States
Alabama 446 Alaska 43 Arizona 639 Arkansas 437 California 15,512 Colorado 1,560 Connecticut 342 Delaware 135 District of Columbia 1,318 Florida 1,293 Georgia 1,076 Hawaii 136 Idaho 183 Illinois 1,855 Indiana 306 Iowa 276 Kansas 117 Kentucky 165 Louisiana 111 Maine 88 Maryland 1,659 Massachusetts 2,292 Michigan 690 Minnesota 414 Mississippi 96 Missouri 494 Montana 50 Nebraska 183 Nevada 200 New Hampshire 111 New Jersey 810 New Mexico 165 New York 6,755 North Carolina 1,186 North Dakota 72 Ohio 697 Oklahoma 185 Oregon 359 Pennsylvania 886 Rhode Island 94 South Carolina 202 South Dakota 62 Tennessee 286 Texas 3,691 Utah 471 Vermont 72 Virginia 3,690 Washington 2,776 West Virginia 76 Wisconsin 330 Wyoming 61
Cities
San Francisco Bay Area, CA 10,529 New York, NY 5,665 Washington, DC 3,618 Seattle, WA 2,157 Los Angeles, CA 2,083 Boston, MA 1,351 Austin, TX 1,203 Chicago, IL 1,165 Dallas–Fort Worth, TX 1,072 Denver, CO 800 Atlanta, GA 701 Raleigh–Durham, NC 476 San Diego, CA 429 Phoenix, AZ 361 Charlotte, NC 346 Houston, TX 253 Pittsburgh, PA 230 Miami, FL 217 Salt Lake City, UT 167 Philadelphia, PA 165 Detroit, MI 142 Minneapolis, MN 131 Baltimore, MD 108 Nashville, TN 60 Portland, OR 28
Role
Software Engineer 11,277 Product Manager 3,329 Engineering Manager 2,121 Program Manager 1,950 Project Manager 1,946 Data Scientist 1,556 Machine Learning Engineer 1,512 Security Engineer 1,451 Marketing Manager 1,371 Full Stack Developer 1,206 AI Engineer 1,078 DevOps Engineer 1,072 Data Engineer 892 IT Support Specialist 858 Cybersecurity Analyst 855 Backend Developer 786 Systems Administrator 771 Site Reliability Engineer 726 Graphic Designer 702 Data Analyst 650 Product Marketing Manager 631 Mobile Developer 598 Network Engineer 570 Business Analyst 549 Product Designer 541 Content Writer 521 QA Engineer 502 Growth Marketing Manager 342 Frontend Developer 338 Cloud Engineer 307 UX Designer 242 PPC Specialist 222 Email Marketing Specialist 209 Social Media Manager 199 Digital Marketing Specialist 184 Marketing Analyst 171 Community Manager 169 Video Editor 105 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 45 Motion Designer 37 Game Designer 34 3D Artist 26 UI Designer 22 Animator 21 Web Designer 16
Skills
Python 14,905 Machine learning 9,075 Product roadmapping 8,626 AWS 8,227 CI/CD 7,648 SQL 6,223 Kubernetes 6,141 LLMs 5,755 AI agents 5,407 C++ 5,154 Linux 5,107 Java 5,069 Azure 4,879 Distributed systems 4,779 Agile 4,635 Docker 4,302 Google Cloud 4,095 Git 4,095 Go 3,888 TypeScript 3,884 React 3,578 Terraform 3,344 JavaScript 3,309 Go-to-market 2,912 REST APIs 2,766 Jira 2,707 Test automation 2,648 C 2,468 PostgreSQL 2,468 Generative AI 2,448 Incident response 2,420 Product strategy 2,410 Microservices 2,407 Bash 2,286 Positioning & messaging 2,190 Excel 2,042 GitHub 1,912 Embedded systems 1,879 Node.js 1,849 Rust 1,763 Stakeholder management 1,730 PyTorch 1,719 Kafka 1,710 CRM 1,641 IAM 1,633 Product marketing 1,630 CompTIA certifications 1,627 C# 1,607 Scrum 1,577 Spark 1,568 Computer vision 1,567 Ansible 1,537 Cryptography 1,527 GitLab 1,511 Firmware 1,498 Android 1,464 Market research 1,452 Jenkins 1,412 Data modeling 1,411 Deep learning 1,373 PRDs 1,366 RAG 1,349 iOS 1,337 Data warehousing 1,321 PMP 1,303 Confluence 1,285 Design systems 1,282 NoSQL 1,243 OpenAI API 1,241 ETL 1,216 NIST 1,201 Vulnerability management 1,183 Firewalls 1,179 Salesforce 1,167 Google Workspace 1,159 HTML 1,137 Grafana 1,137 Snowflake 1,097 Competitive analysis 1,095 Databricks 1,087 