Examples
47 projects from 2 programs. Carleton started the DataSquad model, so it has the longer record: its program is older and has had more students.
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Election news analysis: collecting transcripts from campaign-season coverage
A scraper built and improved by students over several years to gather news transcripts from presidential election periods for a political science research project.
- Program
- Carleton College
- Status
- Current
- For
- Political Science Department
- By
- Aaron Bronstone, Serafin Patino, Hiromichi Ueda, Helen Du, Isabella Cha, Cathy Duan, Nina Sun, Charles Nykamp, Graham Gordon
- Work
- Data collection & scraping
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Converting Stata to R
I helped translate Stata files to legible R files for an Economics professor's senior comps research course.
- Program
- Carleton College
- Status
- Current
- For
- Economics Department
- By
- Karla Cruz Sanchez
- Work
- Reproducibility & code migration
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Data Visualization
Describing the nuance in making data accessible.
- Program
- Carleton College
- Status
- Current
- For
- Sociology and Anthropology Department
- By
- Rachel Kim, Karla Cruz Sanchez
- Work
- Visualization & reporting
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File Management for ITS
Designing a platform where people can vote on how files are dealt with.
- Program
- Carleton College
- Status
- Current
- For
- ITS
- By
- Yang Tan
- Work
- Tools & automation, Data management & infrastructure
-
Labeling and Sorting Alumni Images
Creating a tool for 'tagging' alumni in college archives.
- Program
- Carleton College
- Status
- Current
- For
- Office of Alumni Relations
- By
- Artem Yushko
- Work
- Tools & automation, Digitization & heritage
-
Project Workflow
For our blogs, we use a workflow that organizes our projects and makes it easier to track everyone's project progress.
- Program
- Carleton College
- Status
- Current
- For
- DataSquad
- By
- Ryan Yang
- Work
- Program operations
-
Making Voter Data Usable for Research, at Scale
A fragmented 10TB national voter file became a single analysis-ready dataset now used across political science, economics, and health research.
- Program
- UCLA Library Data Science Center
- Years
- 2023–present
- Work
- Data management & infrastructure
-
A lesson inventory and the site built from it for UC OSPO education
A catalog of 55 open source and research software lessons, and the searchable site two DataSquad students built to browse it.
- Program
- UCLA Library Data Science Center
- Years
- 2025–2026
- For
- UC OSPO Network education working group
- By
- Shawn Wang, Gianna Kim, Lian Elsa Linton, Tim Dennis
- Work
- Tools & automation, Teaching & training
-
Data help for five PhD research teams in one course
Neuroscience PhD students in a research-design course brought questions about education; the squad helped them find datasets and plan the statistics.
- Program
- UCLA Library Data Science Center
- Years
- 2026
- For
- Interdepartmental PhD Program in Neuroscience (Project Brainstorm course)
- By
- Lian Elsa Linton, Audrey Garcia, Shawn Wang, Gianna Kim
- Work
- Analysis & modeling, Teaching & training
-
Do STEM and humanities students know the same campus health resources?
Survey and interview analysis for a student health project: 143 survey responses and 10 interviews.
- Program
- UCLA Library Data Science Center
- Years
- 2026
- For
- Black/Latinx AIDS Project
- By
- Shawn Wang, Lian Elsa Linton, Audrey Garcia
- Work
- Analysis & modeling
-
Downloading over 1,200 declassified meeting minutes
An archive that lets you download one PDF at a time, and a script that handled the rest.
- Program
- UCLA Library Data Science Center
- Years
- 2026
- For
- International Institute
- By
- Lian Elsa Linton
- Work
- Data collection & scraping
-
wbcheck: a lesson checker for Carpentries Workbench
A command-line tool that finds broken front matter, links and scaffold text in a Carpentries lesson in under a second, started by two DataSquad students and now at 48 rules.
