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Basics
| Name | Alyssa Player |
| Label | Data Scientist |
| alyssa18player@gmail.com | |
| Phone | (857) 318-1936 |
| Url | https://alyssaplayer.github.io/ |
| Summary | Data scientist with a diverse research background, bringing hands-on experience in high-throughput experimental data, statistical modelling, and innovation to quantitative problem-solving. Pursuing an MS in Data Science to transition into analytics- and research- driven roles in technology, media, and entertainment |
Work
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2024.07 - Present Research Technician
California Institute of Technology
Research and laboratory management for the Beacon Opto-Fluidic Platform.
- Execute high-throughput antigen reactivity screening (~20k samples/run) on the Beacon Opto-Fluidic System, contributing to discovery of novel therapeutic candidates
- Build and manage JavaScript-automated data-entry templates in Google Sheets/Excel, saving a 3-person team ~3 hours per session and substantially reducing data entry errors
- Produce data visualizations and scientific graphics for manuscripts, academic posters, and the Beacon Center web platform using Prism, BioLegend tools, Adobe Illustrator, Photoshop, and PowerPoint
- Serve as primary client contact, facilitating biweekly meetings and translating findings into actionable project updates
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2022.02 - 2024.05 Research Assistant
Vantuna Research Group, Occidental College
Undergraduate Research Assistant and Student Mentor.
- Completed an independent Honors Thesis applying GLMMs and BACIP models in R to analyze climate-threatened reef species across the Southern California Bight
- Processed and performed QA/QC on a 20-year longitudinal dataset for government-funded reef monitoring projects, producing annual ecosystem performance reports
- Mentored 5-10 new students per semester in experimental design and data collection
- Trained on substrate population transects on SCUBA to collect field data for annual quantitative population surveys
- Collaborated with the Discovery Bay Marine Lab, Jamaica as a Richter Trust Scholar on a two-week data collection trip for an ongoing reef monitoring/ coral restoration project to observe annual organismal growth and recruitment to the reefs
Education
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2025.09 - 2026.12 Remote / Boston, MA
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2020.08 - 2024.05 Eagle Rock, CA
Certificates
| Google Data Analytics | ||
| Coursera | 2025-08-26 |
Volunteer
Publications
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2027 Artificial reef models provide refuge habitat to keystone echinoderms against climate stressors [Manuscript in preparation]
Lead-author study evaluating whether Palos Verdes Reef, California's first offshore in situ restoration reef, provides refuge habitat for sea stars and urchins recovering from the 2014–2016 wasting disease event, using 17 years (2008–2025) of SCUBA survey data to perform GLMMs and progressive-change BACIPS analyses in R. Preliminary results suggest giant sea stars and urchins recovered more strongly at the restoration reef and adjacent sites than at marine protected areas and reference reefs, with relief and substrate shaping density differently across eras.
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2026.10.13 A mosaic RBD-nanoparticle pan-sarbecovirus vaccine elicits nanobodies that target highly conserved epitopes
bioRxiv
Contributed Beacon single-cell screening assays and nanobody characterization (cloning, ELISA, protein expression) to a study identifying llama nanobodies that target conserved RBD epitopes. Lead nanobodies neutralized SARS-CoV-2 variants of concern and zoonotic sarbecoviruses, showing potential for broadly protective therapeutics.
Projects
- 2026.05 - 2026.08
Predicting Customer Satisfaction (Olist)
Application of varied machine learning techniques to data from the e-commerce platform, Olist, to predict customer satisfaction from different features.
- KNN Regression
- Gradient Boosting Classification
Skills
| ML & Statistics | |
| Scikit-learn | |
| Supervised & Unsupervised Learning Models | |
| PCA & Dimensionality Reduction (PCR/PLSR) | |
| Regularized Regression (Lasso, Ridge, ElasticNet) | |
| Ensemble Methods (Random Forest, Gradient Boosting) | |
| Classification (Logistic Regression, SVM, KNN) | |
| Clustering (K-Means, DBSCAN, HAC) | |
| Model Evaluation & Hyperparameter Tuning |
| Data Visualisation | |
| Seaborn | |
| Matplotlib | |
| Tableau | |
| Statistical Modelling | |
| Adobe Illustrator | |
| GraphPad Prism |
| Languages & Tools | |
| Python | |
| R (R-Studio) | |
| SQL | |
| HTML | |
| JavaScript | |
| Git/GitHub | |
| VS Code |
| Biology | |
| Experimental Design | |
| Biostatistics | |
| Biological Data Analysis | |
| Population Density Studies | |
| Field Research |
Awards
- 2024
Marty Morton and Maria Pereya Award for Integrative Approach to Organismal Research
Occidental College, Biology Department
Awarded annually to an Oxy Biology student whose research and work exemplify an integrative approach to the study of organisms.
- 2024
Richter Scholar for Research Abroad
Occidental College, Biology Department
A competitive grant funding international research projects for students to promote scholarly merit and cross-cultural engagement. '
- 2023
Sarah H. Roberts '68 and David H. Roberts '67 Annual Research Fellow in the Natural Sciences
Occidental College, Biology Department
Awarded annually to an Oxy Biology student whose research takes an innovative and outstanding approach
- 2023
Academic Student Project Spring
Occidental College, Undergraduate Research Center
A grant awarded to Oxy students to fund an independent research project throughout the academic term'
- 2023
Undergraduate Research Center Summer Research Program
Occidental College, Undergraduate Research Center
Funding awarded to Oxy students to support 8-weeks of an independent research project
Languages
| English | |
| Fluent |
| Spanish | |
| Beginner |
| Tagalog | |
| Beginner |
References
| Dr Kate Malecek | |
| Supervisor at the Beacon Center for Single Cell Biology, California Institute of Technology |
| Dr Jennifer Keeffe | |
| Supervisor at the Björkman Lab, California Institute of Technology |
| Chelsea Williams | |
| Mentor and Collaborator at the Vantuna Research Group, Occidental College |