States
Alabama 442 Alaska 44 Arizona 637 Arkansas 443 California 15,317 Colorado 1,547 Connecticut 353 Delaware 129 District of Columbia 1,292 Florida 1,270 Georgia 1,075 Hawaii 135 Idaho 183 Illinois 1,824 Indiana 310 Iowa 286 Kansas 118 Kentucky 157 Louisiana 108 Maine 81 Maryland 1,639 Massachusetts 2,263 Michigan 689 Minnesota 391 Mississippi 94 Missouri 466 Montana 49 Nebraska 178 Nevada 200 New Hampshire 103 New Jersey 812 New Mexico 162 New York 6,647 North Carolina 1,197 North Dakota 75 Ohio 679 Oklahoma 190 Oregon 350 Pennsylvania 899 Rhode Island 93 South Carolina 202 South Dakota 59 Tennessee 280 Texas 3,589 Utah 460 Vermont 73 Virginia 3,678 Washington 2,738 West Virginia 76 Wisconsin 334 Wyoming 63
Cities
San Francisco Bay Area, CA 10,422 New York, NY 5,570 Washington, DC 3,597 Seattle, WA 2,124 Los Angeles, CA 2,027 Boston, MA 1,352 Austin, TX 1,179 Chicago, IL 1,135 Dallas–Fort Worth, TX 1,036 Denver, CO 800 Atlanta, GA 688 Raleigh–Durham, NC 480 San Diego, CA 431 Phoenix, AZ 361 Charlotte, NC 357 Houston, TX 255 Pittsburgh, PA 225 Miami, FL 208 Philadelphia, PA 166 Salt Lake City, UT 163 Detroit, MI 147 Minneapolis, MN 121 Baltimore, MD 101 Nashville, TN 64 Portland, OR 27
Role
Software Engineer 11,262 Product Manager 3,308 Engineering Manager 2,107 Project Manager 1,919 Program Manager 1,887 Data Scientist 1,576 Machine Learning Engineer 1,507 Security Engineer 1,425 Marketing Manager 1,367 Full Stack Developer 1,197 AI Engineer 1,060 DevOps Engineer 1,050 Data Engineer 901 IT Support Specialist 841 Cybersecurity Analyst 840 Backend Developer 799 Systems Administrator 756 Site Reliability Engineer 720 Graphic Designer 699 Data Analyst 666 Product Marketing Manager 604 Mobile Developer 593 Network Engineer 574 Business Analyst 555 Product Designer 527 Content Writer 517 QA Engineer 499 Growth Marketing Manager 351 Frontend Developer 340 Cloud Engineer 314 UX Designer 247 PPC Specialist 220 Email Marketing Specialist 204 Social Media Manager 201 Digital Marketing Specialist 183 Marketing Analyst 173 Community Manager 171 Video Editor 103 Brand Manager 96 Creative Director 86 SEO Specialist 79 Content Creator 78 Scrum Master 74 Influencer Marketing Manager 70 BI Developer 60 Art Director 49 Copywriter 49 Web Developer 48 Motion Designer 39 Game Designer 37 3D Artist 29 Animator 24 UI Designer 22 Web Designer 16
Skills
Python 14,822 Machine learning 9,109 Product roadmapping 8,558 AWS 8,250 CI/CD 7,575 SQL 6,215 Kubernetes 6,111 LLMs 5,690 AI agents 5,326 C++ 5,100 Linux 5,041 Java 5,014 Azure 4,886 Distributed systems 4,701 Agile 4,634 Docker 4,281 Google Cloud 4,096 Git 4,068 TypeScript 3,897 Go 3,837 React 3,582 Terraform 3,326 JavaScript 3,300 Go-to-market 2,831 REST APIs 2,771 Jira 2,684 Test automation 2,634 PostgreSQL 2,480 Generative AI 2,464 C 2,419 Product strategy 2,416 Microservices 2,403 Incident response 2,382 Bash 2,228 Positioning & messaging 2,158 Excel 2,042 GitHub 1,883 Embedded systems 1,861 Node.js 1,837 Rust 1,746 Stakeholder management 1,732 Kafka 1,719 PyTorch 1,719 CRM 1,632 IAM 1,622 Product marketing 1,620 CompTIA certifications 1,608 Scrum 1,599 Spark 1,591 C# 1,584 Computer vision 1,562 Cryptography 1,507 Ansible 1,495 Firmware 1,462 GitLab 1,458 Android 1,450 Data modeling 1,433 Market research 1,424 Jenkins 1,384 Deep learning 1,371 PRDs 1,371 RAG 1,331 iOS 1,323 Data warehousing 1,323 Design systems 1,288 Confluence 1,269 PMP 1,259 NoSQL 1,249 ETL 1,215 OpenAI API 1,214 NIST 1,198 Google Workspace 1,169 Vulnerability management 1,169 Firewalls 1,167 Salesforce 1,166 HTML 1,149 Grafana 1,115 Databricks 1,085 CSS 1,082 Snowflake 1,082 Competitive analysis 1,081 TCP/IP 1,076 Tableau 1,056 Kotlin 1,023 DNS / DHCP 1,012 PowerShell 986 