# Full Layout Example

> **Note:** The HTML `div` tags in this example are for PDF rendering only. During Phase 3–4 (review and confirmation), output plain text without any HTML tags. Tags are added in Phase 5 when generating the export file.

# ZHANG Yuhan
> Phone: +86 13800138000 | Email: zhangyh@example.com

## EDUCATION
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    <p><strong>Lakeside University</strong></p>
    <p><strong>Hangzhou, China</strong></p>
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    <p><em>BSc Applied Mathematics</em></p>
    <p>Sep 2021 - Jun 2025</p>
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- GPA: 3.82/4.00 (Top 5%)
- Core Courses: *Mathematical Modeling (A+), Statistical Machine Learning (A), Numerical Analysis (A), Financial Mathematics (A-), Python for Data Science (A)*


## AWARDS
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    <p><strong>Outstanding Graduate Award - Lakeside University</strong></p>
    <p>Jun 2025</p>
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    <p><strong>First Prize for Excellent Study Scholarship</strong></p>
    <p>Jun 2024</p>
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## RESEARCH EXPERIENCES
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    <p><strong>Research on the mechanism and countermeasures of digital finance</strong></p>
    <p><strong>Hangzhou, China</strong></p>
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    <p><em>Team Member</em></p>
    <p>Dec 2024 - Present</p>
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- Collected over 400 articles related to digital finance and the new quality productivity of enterprises from CNKI and Web of Science.
- Classified and summarized the literature, sorted out the research context and cutting-edge trends, and formed a comprehensive literature review to support team members.
- Utilized Excel and STATA to clean, verify and analyze the original data collected from CSMR to ensure data quality and availability.


## INTERNSHIP EXPERIENCES
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    <p><strong>Brightwave Data Analytics Co., Ltd.</strong></p>
    <p><strong>Hangzhou, China</strong></p>
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    <p><em>Data Science Intern</em></p>
    <p>Jan 2025 - Mar 2025</p>
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- Developed Python scripts for automated data cleaning of 1M+ e-commerce records using Pandas and NumPy.
- Created customer segmentation model using K-means clustering (scikit-learn), improving marketing campaign ROI by 18%.
- Designed interactive dashboards in Tableau visualizing sales trends and inventory metrics for management reporting.
- Optimized SQL queries, reducing report generation time by 40% through query restructuring and indexing.


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    <p><strong>Eastport Commercial Bank (Hangzhou Branch)</strong></p>
    <p><strong>Hangzhou, China</strong></p>
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    <p><em>Quantitative Analysis Intern</em></p>
    <p>Jan 2024 - Feb 2024</p>
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- Backtested volatility forecasting models (GARCH, EWMA) using historical FX rate data.
- Assisted in developing risk assessment framework for SME loan applications using logistic regression.
- Prepared weekly market analysis reports incorporating technical indicators and econometric models.
- Automated data collection process from Bloomberg Terminal using Python APIs.


## PROJECT EXPERIENCES
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    <p><strong>Stock Price Prediction Using LSTM Neural Networks</strong></p>
    <p>Jan 2024 - Feb 2024</p>
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- Engineered LSTM model in TensorFlow/Keras to predict NASDAQ-100 index movements.
- Preprocessed 10 years of historical data (OHLCV) using technical indicators as features.
- Achieved 7% RMSE improvement over benchmark ARIMA model through hyperparameter tuning.


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    <p><strong>National Mathematical Contest in Modeling</strong></p>
    <p>Jul 2023 - Aug 2023</p>
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- Provincial First Prize (Top 5%) — Problem: Optimizing Pasture Grazing Strategies.
- Developed differential equation model simulating grass growth-livestock interaction.
- Implemented genetic algorithm in MATLAB to determine optimal stocking rates.


## CAMPUS ACTIVITIES
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    <p><strong>Applied Sciences Class Committee</strong></p>
    <p><strong>Hangzhou, China</strong></p>
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    <p><em>Organizing Committee</em></p>
    <p>Jan 2025 - Mar 2025</p>
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- Assisted the League Secretary in successfully planning and organizing more than 25 League Day and branch committee activities.
- Coordinated daily class management, working closely with counsellors and class leaders to ensure smooth operation of class activities.
- Conveyed school notices, provided feedback on students' needs, and helped maintain a positive class atmosphere.


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    <p><strong>Student Dormitory Management Committee</strong></p>
    <p><strong>Hangzhou, China</strong></p>
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    <p><em>Head of Media Integration Department</em></p>
    <p>Jan 2024 - Feb 2024</p>
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- Managed official WeChat public account operations, publishing updates and resolving student inquiries.
- Gathered materials and contributed to creating over ten posts, achieving cumulative readership of 5,000+.


## EXTRACURRICULAR ACTIVITIES
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    <p><strong>Public Welfare Volunteer Service Team</strong></p>
    <p><strong>Hangzhou, China</strong></p>
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    <p><em>Volunteer Member</em></p>
    <p>Dec 2024 - Feb 2025</p>
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- Participated in organizing community public welfare programs, benefiting over 300 local residents.
- Collaborated on planning volunteer activities and schedules, ensuring efficient implementation.
- Contributed to fundraising efforts, assisting in collecting over 10,000 RMB in donations and materials.


## SKILLS
- **Languages**: English (IELTS 7.5), Mandarin (Native)
- **Programming**: Python (NumPy, Pandas, SciPy, Scikit-learn), MATLAB, SQL, R
- **Tools**: LaTeX, Tableau, TensorFlow, Git, Microsoft Office Suite
- **Hobbies**: Basketball