Product

One upload. Executive summary up top. Eleven sections of detail.

College Signal reads your student's full record, cross-references 1,500+ US four-year colleges, and writes a strategic admissions report. The Executive Summary — the one-page read of your student, including the intended major — sits at the top. Eleven numbered sections of detail follow. Below is what's in each, what's computed, and why it matters to your family's decisions.

STEP 01

You upload.

Transcript (grades 9–12), SAT/ACT score reports, AP/IB scores, activities list, and intended major plus a target school list. PDF, image, or anything your school's portal exports.

STEP 02

The AI reads.

A frontier AI, prompted to evaluate admissions files the way selective colleges actually read them, identifies which factors apply at each school. Probabilities are then computed by a deterministic, catalog-anchored function with a per-major base rate — CS at CMU, biology at UCSD, business at Wharton each model differently — plus tier-aware adjustments. Same student × same school always produces the same number.

STEP 03

Your report lands.

An executive summary up top with your student's intended major, then eleven numbered sections of analysis and strategy — the structure a top private counselor produces. Every claim sourced. Shareable with counselors and advisors. Refresh later with new scores or a changed school list for $49.

AT THE TOP · THE OVERVIEW

The headline read. With the intended major.

Executive Summary

A three-to-four paragraph overview of your student's profile plus two short lists: key strengths and key concerns. Closes with a positioning statement — a one-sentence answer to 'how does this student read?' — and surfaces the intended major as a header badge.

WHY THIS MATTERS FOR YOUR FAMILY

You need a shared starting point for every family conversation. This is it. No jargon, no tables, just the headline read on your student and the three things to do first. The page you forward to grandparents.

SECTIONS 01–03 · THE CONTEXT

What we read, what we find, what to worry about.

01

Student Profile Snapshot

Everything on one page: name, high school, graduation year, weighted and unweighted GPA, test scores, AP courses and scores, planned senior-year coursework, and intended major. The full record, readable at a glance.

WHY THIS MATTERS FOR YOUR FAMILY

Most families have never seen their student's record laid out in one place, in admissions officer format. It's the baseline everything else in the report is measured against — and often, seeing it on one page is the first moment the picture snaps into focus.

02

Strengths & Competitive Advantages

Each real strength gets a bold heading and a two-to-three sentence explanation, with a green callout box for the strongest. Quantified where possible — 'top 5% of applicants at X typically have...' — and tied to specific evidence from your student's uploaded documents.

WHY THIS MATTERS FOR YOUR FAMILY

Every strength here is one your student should make louder in essays, activity descriptions, and recommender talking points. Knowing which signals are doing the most work lets them stop over-explaining weaknesses and start amplifying what actually moves the read.

03

Areas of Concern & Risk Factors

The real risks in the application, each with an honest assessment in a red or amber callout, plus a specific mitigation strategy. Concerns are ranked by impact and by whether there's still time to address them.

WHY THIS MATTERS FOR YOUR FAMILY

Most families either don't know their risks or catastrophize about the wrong ones. This section names the concerns that will actually move the read, flags what is still fixable, and prescribes specific actions. Nothing to panic about, specific things to do.

SECTIONS 04–07 · THE CALCULATIONS

The four numbers that actually change your student's outcome — modeled.

These four sections are where College Signal's model earns the price. Probabilities, score strategy, extracurricular weighting, and ED/EA modeling are the decisions that materially change admissions outcomes. Here's how each is computed — and a worked example.

04
THE CORE OUTPUT

Acceptance Probability Analysis

A master table with every school on the list (target + suggested), color-coded probabilities by category, and a ED/EA column showing the binding-application lift.

WHY IT MATTERS

This is what families are actually buying. A counselor can tell you a school is 'a reach.' The report tells you it's a 26% read at RD with a +12pp lift if applied ED — and names the top three features from the student's own file that moved the number. Point estimates are useful; the 'why' behind them is what you act on.

