States
Alabama 445 Alaska 43 Arizona 639 Arkansas 438 California 15,485 Colorado 1,558 Connecticut 342 Delaware 135 District of Columbia 1,320 Florida 1,290 Georgia 1,076 Hawaii 135 Idaho 184 Illinois 1,855 Indiana 306 Iowa 275 Kansas 117 Kentucky 165 Louisiana 111 Maine 85 Maryland 1,657 Massachusetts 2,282 Michigan 691 Minnesota 413 Mississippi 95 Missouri 494 Montana 49 Nebraska 183 Nevada 201 New Hampshire 112 New Jersey 809 New Mexico 164 New York 6,746 North Carolina 1,187 North Dakota 72 Ohio 696 Oklahoma 185 Oregon 359 Pennsylvania 886 Rhode Island 94 South Carolina 202 South Dakota 62 Tennessee 286 Texas 3,683 Utah 470 Vermont 72 Virginia 3,686 Washington 2,771 West Virginia 76 Wisconsin 332 Wyoming 61
Cities
San Francisco Bay Area, CA 10,509 New York, NY 5,659 Washington, DC 3,616 Seattle, WA 2,153 Los Angeles, CA 2,076 Boston, MA 1,344 Austin, TX 1,199 Chicago, IL 1,164 Dallas–Fort Worth, TX 1,069 Denver, CO 801 Atlanta, GA 700 Raleigh–Durham, NC 476 San Diego, CA 428 Phoenix, AZ 361 Charlotte, NC 346 Houston, TX 252 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 11,278 Product Manager 3,323 Engineering Manager 2,117 Project Manager 1,946 Program Manager 1,944 Data Scientist 1,555 Machine Learning Engineer 1,512 Security Engineer 1,447 Marketing Manager 1,369 Full Stack Developer 1,206 AI Engineer 1,077 DevOps Engineer 1,072 Data Engineer 893 IT Support Specialist 857 Cybersecurity Analyst 854 Backend Developer 785 Systems Administrator 769 Site Reliability Engineer 725 Graphic Designer 703 Data Analyst 651 Product Marketing Manager 633 Mobile Developer 597 Network Engineer 568 Business Analyst 549 Product Designer 542 Content Writer 522 QA Engineer 502 Growth Marketing Manager 342 Frontend Developer 339 Cloud Engineer 308 UX Designer 242 PPC Specialist 222 Email Marketing Specialist 209 Social Media Manager 198 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 14,889 Machine learning 9,068 Product roadmapping 8,606 AWS 8,220 CI/CD 7,637 SQL 6,218 Kubernetes 6,134 LLMs 5,751 AI agents 5,393 C++ 5,149 Linux 5,099 Java 5,071 Azure 4,873 Distributed systems 4,768 Agile 4,633 Docker 4,301 Google Cloud 4,094 Git 4,091 Go 3,885 TypeScript 3,880 React 3,576 Terraform 3,347 JavaScript 3,308 Go-to-market 2,904 REST APIs 2,765 Jira 2,700 Test automation 2,648 PostgreSQL 2,466 C 2,464 Generative AI 2,446 Incident response 2,416 Microservices 2,403 Product strategy 2,403 Bash 2,276 Positioning & messaging 2,183 Excel 2,044 GitHub 1,910 Embedded systems 1,876 Node.js 1,847 Rust 1,761 Stakeholder management 1,730 PyTorch 1,717 Kafka 1,711 CRM 1,639 IAM 1,632 CompTIA certifications 1,626 Product marketing 1,626 C# 1,607 Scrum 1,576 Computer vision 1,568 Spark 1,566 Ansible 1,535 Cryptography 1,523 GitLab 1,512 Firmware 1,493 Android 1,462 Market research 1,450 Jenkins 1,414 Data modeling 1,411 Deep learning 1,370 PRDs 1,362 RAG 1,343 iOS 1,335 Data warehousing 1,319 PMP 1,298 Design systems 1,282 Confluence 1,281 NoSQL 1,245 OpenAI API 1,238 ETL 1,217 NIST 1,199 Vulnerability management 1,184 Firewalls 1,176 Salesforce 1,166 Google Workspace 1,158 HTML 1,137 Grafana 1,135 Snowflake 