States
Alabama 442 Alaska 44 Arizona 635 Arkansas 443 California 15,286 Colorado 1,544 Connecticut 353 Delaware 129 District of Columbia 1,292 Florida 1,270 Georgia 1,073 Hawaii 135 Idaho 183 Illinois 1,824 Indiana 310 Iowa 286 Kansas 118 Kentucky 157 Louisiana 108 Maine 81 Maryland 1,641 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 161 New York 6,643 North Carolina 1,194 North Dakota 75 Ohio 679 Oklahoma 190 Oregon 348 Pennsylvania 900 Rhode Island 93 South Carolina 202 South Dakota 59 Tennessee 280 Texas 3,587 Utah 460 Vermont 73 Virginia 3,677 Washington 2,729 West Virginia 76 Wisconsin 334 Wyoming 63
Cities
San Francisco Bay Area, CA 10,403 New York, NY 5,566 Washington, DC 3,596 Seattle, WA 2,115 Los Angeles, CA 2,018 Boston, MA 1,352 Austin, TX 1,180 Chicago, IL 1,135 Dallas–Fort Worth, TX 1,033 Denver, CO 797 Atlanta, GA 686 Raleigh–Durham, NC 480 San Diego, CA 431 Phoenix, AZ 361 Charlotte, NC 354 Houston, TX 255 Pittsburgh, PA 226 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 11,248 Product Manager 3,298 Engineering Manager 2,106 Project Manager 1,915 Program Manager 1,885 Data Scientist 1,573 Machine Learning Engineer 1,505 Security Engineer 1,425 Marketing Manager 1,365 Full Stack Developer 1,197 AI Engineer 1,059 DevOps Engineer 1,050 Data Engineer 900 Cybersecurity Analyst 842 IT Support Specialist 841 Backend Developer 800 Systems Administrator 754 Site Reliability Engineer 720 Graphic Designer 697 Data Analyst 664 Product Marketing Manager 604 Mobile Developer 592 Network Engineer 574 Business Analyst 555 Product Designer 527 Content Writer 518 QA Engineer 498 Growth Marketing Manager 351 Frontend Developer 340 Cloud Engineer 314 UX Designer 246 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 38 Game Designer 37 3D Artist 29 Animator 24 UI Designer 22 Web Designer 16
Skills
Python 14,810 Machine learning 9,098 Product roadmapping 8,547 AWS 8,244 CI/CD 7,572 SQL 6,209 Kubernetes 6,106 LLMs 5,683 AI agents 5,320 C++ 5,096 Linux 5,040 Java 5,007 Azure 4,884 Distributed systems 4,699 Agile 4,627 Docker 4,279 Google Cloud 4,092 Git 4,065 TypeScript 3,893 Go 3,834 React 3,577 Terraform 3,324 JavaScript 3,298 Go-to-market 2,829 REST APIs 2,770 Jira 2,683 Test automation 2,632 PostgreSQL 2,478 Generative AI 2,459 C 2,417 Product strategy 2,412 Microservices 2,403 Incident response 2,379 Bash 2,226 Positioning & messaging 2,159 Excel 2,041 GitHub 1,882 Embedded systems 1,862 Node.js 1,837 Rust 1,748 Stakeholder management 1,727 Kafka 1,718 PyTorch 1,718 CRM 1,631 IAM 1,620 Product marketing 1,619 CompTIA certifications 1,606 Scrum 1,597 Spark 1,589 C# 1,581 Computer vision 1,561 Cryptography 1,506 Ansible 1,495 Firmware 1,462 GitLab 1,457 Android 1,449 Data modeling 1,432 Market research 1,424 Jenkins 1,384 Deep learning 1,370 PRDs 1,368 RAG 1,329 iOS 1,323 Data warehousing 1,322 Design systems 1,287 Confluence 1,268 PMP 1,259 NoSQL 1,247 ETL 1,214 OpenAI API 1,214 NIST 1,196 Google Workspace 1,169 Vulnerability management 1,169 Firewalls 1,166 Salesforce 1,166 HTML 1,148 Grafana 1,115 CSS 1,082 Snowflake 1,081 Databricks 1,081 Competitive analysis 1,081 TCP/IP 1,076 Tableau 1,055 Kotlin 1,022 DNS / DHCP 1,010 PowerShell 986 Power BI 985 Angular 977 Prototyping 977 Figma 976 CISSP 972 User stories 970 TensorFlow 944 MLOps 944 Scala 932 Prometheus 926 Brand marketing 886 GitHub Actions 876 SAP 875 A/B testing 860 R 853 Spring Boot 846 NLP 841 Active Directory 840 Web accessibility (WCAG) 829 Prompt engineering 824 MySQL 816 Airflow 816 Zero Trust 808 User research 803 Redis 795 Pricing strategy 795 Elasticsearch 785 Oracle 784 Demand generation 778 Unix 757 Reinforcement learning 754 Sales enablement 753 SSO / SAML 750 RTOS 750 OAuth 746 Splunk 729 GraphQL 726 Routing & switching 718 SOC 2 708 ServiceNow 697 VPN 694 Vector databases 693 MongoDB 685 Datadog 674 SQL Server 666 BigQuery 650 ITIL 648 JUnit 647 Cisco 646 CUDA 642 Helm 634 SEO 633 SIEM 628 CCNA / CCNP 619 VMware 617 .NET 615 Microsoft 365 612 HIPAA 608 Technical writing 605 gRPC 597 Serverless 591 CloudFormation 586 Threat modeling 584 Ruby 578 Microsoft Project 569 Next.js 565 LangChain 562 MATLAB 548 Budget management 542 Adobe Creative Cloud 538 Product analytics 538 dbt 536 FedRAMP 536 Content strategy 536 Marketing automation 530 SAFe 529 Email marketing 522 Jetpack Compose 518 SharePoint 503 Penetration testing 502 scikit-learn 489 ISO 27001 489 GIAC certifications 484 pandas 481 CMS 481 Argo CD 471 EDR 454 Looker 438 Windows Server 437 macOS 435 HubSpot 429 DynamoDB 422 Typography 414 Vue.js 410 Six Sigma 410 ELK Stack 409 Event marketing 404 FastAPI 402 OpenTelemetry 398 Chef / Puppet 386 Google Analytics 373 Hadoop 372 Photoshop 370 FPGA 369 Load testing 364 React Native 362 Video editing 362 Okta 361 Paid social 344 OpenShift 339 NumPy 334 Service mesh 334 Account-based marketing 333 SAST / DAST 331 Illustrator 329 Django 325 Redshift 320 Flink 318 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 257 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 218 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 180 Notion 179 Vertex AI 177 Tailwind CSS 176 Cypress 169 Presto / Trino 168 NetSuite 167 Hive 161 Kinesis 156 Salesforce Marketing Cloud 155 Cloudflare 154 Jamf 152 Postman 150 Influencer marketing 148 PHP 147 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 73 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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