States
Alabama 449 Alaska 43 Arizona 620 Arkansas 438 California 15,315 Colorado 1,533 Connecticut 343 Delaware 128 District of Columbia 1,293 Florida 1,262 Georgia 1,058 Hawaii 134 Idaho 173 Illinois 1,817 Indiana 304 Iowa 282 Kansas 118 Kentucky 159 Louisiana 108 Maine 76 Maryland 1,645 Massachusetts 2,278 Michigan 684 Minnesota 393 Mississippi 92 Missouri 455 Montana 47 Nebraska 180 Nevada 200 New Hampshire 107 New Jersey 795 New Mexico 158 New York 6,671 North Carolina 1,160 North Dakota 74 Ohio 680 Oklahoma 188 Oregon 345 Pennsylvania 889 Rhode Island 90 South Carolina 198 South Dakota 58 Tennessee 281 Texas 3,595 Utah 457 Vermont 71 Virginia 3,685 Washington 2,737 West Virginia 75 Wisconsin 325 Wyoming 62
Cities
San Francisco Bay Area, CA 10,423 New York, NY 5,596 Washington, DC 3,601 Seattle, WA 2,119 Los Angeles, CA 2,048 Boston, MA 1,351 Austin, TX 1,180 Chicago, IL 1,128 Dallas–Fort Worth, TX 1,039 Denver, CO 790 Atlanta, GA 679 Raleigh–Durham, NC 473 San Diego, CA 426 Phoenix, AZ 352 Charlotte, NC 330 Houston, TX 252 Pittsburgh, PA 224 Miami, FL 209 Philadelphia, PA 170 Salt Lake City, UT 164 Detroit, MI 144 Minneapolis, MN 123 Baltimore, MD 105 Nashville, TN 66 Portland, OR 27
Role
Software Engineer 11,245 Product Manager 3,270 Engineering Manager 2,101 Project Manager 1,912 Program Manager 1,910 Data Scientist 1,570 Machine Learning Engineer 1,510 Security Engineer 1,426 Marketing Manager 1,346 Full Stack Developer 1,189 AI Engineer 1,067 DevOps Engineer 1,057 Data Engineer 898 IT Support Specialist 854 Cybersecurity Analyst 834 Backend Developer 792 Systems Administrator 765 Site Reliability Engineer 720 Graphic Designer 695 Data Analyst 645 Product Marketing Manager 605 Mobile Developer 595 Network Engineer 569 Business Analyst 543 Product Designer 524 Content Writer 515 QA Engineer 492 Growth Marketing Manager 349 Frontend Developer 334 Cloud Engineer 304 UX Designer 245 PPC Specialist 218 Email Marketing Specialist 205 Social Media Manager 199 Digital Marketing Specialist 184 Marketing Analyst 173 Community Manager 170 Video Editor 104 Brand Manager 94 Creative Director 84 Content Creator 80 SEO Specialist 79 Scrum Master 71 Influencer Marketing Manager 67 BI Developer 60 Web Developer 51 Art Director 49 Copywriter 49 Motion Designer 37 Game Designer 37 3D Artist 28 Animator 23 UI Designer 21 Web Designer 16
Skills
Python 14,807 Machine learning 9,065 Product roadmapping 8,512 AWS 8,225 CI/CD 7,570 SQL 6,183 Kubernetes 6,102 LLMs 5,709 AI agents 5,308 C++ 5,120 Linux 5,053 Java 5,005 Azure 4,853 Distributed systems 4,704 Agile 4,602 Docker 4,262 Google Cloud 4,075 Git 4,074 TypeScript 3,896 Go 3,836 React 3,558 Terraform 3,328 JavaScript 3,300 Go-to-market 2,818 REST APIs 2,735 Jira 2,663 Test automation 2,634 PostgreSQL 2,468 Generative AI 2,447 C 2,429 Product strategy 2,400 Microservices 2,382 Incident response 2,365 Bash 2,228 Positioning & messaging 2,145 Excel 2,034 GitHub 1,871 Embedded systems 1,862 Node.js 1,840 Rust 1,756 Stakeholder management 1,717 PyTorch 1,713 Kafka 1,699 CRM 1,619 IAM 1,612 CompTIA certifications 1,612 Product marketing 1,598 C# 1,593 Scrum 1,589 Spark 1,575 Computer vision 1,568 Cryptography 1,507 Ansible 1,499 Firmware 1,475 GitLab 1,472 Android 1,461 Market research 1,427 Data modeling 1,418 Jenkins 1,394 Deep learning 1,365 PRDs 1,350 iOS 1,329 RAG 1,314 Data warehousing 1,305 Design systems 1,273 Confluence 1,262 PMP 1,253 NoSQL 1,243 OpenAI API 1,219 ETL 1,210 NIST 1,188 Google Workspace 1,177 Vulnerability management 1,167 Firewalls 1,165 Salesforce 1,157 HTML 1,143 Grafana 1,117 CSS 1,075 Competitive analysis 1,067 Databricks 1,066 TCP/IP 1,065 Snowflake 1,060 Tableau 1,051 Kotlin 1,034 DNS / DHCP 1,029 PowerShell 996 