HOW WE COMPUTE IT
Base rate
Starts from the school's published overall acceptance rate from Common Data Set filings.
Profile adjustments
Compounded adjustments for GPA vs mid-50%, test scores vs mid-50%, AP load, activity depth and leadership, narrative coherence, ED/EA election, out-of-state status at publics, and demonstrated interest.
ED / EA lift
Each school shows RD and ED/EA columns separately, reflecting the real lift that binding or early application provides at that specific school.
Color coding
Green ≥70% (Likely). Yellow/orange 40–69% (Target). Red 15–39% (Reach). Dark red <15% (High Reach).
Bounds
Floored at 1%, capped at 95%. Nothing is guaranteed; no applicant is hopeless.
05
SUPERSCORES, RETAKES, TEST-OPTIONAL

Test Score Deep Dive

Current scores plotted against middle-50% ranges at every school. Superscore analysis per school. If the student has multiple sittings, the superscore math is shown. If it's worth retaking, the impact on probability at +40 points is modeled.

WHY IT MATTERS

Test prep costs real time. 'If score improves to X, probability changes to Y' tells you when a retake is worth the sixty hours of prep and when it isn't. Test-optional policy by school matters equally — sometimes submitting helps, sometimes it hurts, and the answer is school-specific.

HOW WE COMPUTE IT
Middle-50% compare
Student's current composite and sections plotted against the mid-50% range at every school on the list.
Superscore policy
Per-school policy on superscoring ACT vs SAT (they're not always the same). The report flags dual-test strategies where one test superscores and the other doesn't.
Retake impact
Projected probability change at two or three realistic score scenarios (e.g., +20, +40 points).
Test-optional read
For each test-optional school, whether submitting the current score helps or hurts the read.
Superscore math
If multiple sittings exist, the superscore composite is computed explicitly and used in every per-school probability.
06
ACADEMIC RIGOR

Senior Year Coursework Analysis

A course-by-course evaluation of planned senior-year coursework relative to what selective schools expect, with specific recommendations for any changes — adding an AP, swapping a course, or dropping a class without losing rigor.

WHY IT MATTERS

Adding a late AP can move probability meaningfully at rigor-sensitive schools; dropping a senior-year academic for a free period typically costs more. Families routinely get this wrong. The report does the math on whether the specific courses on the schedule are pulling their weight.

HOW WE COMPUTE IT
Rigor vs expectation
Planned coursework assessed against what top schools in the student's list expect senior year (most-demanding or very-demanding on the counselor checkbox).
AP vs non-AP
Where an AP version of a course would materially change the read vs. staying honors / regular.
Major-fit check
'Is AP [subject] needed?' answered specifically for the intended major and the target list.
Swap recommendations
Specific swaps (this course in, this course out) when they move the read meaningfully.
Pass/fail guidance
When a pass/fail or withdrawal materially hurts the read and when it's neutral.
07
DEPTH, BREADTH, AND THE GAPS

Extracurricular & Activity Assessment

Depth vs. breadth analysis across the student's activities list, plus how well each activity connects to the narrative, plus gaps to fill before the application opens and specific recommendations for the remaining months.

WHY IT MATTERS

Admissions officers do not weight activities equally. A sustained, deep commitment reads differently than a list of titles. This section tells you which activities are doing the most work, which are drag, and whether a well-chosen addition in the window that remains could still meaningfully strengthen the read.

HOW WE COMPUTE IT
Depth vs breadth
Honest read on whether the record shows commitment over time or a scattered list.
Narrative alignment
How well each activity supports the proposed narrative — or pulls against it.
Gap analysis
What's missing relative to typical admits in the student's intended major at the target schools.
Amplify / hold / cut
Specific guidance per activity for how it should be described (or removed) in the Common App list.
What's still addable
Recommendations for the time window that remains — realistic, time-bounded, aligned to the story.
SECTIONS 08–10 · THE STRATEGIC CALLS

The narrative, when to apply early, and which schools to add.

Early-application strategy and list balance are the two highest-leverage strategic decisions left in the application. Both are modeled with the same per-school rigor as the probability engine — not based on vibes, not based on a counselor's top-of-mind favorites. The narrative evaluation sits alongside because it's the thread they both pull on.

08

Application Narrative Evaluation

An honest read on the proposed narrative or theme, how well current activities and coursework support it, specific suggestions to strengthen it, and guidance on how to frame it differently for different schools on the list.

