States
Alabama 430 Alaska 36 Arizona 630 Arkansas 422 California 15,706 Colorado 1,532 Connecticut 327 Delaware 134 District of Columbia 1,316 Florida 1,326 Georgia 1,101 Hawaii 134 Idaho 175 Illinois 1,858 Indiana 305 Iowa 274 Kansas 113 Kentucky 165 Louisiana 104 Maine 77 Maryland 1,641 Massachusetts 2,269 Michigan 680 Minnesota 403 Mississippi 89 Missouri 484 Montana 50 Nebraska 183 Nevada 191 New Hampshire 111 New Jersey 791 New Mexico 160 New York 6,815 North Carolina 1,180 North Dakota 64 Ohio 686 Oklahoma 173 Oregon 352 Pennsylvania 883 Rhode Island 86 South Carolina 193 South Dakota 53 Tennessee 287 Texas 3,743 Utah 461 Vermont 64 Virginia 3,722 Washington 2,779 West Virginia 67 Wisconsin 321 Wyoming 50
Cities
San Francisco Bay Area, CA 10,673 New York, NY 5,725 Washington, DC 3,659 Seattle, WA 2,172 Los Angeles, CA 2,101 Boston, MA 1,338 Austin, TX 1,245 Chicago, IL 1,157 Dallas–Fort Worth, TX 1,089 Denver, CO 797 Atlanta, GA 721 Raleigh–Durham, NC 486 San Diego, CA 419 Phoenix, AZ 356 Charlotte, NC 350 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 11,338 Product Manager 3,369 Engineering Manager 2,125 Program Manager 1,955 Project Manager 1,951 Data Scientist 1,533 Machine Learning Engineer 1,516 Security Engineer 1,480 Marketing Manager 1,409 Full Stack Developer 1,216 AI Engineer 1,102 DevOps Engineer 1,085 Data Engineer 900 IT Support Specialist 869 Cybersecurity Analyst 864 Backend Developer 797 Systems Administrator 764 Site Reliability Engineer 753 Graphic Designer 729 Data Analyst 641 Product Marketing Manager 639 Mobile Developer 585 Network Engineer 569 Business Analyst 548 Product Designer 544 Content Writer 532 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 14,942 Machine learning 9,095 Product roadmapping 8,740 AWS 8,232 CI/CD 7,719 SQL 6,203 Kubernetes 6,184 LLMs 5,802 AI agents 5,519 Linux 5,186 C++ 5,176 Java 5,088 Azure 4,959 Distributed systems 4,851 Agile 4,614 Docker 4,282 Google Cloud 4,110 Git 4,085 Go 3,975 TypeScript 3,948 React 3,578 Terraform 3,361 JavaScript 3,307 Go-to-market 2,980 REST APIs 2,762 Test automation 2,709 Jira 2,702 PostgreSQL 2,468 Incident response 2,465 C 2,450 Product strategy 2,447 Generative AI 2,417 Microservices 2,408 Bash 2,295 Positioning & messaging 2,224 Excel 2,082 GitHub 1,913 Embedded systems 1,889 Node.js 1,848 Rust 1,822 Stakeholder management 1,739 Kafka 1,727 PyTorch 1,721 CRM 1,685 IAM 1,668 Product marketing 1,659 C# 1,613 Scrum 1,593 CompTIA certifications 1,591 Spark 1,577 Computer vision 1,577 Cryptography 1,572 Ansible 1,564 Firmware 1,520 GitLab 1,488 Market research 1,471 Android 1,463 Data modeling 1,447 Jenkins 1,410 PRDs 1,363 iOS 1,349 RAG 1,341 Deep learning 1,338 Data warehousing 1,337 PMP 1,334 Confluence 1,291 Design systems 1,275 NoSQL 1,262 ETL 1,232 Firewalls 1,221 NIST 1,221 OpenAI API 1,213 Salesforce 1,210 Vulnerability management 1,204 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 1,082 Tableau 1,067 CSS 1,047 Kotlin 1,037 PowerShell 1,035 Power BI 1,004 CISSP 994 Angular 991 Prototyping 984 Scala 982 Figma 969 User stories 957 Prometheus 956 MLOps 922 GitHub Actions 913 Brand marketing 909 TensorFlow 905 SAP 892 Active Directory 866 Pricing strategy 859 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 797 OAuth 789 Oracle 788 Demand generation 785 NLP 778 Redis 774 Sales enablement 772 Elasticsearch 771 User research 770 Unix 768 SSO / SAML 759 Splunk 752 RTOS 749 Routing & switching 743 SOC 2 726 ServiceNow 714 VPN 713 GraphQL 701 Datadog 701 MongoDB 691 SQL Server 672 Cisco 672 Microsoft 365 653 .NET 652 ITIL 650 Vector databases 649 JUnit 649 BigQuery 648 CUDA 646 SIEM 643 Technical writing 638 Helm 636 VMware 636 Threat modeling 631 Serverless 628 SEO 625 CCNA / CCNP 622 HIPAA 606 gRPC 601 CloudFormation 584 Microsoft Project 583 Budget management 577 Ruby 572 Next.js 564 LangChain 560 Adobe Creative Cloud 560 Marketing automation 559 FedRAMP 552 MATLAB 543 dbt 536 SAFe 536 Content strategy 530 SharePoint 529 Penetration testing 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 462 Windows Server 456 scikit-learn 453 HubSpot 447 OpenTelemetry 439 Six Sigma 437 ELK Stack 417 Typography 415 FastAPI 412 Vue.js 411 Chef / Puppet 405 DynamoDB 401 Looker 400 Event marketing 399 Google Analytics 383 Okta 381 FPGA 373 Photoshop 371 Hadoop 370 Load testing 369 Video editing 369 React Native 364 SAST / DAST 351 Account-based marketing 343 Flink 339 OpenShift 338 Illustrator 329 Paid social 328 CISM 325 NumPy 324 Intune / SCCM 318 Service mesh 316 Redshift 315 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 243 WebSockets 235 Unreal Engine 235 Pulumi 232 Wireshark 232 Google Ads 227 Cassandra 225 PPC 222 Canva 212 PCI DSS 211 Information architecture 209 After Effects 208 SOAR 207 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 151 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 New Relic 121 jQuery 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 76 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 Citrix 50 Miro 50 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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