States
Alabama 442 Alaska 44 Arizona 636 Arkansas 444 California 15,281 Colorado 1,541 Connecticut 354 Delaware 129 District of Columbia 1,291 Florida 1,270 Georgia 1,071 Hawaii 134 Idaho 183 Illinois 1,823 Indiana 308 Iowa 288 Kansas 118 Kentucky 157 Louisiana 107 Maine 81 Maryland 1,638 Massachusetts 2,266 Michigan 690 Minnesota 390 Mississippi 94 Missouri 465 Montana 49 Nebraska 178 Nevada 200 New Hampshire 104 New Jersey 810 New Mexico 161 New York 6,642 North Carolina 1,196 North Dakota 75 Ohio 676 Oklahoma 190 Oregon 348 Pennsylvania 899 Rhode Island 93 South Carolina 201 South Dakota 59 Tennessee 279 Texas 3,583 Utah 460 Vermont 73 Virginia 3,677 Washington 2,728 West Virginia 76 Wisconsin 333 Wyoming 63
Cities
San Francisco Bay Area, CA 10,400 New York, NY 5,566 Washington, DC 3,596 Seattle, WA 2,115 Los Angeles, CA 2,017 Boston, MA 1,355 Austin, TX 1,177 Chicago, IL 1,135 Dallas–Fort Worth, TX 1,033 Denver, CO 796 Atlanta, GA 686 Raleigh–Durham, NC 481 San Diego, CA 431 Phoenix, AZ 362 Charlotte, NC 355 Houston, TX 255 Pittsburgh, PA 226 Miami, FL 208 Philadelphia, PA 166 Salt Lake City, UT 162 Detroit, MI 147 Minneapolis, MN 122 Baltimore, MD 102 Nashville, TN 64 Portland, OR 27
Role
Software Engineer 11,239 Product Manager 3,300 Engineering Manager 2,103 Project Manager 1,913 Program Manager 1,888 Data Scientist 1,575 Machine Learning Engineer 1,505 Security Engineer 1,421 Marketing Manager 1,367 Full Stack Developer 1,197 AI Engineer 1,058 DevOps Engineer 1,054 Data Engineer 897 Cybersecurity Analyst 842 IT Support Specialist 841 Backend Developer 799 Systems Administrator 755 Site Reliability Engineer 720 Graphic Designer 697 Data Analyst 666 Product Marketing Manager 603 Mobile Developer 591 Network Engineer 571 Business Analyst 553 Product Designer 527 Content Writer 516 QA Engineer 498 Growth Marketing Manager 350 Frontend Developer 340 Cloud Engineer 314 UX Designer 247 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 85 SEO Specialist 79 Content Creator 78 Scrum Master 73 Influencer Marketing Manager 69 BI Developer 60 Web Developer 49 Art Director 49 Copywriter 49 Motion Designer 38 Game Designer 37 3D Artist 29 Animator 24 UI Designer 22 Web Designer 16
Skills
Python 14,809 Machine learning 9,090 Product roadmapping 8,538 AWS 8,235 CI/CD 7,565 SQL 6,207 Kubernetes 6,106 LLMs 5,680 AI agents 5,315 C++ 5,100 Linux 5,039 Java 5,003 Azure 4,880 Distributed systems 4,697 Agile 4,617 Docker 4,277 Google Cloud 4,090 Git 4,053 TypeScript 3,890 Go 3,835 React 3,569 Terraform 3,325 JavaScript 3,291 Go-to-market 2,827 REST APIs 2,757 Jira 2,676 Test automation 2,626 PostgreSQL 2,474 Generative AI 2,461 C 2,422 Product strategy 2,415 Microservices 2,398 Incident response 2,380 Bash 2,225 Positioning & messaging 2,157 Excel 2,040 GitHub 1,880 Embedded systems 1,863 Node.js 1,839 Rust 1,751 Stakeholder management 1,727 PyTorch 1,721 Kafka 1,717 CRM 1,631 IAM 1,619 Product marketing 1,615 CompTIA certifications 1,602 Scrum 1,593 Spark 1,588 C# 1,583 Computer vision 1,560 Cryptography 1,506 Ansible 1,495 Firmware 1,462 GitLab 1,458 Android 1,449 Data modeling 1,431 Market research 1,427 Jenkins 1,383 Deep learning 1,370 PRDs 1,364 RAG 1,327 iOS 1,323 Data warehousing 1,320 Design systems 1,287 Confluence 1,265 PMP 1,258 NoSQL 1,247 OpenAI API 1,213 ETL 1,212 NIST 1,198 Google Workspace 1,169 Vulnerability management 1,169 Firewalls 1,166 Salesforce 1,164 HTML 1,143 Grafana 1,114 Competitive analysis 1,081 Snowflake 1,079 Databricks 1,077 TCP/IP 1,077 CSS 1,076 Tableau 1,061 Kotlin 1,022 DNS / DHCP 1,011 PowerShell 987 Power BI 