States
Alabama 445 Alaska 41 Arizona 645 Arkansas 434 California 15,522 Colorado 1,556 Connecticut 341 Delaware 133 District of Columbia 1,311 Florida 1,292 Georgia 1,071 Hawaii 134 Idaho 183 Illinois 1,856 Indiana 300 Iowa 275 Kansas 116 Kentucky 164 Louisiana 110 Maine 86 Maryland 1,654 Massachusetts 2,283 Michigan 690 Minnesota 411 Mississippi 94 Missouri 491 Montana 49 Nebraska 184 Nevada 198 New Hampshire 110 New Jersey 808 New Mexico 162 New York 6,746 North Carolina 1,180 North Dakota 70 Ohio 692 Oklahoma 184 Oregon 360 Pennsylvania 883 Rhode Island 90 South Carolina 198 South Dakota 60 Tennessee 283 Texas 3,689 Utah 468 Vermont 70 Virginia 3,696 Washington 2,776 West Virginia 73 Wisconsin 327 Wyoming 58
Cities
San Francisco Bay Area, CA 10,544 New York, NY 5,658 Washington, DC 3,622 Seattle, WA 2,153 Los Angeles, CA 2,080 Boston, MA 1,344 Austin, TX 1,204 Chicago, IL 1,168 Dallas–Fort Worth, TX 1,077 Denver, CO 798 Atlanta, GA 699 Raleigh–Durham, NC 477 San Diego, CA 427 Phoenix, AZ 371 Charlotte, NC 347 Houston, TX 255 Pittsburgh, PA 231 Miami, FL 218 Salt Lake City, UT 167 Philadelphia, PA 165 Detroit, MI 143 Minneapolis, MN 130 Baltimore, MD 109 Nashville, TN 60 Portland, OR 28
Role
Software Engineer 11,256 Product Manager 3,328 Engineering Manager 2,118 Program Manager 1,944 Project Manager 1,943 Data Scientist 1,549 Machine Learning Engineer 1,517 Security Engineer 1,450 Marketing Manager 1,375 Full Stack Developer 1,198 AI Engineer 1,081 DevOps Engineer 1,072 Data Engineer 885 Cybersecurity Analyst 860 IT Support Specialist 855 Backend Developer 784 Systems Administrator 773 Site Reliability Engineer 722 Graphic Designer 700 Data Analyst 645 Product Marketing Manager 631 Mobile Developer 599 Network Engineer 569 Business Analyst 551 Product Designer 540 Content Writer 524 QA Engineer 504 Growth Marketing Manager 345 Frontend Developer 339 Cloud Engineer 307 UX Designer 240 PPC Specialist 221 Email Marketing Specialist 206 Social Media Manager 200 Digital Marketing Specialist 181 Community Manager 173 Marketing Analyst 171 Video Editor 105 Creative Director 92 Brand Manager 91 SEO Specialist 79 Content Creator 79 Scrum Master 75 Influencer Marketing Manager 66 BI Developer 64 Art Director 51 Web Developer 48 Copywriter 45 Motion Designer 36 Game Designer 34 3D Artist 26 UI Designer 22 Animator 21 Web Designer 15
Skills
Python 14,863 Machine learning 9,065 Product roadmapping 8,628 AWS 8,209 CI/CD 7,635 SQL 6,203 Kubernetes 6,136 LLMs 5,748 AI agents 5,401 C++ 5,134 Linux 5,111 Java 5,050 Azure 4,871 Distributed systems 4,779 Agile 4,637 Docker 4,295 Google Cloud 4,084 Git 4,080 TypeScript 3,879 Go 3,877 React 3,575 Terraform 3,332 JavaScript 3,305 Go-to-market 2,907 REST APIs 2,764 Jira 2,703 Test automation 2,646 PostgreSQL 2,461 Generative AI 2,453 C 2,450 Incident response 2,422 Product strategy 2,405 Microservices 2,400 Bash 2,284 Positioning & messaging 2,187 Excel 2,050 GitHub 1,906 Embedded systems 1,871 Node.js 1,846 Rust 1,756 Stakeholder management 1,725 PyTorch 1,722 Kafka 1,706 CRM 1,639 IAM 1,631 Product marketing 1,628 CompTIA certifications 1,623 C# 1,597 Scrum 1,575 Computer vision 1,565 Spark 1,558 Ansible 1,531 Cryptography 1,530 GitLab 1,511 Firmware 1,492 Android 1,466 Market research 1,444 Jenkins 1,411 Data modeling 1,398 Deep learning 1,376 PRDs 1,361 RAG 1,347 iOS 1,340 Data warehousing 1,320 PMP 1,298 Confluence 1,283 Design systems 1,275 OpenAI API 1,245 NoSQL 1,244 ETL 1,213 NIST 1,201 Vulnerability management 1,184 Firewalls 1,180 Salesforce 1,166 Google Workspace 1,159 Grafana 1,134 HTML 1,122 Competitive analysis 1,091 Snowflake 1,084 TCP/IP 1,083 Databricks 1,076 DNS / DHCP 1,054 Tableau 1,048 CSS 1,047 Kotlin 1,043 PowerShell 1,023 