States
Alabama 445 Alaska 43 Arizona 641 Arkansas 439 California 15,484 Colorado 1,559 Connecticut 344 Delaware 135 District of Columbia 1,320 Florida 1,286 Georgia 1,075 Hawaii 135 Idaho 184 Illinois 1,852 Indiana 306 Iowa 276 Kansas 117 Kentucky 165 Louisiana 111 Maine 85 Maryland 1,657 Massachusetts 2,283 Michigan 691 Minnesota 411 Mississippi 96 Missouri 493 Montana 49 Nebraska 184 Nevada 201 New Hampshire 112 New Jersey 810 New Mexico 163 New York 6,745 North Carolina 1,187 North Dakota 72 Ohio 695 Oklahoma 185 Oregon 359 Pennsylvania 885 Rhode Island 94 South Carolina 203 South Dakota 62 Tennessee 286 Texas 3,685 Utah 470 Vermont 72 Virginia 3,682 Washington 2,773 West Virginia 76 Wisconsin 332 Wyoming 61
Cities
San Francisco Bay Area, CA 10,509 New York, NY 5,657 Washington, DC 3,613 Seattle, WA 2,155 Los Angeles, CA 2,073 Boston, MA 1,344 Austin, TX 1,199 Chicago, IL 1,163 Dallas–Fort Worth, TX 1,069 Denver, CO 801 Atlanta, GA 699 Raleigh–Durham, NC 476 San Diego, CA 428 Phoenix, AZ 361 Charlotte, NC 346 Houston, TX 251 Pittsburgh, PA 230 Miami, FL 217 Salt Lake City, UT 166 Philadelphia, PA 165 Detroit, MI 143 Minneapolis, MN 130 Baltimore, MD 108 Nashville, TN 60 Portland, OR 28
Role
Software Engineer 11,269 Product Manager 3,322 Engineering Manager 2,116 Program Manager 1,945 Project Manager 1,943 Data Scientist 1,554 Machine Learning Engineer 1,510 Security Engineer 1,445 Marketing Manager 1,366 Full Stack Developer 1,204 AI Engineer 1,076 DevOps Engineer 1,073 Data Engineer 892 IT Support Specialist 861 Cybersecurity Analyst 854 Backend Developer 785 Systems Administrator 768 Site Reliability Engineer 726 Graphic Designer 704 Data Analyst 652 Product Marketing Manager 635 Mobile Developer 596 Network Engineer 567 Business Analyst 550 Product Designer 540 Content Writer 518 QA Engineer 502 Growth Marketing Manager 343 Frontend Developer 340 Cloud Engineer 308 UX Designer 242 PPC Specialist 222 Email Marketing Specialist 208 Social Media Manager 200 Digital Marketing Specialist 184 Marketing Analyst 171 Community Manager 169 Video Editor 106 Creative Director 92 Brand Manager 91 SEO Specialist 80 Content Creator 79 Scrum Master 73 Influencer Marketing Manager 66 BI Developer 63 Art Director 51 Web Developer 48 Copywriter 46 Motion Designer 37 Game Designer 34 3D Artist 26 UI Designer 22 Animator 21 Web Designer 16
Skills
Python 14,896 Machine learning 9,067 Product roadmapping 8,607 AWS 8,223 CI/CD 7,640 SQL 6,224 Kubernetes 6,139 LLMs 5,749 AI agents 5,395 C++ 5,146 Linux 5,102 Java 5,072 Azure 4,874 Distributed systems 4,764 Agile 4,630 Docker 4,303 Google Cloud 4,093 Git 4,088 Go 3,888 TypeScript 3,880 React 3,578 Terraform 3,351 JavaScript 3,312 Go-to-market 2,908 REST APIs 2,766 Jira 2,699 Test automation 2,649 PostgreSQL 2,467 C 2,462 Generative AI 2,449 Incident response 2,415 Product strategy 2,403 Microservices 2,401 Bash 2,276 Positioning & messaging 2,189 Excel 2,049 GitHub 1,911 Embedded systems 1,871 Node.js 1,848 Rust 1,761 Stakeholder management 1,732 PyTorch 1,718 Kafka 1,708 CRM 1,639 IAM 1,634 Product marketing 1,634 CompTIA certifications 1,627 C# 1,607 Scrum 1,578 Spark 1,567 Computer vision 1,567 Ansible 1,537 Cryptography 1,521 GitLab 1,511 Firmware 1,492 Android 1,463 Market research 1,452 Jenkins 1,414 Data modeling 1,413 Deep learning 1,370 PRDs 1,364 RAG 1,343 iOS 1,335 Data warehousing 1,320 PMP 1,300 Design systems 1,281 Confluence 1,280 NoSQL 1,244 OpenAI API 1,240 ETL 1,216 NIST 1,198 Vulnerability management 1,183 Firewalls 1,179 Salesforce 1,167 Google Workspace 1,159 HTML 1,141 Grafana 1,137 Snowflake 1,096 Competitive analysis 1,095 Databricks 1,089 TCP/IP 1,083 CSS 1,068 Tableau 1,056 DNS / DHCP 1,047 Kotlin 1,043 PowerShell 1,023 