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Work Background
AirbnbSenior Data Scientist - Forecasting
Aug. 2021 - Sep. 2022
Avery DennisonData Scientist
Oct. 2018 - Apr. 2021Los Angeles Metropolitan AreaLead data scientist for innovative proofs of concept and projects using a variety of statistical and machine learning techniques for prediction and clustering (Deep Learning, Neural Networks, XGBoost, Feature Selection/Engineering, linear modeling, forecasting, time series analysis, anomaly detection, mixture models, K-means). Led ideation/use case definition, data integration, data preparation, model development, and model deployment), ensuring satisfaction of business case goals and delivering understandable results that could easily be shared with leadership and non-technical individuals. Initiatives include: Manufacturing for the Future (downtime reduction), Customer Clustering and Anomaly Detection, Market Segment Prediction, and other ad hoc models/analysis
Centraal Bureau voor de StatistiekMaster's Thesis
Sep. 2017 - Oct. 2018“Modeling errors in linked survey and administrative data”
The differences in reported values between two sets of data were measured and modeled using clustering models (mixture models) and Hidden Markov models in R (GPU processing with CUDA) and Python . Models were used to predict how future measures may be distributed and when errors are likely to occur which was corroborated and stress tested using simulations.
Centraal Bureau voor de StatistiekResearch Intern
Mar. 2017 - Aug. 2017Leidschenveen, Den Haag, South Holland Province, Netherlands
Leiden UniversityStatistics Teaching Assistant
Sep. 2016 - Dec. 2017
Upton Park FinancialAssociate Project Manager
May. 2013 - Jul. 2015Greater Los Angeles AreaCo-Lead the development of medical receivables investment which required researching (labor code- SB863, legal journals and criticism, case law, medical journals, etc.), organizing (finding and training support staff, scrubbing data, evaluating software to help facilitate best practices), initiating (opening a new office, creating work flows, learning and teaching a new proprietary software) and analyzing [cash flow analyses, statistical analyses of AR (using Excel and R), and quality assurance]. This position required me to engage in a range of different capacities, wherever and doing whatever was required on the day to day.
Loyola Marymount UniversityUndergraduate Research Assistant
May. 2013 - May. 2014Los Angeles, CaliforniaAs a research assistant for a social psychology professor, my responsibilities lead me to be engaged in research, helped develop my data analytical abilities (primarily in SPSS), introduced me to physiological equipment and software, and enhanced my writing in APA style.
Loyola Marymount UniversitySenior Leadership Council Member
Aug. 2012 - May. 2013The students chosen for the Senior Leadership Council were selected from the top 10% of the senior class based on their exceptional service and leadership contributions to the university. As members of the council, we were tasked with planning and informing our senior peers about events, volunteer opportunities, and responsibilities as alumni.
Center for the Study of Los AngelesStudent Researcher
Aug. 2012 - Dec. 2012Los Angeles, CaliforniaApplied theories on racial and ethnic voting behaviors to the study of the 2012 presidential election, which required researchers to investigate voting behaviors for a specific racial, ethnic, or gender group, predict outcomes based on these patterns, work with lead researchers to create survey questions, collect exit polling data on election day, enter polling data using Qualtrics, analyze data using descriptive and light inferential statistics in SPSS, collate into a final report on methodologies, prediction outcomes, and possible explanations of voting behavior.
Scripps Networks InteractiveResearch Intern
Jan. 2011 - Jan. 2011Greater Los Angeles AreaIn my time at Scripps, I assisted Account Executives in developing a portfolio of potential advertisers for the HGTV and DIY networks. I devoted my time towards building a holistic advertising plan that included potential leads, demographics surrounding those leads, evidential market research (from MRI), and ideas for marketing campaigns. This research was then presented to the HGTV/DIY West Coast Ad Sales team and later used as a sales tool.
Upton Park FinancialAnalyst
May. 2010 - May. 2013Greater Los Angeles AreaAnalyzed investment contracts to parse and analyze specifics against known market internal rates of return and efficient model analysis based on VBT table, valuated in batches for increased investment information using proprietary software (Milliman) to normalize expected ROI over time, formulaic excel analyses to model shadow account performance, Milliman, some Visual Basic (using Microsoft Access databases), Data Gathering, HIPAA Compliance.
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