States
Alabama 432 Alaska 34 Arizona 648 Arkansas 427 California 15,574 Colorado 1,529 Connecticut 338 Delaware 129 District of Columbia 1,316 Florida 1,290 Georgia 1,101 Hawaii 133 Idaho 175 Illinois 1,853 Indiana 296 Iowa 270 Kansas 109 Kentucky 160 Louisiana 102 Maine 76 Maryland 1,658 Massachusetts 2,262 Michigan 685 Minnesota 403 Mississippi 88 Missouri 480 Montana 49 Nebraska 182 Nevada 193 New Hampshire 108 New Jersey 793 New Mexico 155 New York 6,730 North Carolina 1,181 North Dakota 64 Ohio 686 Oklahoma 178 Oregon 354 Pennsylvania 877 Rhode Island 84 South Carolina 190 South Dakota 53 Tennessee 277 Texas 3,706 Utah 463 Vermont 64 Virginia 3,712 Washington 2,774 West Virginia 66 Wisconsin 324 Wyoming 51
Cities
San Francisco Bay Area, CA 10,593 New York, NY 5,655 Washington, DC 3,647 Seattle, WA 2,154 Los Angeles, CA 2,078 Boston, MA 1,335 Austin, TX 1,219 Chicago, IL 1,171 Dallas–Fort Worth, TX 1,084 Denver, CO 789 Atlanta, GA 718 Raleigh–Durham, NC 485 San Diego, CA 427 Phoenix, AZ 377 Charlotte, NC 350 Houston, TX 256 Pittsburgh, PA 234 Miami, FL 218 Salt Lake City, UT 168 Philadelphia, PA 164 Detroit, MI 142 Minneapolis, MN 134 Baltimore, MD 107 Nashville, TN 60 Portland, OR 28
Role
Software Engineer 11,275 Product Manager 3,348 Engineering Manager 2,121 Program Manager 1,951 Project Manager 1,944 Data Scientist 1,550 Machine Learning Engineer 1,510 Security Engineer 1,459 Marketing Manager 1,378 Full Stack Developer 1,192 AI Engineer 1,080 DevOps Engineer 1,074 Data Engineer 897 Cybersecurity Analyst 875 IT Support Specialist 862 Backend Developer 784 Systems Administrator 770 Site Reliability Engineer 734 Graphic Designer 711 Data Analyst 642 Product Marketing Manager 631 Mobile Developer 599 Network Engineer 574 Business Analyst 554 Product Designer 534 Content Writer 528 QA Engineer 496 Growth Marketing Manager 343 Frontend Developer 333 Cloud Engineer 307 UX Designer 243 PPC Specialist 219 Email Marketing Specialist 205 Social Media Manager 196 Digital Marketing Specialist 177 Community Manager 175 Marketing Analyst 174 Video Editor 106 Creative Director 96 Brand Manager 92 SEO Specialist 82 Content Creator 79 Scrum Master 74 Influencer Marketing Manager 64 BI Developer 64 Art Director 54 Web Developer 50 Copywriter 44 Motion Designer 37 Game Designer 34 3D Artist 29 UI Designer 22 Animator 21 Web Designer 15
Skills
Python 14,909 Machine learning 9,077 Product roadmapping 8,651 AWS 8,212 CI/CD 7,652 SQL 6,214 Kubernetes 6,143 LLMs 5,759 AI agents 5,406 C++ 5,158 Linux 5,146 Java 5,075 Azure 4,903 Distributed systems 4,795 Agile 4,656 Docker 4,280 Google Cloud 4,094 Git 4,076 TypeScript 3,896 Go 3,891 React 3,569 Terraform 3,340 JavaScript 3,313 Go-to-market 2,920 REST APIs 2,759 Jira 2,718 Test automation 2,656 PostgreSQL 2,456 C 2,453 Incident response 2,440 Generative AI 2,434 Product strategy 2,415 Microservices 2,406 Bash 2,292 Positioning & messaging 2,197 Excel 2,055 GitHub 1,910 Embedded systems 1,876 Node.js 1,848 Rust 1,774 PyTorch 1,731 Stakeholder management 1,729 Kafka 1,719 IAM 1,645 CRM 1,645 CompTIA certifications 1,631 Product marketing 1,630 C# 1,607 Scrum 1,582 Computer vision 1,570 Spark 1,562 Ansible 1,546 Cryptography 1,542 Firmware 1,517 GitLab 1,510 Android 1,474 Market research 1,445 Jenkins 1,413 Data modeling 1,410 Deep learning 1,377 PRDs 1,367 iOS 1,354 RAG 1,345 Data warehousing 1,309 PMP 1,304 Confluence 1,293 Design systems 1,273 NoSQL 1,263 OpenAI API 1,246 NIST 1,220 ETL 1,214 Vulnerability management 1,195 Firewalls 1,191 Salesforce 1,168 Google Workspace 1,158 Grafana 1,141 HTML 1,134 TCP/IP 1,089 Competitive analysis 1,085 Snowflake 1,078 Databricks 1,069 DNS / DHCP 1,067 CSS 1,056 Tableau 1,054 Kotlin 1,046 PowerShell 1,023 