- Program
- UCLA Library Data Science Center
- Years
- 2023–2026
- For
- UCLA IMLS Open Science lesson development
- By
- Lawrence Lee, Eric Huang, Tim Dennis
- Work
- Tools & automation, Teaching & training
-
Reconnecting with alumni and assessing the model
A form that let DataSquad alumni update their website bios, combined with the program's first assessment of its own model.
- Program
- Carleton College
- Years
- 2025
- For
- The DataSquad program, for Paula Lackie
- By
- Dashiell Coyier, Zaeda Peter
- Work
- Program operations, Data cleaning & integration
-
Scheduling technology checks across more than a hundred rooms
Student workers check projectors and touch panels in classrooms around campus; a student wrote code to build their schedules.
- Program
- Carleton College
- Years
- 2025
- For
- Presentation, Events, and Production Support
- By
- Auiannce Euwing
- Work
- Tools & automation
-
Shedding Light on Injustice
Four cohorts of DataSquad consultants spent five years building the dataset behind Terence Keel's book on hidden deaths in police custody.
- Program
- UCLA Library Data Science Center
- Years
- 2021–2025
- For
- Biocritical Studies Lab
- By
- Julia Wood, Ethan Allavarpu, Tristan Dewing, Lawrence Lee
- Work
- Data cleaning & integration, Visualization & reporting
-
Carceral Ecologies: LAPD Surveillance Flight Data
A 318-minute data-loading bottleneck became a 2-minute pipeline, unlocking research that went on to national attention and a $5 million grant.
- Program
- UCLA Library Data Science Center
- Years
- 2023–2024
- For
- Carceral Ecologies Lab
- By
- Lawrence Lee, Madeline Kim
- Work
- Data cleaning & integration
-
Flight data for research on police helicopter surveillance
Twelve monthly files of about a million rows each, with nested records, turned into one analyzable dataset for an undergraduate researcher.
- Program
- UCLA Library Data Science Center
- Years
- 2022–2024
- For
- UCLA undergraduate research on police helicopter surveillance
- By
- Ethan Allavarpu, Kristian Allen
- Work
- Data cleaning & integration, Analysis & modeling
-
Moving a graduating student's files with rclone
When a student account ends, years of files go with it; a comparison of rclone and rsync for moving large amounts of data.
- Program
- Carleton College
- Years
- 2024
- For
- Information Technology Services
- By
- Ryan Yang
- Work
- Tools & automation
-
Preserving Vietnamese Refugee Heritage Through 3D Technology
3D scanning let the DSC digitize fragile refugee artifacts and publish the first public exhibit tracing one family's maritime escape across the Pacific.
- Program
- UCLA Library Data Science Center
- Years
- 2023–2024
- For
- Refugee Material Cultural Initiative
- By
- Doug Daniels, Bianca Badajos, Connor Lim
- Work
- Digitization & heritage
-
Reading handwritten German memoirs
Images of aged, handwritten memoirs became complete, accurate text a sociology professor could translate and analyze.
- Program
- UCLA Library Data Science Center
- Years
- 2024
- For
- Sociology
- Work
- Digitization & heritage
-
Testing Layout Parser on medieval Canon Law texts
The squad tried a newer OCR toolkit that boxes text by section, and recorded why it is hard to recommend.
- Program
- UCLA Library Data Science Center
- Years
- 2024
- For
- DataSquad
- Work
- Digitization & heritage
-
Cleaning two decades of student-collected election coverage data
Data coded from news broadcasts by successive student teams over two decades, merged and cleaned over a summer.
- Program
- Carleton College
- Years
- 2023
- For
- Political Science
- By
- Shaun Baron-Furayama
- Work
- Data cleaning & integration
-
From scanned pages to searchable, linked text
A DataSquad member evaluated OCR, entity linking and layout formats to make UCLA Library collections computable for researchers.
- Program
- UCLA Library Data Science Center
- Years
- 2023
- For
- UCLA Library collections
- By
- Lukas Hager
- Work
- Digitization & heritage, Tools & automation
-
Pulling 100,000 web visit records past the Google Analytics limit
The Google Analytics interface exports 5,000 records at a time; a Python script pulled more than 100,000.
