States
Alabama 430 Alaska 36 Arizona 630 Arkansas 422 California 15,707 Colorado 1,533 Connecticut 327 Delaware 133 District of Columbia 1,315 Florida 1,321 Georgia 1,099 Hawaii 134 Idaho 175 Illinois 1,856 Indiana 305 Iowa 274 Kansas 113 Kentucky 165 Louisiana 104 Maine 76 Maryland 1,641 Massachusetts 2,267 Michigan 679 Minnesota 403 Mississippi 89 Missouri 482 Montana 50 Nebraska 182 Nevada 191 New Hampshire 111 New Jersey 787 New Mexico 160 New York 6,814 North Carolina 1,175 North Dakota 64 Ohio 686 Oklahoma 173 Oregon 352 Pennsylvania 882 Rhode Island 86 South Carolina 192 South Dakota 53 Tennessee 287 Texas 3,743 Utah 461 Vermont 64 Virginia 3,719 Washington 2,780 West Virginia 67 Wisconsin 320 Wyoming 50
Cities
San Francisco Bay Area, CA 10,674 New York, NY 5,724 Washington, DC 3,657 Seattle, WA 2,173 Los Angeles, CA 2,100 Boston, MA 1,337 Austin, TX 1,245 Chicago, IL 1,156 Dallas–Fort Worth, TX 1,090 Denver, CO 797 Atlanta, GA 719 Raleigh–Durham, NC 486 San Diego, CA 419 Phoenix, AZ 356 Charlotte, NC 347 Houston, TX 259 Pittsburgh, PA 229 Miami, FL 223 Salt Lake City, UT 173 Philadelphia, PA 163 Detroit, MI 142 Minneapolis, MN 130 Baltimore, MD 102 Nashville, TN 59 Portland, OR 30
Role
Software Engineer 11,340 Product Manager 3,368 Engineering Manager 2,128 Program Manager 1,954 Project Manager 1,949 Data Scientist 1,533 Machine Learning Engineer 1,516 Security Engineer 1,481 Marketing Manager 1,408 Full Stack Developer 1,215 AI Engineer 1,101 DevOps Engineer 1,086 Data Engineer 900 IT Support Specialist 869 Cybersecurity Analyst 861 Backend Developer 797 Systems Administrator 763 Site Reliability Engineer 752 Graphic Designer 729 Data Analyst 641 Product Marketing Manager 639 Mobile Developer 585 Network Engineer 569 Business Analyst 546 Product Designer 544 Content Writer 531 QA Engineer 497 Growth Marketing Manager 353 Frontend Developer 336 Cloud Engineer 298 UX Designer 241 PPC Specialist 218 Email Marketing Specialist 204 Social Media Manager 202 Marketing Analyst 178 Community Manager 175 Digital Marketing Specialist 173 Video Editor 106 Creative Director 97 Brand Manager 89 SEO Specialist 81 Content Creator 77 Scrum Master 72 Influencer Marketing Manager 63 BI Developer 62 Art Director 51 Web Developer 49 Copywriter 45 Motion Designer 33 Game Designer 33 3D Artist 29 UI Designer 25 Animator 22 Web Designer 15
Skills
Python 14,941 Machine learning 9,097 Product roadmapping 8,740 AWS 8,233 CI/CD 7,718 SQL 6,201 Kubernetes 6,186 LLMs 5,803 AI agents 5,520 Linux 5,186 C++ 5,178 Java 5,088 Azure 4,959 Distributed systems 4,852 Agile 4,615 Docker 4,283 Google Cloud 4,113 Git 4,083 Go 3,975 TypeScript 3,949 React 3,577 Terraform 3,362 JavaScript 3,307 Go-to-market 2,979 REST APIs 2,762 Test automation 2,709 Jira 2,700 PostgreSQL 2,469 Incident response 2,466 C 2,451 Product strategy 2,447 Generative AI 2,417 Microservices 2,409 Bash 2,294 Positioning & messaging 2,224 Excel 2,082 GitHub 1,913 Embedded systems 1,889 Node.js 1,848 Rust 1,822 Stakeholder management 1,738 Kafka 1,729 PyTorch 1,721 CRM 1,684 IAM 1,669 Product marketing 1,658 C# 1,612 Scrum 1,593 CompTIA certifications 1,591 Spark 1,578 Computer vision 1,578 Cryptography 1,574 Ansible 1,563 Firmware 1,517 GitLab 1,487 Market research 1,468 Android 1,463 Data modeling 1,445 Jenkins 1,410 PRDs 1,364 iOS 1,349 RAG 1,341 Data warehousing 1,338 Deep learning 1,338 PMP 1,332 Confluence 1,290 Design systems 1,275 NoSQL 1,262 ETL 1,232 NIST 1,223 Firewalls 1,221 OpenAI API 1,212 Salesforce 1,210 Vulnerability management 1,205 Grafana 1,139 HTML 1,121 Google Workspace 1,121 TCP/IP 1,113 Competitive analysis 1,109 DNS / DHCP 1,094 Databricks 1,091 Snowflake 1,083 Tableau 1,067 CSS 1,047 Kotlin 1,037 PowerShell 1,034 