Prototyping 979 Angular 975 Power BI 973 CISSP 964 Figma 963 User stories 951 MLOps 943 TensorFlow 939 Scala 933 Prometheus 923 GitHub Actions 890 Brand marketing 874 SAP 868 A/B testing 855 R 854 Active Directory 851 Spring Boot 846 NLP 838 Web accessibility (WCAG) 830 Prompt engineering 822 MySQL 815 Airflow 814 Zero Trust 807 Pricing strategy 799 User research 791 Redis 790 Oracle 788 Elasticsearch 788 Demand generation 774 Reinforcement learning 767 Unix 759 RTOS 755 SSO / SAML 752 Sales enablement 752 OAuth 744 Splunk 725 Routing & switching 715 GraphQL 710 ServiceNow 707 SOC 2 707 VPN 696 MongoDB 684 Vector databases 680 Datadog 678 SQL Server 656 ITIL 654 BigQuery 653 JUnit 646 Cisco 639 Helm 631 CUDA 630 SEO 628 .NET 627 SIEM 625 VMware 622 Microsoft 365 620 CCNA / CCNP 610 HIPAA 610 Technical writing 599 Serverless 593 gRPC 590 Threat modeling 582 CloudFormation 581 Ruby 579 Microsoft Project 569 Next.js 563 LangChain 558 MATLAB 547 dbt 540 Budget management 539 Adobe Creative Cloud 536 Product analytics 536 FedRAMP 532 Marketing automation 530 Content strategy 527 Email marketing 520 SAFe 519 Jetpack Compose 518 SharePoint 508 Penetration testing 507 ISO 27001 493 scikit-learn 484 GIAC certifications 483 pandas 480 CMS 475 Argo CD 473 EDR 443 Windows Server 441 macOS 441 Looker 438 HubSpot 422 DynamoDB 419 Six Sigma 414 ELK Stack 412 Vue.js 410 Typography 409 OpenTelemetry 399 Event marketing 395 FastAPI 394 Chef / Puppet 384 FPGA 375 Hadoop 373 Photoshop 370 Google Analytics 369 Okta 369 Load testing 364 React Native 363 Video editing 359 Paid social 342 OpenShift 339 Service mesh 335 Illustrator 331 Account-based marketing 331 NumPy 330 SAST / DAST 329 Django 326 Redshift 321 Intune / SCCM 314 Flink 312 CISM 301 Kanban 300 Blockchain 296 Wireframing 295 SD-WAN 286 GRC 284 Hugging Face 283 OWASP 283 Motion graphics 279 RabbitMQ 273 Swift 269 Selenium 267 Ruby on Rails 265 Perl 259 Juniper 256 Playwright 254 ClickHouse 252 Power Platform 250 OKRs 248 WebSockets 236 Smartsheet 235 Content marketing 235 Cassandra 233 Unreal Engine 231 Google Ads 223 Wireshark 221 Pulumi 219 Flask 217 PPC 216 After Effects 207 Information architecture 204 PCI DSS 202 Canva 201 Copywriting 200 SageMaker 197 Redux 192 SOAR 192 Asana 192 Marketo 187 Premiere Pro 186 Vertex AI 181 InDesign 178 Notion 178 Tailwind CSS 177 Presto / Trino 172 Cypress 169 NetSuite 169 Hive 163 Kinesis 156 Cloudflare 154 Jamf 154 Salesforce Marketing Cloud 150 Workday 149 PHP 146 Influencer marketing 146 Postman 145 pytest 143 Zapier 141 Jest 139 OSCP 136 Zendesk 132 monday.com 130 Shopify 128 SEM 127 WordPress 122 Amplitude 121 New Relic 121 Conversion rate optimization 121 jQuery 120 Cucumber 111 Verilog / VHDL 106 Neo4j 103 Meta Ads 103 SwiftUI 102 Unity 102 Jupyter 101 CapCut 101 XGBoost 100 SAS 96 Braze 96 Fivetran 94 NestJS 92 WebGL 90 Programmatic advertising 90 SEO tools 90 VBA 87 Google Search Console 85 Sketch 84 Nginx 81 Social media tools 81 HashiCorp Vault 80 Blender 79 Airtable 78 Keras 77 Informatica 76 D3.js 73 Looker Studio 72 PCB design 72 Affiliate marketing 70 Three.js 69 Firebase 69 Webflow 68 Final Cut Pro 68 LinkedIn Ads 68 Vite 67 Mixpanel 65 Adobe Analytics 65 Flutter 64 Webpack 59 Svelte 57 Google Tag Manager 57 Qlik 56 Iterable 56 Citrix 54 DaVinci Resolve 53 Elixir 51 Storybook 51 Miro 49 Klaviyo 49 Maya 48 Objective-C 47 UIKit 47 Appium 47 Cinema 4D 42 Lua 41 Sass 38 Markdown 35 Xcode 33 Adobe XD 33 Express.js 32 Haskell 30 Dart 29 Trello 29 TikTok Ads 29 Alteryx 28 TestRail 27 Mailchimp 26 Laravel 25 Framer 24 Retool 22 SPSS 21 AP Style 20 Solidity 17 Substance 3D 16 Amazon Ads 15 Houdini 12 Clojure 11 Erlang 8 ZBrush 7 Stata 4
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