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Selected Work Experience
Data Scientist ⋯ 2020-Present, Apple, Cupertino, CA
Develop descriptive data products that provide decision support for the Finance business units.
Senior Data Scientist ⋯ 2019-2022 Research and Development, Biogen Inc., Cambridge, MA
Lead analytical programming activities pertaining to biomarker data, clinical data, genomic data and other types of data analysis outside the typical analysis required for a clinical study report.
Develop/maintain clinical tools involving the R shiny package and/or other statistical methods in support of enrollment into clinical trials of neurological diseases. Some of the statistical tools developed and/or contributed:
SPARK: interactive statistical tool made in Shiny to further the clinic research study SPARK that investigates the effectiveness of a potential drug to treat Parkinson’s disease.
tidyCDISC: Shiny application to facilitate the creation of custom tables and figures from ADaM datasets (Github repo). The app was the 2020 RStudio Table Contest runner-up.
MMR Reporting Tool: Shiny application for medical monitoring, reviewing, and reporting.
Assay CV Calculation: tool developed in Shiny to calculate inter and intra assay CVs, and other relevant statistics.
Risk Assessment Application: interactive web application that provides a front end for a collection of metrics for R packages via the riskmetric package. The app is aimed to help in the validation of R packages in the context of regulated industries (GitHub repo).
In-Vivo ANOVA Application: statistical Shiny tool to help users perform exploratory analysis, assumption checks, ANOVA, multiple comparison, and power analysis.
RStudio Internship ⋯ Summer 2019 RStudio, Boston, MA
Project: Develop a modeling package (applicable) in R to demonstrate different methods to measure how much a new data point is an extrapolation from the original data. This project builds on applicability domain methods from computational chemistry to create functions that can be included in a dplyr pipeline to perform statistical checks on data in production
Mentor: Max Kuhn (RStudio Summer Interns).
Researcher ⋯ 2015 & 2013 University of Hawai’i at Hilo, HI
Conducted research in factorization theory as an undergraduate student and returned to the program two years later to guide/instruct a team of undergraduate students throughout the research process. Presented the findings of these two summers at the Joint Mathematics Meetings of January 2014 and 2016.
Selected Presentations
Conference: rstudio::global(2021)
Presenting: “Risk Assessment Tools: R Validation Hub Initiatives” (Workshop Site)
Recorded Video: RStudio - R in Pharma Session
Conference: R/Pharma - 2020
Workshop: “Implementing a Risk-based Approach to R Validation” (Workshop Site)
Cohost: Andy Nicholls
Recorded Video: YouTube Link
Conference: International Conference on Mathematics and Statistics - 2020
Location: American University of Sharjah, Sharjah, UAE
Presenting: “When is a Puiseux Monoid Atomic?” (arXiv)
Research Retreat: NSF-AGEP Research Exchange Retreat - 2019
Location: Stanford University, Stanford, CA
Presenting: “Applicability Domain in Data Science” (presentation)
Conference: R/Pharma - 2019
Location: Harvard University, Cambridge, MA
Presenting: “This one is not like the others: Applicability Domain methods” (presentation)
Conference: AMS Joint Central and Western Sectional Meeting: “Factorization and arithmetic properties of integral domains and monoids” - 2019
Location: University of Hawaii at Manoa, Honolulu, HI
Presenting: “Cyclic rational semirings”
Conference: INdAM meeting: International meeting on numerical semigroups - 2018
Location: Cortona, Italy
Presenting: “On the Molecules of Puiseux Monoids”
Conference: MSRI Infinite Possibilities Conference - 2018
Location: Howard University, Washington, DC
Presenting: “On the Atomicity of Monotone Puiseux Monoids”
Conference: Joint Mathematics Meetings - 2016
Location: Washington State Convention Center, Seattle, WA
Presenting: “On the Catenary Degree of Numerical Monoids Generated by a Generalized Arithmetic Sequence”
Selected Research Papers
Atomicity and boundedness of monotone Puiseux monoids with F. Gotti, Semigroup Forum, 96(3), pp. 536–552, 2017, doi:10.1007/s00233-017-9899-9
On the local k-elasticities of Puiseux monoids, International Journal of Algebra and Computation, 29(01), pp. 147-158, 2019, doi:10.1142/S0218196718500662
How do elements really factor in \(Z[\sqrt{-5}]\)? with S. T. Chapman and F. Gotti, In: Advances in Commutative Algebra, pp. 171-195, 2019, Eds. A. Badawi and J. Coykendall, Springer Trends in Mathematics, Birkhäuser, Singapore, doi:10.1007/978-981-13-7028-1
On the molecules of numerical semigroups, Puiseux monoids, and Puiseux algebras with F. Gotti, Numerical Semigroups (Eds. V. Barucci, S. T. Chapman, M. D’Anna, and R. Fröberg), Springer INdAM Series, Vol. 40, Switzerland, 2020, arXiv:1702.08270
Factorization invariants of Puiseux monoids generated by geometric sequences with S. T. Chapman and F. Gotti, Communications in Algebra, Vol. 48 (2020) 380–396, doi:10.1080/00927872.2019.1646269
Atomicity and density of Puiseux monoids with M. Bras-Amoros, Communications in Algebra, Vol. 49 (2021) 1560-1570, doi:10.1080/00927872.2020.1840574
Other Professional Activities
RStudio Certified Shiny Instructor (site).
Rstudio Certified Tidyverse Instructor (site).
Teaching assistant for the Intro to Machine Learning with Tidymodels workshop by Alison Hill at R/Medicine 2020.
Teaching assistant for the Applied Machine Learning workshop by Max Kuhn at the rstudio::conf 2020.
Co-organizer of FWIMD: Florida Women in Mathematics Day, 2020.
Executive committee member of the R Validation Hub.
Teaching assistant for the Machine Learning workshop led by Max Kuhn at R/Pharma 2019.
Created compendium of solutions for the Mastering Shiny book by Hadley Wickham (GitHub).
Teaching
Student Assistant - Spring 2012 MAS2202 - Intro. to Number Theory Santa Fe College, FL
Teaching Assistant - Fall 2014 MAC2311 - Calculus University of Florida, FL
Teaching Assistant - Spring 2015 MAC2311 - Calculus University of Florida, FL
Adjunct Assist. Prof. - Summer 2016 MAC1105 - College Algebra Santa Fe College, FL