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I am Osman Lin, building practical experience

I turn early career experience into clear, usable work—projects and skills that show what I can do next.

Work samples

A short collection of projects and tasks that reflect my skills, learning, and the outcomes I produced during early career work.

  • Moisturizer Pump Bottle Waste-Reduction Design
    Moisturizer Pump Bottle Waste-Reduction Design

    Built and evaluated three bottle prototypes to improve product extraction and reduce moisturizer waste. Recorded and analyzed dispensing results in Microsoft Excel by comparing bottle weights before and after use. Validated a silicone-scraper design that left 0.30 oz of moisturizer, 57% less than the sloped-bottom prototype.

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

    Amazon · ✅ Verified by Extern · ⏱️ In progress

    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

About me

I turn early career experience into clear, usable work—projects and skills that show what I can do next.

I am Osman Lin. I have some work experience and I am exploring the next steps in my career, building skills and projects that show what I can do.

Externships

Amazon Operational Strategy & People Analytics Externship

In progress

Experience

Biomechanical Research Assistant

New York Institute of Technology · June 2026 – August 2026

Summer Camp Counselor

Great Neck Public Schools · June 2024 – August 2024

Education

Purdue University, School of Engineering

Bachelor of Engineering, Industrial Engineering, GPA 3.5/4.0 · Class of 2029

Skills

Early career project workSkill building and learningPractical problem solving

Moisturizer Pump Bottle Waste-Reduction Design

Built and evaluated three bottle prototypes to improve product extraction and reduce moisturizer waste. Recorded and analyzed dispensing results in Microsoft Excel by comparing bottle weights before and after use. Validated a silicone-scraper design that left 0.30 oz of moisturizer, 57% less than the sloped-bottom prototype.

Microsoft Excel
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✅ Verified by Extern · ⏱️ In progress

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 examined retention at Amazon fulfillment centers by collecting and analyzing employee feedback and public reviews. The work combined web-scraped review data with qualitative analysis to surface patterns related to onboarding and early turnover. Outputs included clustered employee personas and prioritized findings drawn from the review corpus.

Amazon Operational Strategy & People Analytics Externship

What I've accomplished

I produced a structured workforce map of fulfillment center positions, detailing each role's responsibilities and clarifying where Learning Ambassadors sit in the hierarchy and their duties for training and safety.

Project breakdown

I reviewed role descriptions and produced a structured workforce map of fulfillment center positions, noting responsibilities like training and safety for Learning Ambassadors and clarifying each role's place in the hierarchy.

Google Sheets
Access
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