Natalie Xiong Email and Phone Number
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
Shanghai Normal University
View- Website:
- shnu.edu.cn
- Employees:
- 517
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Shanghai Normal UniversitySingapore -
Research ScientistApple Jun 2024 - PresentSeattle, Washington, United StatesHuman-centered AI Research -
Senior Manager Of Data ScienceMarriott Vacations Worldwide Sep 2023 - Jun 2024Orlando, 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 -
Statistical ConsultantCarl R. Woese Institute For Genomic Biology Mar 2024 - May 2024Remote• 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. -
Statistical ConsultantUniversity Of Illinois Urbana Champaign|Family Resiliency Center May 2023 - Aug 2023Champaign, 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
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Data Scientist Part TimeRiverbed Technology Jan 2023 - Mar 2023Remote• 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. -
Data Science InternRiverbed Technology May 2022 - Aug 2022San 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. -
Early Math Learning Project | Quantitative ResearcherUniversity Of Illinois At Urbana-Champaign Aug 2018 - Jun 2022Urbana-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) -
Adolescent Test Anxiety Across Countries Project | Independent ResearchUniversity 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 -
American And Chinese Adolescent Peers Project | Independent ResearchUniversity Of Illinois At Urbana-Champaign Aug 2017 - Jun 2021Champaign, 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 -
Project LeadNew Oriental Education & Technology Group Aug 2015 - Jun 2017Shenzhen, Guangdong, ChinaDouble 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. -
Project Manager AssistantFullgoal Fund Mangement Company Jun 2014 - Aug 2014Shanghai City, ChinaWrite 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
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Developmental And Child Psychology -
Economics And Psychology -
Economics
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.
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