Power BI 989 Angular 984 Prototyping 981 CISSP 972 Figma 970 User stories 967 Prometheus 954 Scala 950 MLOps 930 TensorFlow 919 GitHub Actions 899 SAP 897 Brand marketing 896 A/B testing 864 Active Directory 857 Prompt engineering 834 R 832 Spring Boot 831 MySQL 830 Pricing strategy 825 Web accessibility (WCAG) 820 NLP 819 Airflow 807 Oracle 802 Zero Trust 801 Redis 790 Elasticsearch 785 User research 777 Demand generation 775 Unix 774 OAuth 771 Reinforcement learning 771 Sales enablement 768 SSO / SAML 758 RTOS 751 Splunk 744 Routing & switching 730 SOC 2 719 ServiceNow 705 GraphQL 703 VPN 695 MongoDB 694 Datadog 692 Vector databases 683 SQL Server 680 JUnit 655 Cisco 653 BigQuery 650 Helm 648 CUDA 641 ITIL 639 .NET 637 SIEM 631 HIPAA 625 VMware 624 Microsoft 365 621 SEO 619 Technical writing 617 CCNA / CCNP 615 Threat modeling 601 Serverless 592 gRPC 588 Microsoft Project 584 Ruby 582 CloudFormation 581 Next.js 565 LangChain 561 Budget management 552 Adobe Creative Cloud 550 Marketing automation 546 MATLAB 543 Product analytics 541 FedRAMP 540 SAFe 539 dbt 529 Content strategy 522 Jetpack Compose 521 Email marketing 517 Penetration testing 515 SharePoint 512 ISO 27001 494 GIAC certifications 487 Argo CD 484 pandas 472 CMS 469 scikit-learn 465 macOS 451 Windows Server 446 EDR 444 HubSpot 433 Six Sigma 430 Looker 425 Vue.js 424 ELK Stack 422 DynamoDB 413 OpenTelemetry 413 Typography 413 FastAPI 407 Event marketing 398 Chef / Puppet 389 Photoshop 375 Google Analytics 369 Video editing 368 FPGA 368 Hadoop 367 Okta 366 Load testing 364 React Native 360 Paid social 341 OpenShift 340 Illustrator 338 Account-based marketing 336 Service mesh 332 SAST / DAST 332 NumPy 326 Django 322 Flink 320 Intune / SCCM 316 Redshift 314 CISM 299 Blockchain 293 OWASP 292 SD-WAN 290 Kanban 290 GRC 286 Wireframing 286 Motion graphics 285 Hugging Face 283 RabbitMQ 275 Swift 267 Ruby on Rails 266 Selenium 265 Juniper 260 OKRs 256 ClickHouse 255 Playwright 254 Perl 251 Power Platform 244 WebSockets 241 Smartsheet 239 Content marketing 238 Cassandra 229 Wireshark 227 Google Ads 227 Unreal Engine 224 Pulumi 223 PPC 217 Flask 212 After Effects 210 PCI DSS 206 Canva 205 Information architecture 205 Copywriting 204 SageMaker 198 SOAR 198 Marketo 194 Premiere Pro 193 Redux 190 Asana 188 Vertex AI 182 NetSuite 177 InDesign 176 Presto / Trino 175 Notion 172 Tailwind CSS 170 Cypress 168 Hive 161 Cloudflare 160 Postman 155 Salesforce Marketing Cloud 155 Jamf 154 Kinesis 150 Influencer marketing 148 pytest 147 Workday 147 Zapier 143 PHP 140 OSCP 139 Jest 138 Zendesk 133 Shopify 132 monday.com 130 SEM 129 WordPress 125 Amplitude 120 Conversion rate optimization 120 New Relic 117 Cucumber 117 jQuery 116 SwiftUI 106 Meta Ads 106 Verilog / VHDL 105 Jupyter 104 Neo4j 102 CapCut 100 Unity 99 Braze 98 SAS 96 XGBoost 96 WebGL 92 NestJS 91 Fivetran 91 Programmatic advertising 89 VBA 86 SEO tools 86 Nginx 84 HashiCorp Vault 84 Sketch 81 Google Search Console 81 Social media tools 81 Informatica 77 Blender 77 D3.js 74 Firebase 74 Keras 74 PCB design 74 Looker Studio 73 Final Cut Pro 72 Vite 71 LinkedIn Ads 70 Affiliate marketing 70 Webflow 68 Airtable 68 Three.js 67 Flutter 67 Mixpanel 66 Adobe Analytics 63 Webpack 61 Svelte 58 Iterable 57 Google Tag Manager 57 Qlik 54 DaVinci Resolve 54 Citrix 51 Klaviyo 51 Miro 50 Objective-C 48 Elixir 48 Storybook 48 UIKit 47 Appium 44 Maya 44 Lua 43 Cinema 4D 43 Sass 39 Markdown 36 Haskell 33 Express.js 31 Xcode 31 Alteryx 31 Adobe XD 31 Trello 30 Dart 29 TestRail 28 TikTok Ads 28 Mailchimp 26 Laravel 24 Retool 24 SPSS 23 Framer 22 AP Style 20 Substance 3D 16 Amazon Ads 16 Solidity 15 Clojure 11 Erlang 9 Houdini 9 ZBrush 8 Stata 3
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