- Program
- Carleton College
- Years
- 2023
- For
- Carleton College
- By
- Jimmy Zhong
- Work
- Data collection & scraping
-
Como-Q: A Skincare Ingredient Screener
The DataSquad's first project for an outside applicant: an R tool that flags comedogenic (pore-clogging) ingredients in skincare and hygiene products.
- Program
- UCLA Library Data Science Center
- Years
- 2022
- By
- Will Foote, Isabel Light
- Work
- Tools & automation
-
Visualizing Global Obstacles to Student Data Services
A UCLA consultant cleaned and visualized DataSquad International's first cross-institution survey on what stops campuses from employing student data analysts.
- Program
- UCLA Library Data Science Center
- Years
- 2022
- For
- DataSquad International
- By
- Will Foote
- Work
- Visualization & reporting
-
Analyzing Ancient Chinese Buddhist Text with Python
Standard NLP tools assume modern, pre-segmented text. A Ming-dynasty Buddhist corpus needed a different approach to segmentation and comparison.
- Program
- UCLA Library Data Science Center
- Years
- 2021
- For
- Asian Languages and Cultures
- Work
- Analysis & modeling
-
Digitizing Ant Nests to Study Tunneling Behavior
When broken wax casts of ant tunnels threatened years of fieldwork, 3D scanning let researchers reconstruct the nests digitally instead.
- Program
- UCLA Library Data Science Center
- Years
- 2021
- For
- Ecology and Evolutionary Biology
- By
- Doug Daniels
- Work
- Digitization & heritage
-
Mining Twitter to test how fan communities drive pop success
A communication studies undergraduate needed Twitter metrics for four pop artists; a DataSquad consultant scraped them in Python and the analysis won a Dean's Prize.
- Program
- UCLA Library Data Science Center
- Years
- 2021
- For
- Communication Studies undergraduate research
- By
- Julia Wood
- Work
- Data collection & scraping, Analysis & modeling
-
Squirrels in Motion
Motion-sensor collars on wild ground squirrels produced accelerometer data at 100 readings a second; the DSC helped turn it into a behavior-prediction model.
- Program
- UCLA Library Data Science Center
- Years
- 2021
- For
- Ecology and Evolutionary Biology
- Work
- Analysis & modeling
-
Scraping course descriptions for Writing Rich and Quantitative Reasoning lists
The course database had the listings but not the descriptions, so a script collected the descriptions from the registration site.
- Program
- Carleton College
- Years
- 2019
- For
- Carleton College
- By
- Sam Terwilliger
- Work
- Data collection & scraping
-
Visualizing the MISO survey of technology services
Small-multiple charts of more than 30 question pairs on how faculty, staff and students rate the college's technology services, with a cleaner way to link services to departments.
- Program
- Carleton College
- Years
- 2019
- For
- ITS
- By
- Nobuaki Masaki
- Work
- Analysis & modeling, Visualization & reporting
-
A friendlier interface for a shared physics equipment database
A FileMaker interface for lab equipment and demonstrations shared by Carleton and St. Olaf, plus a guide for photographing the inventory.
- Program
- Carleton College
- Years
- 2017–2018
- For
- Physics
- By
- Yihuang Wu
- Work
- Tools & automation, Data management & infrastructure
-
An introduction to RStudio Server for students
A guide to using RStudio in a web browser from any campus computer, for statistics and computer science courses.
- Program
- Carleton College
- Years
- 2018
- For
- Statistics and computer science courses
- By
- Yihuang Wu
- Work
- Teaching & training, Data management & infrastructure
-
Does the starting course change language scores?
Histograms of speaking, listening, reading and writing scores for 59 students, split by the course they started in.
- Program
- Carleton College
- Years
- 2018
- For
- Language departments
- By
- Yihuang Wu
- Work
- Visualization & reporting
-
Mapping the international student body
A D3 world map for the Office of International and Intercultural Life, tied to a data visualization course.
