Curriculum Vitae
Last updated August 2025
Education
PhD in Statistics 2024 – 2029 (Expected)
Carnegie Mellon University, Pittsburgh, PA
BA in Mathematics and Philosophy May 2024
Pomona College, Claremont, CA
- Graduated magna cum laude and with departmental honors (GPA: 3.99/4.00)
Publications and Papers
Peer-reviewed Articles
Colando, S., Schulz, D., Hardin, J. Selecting ChIP-Seq Normalization Methods from the Perspective of their Technical Conditions, Briefings in Bioinformatics, 2025. https://doi.org/10.1093/bib/bbaf431
Colando, S. & Hardin, J. Philosophy within Data Science Ethics Courses, Journal of Statistics and Data Science Education, 2024. https://doi.org/10.1080/26939169.2024.2394542
In Progress
- Colando, S., Franke, E., Reinhart A., Analyzing Statistics Students’ Writing Before and After the Emergence of Large Language Models. In progress.
Research Experience
Pomona College Department of Mathematics and Statistics
Research Assistant to Dr. Johanna Hardin May 2022 – Aug 2025
- Analyzed between-sample normalization techniques by their technical assumptions to improve differential binding analysis practices for ChIP-Seq and similarly structured types of high-throughput data
- Created reproducible ChIP-Seq read count simulations using R, Bash, and high-performance computing to examine how violating normalization method assumptions impacts the false discovery rate and power of identifying genomic regions with true differential DNA occupancy.
Data Science Ethics Independent Project (Supervisor: Dr. Johanna Hardin) May – Oct 2023
- Synthesized resources and pedagogies of existing Data Science Ethics undergraduate courses to connect key ethical concepts to data science practices
- Created a website to effectively communicate data science ethics concepts and relevant background information to a broad community of decision-makers
- Aided in Pomona College’s development of an ethics course for the recently approved data science minor
Carnegie Mellon University Department of Statistics and Data Science
Research Assistant to Dr. Ron Yurko May – Aug 2023
- Performing mixture-model clustering analysis to discover trends in movement patterns for injured racehorses
- Identifying horses who under-raced through residual analysis of a created expected race count model
- Engaged in 8 weeks of lectures about popular statistical analysis techniques, data engineering, and novel data science methodologies employed in sports analytics
Self-Directed Project
Data Analysis and Visualization CreatorJan 2021 – May 2024
- Conducting exploratory data analysis in R to improve data visualization and communication skills every week using data provided by the “R for Data Science” Online Learning Community
- Helping students new to R become more familiar with the programming language and troubleshoot errors in 2-hour Pomona TidyTuesday workshop offered each week
University of California, San Diego Halıcıoğlu Data Science Institute
Intelligence, Data, Ethics, and Society (IDEAS) Summer Institute Participant Aug 2023
- Participated in workshops taught by experts in domains like data science, AI, philosophy, and law to improve critical and interdisciplinary thinking on data science and AI ethics topics
- Collaborated with three other students on a two-week research project, examining practical methods of implementing responsible data science and AI practices in a California wildfire resource allocation algorithm
University of Michigan School of Public Health
Big Data Summer Institute Research Assistant to Dr. Nikola Banovic June – Aug 2022
- Collaborated with three other students to implement a partially Bayesian neural network to quantify and communicate prediction uncertainty in a supervised brain tumor segmentation model via Python’s PyTorch and TensorFlow packages
- Participated in 6 weeks of lectures about ethical data collection practice in healthcare, probability and statistical theory, and the ethical implications of using statistics and computer science methods in healthcare settings
Teaching Experience
Carnegie Mellon Department of Statistics and Data Science
Graduate Teaching Assistant
- 36-707: Regression Analysis (Fall 2025)
- Carnegie Mellon Sports Analytics Camp, co-led four lectures (Summer 2025)