Angular 988 Power BI 985 CISSP 979 Prototyping 977 User stories 969 Figma 966 Scala 950 Prometheus 947 MLOps 927 TensorFlow 919 GitHub Actions 892 SAP 889 Brand marketing 889 A/B testing 867 Active Directory 862 MySQL 832 Prompt engineering 832 Spring Boot 831 R 826 Pricing strategy 824 NLP 822 Web accessibility (WCAG) 816 Zero Trust 804 Airflow 803 Oracle 796 Redis 788 Elasticsearch 783 Unix 777 OAuth 774 Demand generation 774 Reinforcement learning 773 User research 771 Sales enablement 770 SSO / SAML 759 RTOS 752 Splunk 744 Routing & switching 730 SOC 2 724 ServiceNow 710 GraphQL 704 VPN 696 MongoDB 694 Datadog 693 Vector databases 686 SQL Server 677 Cisco 657 JUnit 654 BigQuery 649 ITIL 644 Helm 640 .NET 637 CUDA 637 SIEM 629 VMware 626 Microsoft 365 623 HIPAA 619 Technical writing 619 CCNA / CCNP 617 SEO 616 Threat modeling 606 Serverless 592 gRPC 589 Ruby 586 Microsoft Project 580 CloudFormation 577 LangChain 564 Next.js 563 Budget management 556 Adobe Creative Cloud 548 SAFe 544 Marketing automation 543 MATLAB 541 FedRAMP 540 Product analytics 539 dbt 527 Jetpack Compose 523 Content strategy 520 Penetration testing 518 SharePoint 515 Email marketing 510 ISO 27001 498 GIAC certifications 490 Argo CD 481 pandas 472 CMS 468 scikit-learn 463 macOS 455 Windows Server 449 EDR 444 HubSpot 434 Six Sigma 428 Vue.js 424 ELK Stack 421 Looker 419 OpenTelemetry 414 Typography 412 DynamoDB 410 FastAPI 407 Event marketing 396 Chef / Puppet 392 Photoshop 371 Google Analytics 370 Okta 369 FPGA 369 Video editing 368 Hadoop 364 Load testing 363 React Native 362 Paid social 338 OpenShift 336 SAST / DAST 334 Illustrator 334 Account-based marketing 334 Service mesh 330 NumPy 326 Django 321 Flink 320 Intune / SCCM 318 Redshift 316 CISM 305 OWASP 295 Kanban 293 Blockchain 292 SD-WAN 290 GRC 290 Wireframing 284 Hugging Face 283 Motion graphics 282 RabbitMQ 276 Swift 270 Ruby on Rails 268 Selenium 265 Juniper 257 ClickHouse 256 Perl 254 Playwright 254 OKRs 254 Power Platform 246 Smartsheet 243 WebSockets 241 Content marketing 240 Cassandra 229 Google Ads 227 Wireshark 224 Pulumi 223 Unreal Engine 220 PPC 217 Flask 210 PCI DSS 206 Information architecture 206 After Effects 206 Copywriting 205 Canva 204 SOAR 201 SageMaker 198 Marketo 194 Redux 191 Premiere Pro 190 Asana 188 Vertex AI 180 NetSuite 176 Presto / Trino 174 Notion 174 InDesign 173 Tailwind CSS 171 Cypress 170 Cloudflare 160 Hive 159 Jamf 156 Salesforce Marketing Cloud 155 Postman 154 Kinesis 150 pytest 148 Influencer marketing 148 Workday 148 Zapier 145 PHP 139 OSCP 138 Jest 138 Shopify 132 Zendesk 131 monday.com 129 SEM 129 WordPress 126 Amplitude 120 Conversion rate optimization 119 New Relic 117 Cucumber 117 jQuery 116 Meta Ads 106 Verilog / VHDL 106 SwiftUI 105 Jupyter 103 Neo4j 101 CapCut 101 Unity 98 Braze 97 XGBoost 96 SAS 94 WebGL 92 NestJS 91 Fivetran 88 Programmatic advertising 88 VBA 86 SEO tools 85 HashiCorp Vault 84 Nginx 83 Google Search Console 81 Social media tools 80 Sketch 79 Informatica 77 Blender 76 PCB design 76 Keras 75 D3.js 74 Firebase 74 Vite 72 Looker Studio 72 Final Cut Pro 72 LinkedIn Ads 70 Affiliate marketing 70 Airtable 68 Three.js 67 Flutter 67 Mixpanel 67 Webflow 67 Webpack 63 Adobe Analytics 63 Google Tag Manager 59 Svelte 57 Iterable 57 DaVinci Resolve 54 Qlik 53 Klaviyo 51 Citrix 50 Miro 50 Objective-C 49 Elixir 48 Storybook 48 UIKit 48 Appium 44 Maya 44 Lua 43 Cinema 4D 42 Sass 40 Markdown 36 Haskell 33 Express.js 31 Xcode 31 Alteryx 30 Adobe XD 30 Trello 30 Dart 29 TestRail 28 TikTok Ads 28 Mailchimp 26 Retool 25 Laravel 24 SPSS 23 Framer 21 AP Style 19 Substance 3D 16 Amazon Ads 16 Solidity 15 Clojure 11 Erlang 9 Houdini 9 ZBrush 8 Stata 3
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