TCP/IP 1,084 CSS 1,063 Tableau 1,054 DNS / DHCP 1,051 Kotlin 1,043 PowerShell 1,026 Angular 985 Power BI 985 Prototyping 980 CISSP 975 Figma 970 User stories 965 Scala 952 Prometheus 951 MLOps 933 TensorFlow 920 GitHub Actions 896 SAP 895 Brand marketing 892 A/B testing 868 Active Directory 857 Prompt engineering 835 R 832 Spring Boot 832 MySQL 831 Pricing strategy 825 Web accessibility (WCAG) 820 NLP 820 Airflow 808 Zero Trust 802 Oracle 801 Redis 790 Elasticsearch 783 User research 777 OAuth 772 Reinforcement learning 772 Unix 772 Demand generation 772 Sales enablement 768 SSO / SAML 758 RTOS 756 Splunk 746 Routing & switching 730 SOC 2 721 ServiceNow 703 GraphQL 702 MongoDB 695 Datadog 694 VPN 694 Vector databases 687 SQL Server 678 JUnit 655 Cisco 654 BigQuery 651 Helm 645 CUDA 641 ITIL 641 .NET 635 SIEM 629 VMware 628 HIPAA 625 Microsoft 365 621 SEO 619 CCNA / CCNP 617 Technical writing 617 Threat modeling 603 Serverless 592 gRPC 588 Ruby 582 Microsoft Project 582 CloudFormation 579 Next.js 566 LangChain 563 Budget management 552 Adobe Creative Cloud 549 Marketing automation 545 MATLAB 544 Product analytics 542 FedRAMP 539 SAFe 538 dbt 531 Jetpack Compose 523 Content strategy 520 Penetration testing 517 Email marketing 515 SharePoint 513 ISO 27001 497 GIAC certifications 488 Argo CD 483 pandas 474 CMS 469 scikit-learn 465 macOS 451 Windows Server 449 EDR 446 HubSpot 432 Six Sigma 430 Looker 424 Vue.js 423 ELK Stack 421 OpenTelemetry 414 Typography 413 DynamoDB 411 FastAPI 407 Event marketing 396 Chef / Puppet 389 Photoshop 373 Video editing 370 FPGA 370 Google Analytics 369 Hadoop 367 Okta 367 Load testing 362 React Native 359 Paid social 341 OpenShift 338 Illustrator 337 Account-based marketing 336 SAST / DAST 334 Service mesh 332 NumPy 328 Django 322 Flink 320 Intune / SCCM 316 Redshift 314 CISM 301 OWASP 294 Blockchain 293 SD-WAN 289 Kanban 289 GRC 288 Wireframing 285 Motion graphics 284 Hugging Face 283 RabbitMQ 274 Swift 268 Ruby on Rails 266 Selenium 266 Juniper 260 OKRs 258 ClickHouse 255 Playwright 254 Perl 251 Power Platform 242 WebSockets 241 Smartsheet 241 Content marketing 238 Cassandra 229 Google Ads 227 Wireshark 226 Pulumi 224 Unreal Engine 222 PPC 217 Flask 210 After Effects 208 PCI DSS 206 Information architecture 205 Copywriting 204 Canva 203 SageMaker 199 SOAR 199 Marketo 193 Premiere Pro 191 Redux 189 Asana 188 Vertex AI 183 NetSuite 178 Presto / Trino 175 InDesign 175 Notion 172 Tailwind CSS 171 Cypress 168 Hive 161 Cloudflare 159 Postman 155 Salesforce Marketing Cloud 155 Jamf 154 Kinesis 150 Workday 148 pytest 147 Influencer marketing 147 Zapier 144 PHP 140 OSCP 139 Jest 138 Shopify 132 Zendesk 131 monday.com 130 SEM 129 WordPress 125 Amplitude 120 Conversion rate optimization 120 New Relic 118 Cucumber 117 jQuery 116 Meta Ads 106 Verilog / VHDL 106 SwiftUI 105 Jupyter 104 Neo4j 102 CapCut 102 Unity 99 Braze 97 SAS 96 XGBoost 96 WebGL 92 Fivetran 92 NestJS 91 Programmatic advertising 88 VBA 86 SEO tools 86 HashiCorp Vault 85 Nginx 84 Sketch 81 Google Search Console 81 Social media tools 81 Informatica 77 Blender 77 PCB design 76 D3.js 74 Firebase 74 Keras 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 57 Iterable 57 Google Tag Manager 57 DaVinci Resolve 54 Qlik 53 Klaviyo 51 Citrix 50 Miro 50 Objective-C 48 Elixir 48 Storybook 48 UIKit 48 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 Retool 25 Laravel 24 SPSS 23 Framer 22 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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