Power BI 1,004 CISSP 994 Angular 991 Prototyping 984 Scala 982 Figma 969 Prometheus 957 User stories 957 MLOps 922 GitHub Actions 912 Brand marketing 907 TensorFlow 905 SAP 894 Active Directory 865 Pricing strategy 858 A/B testing 855 Prompt engineering 824 MySQL 819 Spring Boot 815 Zero Trust 810 Web accessibility (WCAG) 809 Airflow 806 Reinforcement learning 801 R 796 OAuth 790 Oracle 788 Demand generation 784 NLP 778 Redis 775 Elasticsearch 772 Sales enablement 771 User research 770 Unix 767 SSO / SAML 759 Splunk 752 RTOS 749 Routing & switching 744 SOC 2 726 VPN 714 ServiceNow 713 GraphQL 701 Datadog 701 MongoDB 690 Cisco 672 SQL Server 670 Microsoft 365 653 .NET 651 Vector databases 650 ITIL 650 BigQuery 649 JUnit 649 CUDA 646 SIEM 642 Technical writing 638 Helm 636 VMware 635 Threat modeling 631 Serverless 629 SEO 625 CCNA / CCNP 622 HIPAA 606 gRPC 602 CloudFormation 585 Microsoft Project 583 Budget management 577 Ruby 572 Next.js 564 Adobe Creative Cloud 560 LangChain 559 Marketing automation 558 FedRAMP 552 MATLAB 543 SAFe 537 dbt 536 Content strategy 530 Penetration testing 528 SharePoint 528 Product analytics 521 Jetpack Compose 517 Email marketing 511 ISO 27001 509 GIAC certifications 501 Argo CD 484 CMS 468 pandas 464 macOS 464 EDR 461 Windows Server 455 scikit-learn 453 HubSpot 447 OpenTelemetry 439 Six Sigma 437 ELK Stack 417 Typography 415 FastAPI 412 Vue.js 411 Chef / Puppet 404 DynamoDB 402 Looker 400 Event marketing 399 Google Analytics 383 Okta 381 FPGA 373 Photoshop 371 Hadoop 370 Video editing 369 Load testing 366 React Native 364 SAST / DAST 351 Account-based marketing 343 Flink 340 OpenShift 337 Illustrator 329 Paid social 328 CISM 325 NumPy 324 Intune / SCCM 318 Redshift 316 Service mesh 316 Django 311 SD-WAN 308 OWASP 307 GRC 300 Blockchain 296 Kanban 294 Motion graphics 285 RabbitMQ 282 Wireframing 278 Hugging Face 274 ClickHouse 270 Swift 266 Selenium 265 Juniper 263 Perl 261 OKRs 260 Ruby on Rails 258 Playwright 251 Smartsheet 251 Power Platform 247 Content marketing 242 WebSockets 235 Unreal Engine 233 Pulumi 232 Wireshark 232 Google Ads 227 Cassandra 226 PPC 222 Canva 212 PCI DSS 211 Information architecture 209 After Effects 208 SOAR 206 Copywriting 206 Premiere Pro 202 Flask 201 Marketo 198 Redux 196 Asana 195 SageMaker 192 NetSuite 182 Presto / Trino 180 Vertex AI 180 InDesign 175 Notion 173 Cypress 170 Hive 168 Cloudflare 160 Tailwind CSS 159 Jamf 153 Postman 152 Kinesis 150 Salesforce Marketing Cloud 150 Influencer marketing 148 Workday 147 OSCP 145 Zapier 145 pytest 144 Jest 139 monday.com 138 PHP 135 Zendesk 132 Shopify 131 SEM 129 WordPress 125 jQuery 120 New Relic 120 Conversion rate optimization 115 Amplitude 114 Cucumber 113 Meta Ads 107 Verilog / VHDL 107 CapCut 103 Neo4j 102 SwiftUI 101 Unity 101 Jupyter 99 Braze 95 NestJS 93 SEO tools 91 WebGL 89 SAS 89 Programmatic advertising 88 Fivetran 87 XGBoost 86 Nginx 85 Google Search Console 85 Blender 84 Keras 82 HashiCorp Vault 82 Sketch 79 PCB design 79 Social media tools 78 VBA 77 Final Cut Pro 75 Informatica 74 Vite 73 Airtable 71 Firebase 70 Looker Studio 70 LinkedIn Ads 70 Mixpanel 69 Webflow 69 Flutter 67 Affiliate marketing 67 D3.js 65 Three.js 63 Webpack 61 Adobe Analytics 61 Iterable 60 Qlik 57 DaVinci Resolve 56 Google Tag Manager 55 Svelte 54 Klaviyo 51 Elixir 50 Storybook 50 Miro 50 Citrix 49 Maya 49 Objective-C 47 Lua 46 UIKit 44 Cinema 4D 43 Sass 42 Appium 40 Haskell 33 Adobe XD 33 Xcode 32 Markdown 32 Dart 31 Express.js 29 Trello 29 TestRail 28 TikTok Ads 28 Laravel 27 Alteryx 27 Mailchimp 27 Retool 24 AP Style 23 Framer 22 SPSS 21 Substance 3D 18 Houdini 16 Amazon Ads 16 Solidity 14 Clojure 11 Erlang 9 ZBrush 8 Stata 3
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