1,098 Competitive analysis 1,093 Databricks 1,089 TCP/IP 1,082 CSS 1,064 Tableau 1,053 DNS / DHCP 1,047 Kotlin 1,041 PowerShell 1,024 Power BI 986 Angular 985 Prototyping 980 CISSP 973 Figma 969 User stories 966 Scala 952 Prometheus 951 MLOps 930 TensorFlow 919 GitHub Actions 899 SAP 896 Brand marketing 894 A/B testing 864 Active Directory 857 Prompt engineering 834 R 832 Spring Boot 832 MySQL 831 Pricing strategy 822 Web accessibility (WCAG) 821 NLP 819 Airflow 808 Oracle 801 Zero Trust 798 Redis 791 Elasticsearch 784 User research 777 OAuth 772 Demand generation 772 Reinforcement learning 771 Unix 771 Sales enablement 764 SSO / SAML 758 RTOS 755 Splunk 741 Routing & switching 729 SOC 2 720 ServiceNow 703 GraphQL 702 MongoDB 695 Datadog 693 VPN 692 Vector databases 684 SQL Server 678 JUnit 655 Cisco 653 BigQuery 650 Helm 646 CUDA 641 ITIL 639 .NET 635 SIEM 628 VMware 626 HIPAA 625 Microsoft 365 619 SEO 619 Technical writing 617 CCNA / CCNP 615 Threat modeling 602 Serverless 591 gRPC 587 Ruby 582 Microsoft Project 582 CloudFormation 579 Next.js 565 LangChain 562 Budget management 551 Adobe Creative Cloud 550 Marketing automation 545 MATLAB 544 Product analytics 541 SAFe 539 FedRAMP 538 dbt 530 Jetpack Compose 521 Content strategy 519 Penetration testing 516 Email marketing 515 SharePoint 512 ISO 27001 496 GIAC certifications 487 Argo CD 482 pandas 472 CMS 469 scikit-learn 465 macOS 451 Windows Server 447 EDR 442 HubSpot 432 Six Sigma 430 Looker 424 Vue.js 423 ELK Stack 420 OpenTelemetry 413 Typography 413 DynamoDB 412 FastAPI 406 Event marketing 396 Chef / Puppet 389 Photoshop 375 Google Analytics 369 FPGA 369 Video editing 368 Hadoop 367 Okta 366 Load testing 364 React Native 359 Paid social 341 OpenShift 339 Illustrator 338 Account-based marketing 335 SAST / DAST 334 Service mesh 332 NumPy 326 Django 322 Flink 320 Intune / SCCM 315 Redshift 314 CISM 300 OWASP 293 Blockchain 293 Kanban 290 SD-WAN 287 GRC 287 Wireframing 285 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 242 WebSockets 241 Smartsheet 239 Content marketing 238 Cassandra 229 Google Ads 227 Wireshark 226 Unreal Engine 224 Pulumi 223 PPC 217 Flask 210 After Effects 209 PCI DSS 206 Information architecture 205 Copywriting 204 Canva 203 SageMaker 199 SOAR 198 Marketo 193 Premiere Pro 192 Redux 189 Asana 188 Vertex AI 183 NetSuite 177 InDesign 176 Presto / Trino 175 Notion 172 Tailwind CSS 170 Cypress 168 Hive 161 Cloudflare 158 Postman 155 Salesforce Marketing Cloud 155 Jamf 154 Kinesis 150 pytest 147 Influencer marketing 147 Workday 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 117 Cucumber 117 jQuery 116 SwiftUI 106 Meta Ads 106 Verilog / VHDL 106 Jupyter 104 Neo4j 102 CapCut 100 Unity 99 Braze 97 SAS 96 XGBoost 96 WebGL 92 NestJS 91 Fivetran 91 Programmatic advertising 89 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 75 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 Qlik 54 DaVinci Resolve 54 Klaviyo 51 Citrix 50 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 Retool 25 Laravel 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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