College Attend Choice

College Attend Choice

Helps you compare college offers after they arrive: mark the schools that admitted you, toggle life factors and read ranks, a first-place chance and a career-versus-cost chart. It suits students choosing where to enroll.

Made by emmaz-sv on Hugging Face. These notes are Mindket's, written from its Space page and README; the app's own files and license are on Hugging Face.

About

What it is: College Attend Choice is a browser tool for the time after offers arrive. You mark which schools admitted you and switch on the life factors that matter to you. The page then shows an equal-weight rank, an SMAA first-place chance, a career-versus-cost scatter and an exact criterion Shapley for one pair. It runs as HTML and JavaScript with no server, so your data stays on your device.

Who it suits: It suits students and families who hold several offers and want a structured way to compare them before they decide.

Industry | Who uses it | How they use it | Example
College decisions | Admitted students | Compare their offers on factors that matter to them | A student marks three admits and switches on cost and career.
Families | Parents | Talk through a decision with a shared view of the trade-offs | A parent reads the career-versus-cost chart with the student.
College counseling | Counselors | Walk a student through how weights change the ranking | A counselor toggles a factor and shows the rank shift.
Decision analysis | Students of the method | See SMAA and Shapley ideas applied to a real choice | A learner opens the page to see how the first-place chance is shown.

If you need a recommendation or a promise about where you will enroll, skip it, because the page is for planning only.

Where to use it:

• A web browser, through the Space's page on Hugging Face
• Any browser on Windows, macOS or Linux, opening a downloaded copy of index.html

Use case | Who | What they get back
Rank your offers | Students | An equal-weight rank of the schools that admitted you
See first-place chance | Students | An SMAA first-place chance for each option
Weigh career against cost | Families | A scatter that sets career against cost

How to set it up:

• A web browser
• Python and pip, only for the download step

1. Install the huggingface_hub package.
2. Download the Space into a local folder named college-attend-choice.
3. Move into that folder.
4. Open index.html in your web browser.

pip install -U huggingface_hub
hf download emmaz-sv/college-attend-choice --repo-type space --local-dir college-attend-choice
cd college-attend-choice

How to use it: Open the page, mark the admit set, and toggle the life dimensions you care about. Read the rank and the first-place chance, then look at the career-versus-cost chart. There is no command to run for the page itself.

Tool | What it does
Admit set | Marks which schools admitted you
Life dimensions | Toggles the factors that enter the comparison
Equal-weight rank | Ranks the options with every factor weighted the same
SMAA first-place chance | Shows how likely each option is to come first
Career-versus-cost scatter | Plots each option by career value against cost
Criterion Shapley | Gives an exact Shapley value for one pair

Example: You mark the schools that admitted you and switch on the life dimensions you care about. The page returns the equal-weight rank, each school's first-place chance and a scatter that sets career against cost.

For newcomers and experts: If you are new, start with the starter table that comes with the page. Its sample rows use made-up campus names and a mix of offer flags, so you can try every control without your own data.

If you know the field, the page combines an equal-weight rank with SMAA and an exact criterion Shapley for a chosen pair. It is the companion to Admit Portfolio, which covers the apply cycle.

Mark the schools that admitted you
Toggle the life dimensions
Read the rank and first-place chance
Check the career-versus-cost scatter

Good to know:

• The starter table is fictional and is not a real applicant record
• The page is for planning only and is not an enrollment promise
• License: mit
• Cost to run: none named
• Data it reaches: only what you enter, kept on your device
• Not for: promises about enrollment

On Hugging Face, 13 November 2026

• Likes: 1
• Built with: static
• License: mit

Links

• Space: https://huggingface.co/spaces/emmaz-sv/college-attend-choice
• Files: https://huggingface.co/spaces/emmaz-sv/college-attend-choice/tree/main

Try it

Open the Space in your browser, or copy it to your own Hugging Face account from its page. Nothing in this kit runs by itself.