- 36-226: Introduction to Statistical Inference, Head TA (Spring 2025)
- 36-600: Overview of Statistical Learning and Modeling (Fall 2024)
Pomona College
Course Mentor and Grader
- MATH158: Statistical Linear Models (Spring 2024)
- MATH058B: Introduction to Biostatistics (Spring 2023)
- MATH060: Linear Algebra (Fall 2021)
- MATH030: Calculus I, Grader Only (Spring 2021)
- ID001: First-year Interdisciplinary Seminar: I Disagree (Fall 2023)
- BIOL040: Introductory Genetics with Lab (Fall 2022)
1-2-1 Summer Bridge Program Teacher’s Assistant (Summer 2021)
- Led 1.5-hour meetings, twice per week, for three small cohorts of incoming Pomona College students
- Organized group bonding by preparing icebreakers and virtual games for 40+ students in the program
- Mathematical concepts taught: logic, statistics, calculus I and II, combinatorics, and number theory
Presentations
- Colando, S. & Franke, E., “Analyzing Statistics Students’ Writing Before and After the Emergence of Large Language Models” (poster), United States Conference on Teaching Statistics, July 2025
- Franke, E. & Colando, S. “Teaching Data Cleaning and Wrangling with R’s data.table Package” (poster), United States Conference on Teaching Statistics, July 2025
- Colando, S. “Predicting Avoidance Ties within Social Networks (ADA Progress Update)”, Networkshop Research Group, Carnegie Mellon University, March 2025
- Colando, S. & Franke E. “Computational Efficiency of R’s data.table Package”, StatBytes, Carnegie Mellon University, March 2025
- Colando, S. & Hardin, J. “Philosophy within Data Science Ethics Courses”, CAUSE Webinar Series, October 2024
- Colando, S., Pipping, J., Wilson K. “Clustering Race Horse Movement Profiles to Discover Trends in Injured Horses”, Carnegie Mellon Sports Analytics Conference 2023, November 2023
- Colando, S. “Analyzing Data Science Ethics Pedagogies”, Claremont Center for Mathematical Sciences Poster Session, September 2023
- Colando, S. “Analyzing Data Science Ethics Pedagogies”, Intensive Summer Experience Symposium, September 2023
- Colando, S., Pipping, J., Wilson K. “Clustering Race Horse Movement Profiles to Discover Trends in Injured Horses”, Summer Undergraduate Research Experience (SURE) 2023 Project Showcase, July 2023
- Colando, S. Panelist for “Pomona Funded Summer Experiences Informational Session”, Family Weekend, October 2022
- Colando, S. “Analyzing ChIP-Seq Normalization Techniques through the Lens of their Biological Assumptions”, Intensive Summer Experience Symposium, September 2022
- Colando, S. “Analyzing ChIP-Seq Normalization Techniques through the Lens of their Biological Assumptions”, Claremont Center for Mathematical Sciences Poster Session, September 2022
- Chu, C., Colando, S., Nandi, D., Serrano, X. “Quantifying Uncertainty in a Tumor Segmentation Model”, A Symposium on Big Data, Human Health, and Statistics. July 2022
Grants
Colando, S. Graduate Student Fellowship 2025-2027
Amount: $6,000 per year
Funder: Institute of Complex Social Dynamics, Carnegie Mellon UniversityColando, S. & Franke, E. Travel Grant 2025
Amount: $500
Funder: StatBytes, Carnegie Mellon Department of Statistics and Data ScienceColando, S. & Franke, E. data.table Ambassador Travel Grant 2025
Amount: $2,700
Funder: National Science Foundation (Award Abstract: #2303612)
Leadership and Service
Carnegie Mellon Department of Statistics and Data Science
TeachStat Working Group, Mentorship Committee, Mentor for Undergraduates Aug 2024 – Present
Pomona College Department of Philosophy
Search and Selection Committee Member Aug 2023 – Mar 2024
Pomona-Pitzer Athletics
Varsity Women’s Cross Country Team Captain Aug – Nov 2023
Honors and Awards
- Passed First-Year PhD Data Analysis Exam with Distinction, Statistics and Data Science Department, Carnegie Mellon University 2025
- Blair Nixon Award, Pomona College 2024
- Bruce Jay Levy Senior Prize, Department of Mathematics and Statistics, Pomona College 2024
- W.T. Jones Prize in Philosophy, Department of Philosophy, Pomona College 2024
- Phi Beta Kappa, Southern California Chapter 2024
- Sigma Xi, Claremont Colleges Chapter 2024
- Pomona College Scholar 2020 – 2024
- Cross Country and Track and Field Varsity Letter Recipient, Pomona-Pitzer Athletics 2020 – 2024