Wayfair logoCurrently an Extern @Wayfair·🟢 Open to work
Li Wan portrait

Aspiring Data-Driven Strategist

I'm currently honing my skills at Wayfair, focusing on AI Agent & Automation to make impactful decisions.

Work samples

Discover my work in operational strategy and analytics, showcasing my journey and the skills I've developed along the way.

  • Amazon Operational Strategy & People Analytics Externship
    Amazon Operational Strategy & People Analytics Externship
    Amazon logo

    Amazon · Jul 2026 · ✅ Verified by Extern

    Amazon Operational Strategy & People Analytics Externship

    Imagine shaping how AMAZON — yes, THE Amazon — welcomes and keeps its workforce. Every year, Amazon loses billions because new hires leave before Day 90. You’re going to fix that. In this externship, you’ll web scrape real-world employee reviews from across the web, extract actionable insights, and design persona-driven strategies to help Learning Ambassadors connect smarter, faster, and more humanely. It’s part research, part strategy—and all about learning how people data drives big decisions.

    Data AnalysisPythonStrategyOperations
  • Wayfair n8n AI Agent Engineering Externship
    Wayfair n8n AI Agent Engineering Externship
    Wayfair logo

    Wayfair · ✅ Verified by Extern · ⏱️ In progress

    Wayfair n8n AI Agent Engineering Externship

    Learn one of the most in-demand skills shaping the future of work: building AI agents. In this externship, you’ll step into the role of an AI Agent Developer and use n8n to design agents that think, plan, and act on real data — automating insights, decisions, and workflows. No coding experience required. By the end, you’ll create a live dashboard powered by your own AI agents, gaining hands-on experience that applies to any role or industry — from marketing and consulting to product management and data science.

    AI Workflow DesignAI Agent DevelopmentPresentation SkillsWeb Scraping & Data Extraction

About me

I'm currently honing my skills at Wayfair, focusing on AI Agent & Automation to make impactful decisions.

I am an aspiring professional currently gaining experience through an externship at Amazon in Operational Strategy and People Analytics. Eager to officially launch my career, I am passionate about leveraging data to drive strategic decisions and enhance operational efficiency.

Externships

Wayfair n8n AI Agent Engineering Externship

Wayfair

Experience

Research Analyst

University of California, San Francisco (UCSF) · Oct 2025 - Sep 2026

Wayfair - AI Agent & Automation Extern

Extern · Jul 2026 - Aug 2026

Amazon - People Analytics & Operations Strategy Extern

Extern · May 2026 - Jul 2026

Lead Orientation Leader

Berkeley International Office · Aug 2024 - Jul 2026

Data & Product Analyst Intern

Appa Health · Oct 2025 - Dec 2025

Scheduling & Front Desk Operations Staff

Berkeley City College · Oct 2021 - May 2023

Education

University of California, Berkeley

B.A. Data Science · Class of 2025

Skills

Data AnalysisOperational StrategyPeople AnalyticsProblem SolvingStrategic ThinkingAIAI Agent DevelopmentAI Workflow DesignAI-Driven InsightsAI Powered AnalyticsAR/VRArtificial IntelligenceChatGPTCanvaBusiness StrategyCampaign ManagementData ScienceData AnalyticsData VisualizationData Storytelling

✅ Verified by Extern

Amazon Operational Strategy & People Analytics Externship

Imagine shaping how AMAZON — yes, THE Amazon — welcomes and keeps its workforce. Every year, Amazon loses billions because new hires leave before Day 90. You’re going to fix that. In this externship, you’ll web scrape real-world employee reviews from across the web, extract actionable insights, and design persona-driven strategies to help Learning Ambassadors connect smarter, faster, and more humanely. It’s part research, part strategy—and all about learning how people data drives big decisions.

Data AnalysisPythonStrategyOperations

Overview

The externship produced a workforce map, cleaned and analyzed employee feedback from Glassdoor and YouTube, and built cohort-level summaries to prioritize interventions. Work included a role table, a cleaned review dataset, sentiment and keyword processing, root-cause mapping, cohort segmentation, and a pilot-ready intervention with a short pitch deck.

Amazon Operational Strategy & People Analytics Externship
Google Slides
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What I've accomplished

I produced a structured role spreadsheet, a cleaned CSV of employee feedback, sentiment-cleaning code and examples, a root-cause tree for Scheduling and Physical Exhaustion, a 139-review cohort segmentation with priority rankings, and a 5-slide pilot deck proposing a zone-led rest-point and break-entitlement cards.

Project breakdown

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✅ Verified by Extern · ⏱️ In progress

Wayfair n8n AI Agent Engineering Externship

Learn one of the most in-demand skills shaping the future of work: building AI agents. In this externship, you’ll step into the role of an AI Agent Developer and use n8n to design agents that think, plan, and act on real data — automating insights, decisions, and workflows. No coding experience required. By the end, you’ll create a live dashboard powered by your own AI agents, gaining hands-on experience that applies to any role or industry — from marketing and consulting to product management and data science.

AI Workflow DesignAI Agent DevelopmentPresentation SkillsWeb Scraping & Data Extraction

Overview

The externship taught AI agent development with n8n focused on generating visual outputs from prompts. The work set up agent workflows and produced concrete artifacts, including a production-style prompt for a premium Organic Modern rug moodboard that specified layout, lighting, color codes, lens guidance, material close-ups, and export constraints.

Wayfair n8n AI Agent Engineering Externship

What I've accomplished

I wrote a production-grade prompt that generated a premium Organic Modern rug moodboard, specifying layout, lighting, exact color codes, lens and shot guidance, material close-ups, and export constraints.

Project breakdown

During the n8n externship I created a Prompt Node that produced a detailed, photorealistic moodboard prompt. I specified layout, lighting, materials, color codes, camera perspectives, and panel composition, producing a single high‑resolution editorial moodboard prompt.

Google Docs
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The project combined Amazon and social scraping, AI-based attribute extraction, and generated visuals into a packaged trend report for shag rugs. I produced a Google Doc summary, a downloadable PDF report, and a recorded walkthrough video.

Google Docs
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