML 732 OAuth 728 GraphQL 717 SOC 2 713 Routing & switching 708 Splunk 700 Vector databases 693 ServiceNow 689 VPN 688 MongoDB 684 Datadog 674 SQL Server 657 ITIL 650 SIEM 643 Cisco 639 CUDA 631 .NET 630 SEO 629 BigQuery 625 Helm 622 VMware 618 Microsoft 365 617 JUnit 612 HIPAA 609 CCNA / CCNP 608 Serverless 596 Technical writing 592 gRPC 587 Threat modeling 585 Microsoft Project 582 CloudFormation 579 Ruby 565 LangChain 562 Next.js 560 FedRAMP 547 MATLAB 544 dbt 543 SAFe 536 Budget management 535 Adobe Creative Cloud 532 Marketing automation 531 Content strategy 529 Product analytics 527 Email marketing 522 Jetpack Compose 513 Penetration testing 500 SharePoint 500 GIAC certifications 497 ISO 27001 485 scikit-learn 482 CMS 474 pandas 470 Argo CD 464 EDR 457 Windows Server 442 macOS 437 Looker 431 HubSpot 426 DynamoDB 421 Vue.js 412 Six Sigma 410 Event marketing 409 Typography 406 ELK Stack 405 FastAPI 392 Chef / Puppet 388 OpenTelemetry 386 FPGA 373 Photoshop 371 Google Analytics 369 React Native 352 Video editing 352 Okta 350 Load testing 350 Hadoop 348 SAST / DAST 340 Django 336 Paid social 335 OpenShift 333 NumPy 331 Illustrator 330 Account-based marketing 330 Service mesh 324 Redshift 316 Flink 306 Blockchain 302 CISM 299 Intune / SCCM 296 Kanban 295 Hugging Face 287 SD-WAN 287 OWASP 283 Wireframing 275 GRC 274 Motion graphics 274 RabbitMQ 272 Perl 263 Swift 259 Juniper 257 ClickHouse 252 Ruby on Rails 251 OKRs 251 Selenium 249 Playwright 249 Smartsheet 245 Power Platform 239 Content marketing 238 WebSockets 235 Unreal Engine 230 PPC 225 Cassandra 221 Wireshark 221 Flask 220 Google Ads 219 Pulumi 216 After Effects 206 Copywriting 206 Information architecture 202 SageMaker 200 SOAR 199 PCI DSS 198 Canva 198 Asana 195 Marketo 193 Redux 190 InDesign 182 Notion 182 Premiere Pro 179 Tailwind CSS 175 Vertex AI 174 NetSuite 173 Presto / Trino 168 Cypress 163 Kinesis 156 Cloudflare 156 Salesforce Marketing Cloud 152 Jamf 147 Workday 147 Influencer marketing 146 PHP 145 Hive 145 OSCP 145 Zapier 142 Postman 141 pytest 137 Zendesk 135 SEM 133 Jest 128 Shopify 126 WordPress 125 Conversion rate optimization 118 New Relic 117 Amplitude 114 Verilog / VHDL 111 jQuery 110 Cucumber 103 monday.com 103 Jupyter 100 SwiftUI 99 Neo4j 99 Fivetran 98 CapCut 98 Meta Ads 98 Unity 97 XGBoost 95 Braze 93 SAS 92 WebGL 90 NestJS 89 Programmatic advertising 89 SEO tools 89 Nginx 87 Google Search Console 87 VBA 85 Social media tools 85 Sketch 81 HashiCorp Vault 79 Blender 79 Informatica 77 Keras 77 PCB design 76 Airtable 76 D3.js 72 Vite 71 Looker Studio 69 Webflow 68 Three.js 66 Affiliate marketing 66 Mixpanel 65 Adobe Analytics 65 LinkedIn Ads 65 Flutter 63 Firebase 61 Final Cut Pro 61 Iterable 59 Webpack 57 Google Tag Manager 56 Svelte 55 Qlik 54 Elixir 51 Citrix 51 Storybook 50 DaVinci Resolve 49 Klaviyo 49 Appium 48 Miro 47 Maya 46 Objective-C 44 UIKit 44 Cinema 4D 44 Lua 41 Sass 40 Markdown 39 Adobe XD 33 Express.js 32 Trello 32 Xcode 31 Haskell 30 TestRail 29 Dart 28 TikTok Ads 28 Alteryx 27 Mailchimp 27 Laravel 25 Framer 23 AP Style 23 Retool 23 SPSS 22 Solidity 17 Substance 3D 16 Amazon Ads 14 Houdini 11 Clojure 9 Erlang 8 ZBrush 8 Stata 4
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