WHY THIS MATTERS FOR YOUR FAMILY

The narrative matters enormously at selective schools — it is often the difference between admitted and denied at top-20s. Reviewing it early, with the whole profile in view, is how most families meaningfully change the outcome.

09
ED, EA, REA, RD

Early Decision / Early Action Strategy

A per-school ED vs EA vs RD recommendation, a single top ED pick with the reasoning laid out, a timeline and deadline grid, and a risk/reward analysis of the binding commitment — including financial fit considerations.

WHY IT MATTERS

Early application is the single biggest legitimate lever most families under-use. But ED is binding, REA creates conflicts you can't always intuit, and fit and finances have to be right. This section resolves all of it against the student's actual list.

HOW WE COMPUTE IT
Per-school lift
For every school on the list, the probability lift of applying ED or EA vs RD, computed from that school's published ED/EA vs overall admit rates with adjustments for yield-protection behavior.
Top ED pick
Single recommended binding ED school, selected by combining maximum probability lift with fit alignment to the student's narrative and academic profile.
REA conflict check
Restrictive Early Action policies (Harvard, Yale, Princeton, Stanford) cross-checked against every other early application the student is considering, with the specific conflicts named.
Financial-fit gate
Binding ED only recommended when the school's published net-price calculator range is compatible with the family's indicated budget — never recommended blind to cost.
Deadline grid
Complete calendar of ED, ED2, EA, REA, priority, and RD deadlines across the full list, sequenced so no application is missed.
10
SAFETY, TARGET, REACH

Additional School Recommendations

Eight to ten additional schools the student should consider beyond the starting list, each with a fit rationale, program strength, probability estimate, and what makes it compelling. Organized by Safety / Target / Reach.

WHY IT MATTERS

Most lists have visible gaps — a missing safety with strong merit aid, a target with an especially strong program in the intended major, a reach that's less famous but a better fit than the usual suspects. These recommendations are how the list gets balanced.

HOW WE COMPUTE IT
List gap analysis
The starting list is scored for balance across Safety / Target / Reach and for program coverage in the intended major. Gaps are named explicitly.
Candidate universe
Additional schools are drawn from the 1,500+ US four-year colleges College Signal maintains catalog data on, filtered by intended major strength, geographic and size preferences, and financial fit.
Per-school probability
Each recommendation is scored with the same model used for the starting list — not just 'you'd probably get in,' but a numeric probability with the same base-rate + adjustment logic.
Fit rationale
Why this specific school for this specific student — program depth, culture, opportunities tied to the narrative, merit-aid profile. One or two sentences of real reasoning, not generic blurbs.
Hidden-gem emphasis
Where possible, recommendations favor schools the family may not have heard of but that are genuinely strong matches — the less-famous school with the best program for their major.
SECTION 12 · THE PLAN

What to do, when to do it — sequenced through every deadline.

11

Action Plan & Timeline

Month-by-month recommendations from now through every application deadline: test prep timeline if retaking, activity milestones, essay prep schedule, and a deadline grid for every school on the list.

WHY THIS MATTERS FOR YOUR FAMILY

Strategy only helps if it is sequenced. This section turns the rest of the report into a specific, dated plan your family can execute against — the kind of plan a $500/hour counselor would write if they had thirty hours to spend on your student alone.

Why it's different

What AI makes possible that nothing else does.

Specific, not general

A human advisor says 'MIT is a reach.' The report says MIT reads as a high-reach specifically because rigor is above mid-50% but tests sit a hair below and the activities list doesn't yet show a national-tier STEM signal — with the specific evidence from your student's own file behind each statement.

Comprehensive, not anecdotal

A local counselor has strong opinions on five or six colleges. College Signal maintains catalog data on 1,500+ US four-year colleges and evaluates your student's file against any of them in the same structured way — no school on your list is read on memory or vibe.

Customized to your student's full data

Generic advice scales. Specific advice doesn't — unless it's automated. The AI reads every transcript, every activity, every test sitting and tailors the recommendations to what your student's record actually shows. No other advisor operates at that resolution, for that price.

Ready to generate your report?

$249 · one-time · one student, one report.