986 Prototyping 979 Figma 976 Angular 975 CISSP 971 User stories 968 TensorFlow 947 MLOps 942 Scala 933 Prometheus 926 Brand marketing 887 GitHub Actions 876 SAP 876 A/B testing 861 R 857 Active Directory 842 NLP 841 Spring Boot 840 Web accessibility (WCAG) 832 Prompt engineering 823 MySQL 814 Airflow 814 Zero Trust 806 User research 803 Pricing strategy 797 Redis 795 Elasticsearch 784 Oracle 783 Demand generation 777 Unix 756 Reinforcement learning 754 Sales enablement 753 RTOS 752 SSO / SAML 750 OAuth 746 Splunk 727 GraphQL 725 Routing & switching 716 SOC 2 707 ServiceNow 696 VPN 692 Vector databases 690 MongoDB 680 Datadog 673 SQL Server 663 BigQuery 650 ITIL 648 Cisco 644 CUDA 642 JUnit 642 Helm 637 SEO 632 SIEM 627 VMware 618 .NET 617 CCNA / CCNP 615 Microsoft 365 611 HIPAA 606 Technical writing 604 gRPC 597 Serverless 593 CloudFormation 587 Threat modeling 584 Ruby 576 Microsoft Project 570 Next.js 565 LangChain 562 MATLAB 548 Budget management 543 Product analytics 540 Adobe Creative Cloud 539 dbt 537 Content strategy 536 FedRAMP 535 Marketing automation 531 SAFe 525 Email marketing 521 Jetpack Compose 518 Penetration testing 502 SharePoint 501 scikit-learn 492 ISO 27001 490 pandas 481 CMS 481 GIAC certifications 480 Argo CD 471 EDR 455 Windows Server 437 Looker 436 macOS 436 HubSpot 429 DynamoDB 421 Typography 416 Six Sigma 412 Vue.js 410 ELK Stack 409 Event marketing 404 FastAPI 401 OpenTelemetry 398 Chef / Puppet 386 Hadoop 372 Google Analytics 372 Photoshop 370 FPGA 369 Load testing 363 React Native 362 Video editing 362 Okta 361 Paid social 344 OpenShift 337 NumPy 334 Service mesh 334 Account-based marketing 333 SAST / DAST 329 Illustrator 329 Django 325 Redshift 320 Flink 318 CISM 309 Intune / SCCM 304 Kanban 303 Blockchain 302 Wireframing 292 SD-WAN 290 Hugging Face 283 OWASP 281 GRC 281 Motion graphics 280 RabbitMQ 276 Swift 267 Perl 267 Selenium 267 Ruby on Rails 262 ClickHouse 260 Juniper 255 Playwright 253 OKRs 252 Power Platform 244 Content marketing 241 Smartsheet 239 WebSockets 238 Cassandra 236 Unreal Engine 233 Google Ads 222 Wireshark 220 PPC 220 Flask 218 Pulumi 217 After Effects 208 Copywriting 206 SageMaker 205 Information architecture 204 PCI DSS 201 Canva 200 Redux 195 SOAR 194 Asana 194 Marketo 192 Premiere Pro 186 InDesign 180 Notion 179 Vertex AI 178 Tailwind CSS 176 Cypress 169 Presto / Trino 168 NetSuite 167 Hive 161 Kinesis 156 Salesforce Marketing Cloud 155 Cloudflare 154 Jamf 152 Postman 148 PHP 147 Influencer marketing 147 Workday 147 Jest 141 pytest 141 Zapier 140 OSCP 137 SEM 134 Zendesk 133 monday.com 130 Shopify 128 WordPress 123 Conversion rate optimization 122 New Relic 120 Amplitude 116 jQuery 115 Cucumber 108 Verilog / VHDL 107 Neo4j 104 SwiftUI 103 Unity 103 Meta Ads 101 XGBoost 99 CapCut 99 Jupyter 98 Braze 97 SAS 95 Fivetran 94 NestJS 92 WebGL 91 Programmatic advertising 91 SEO tools 90 VBA 88 Nginx 87 Google Search Console 86 Sketch 84 Social media tools 84 HashiCorp Vault 80 Airtable 80 Blender 79 Keras 78 Informatica 76 D3.js 75 PCB design 73 Looker Studio 71 Vite 70 Three.js 69 Firebase 68 Webflow 68 LinkedIn Ads 68 Affiliate marketing 68 Mixpanel 67 Final Cut Pro 67 Adobe Analytics 66 Flutter 63 Webpack 60 Iterable 59 Svelte 58 Google Tag Manager 55 Qlik 54 Elixir 53 Citrix 53 Storybook 52 DaVinci Resolve 52 Klaviyo 50 Miro 49 Maya 49 UIKit 48 Appium 46 Objective-C 45 Cinema 4D 43 Lua 42 Sass 42 Adobe XD 35 Xcode 33 Markdown 32 Haskell 31 Express.js 31 Dart 29 Trello 29 TikTok Ads 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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