Kaming Yip

Experience

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  Burson-Marsteller

  Apr 2018 - Aug 2018

  Finance Intern

  • Improved in-house models using MS Excel (pivot table, vlookup, Macros) and ERP system (Maconomy) to construct standardized databases for company budget and expense data, improving filing and reporting time by 20%.• Constructed monthly P&L and expense statements with revenues up to $1M/month, compiling financial solutions and analyzing marketing project profitability for 100+ clients and vendors.• Composed standardized financial statements and visualized capitalization dashboard to dynamically track company’s financial conditions, reducing the error rate by 10% from previous quarter. Show less

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  Boston University

  Sept 2019 - Jul 2021

  • Designed Qualtrics surveys collecting and synthesizing 3K+ data points from experienced nurses to identify significant features for patient task prioritization with regression models.• Conducted EDA to visualize the underlying patterns and behaviors in the patient care processes.• Analyzed different priority schemes to assess the impacts of feature selection and allocation on clinical operations.• Developed a decision support system (DSS) in Python with statistical modeling, Monte Carlo simulation, and ML classifiers (Logistic Regression and Random forest) to predict dynamic priority score of patient tasks.• Consulted for Henkel Corporation with TIS Help Desk, analyzed 14K+ B2B customer behavior data, and developed an interactive DSS with Excel and Python to optimize workforce capacity and enhance service performance. Show less • Organized teaching activities for 50+ Business Analytics students to craft customized and advanced visualization into 10+ types of configurations using ggplot2 package in R.• Launched text mining materials (tokenization, sentiment analysis, word cloud, etc.) to analyze neighborhood descriptions and customer reviews on 3K listing Seattle Airbnb properties.• Tutored and mentored students in applying up to 10 supervised & unsupervised ML algorithms to perform predictive analysis and pattern detection in structured and unstructured data. Show less

  • Research Assistant

    Jan 2020 - Jul 2021

  • Data Mining Graduate Teaching Assistant

    Jan 2020 - May 2020

  • Operations Management Graduate Teaching Assistant

    Sept 2019 - Dec 2019
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  Deutsche Bank

  Jul 2021 - Jul 2023

  Anti-Financial Crime (AFC) Data Scientist