Natalie Xiong

Natalie Xiong Email and Phone Number

PhD in Psychology|Master in Economics|Behavior Researcher|Data Scientist @ Shanghai Normal University
Singapore
Natalie Xiong's Location
Bellevue, Washington, United States, United States
About Natalie Xiong

Hello! I'm Natalie (Yu), and I’m passionate about using data to uncover insights that drive meaningful change. As a behavioral data scientist, I thrive on translating complex business challenges into clear, actionable solutions grounded in robust statistical methods and behavioral insights.My journey began with a fascination for understanding human behavior, which led me to research cultural comparisons, peer influences, adolescent motivation, and emotions. Over the past six years, I’ve honed my skills in longitudinal data methods and experimental studies, leading and managing diverse research projects. From surveys and experiments to observational studies, I’ve utilized various methods to analyze data and communicate complex scientific findings to audiences engagingly and understandably.In my year of industry experience, I had the opportunity to both manage and do hands-on work on data science projects that span forecasting, optimization, and experimental design to enhance revenue management in the hospitality industry.I love the challenge of diving into data, finding patterns, and turning them into actionable insights. My goal is to leverage my expertise to help organizations make informed decisions and achieve their objectives.My statistical skills include Machine learning (linear regression, classification algorithms); Statistical analytics (multivariate analysis, multi-level modeling, bayesian estimation, Poisson process); Econometrics (time series analysis); Psychometrics (measure validation, factor analysis)I am comfortable and proficient with R (e.g., glm2, Lavaan, ggplot2) and Python (e.g., NumPy, Pandas, and Scikit-learn) for model building and evaluation. To view my projects and more, please check the department website: https://psychology.illinois.edu/directory/profile/yuxiong3

