States
Alabama 436 Alaska 37 Arizona 635 Arkansas 379 California 15,049 Colorado 1,527 Connecticut 351 Delaware 122 District of Columbia 1,288 Florida 1,289 Georgia 1,062 Hawaii 123 Idaho 183 Illinois 1,830 Indiana 312 Iowa 290 Kansas 115 Kentucky 158 Louisiana 103 Maine 80 Maryland 1,618 Massachusetts 2,280 Michigan 691 Minnesota 399 Mississippi 90 Missouri 501 Montana 51 Nebraska 177 Nevada 189 New Hampshire 100 New Jersey 810 New Mexico 147 New York 6,560 North Carolina 1,211 North Dakota 76 Ohio 673 Oklahoma 192 Oregon 350 Pennsylvania 890 Rhode Island 92 South Carolina 194 South Dakota 57 Tennessee 270 Texas 3,601 Utah 460 Vermont 74 Virginia 3,627 Washington 2,719 West Virginia 73 Wisconsin 340 Wyoming 60
Cities
San Francisco Bay Area, CA 10,215 New York, NY 5,489 Washington, DC 3,534 Seattle, WA 2,103 Los Angeles, CA 2,007 Boston, MA 1,371 Austin, TX 1,175 Chicago, IL 1,141 Dallas–Fort Worth, TX 1,033 Denver, CO 777 Atlanta, GA 691 Raleigh–Durham, NC 492 San Diego, CA 430 Charlotte, NC 363 Phoenix, AZ 356 Houston, TX 259 Pittsburgh, PA 223 Miami, FL 211 Philadelphia, PA 165 Salt Lake City, UT 165 Detroit, MI 144 Minneapolis, MN 124 Baltimore, MD 94 Nashville, TN 64 Portland, OR 27
Role
Software Engineer 11,204 Product Manager 3,286 Engineering Manager 2,100 Project Manager 1,938 Program Manager 1,885 Data Scientist 1,546 Machine Learning Engineer 1,491 Security Engineer 1,431 Marketing Manager 1,350 Full Stack Developer 1,193 AI Engineer 1,056 DevOps Engineer 1,029 Data Engineer 889 Cybersecurity Analyst 833 IT Support Specialist 833 Backend Developer 809 Systems Administrator 741 Site Reliability Engineer 713 Graphic Designer 690 Data Analyst 673 Product Marketing Manager 615 Mobile Developer 592 Network Engineer 574 Business Analyst 553 Product Designer 521 QA Engineer 505 Content Writer 490 Growth Marketing Manager 349 Frontend Developer 332 Cloud Engineer 299 UX Designer 247 PPC Specialist 214 Social Media Manager 200 Email Marketing Specialist 198 Community Manager 177 Marketing Analyst 175 Digital Marketing Specialist 175 Video Editor 90 Brand Manager 90 Creative Director 80 SEO Specialist 77 Content Creator 75 Scrum Master 74 Influencer Marketing Manager 66 BI Developer 56 Copywriter 48 Art Director 47 Web Developer 41 Motion Designer 40 Game Designer 37 3D Artist 30 Animator 22 UI Designer 20 Web Designer 16
Skills
Python 14,623 Machine learning 9,107 Product roadmapping 8,559 AWS 8,206 CI/CD 7,426 SQL 6,098 Kubernetes 6,010 LLMs 5,605 AI agents 5,209 C++ 5,082 Linux 5,021 Java 4,927 Azure 4,863 Distributed systems 4,691 Agile 4,641 Docker 4,203 Google Cloud 4,064 Git 3,981 TypeScript 3,822 Go 3,802 React 3,535 Terraform 3,282 JavaScript 3,196 Go-to-market 2,841 REST APIs 2,684 Jira 2,642 Test automation 2,578 PostgreSQL 2,463 C 2,462 Generative AI 2,428 Product strategy 2,400 Microservices 2,377 Incident response 2,369 Positioning & messaging 2,172 Bash 2,164 Excel 2,047 Embedded systems 1,897 GitHub 1,858 Node.js 1,821 Stakeholder management 1,776 Rust 1,714 Kafka 1,696 PyTorch 1,693 CRM 1,623 Product marketing 1,617 IAM 1,577 C# 1,575 Spark 1,568 CompTIA certifications 1,565 Scrum 1,563 Computer vision 1,546 Cryptography 1,502 Firmware 1,484 GitLab 1,467 Ansible 1,457 Market research 1,457 Data modeling 1,434 Android 1,432 Deep learning 1,363 Jenkins 1,328 PRDs 1,322 RAG 1,318 iOS 1,313 Data warehousing 1,295 PMP 1,264 Design systems 1,262 NoSQL 1,242 Confluence 1,236 ETL 1,224 OpenAI API 1,197 NIST 1,184 Vulnerability management 1,168 Google Workspace 1,167 Firewalls 1,165 Salesforce 1,157 HTML 1,136 Competitive analysis 1,082 Databricks 1,077 Grafana 1,072 TCP/IP 1,071 Snowflake 1,065 CSS 1,062 Tableau 1,048 Kotlin 1,010 DNS / DHCP 1,004 PowerShell 986 