States
Alabama 445 Alaska 43 Arizona 631 Arkansas 439 California 15,351 Colorado 1,533 Connecticut 341 Delaware 131 District of Columbia 1,304 Florida 1,284 Georgia 1,083 Hawaii 135 Idaho 177 Illinois 1,844 Indiana 308 Iowa 279 Kansas 121 Kentucky 159 Louisiana 115 Maine 81 Maryland 1,631 Massachusetts 2,280 Michigan 698 Minnesota 404 Mississippi 96 Missouri 471 Montana 50 Nebraska 184 Nevada 199 New Hampshire 109 New Jersey 810 New Mexico 160 New York 6,698 North Carolina 1,190 North Dakota 74 Ohio 698 Oklahoma 191 Oregon 359 Pennsylvania 896 Rhode Island 92 South Carolina 203 South Dakota 61 Tennessee 289 Texas 3,625 Utah 460 Vermont 72 Virginia 3,678 Washington 2,756 West Virginia 77 Wisconsin 333 Wyoming 61
Cities
San Francisco Bay Area, CA 10,438 New York, NY 5,623 Washington, DC 3,597 Seattle, WA 2,136 Los Angeles, CA 2,069 Boston, MA 1,349 Austin, TX 1,182 Chicago, IL 1,151 Dallas–Fort Worth, TX 1,045 Denver, CO 790 Atlanta, GA 697 Raleigh–Durham, NC 487 San Diego, CA 429 Phoenix, AZ 355 Charlotte, NC 337 Houston, TX 254 Pittsburgh, PA 229 Miami, FL 213 Philadelphia, PA 168 Salt Lake City, UT 163 Detroit, MI 144 Minneapolis, MN 129 Baltimore, MD 104 Nashville, TN 65 Portland, OR 29
Role
Software Engineer 11,242 Product Manager 3,294 Engineering Manager 2,102 Project Manager 1,919 Program Manager 1,915 Data Scientist 1,568 Machine Learning Engineer 1,503 Security Engineer 1,433 Marketing Manager 1,348 Full Stack Developer 1,203 AI Engineer 1,069 DevOps Engineer 1,059 Data Engineer 901 IT Support Specialist 853 Cybersecurity Analyst 844 Backend Developer 796 Systems Administrator 774 Site Reliability Engineer 723 Graphic Designer 692 Data Analyst 650 Product Marketing Manager 611 Mobile Developer 595 Network Engineer 565 Business Analyst 548 Product Designer 529 Content Writer 515 QA Engineer 502 Growth Marketing Manager 349 Frontend Developer 333 Cloud Engineer 302 UX Designer 242 PPC Specialist 219 Email Marketing Specialist 208 Social Media Manager 200 Digital Marketing Specialist 182 Marketing Analyst 175 Community Manager 173 Video Editor 103 Brand Manager 94 Creative Director 89 Content Creator 80 SEO Specialist 77 Scrum Master 67 Influencer Marketing Manager 65 BI Developer 63 Art Director 51 Web Developer 50 Copywriter 47 Motion Designer 36 Game Designer 36 3D Artist 28 Animator 22 UI Designer 21 Web Designer 16
Skills
Python 14,842 Machine learning 9,055 Product roadmapping 8,544 AWS 8,226 CI/CD 7,588 SQL 6,206 Kubernetes 6,114 LLMs 5,730 AI agents 5,332 C++ 5,136 Linux 5,066 Java 5,032 Azure 4,863 Distributed systems 4,719 Agile 4,599 Docker 4,267 Google Cloud 4,083 Git 4,075 TypeScript 3,897 Go 3,831 React 3,580 Terraform 3,324 JavaScript 3,303 Go-to-market 2,839 REST APIs 2,762 Jira 2,686 Test automation 2,632 PostgreSQL 2,470 C 2,450 Generative AI 2,445 Product strategy 2,401 Microservices 2,395 Incident response 2,380 Bash 2,234 Positioning & messaging 2,170 Excel 2,048 GitHub 1,885 Embedded systems 1,859 Node.js 1,847 Rust 1,753 Stakeholder management 1,714 PyTorch 1,710 Kafka 1,708 IAM 1,627 CompTIA certifications 1,620 CRM 1,618 Product marketing 1,609 C# 1,607 Scrum 1,582 Spark 1,571 Computer vision 1,554 Cryptography 1,514 Ansible 1,496 Firmware 1,475 GitLab 1,473 Android 1,464 Market research 1,440 Data modeling 1,429 Jenkins 1,400 Deep learning 1,374 PRDs 1,367 iOS 1,335 RAG 1,329 Data warehousing 1,314 Design systems 1,283 Confluence 1,268 PMP 1,264 NoSQL 1,239 OpenAI API 1,227 ETL 1,225 NIST 1,182 Google Workspace 1,172 Vulnerability management 1,169 Firewalls 1,165 Salesforce 1,157 HTML 1,147 Grafana 1,118 Competitive analysis 1,085 CSS 1,081 Snowflake 1,074 TCP/IP 1,068 Tableau 1,062 Databricks 1,057 DNS / DHCP 1,038 Kotlin 1,036 PowerShell 999 