Power BI 985 Angular 979 Prototyping 977 Figma 976 CISSP 972 User stories 972 MLOps 945 TensorFlow 944 Scala 932 Prometheus 926 Brand marketing 888 GitHub Actions 876 SAP 875 A/B testing 862 R 856 Spring Boot 847 NLP 842 Active Directory 842 Web accessibility (WCAG) 828 Prompt engineering 827 Airflow 817 MySQL 816 Zero Trust 808 User research 805 Pricing strategy 796 Redis 795 Oracle 785 Elasticsearch 785 Demand generation 779 Unix 757 Reinforcement learning 754 Sales enablement 753 SSO / SAML 750 RTOS 750 OAuth 746 Splunk 729 GraphQL 726 Routing & switching 718 SOC 2 709 ServiceNow 697 Vector databases 694 VPN 694 MongoDB 685 Datadog 674 SQL Server 666 BigQuery 649 ITIL 648 Cisco 647 JUnit 647 CUDA 643 Helm 634 SEO 633 SIEM 628 VMware 619 CCNA / CCNP 619 .NET 616 Microsoft 365 613 HIPAA 608 Technical writing 605 gRPC 597 Serverless 591 CloudFormation 586 Threat modeling 584 Ruby 578 Microsoft Project 569 Next.js 566 LangChain 562 MATLAB 549 Budget management 543 Adobe Creative Cloud 539 Product analytics 539 FedRAMP 538 dbt 536 Content strategy 536 Marketing automation 530 SAFe 529 Email marketing 522 Jetpack Compose 518 SharePoint 503 Penetration testing 502 scikit-learn 490 ISO 27001 490 GIAC certifications 484 pandas 481 CMS 481 Argo CD 471 EDR 454 Windows Server 439 Looker 438 macOS 435 HubSpot 429 DynamoDB 423 Typography 415 Vue.js 411 Six Sigma 411 ELK Stack 409 Event marketing 405 FastAPI 402 OpenTelemetry 398 Chef / Puppet 386 Google Analytics 373 Hadoop 372 Photoshop 372 FPGA 369 Load testing 364 React Native 362 Okta 362 Video editing 362 Paid social 344 OpenShift 339 NumPy 334 Service mesh 334 Account-based marketing 334 SAST / DAST 331 Illustrator 331 Django 325 Redshift 322 Flink 317 CISM 308 Kanban 305 Intune / SCCM 303 Blockchain 302 Wireframing 291 SD-WAN 290 Hugging Face 283 OWASP 282 GRC 282 Motion graphics 282 RabbitMQ 276 Swift 268 Selenium 267 Perl 265 Ruby on Rails 263 ClickHouse 260 Juniper 258 Playwright 253 OKRs 253 Power Platform 244 Content marketing 242 Smartsheet 239 WebSockets 238 Cassandra 237 Unreal Engine 233 Google Ads 223 Wireshark 220 PPC 220 Flask 219 Pulumi 217 After Effects 208 Copywriting 207 Information architecture 206 PCI DSS 203 SageMaker 202 Canva 200 Redux 197 Asana 194 SOAR 193 Marketo 191 Premiere Pro 185 InDesign 181 Notion 179 Vertex AI 177 Tailwind CSS 176 Presto / Trino 169 Cypress 169 NetSuite 167 Hive 161 Kinesis 156 Salesforce Marketing Cloud 155 Cloudflare 154 Jamf 152 Postman 150 PHP 148 Influencer marketing 148 Workday 146 Jest 142 pytest 141 Zapier 140 OSCP 139 SEM 134 Zendesk 133 monday.com 130 Shopify 128 WordPress 125 Conversion rate optimization 122 New Relic 119 Amplitude 116 jQuery 114 Cucumber 108 Verilog / VHDL 107 SwiftUI 104 Neo4j 104 Unity 103 Meta Ads 102 CapCut 99 Jupyter 98 XGBoost 97 Braze 97 SAS 95 Fivetran 94 NestJS 92 WebGL 91 Programmatic advertising 91 SEO tools 90 VBA 88 Nginx 88 Google Search Console 86 Social media tools 85 Sketch 84 HashiCorp Vault 80 Airtable 80 Blender 79 Keras 78 Informatica 77 D3.js 75 PCB design 74 Looker Studio 72 Vite 70 Three.js 69 Webflow 69 LinkedIn Ads 69 Firebase 68 Affiliate marketing 68 Mixpanel 67 Adobe Analytics 66 Final Cut Pro 65 Flutter 63 Webpack 61 Iterable 59 Svelte 58 Google Tag Manager 56 Qlik 55 Elixir 53 Citrix 53 Storybook 51 DaVinci Resolve 51 Klaviyo 50 Miro 49 Maya 49 UIKit 48 Appium 46 Objective-C 45 Sass 43 Cinema 4D 43 Lua 42 Adobe XD 35 Xcode 34 Markdown 34 Haskell 31 Express.js 31 TikTok Ads 30 Dart 29 Trello 29 TestRail 27 Mailchimp 27 Alteryx 26 Laravel 25 Framer 24 Retool 23 AP Style 22 SPSS 21 Solidity 17 Substance 3D 16 Amazon Ads 15 Clojure 12 Houdini 12 Erlang 8 ZBrush 8 Stata 4
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