- Program
- Carleton College
- Years
- 2018
- For
- Office of International and Intercultural Life
- By
- Nobuaki Masaki
- Work
- Visualization & reporting
-
Advising on a backend and dashboard for language placement tests
A scope longer than any student's time at Carleton, so the squad sketched the database and chose the visualization.
- Program
- Carleton College
- Years
- 2017
- For
- Language departments and academic technology
- By
- Quinn Schiller, Solomon Foster
- Work
- Visualization & reporting, Data management & infrastructure
-
Collecting self-scheduled exam opt-ins with Google Forms
The registrar's office emailed every professor each term and tallied replies by hand; a prefilled form now compiles them automatically.
- Program
- Carleton College
- Years
- 2017
- For
- Registrar's office
- By
- Quinn Schiller
- Work
- Tools & automation
-
Converting old Microsoft Office files to PDF
A bash script that converts a folder of old .doc, .xls and .ppt files to PDF in one pass, keeping names and timestamps.
- Program
- Carleton College
- Years
- 2017
- For
- Carleton College
- Work
- Data management & infrastructure
-
Redesigning book graphs to a publisher's rules
Graphs of every presidential ad aired in 2008, redrawn in black and white at 4 by 7.5 inches, with the original Excel file lost.
- Program
- Carleton College
- Years
- 2017
- For
- Political Science
- By
- Quinn Schiller
- Work
- Visualization & reporting
-
Data Security Service
The DataSquad provides practical data security guidance to faculty, students, and staff.
- Program
- Carleton College
- For
- Institutional Research Board (IRB)
- Work
- Data management & infrastructure
-
Data Visualization
Data visualization of helpdesk and Academic Technology support info.
- Program
- Carleton College
- For
- ITS Helpdesk and Academic Technology Support
- By
- Yuta Baba
- Work
- Visualization & reporting
-
Data visualization for the Career Center
Pathways provides a visual representation of the careers pursued by different graduates from their respective majors.
- Program
- Carleton College
- For
- Career Center
- By
- Joshua Song, Avery Watts
- Work
- Visualization & reporting
-
Duplicate Faculty List into WHD Data
Add individual data from Faculty List duplicated to the CBorn file. Match on username, split @carleton.edu off the email address.
- Program
- Carleton College
- For
- Academic Technology
- By
- Steven Wu
- Work
- Data cleaning & integration
-
Make Grading Easier
For years, Professor Meerts used a spreadsheet to manage the results of the peer evaluation data from her class (a student evaluates 3 other students and…
- Program
- Carleton College
- For
- Psychology Department
- By
- Jimmy (Juntao) Zhong
- Work
- Tools & automation
-
Tableau Presentation & Support for a Sociology Class
Professor Nierobisz wanted to find a more engaging approach to data for her criminology course.
- Program
- Carleton College
- For
- Sociology and Anthropology Department
- By
- Yiwen Luo
- Work
- Teaching & training
-
Visiting Accepted Students Map
Create a nice looking map of the home-towns of the accepted incoming students who visited Carleton in April ‘22.
- Program
- Carleton College
- For
- Office of Admissions
- By
- Xingyi Zhang, Nina Sun
- Work
- Visualization & reporting
How much work is behind these examples
The examples are a selection. Each program keeps a fuller record of its consultations, and this is what UCLA's shows.
UCLA Library Data Science Center
| Year | Notes | Relative size |
|---|---|---|
| 2022 | about 15 | |
| 2023 | about 40 | |
| 2024 | about 55 | |
| 2025 | about 30 (January to July) |
Projects and requests logged on the GitHub board since March 2025: 25, of which 18 done, 2 in progress, 2 new, 2 on hold, 1 future idea. Some 2025 projects appear in both records, so the two counts overlap and shouldn't be added together.
Requests that recur: text recognition and extraction from scans, scraping social media and websites, census and survey data, statistics and R help, mapping, dashboards.
We don't have Carleton's equivalent counts on the site yet. Counts are approximate, tallied from file titles and dates. Individual consultations are confidential, so none are listed.