Power BI 989 Angular 988 Prototyping 972 Figma 965 CISSP 962 User stories 956 MLOps 939 TensorFlow 931 Prometheus 927 Scala 926 GitHub Actions 892 SAP 888 Brand marketing 885 A/B testing 864 Spring Boot 853 Active Directory 851 R 843 Web accessibility (WCAG) 830 Prompt engineering 830 NLP 829 MySQL 826 Airflow 813 Pricing strategy 811 Zero Trust 810 Redis 792 User research 785 Elasticsearch 784 Oracle 781 Demand generation 777 Reinforcement learning 770 Unix 769 RTOS 761 SSO / SAML 759 Sales enablement 759 OAuth 755 Splunk 728 Routing & switching 717 GraphQL 713 ServiceNow 710 SOC 2 707 VPN 690 Vector databases 688 MongoDB 687 Datadog 683 ITIL 661 SQL Server 654 BigQuery 650 JUnit 646 Cisco 638 Helm 635 CUDA 628 SIEM 625 .NET 624 VMware 624 SEO 624 Microsoft 365 618 HIPAA 605 CCNA / CCNP 603 Technical writing 601 Serverless 593 gRPC 592 Threat modeling 591 Microsoft Project 577 CloudFormation 576 Ruby 575 Next.js 561 LangChain 561 MATLAB 555 Budget management 546 Adobe Creative Cloud 541 Product analytics 540 dbt 536 Marketing automation 532 FedRAMP 530 Content strategy 527 Email marketing 524 SAFe 520 SharePoint 520 Jetpack Compose 516 Penetration testing 512 ISO 27001 493 GIAC certifications 487 pandas 481 scikit-learn 478 Argo CD 470 CMS 470 macOS 446 EDR 439 Windows Server 438 Looker 432 HubSpot 423 Six Sigma 420 Vue.js 419 DynamoDB 419 ELK Stack 411 Typography 409 FastAPI 399 OpenTelemetry 398 Event marketing 396 Chef / Puppet 383 FPGA 373 Hadoop 372 Photoshop 372 Google Analytics 368 Okta 368 Video editing 364 React Native 363 Load testing 363 OpenShift 343 Paid social 341 Illustrator 335 Service mesh 333 NumPy 332 Account-based marketing 331 Django 329 SAST / DAST 327 Intune / SCCM 318 Redshift 317 Flink 312 CISM 301 Kanban 296 Blockchain 295 OWASP 291 Wireframing 291 Hugging Face 285 SD-WAN 285 GRC 285 Motion graphics 280 RabbitMQ 271 Swift 269 Selenium 267 Perl 261 Ruby on Rails 261 Juniper 261 ClickHouse 256 Playwright 254 Power Platform 253 Smartsheet 245 OKRs 245 Content marketing 239 WebSockets 237 Unreal Engine 232 Cassandra 230 Pulumi 223 Google Ads 223 Flask 221 Wireshark 219 PPC 215 After Effects 210 Information architecture 207 PCI DSS 203 Canva 202 SageMaker 201 Copywriting 199 Redux 195 SOAR 191 Asana 189 Premiere Pro 188 Marketo 187 Vertex AI 184 Tailwind CSS 177 InDesign 174 Notion 172 Presto / Trino 171 NetSuite 171 Cypress 169 Hive 161 Cloudflare 158 Kinesis 157 Jamf 154 Salesforce Marketing Cloud 153 Postman 151 Workday 147 PHP 146 Influencer marketing 146 pytest 145 Jest 141 Zapier 139 OSCP 137 Zendesk 133 monday.com 133 Shopify 129 SEM 127 WordPress 125 jQuery 121 Conversion rate optimization 121 Amplitude 120 New Relic 120 Cucumber 113 Verilog / VHDL 106 Meta Ads 104 Jupyter 103 Unity 103 Neo4j 102 XGBoost 102 SwiftUI 101 CapCut 100 SAS 97 Braze 97 Fivetran 92 NestJS 91 WebGL 90 Programmatic advertising 88 SEO tools 88 VBA 86 Nginx 85 HashiCorp Vault 82 Sketch 82 Google Search Console 82 Social media tools 81 Informatica 79 Blender 79 Keras 77 Airtable 76 D3.js 74 Looker Studio 73 PCB design 72 Firebase 71 Vite 70 Webflow 70 Final Cut Pro 69 Three.js 68 LinkedIn Ads 68 Affiliate marketing 68 Flutter 66 Mixpanel 65 Adobe Analytics 65 Webpack 61 Svelte 58 Google Tag Manager 57 Qlik 56 Iterable 55 Citrix 54 DaVinci Resolve 54 Miro 53 Storybook 52 Elixir 51 Klaviyo 51 Objective-C 48 UIKit 48 Maya 46 Appium 45 Cinema 4D 42 Lua 41 Sass 39 Markdown 35 Express.js 32 Adobe XD 32 Xcode 31 Haskell 30 Alteryx 30 Dart 29 Trello 29 TestRail 28 TikTok Ads 28 Mailchimp 27 Laravel 25 Framer 24 SPSS 22 Retool 22 AP Style 20 Solidity 16 Substance 3D 16 Amazon Ads 15 Houdini 12 Clojure 11 Erlang 7 ZBrush 7 Stata 3
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