Natalie Xiong's Current Company Details
Shanghai Normal University

Shanghai Normal University

View
PhD in Psychology|Master in Economics|Behavior Researcher|Data Scientist
Singapore
Website:
shnu.edu.cn
Employees:
517
Natalie Xiong Work Experience Details
  • Shanghai Normal University
    Shanghai Normal University
    Singapore
  • Apple
    Research Scientist
    Apple Jun 2024 - Present
    Seattle, Washington, United States
    Human-centered AI Research
  • Marriott Vacations Worldwide
    Senior Manager Of Data Science
    Marriott Vacations Worldwide Sep 2023 - Jun 2024
    Orlando, Florida, United States
    • Communicated with business stakeholders on finalizing data solutions to various types of business problems: forecasting, optimization, and experiment design• Spearheaded the team’s efforts in leveraging multiple data sources (local files, Oracle, AWS redshift, SPSS) with intensive data cleaning, data generation process understanding, data quality check, and data aggregation, ensuring its usability for ML modeling with business relevance.• Led data science efforts in forecasting booking curves to help inventory management, methods used include FB Prophet, Holt-Winters, GBDT(CatBoost, XGBoost), and Non-homogenous Poisson Process.• Initiated MLops efforts with hands-on work on data pipeline and facilitated implementation of ML models on the AWS platform, services used include Sagemaker, S3, and Redshift• Successful business presentation to non-technical stakeholders (CFO, VP level) on monthly updates of forecast project• Conduct survey analysis (Qualtrics platform) on key drivers for NPS (MANOVA, t-test), create data visualization (R, PowerBI) for customer satisfaction report, and provide action items
  • Carl R. Woese Institute For Genomic Biology
    Statistical Consultant
    Carl R. Woese Institute For Genomic Biology Mar 2024 - May 2024
    Remote
    • Provide biostatistical consulting with faculty, postdoctoral fellows, and graduate students working on the STRONG Kids 2 data set to determine the best analytical approaches.• Conduct Latent Class Mixture Modeling to find trajectory groups among children to characterize their obesity development• Perform multivariate multinominal logistic regression to identify predictors of different trajectory groups.• Write up the method and results section of manuscripts for publication.
  • University Of Illinois Urbana Champaign|Family Resiliency Center
    Statistical Consultant
    University Of Illinois Urbana Champaign|Family Resiliency Center May 2023 - Aug 2023
    Champaign, Illinois, United States
    • Data clean for STRONG Kids 2 program, a 7-year longitudinal transdisciplinary project on individual biology and family environment to understand healthy development.• Apply Latent Class Growth Mixture modeling and logistic regression to identify growth trajectories and risk factors
  • Riverbed Technology
    Data Scientist Part Time
    Riverbed Technology Jan 2023 - Mar 2023
    Remote
    • Worked on application performance monitoring data, including data clean, missing pattern analysis, K-means clustering, and cross-validation across multiple locations.• Collaborated with Aternity Insight team on developing survey tool and prototyping analytic modules for sentiment and marketing analyses.
  • Riverbed Technology
    Data Science Intern
    Riverbed Technology May 2022 - Aug 2022
    San Francisco, California, United States
    • Collaborated with product manager and engineering team on developing an ML product that aims to automatically find and fix IT problems for Riverbed’s customers, many of whom are fortune 500 companies.• Extensive experience with large queries on JSON type data extraction and processing, using Azure data explorer, KQL/SQL language, and Azure machine learning studio.• Assist in data engineering via developing Python scripts for data streaming from multiple data sources based on RESTful API• Implement time series algorithms, such as simple exponential smoothing, Holt-Winter forecasting, STL decomposition for anomaly detection.
  • University Of Illinois At Urbana-Champaign
    Early Math Learning Project | Quantitative Researcher
    University Of Illinois At Urbana-Champaign Aug 2018 - Jun 2022
    Urbana-Champaign, Illinois Area
    • Assisted in the implementation of a large-scale (over $1,900,000) experimental study funded by the National Science Foundation. Duties include running a 2×2 factorial design experiment: randomize 615 participants to 4 different conditions (1 control condition), drawing causal inference on the intervention effect of mindset by using appropriate statistical models (e.g., t-test, ANCOVA, linear mixed effect model)
  • University Of Illinois At Urbana-Champaign
    Adolescent Test Anxiety Across Countries Project | Independent Research
    University Of Illinois At Urbana-Champaign Aug 2019 - Dec 2021
    • Import a large dataset (536,177 students) using SPSS syntax and check the randomness of missing cases• Test measurement invariance of responses from 57 countries using factor analysis and the alignment method• Predict student’s test anxiety using Bayesian multilevel regression with rjags package in R
  • University Of Illinois At Urbana-Champaign
    American And Chinese Adolescent Peers Project | Independent Research
    University Of Illinois At Urbana-Champaign Aug 2017 - Jun 2021
    Champaign, Illinois, United States
    • Conduct network analysis with the nomination data (a one-to-many dataset) to identify peer clusters with matrix and R-igraph package• Quantify country difference in regression coefficients in the context of multiple-group analysis (e.g, path model, chi-square difference test) using Mplus
  • New Oriental Education & Technology Group
    Project Lead
    New Oriental Education & Technology Group Aug 2015 - Jun 2017
    Shenzhen, Guangdong, China
    Double hired by New Oriental Headquarters in Beijing as an excellent group trainer for subsidiary companies • Key member of New Oriental E-learning Program, developed online AP courses that is bestselling from 2015-2017 • Led the marketing team on 5 roadshows, worked with the product team on developing a training plan for new tutors, and achieved a 100% growth in revenue from AP project that year.
  • Fullgoal Fund Mangement Company
    Project Manager Assistant
    Fullgoal Fund Mangement Company Jun 2014 - Aug 2014
    Shanghai City, China
    Write strategies analysis report of fixed income with monthly & quarterly performance report for overseas clients. Work with other departments for company annuity bidding documents and prepare materials for the yearly examination from the Social Security Fund, China

Natalie Xiong Education Details

Frequently Asked Questions about Natalie Xiong

What company does Natalie Xiong work for?

Natalie Xiong works for Shanghai Normal University

What is Natalie Xiong's role at the current company?

Natalie Xiong's current role is PhD in Psychology|Master in Economics|Behavior Researcher|Data Scientist.

What schools did Natalie Xiong attend?

Natalie Xiong attended University Of Illinois At Urbana-Champaign, Nankai University, The Chinese University Of Hong Kong.

Not the Natalie Xiong you were looking for?

Free Chrome Extension

Find emails, phones & company data instantly

Find verified emails from LinkedIn profiles
Get direct phone numbers & mobile contacts
Access company data & employee information
Works directly on LinkedIn - no copy/paste needed
Get Chrome Extension - Free

Aero Online

Your AI prospecting assistant

Download 750 million emails and 100 million phone numbers

Access emails and phone numbers of over 750 million business users. Instantly download verified profiles using 20+ filters, including location, job title, company, function, and industry.