Power BI 983 Angular 979 Prototyping 958 CISSP 957 Figma 954 MLOps 950 TensorFlow 934 Scala 917 User stories 901 Prometheus 886 GitHub Actions 870 SAP 870 Web accessibility (WCAG) 863 A/B testing 863 Brand marketing 863 R 849 NLP 841 Active Directory 839 Prompt engineering 835 Spring Boot 819 Airflow 811 User research 797 Zero Trust 794 Redis 785 Pricing strategy 784 MySQL 779 Demand generation 778 Sales enablement 771 Oracle 768 Elasticsearch 768 RTOS 764 Reinforcement learning 753 Unix 750 GraphQL 725 SSO / SAML 723 OAuth 712 Routing & switching 712 SOC 2 703 Vector databases 700 Splunk 691 MongoDB 690 VPN 690 ServiceNow 684 Datadog 665 SQL Server 659 Cisco 656 ITIL 651 SIEM 632 .NET 630 SEO 630 CUDA 623 Microsoft 365 621 Helm 620 JUnit 617 BigQuery 614 CCNA / CCNP 608 VMware 607 Serverless 593 Technical writing 590 HIPAA 589 Threat modeling 587 Microsoft Project 583 gRPC 580 CloudFormation 577 Next.js 573 Ruby 570 LangChain 559 MATLAB 544 FedRAMP 542 dbt 539 SAFe 538 Budget management 535 Product analytics 533 Marketing automation 530 Content strategy 529 Email marketing 518 Jetpack Compose 516 Adobe Creative Cloud 516 Penetration testing 508 SharePoint 502 GIAC certifications 485 ISO 27001 483 CMS 481 scikit-learn 479 pandas 471 Argo CD 461 macOS 449 EDR 446 Looker 435 Windows Server 434 HubSpot 421 Vue.js 416 DynamoDB 409 Event marketing 406 ELK Stack 405 FastAPI 399 OpenTelemetry 396 Typography 395 Six Sigma 389 Chef / Puppet 387 FPGA 375 Google Analytics 369 Photoshop 360 Hadoop 352 Load testing 349 React Native 346 Okta 341 SAST / DAST 340 OpenShift 338 Paid social 338 Video editing 333 Django 332 NumPy 329 Account-based marketing 329 Illustrator 323 Service mesh 322 Redshift 313 Flink 304 Blockchain 302 Intune / SCCM 301 CISM 296 OWASP 291 SD-WAN 286 Kanban 284 Hugging Face 283 Wireframing 278 RabbitMQ 275 GRC 272 Juniper 269 Motion graphics 266 OKRs 263 Swift 262 Perl 261 Selenium 257 Playwright 255 Ruby on Rails 252 ClickHouse 252 Smartsheet 244 Content marketing 238 Power Platform 233 WebSockets 232 Unreal Engine 229 Wireshark 223 Flask 222 Google Ads 220 PPC 218 Pulumi 215 Cassandra 213 SageMaker 206 Information architecture 201 Copywriting 199 PCI DSS 198 After Effects 197 SOAR 195 Canva 195 Asana 194 Redux 193 Marketo 192 Notion 180 Tailwind CSS 177 InDesign 176 Vertex AI 172 Cypress 169 Premiere Pro 167 NetSuite 167 Cloudflare 164 Presto / Trino 161 Salesforce Marketing Cloud 155 Kinesis 153 OSCP 153 PHP 152 Jamf 151 Hive 148 Influencer marketing 146 Zapier 143 Workday 141 Postman 139 SEM 137 pytest 135 Zendesk 132 Jest 128 Shopify 124 WordPress 121 Conversion rate optimization 119 Amplitude 118 New Relic 118 jQuery 112 monday.com 107 Cucumber 106 Verilog / VHDL 106 Neo4j 103 Jupyter 100 Meta Ads 100 SwiftUI 98 XGBoost 97 SEO tools 96 CapCut 95 SAS 93 Unity 93 Fivetran 92 Programmatic advertising 92 Braze 91 Google Search Console 91 Nginx 89 NestJS 87 WebGL 86 Social media tools 83 VBA 82 Keras 81 Sketch 81 HashiCorp Vault 78 Blender 77 Vite 75 Informatica 75 PCB design 75 Airtable 75 D3.js 73 Mixpanel 70 Looker Studio 69 Affiliate marketing 68 LinkedIn Ads 67 Adobe Analytics 65 Flutter 63 Webflow 63 Three.js 62 Firebase 62 Webpack 60 Final Cut Pro 59 Iterable 59 Svelte 58 Google Tag Manager 55 Citrix 54 Elixir 53 Storybook 52 Qlik 52 Miro 48 Klaviyo 48 Maya 47 Objective-C 46 Appium 46 DaVinci Resolve 46 UIKit 44 Cinema 4D 44 Lua 43 Sass 40 Markdown 37 Adobe XD 35 Express.js 32 Xcode 31 Haskell 30 Alteryx 30 TestRail 30 Trello 29 TikTok Ads 29 Laravel 28 Dart 26 Mailchimp 26 Retool 26 Framer 22 AP Style 22 SPSS 21 Substance 3D 18 Solidity 17 Amazon Ads 13 Houdini 11 Clojure 9 ZBrush 9 Erlang 8 Stata 5
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