Angular 992 Power BI 984 User stories 982 CISSP 975 Prototyping 974 Figma 961 Scala 958 Prometheus 950 TensorFlow 921 MLOps 914 GitHub Actions 899 Brand marketing 897 SAP 884 Active Directory 870 A/B testing 869 Pricing strategy 836 Spring Boot 829 Prompt engineering 825 MySQL 824 R 819 NLP 815 Web accessibility (WCAG) 814 Zero Trust 808 Airflow 799 Oracle 797 Elasticsearch 790 Redis 783 Reinforcement learning 783 OAuth 776 Unix 776 User research 774 Sales enablement 774 Demand generation 765 RTOS 760 SSO / SAML 756 Splunk 753 Routing & switching 740 ServiceNow 720 SOC 2 720 VPN 709 GraphQL 703 MongoDB 696 Datadog 695 Vector databases 681 SQL Server 675 Cisco 670 BigQuery 651 JUnit 651 ITIL 649 .NET 646 CUDA 646 Helm 644 Microsoft 365 638 SIEM 638 VMware 628 SEO 624 Technical writing 621 CCNA / CCNP 616 Threat modeling 612 HIPAA 606 Serverless 595 gRPC 589 Ruby 582 CloudFormation 582 Microsoft Project 574 LangChain 560 Next.js 559 Adobe Creative Cloud 555 Budget management 549 Marketing automation 548 FedRAMP 547 MATLAB 544 SAFe 540 Product analytics 536 SharePoint 530 dbt 528 Content strategy 526 Jetpack Compose 520 Penetration testing 520 Email marketing 511 ISO 27001 502 GIAC certifications 489 Argo CD 485 CMS 470 pandas 468 scikit-learn 455 macOS 455 EDR 450 Windows Server 448 HubSpot 431 Six Sigma 429 OpenTelemetry 426 Vue.js 423 ELK Stack 419 Typography 417 DynamoDB 412 Looker 409 FastAPI 403 Chef / Puppet 399 Event marketing 389 Okta 381 Photoshop 375 FPGA 372 Google Analytics 371 Video editing 369 Load testing 368 Hadoop 365 React Native 363 SAST / DAST 338 OpenShift 337 Illustrator 336 Account-based marketing 334 Paid social 332 NumPy 327 Service mesh 327 Flink 325 Intune / SCCM 323 Django 316 Redshift 316 CISM 306 OWASP 301 SD-WAN 300 Kanban 298 Blockchain 297 GRC 292 Motion graphics 285 Hugging Face 283 Wireframing 278 RabbitMQ 277 Swift 274 Juniper 267 Ruby on Rails 266 Selenium 265 ClickHouse 261 Perl 258 OKRs 257 Playwright 256 Power Platform 248 Smartsheet 245 WebSockets 241 Content marketing 240 Cassandra 232 Pulumi 228 Unreal Engine 226 Google Ads 226 Wireshark 222 PPC 218 After Effects 209 PCI DSS 208 Information architecture 207 Canva 206 Copywriting 205 Flask 204 SOAR 204 SageMaker 195 Marketo 194 Premiere Pro 192 Redux 191 Asana 189 Vertex AI 178 InDesign 177 Presto / Trino 175 NetSuite 175 Notion 172 Cypress 171 Tailwind CSS 163 Jamf 163 Cloudflare 161 Hive 160 Kinesis 152 Salesforce Marketing Cloud 151 Postman 149 Workday 147 Influencer marketing 146 Zapier 144 pytest 143 PHP 141 Jest 140 OSCP 137 Zendesk 133 monday.com 133 Shopify 131 SEM 129 WordPress 127 Amplitude 118 New Relic 118 Conversion rate optimization 117 jQuery 116 Cucumber 113 Verilog / VHDL 107 Jupyter 104 Meta Ads 104 SwiftUI 103 Neo4j 102 Unity 101 CapCut 100 Braze 99 SAS 95 XGBoost 95 NestJS 92 WebGL 91 SEO tools 91 Fivetran 86 Google Search Console 86 Nginx 85 HashiCorp Vault 85 Programmatic advertising 85 VBA 82 Social media tools 80 Keras 79 Informatica 78 Blender 78 Sketch 76 PCB design 76 Firebase 72 Looker Studio 72 Vite 71 D3.js 71 Affiliate marketing 70 Flutter 69 Final Cut Pro 69 LinkedIn Ads 69 Mixpanel 68 Adobe Analytics 67 Three.js 66 Webflow 66 Airtable 66 Webpack 62 Iterable 58 Google Tag Manager 58 Svelte 56 DaVinci Resolve 56 Qlik 54 Citrix 52 Klaviyo 51 Miro 50 Objective-C 49 Elixir 48 UIKit 48 Storybook 47 Cinema 4D 44 Maya 44 Lua 43 Appium 43 Sass 40 Markdown 37 Haskell 33 Express.js 31 Xcode 31 Trello 31 Adobe XD 30 Dart 29 Alteryx 28 TestRail 28 TikTok Ads 28 Mailchimp 27 Retool 25 Laravel 24 SPSS 23 Framer 22 AP Style 19 Substance 3D 17 Amazon Ads 16 Solidity 15 Clojure 11 Houdini 11 Erlang 9 ZBrush 8 Stata 3
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