Where to study Computer Science
Computer Science is the most competitive undergrad major in the United States right now. At schools like Berkeley, Michigan, UT Austin, UIUC, and Georgia Tech, the CS department admit rate is meaningfully lower than the university's overall admit rate — sometimes by 10 or 15 points. "Get in, then pick CS" is no longer a strategy. The path you take in matters, and so does the version of CS you sign up for: there are LACs that produce more Big Tech engineers per capita than the Ivy League, state schools that out-recruit private peers, and tech institutes where the entire campus is wired around one career outcome.
The money picture has shifted with it. A top public CS degree now runs $40–80k total over four years if you're in-state — UT Austin is $11k a year, Georgia Tech is $12k, UIUC is $16k, Purdue is under $10k. A top private CS degree without aid runs $280–320k all-in. The gap used to be defensible because of recruiting access. It mostly isn't anymore: Google, Meta, Amazon, Apple, and Microsoft now do dedicated on-campus recruiting at every program on this page, and Big Tech new-grad total comp clusters around $180–220k regardless of where you went. The ROI math for a middle-income family has flipped toward the strong publics, and the private-school case has narrowed to research access (Stanford, CMU, MIT) and a small handful of brand-driven outcomes (quant finance, founder networks).
Use this guide three ways. Read by region if your kid wants to stay close to home or wants to be near a specific tech hub. Read by budget if you know what your family can actually pay — sticker price is rarely net price at the privates, but it sometimes is. Read by career outcome if your kid already has a target — Big Tech SWE, AI research, quant trading, security, founder track — because the school list looks different for each one.
What to look for in a computer science program
Generic college rankings don't tell you whether a program fits you. These are the things that actually matter.
Direct admit vs general admit
At many schools, you have to apply directly to the CS department from high school. Berkeley EECS, CMU SCS, Michigan CS, UIUC Grainger CS, Purdue CS, UW Allen, and UT Austin's Turing/CS direct admit are all separate, harder applications than the university itself. If your kid is unsure about CS, target schools where you can declare freely after enrolling — Stanford, MIT, Brown, Harvard, Yale, Princeton, Dartmouth all let any admit major in CS. The wrong answer is to get into a target school and then discover you can't internal-transfer into CS.
Industry pipeline vs research depth
Some programs are optimized for getting you a $200k SWE offer (UW, UIUC, Georgia Tech, Cal Poly SLO, Northeastern co-op). Others are optimized for grad school and research (MIT, CMU, Stanford, Princeton, Berkeley, Harvey Mudd). The difference shows up in class structure, faculty access, and what alumni do at age 24. Read the department's careers page and look at the placement data — most CS departments now publish it.
Cost-to-earnings ratio
CS is the rare major where you can run a clean ROI calculation. Median 1-year post-grad earnings cluster between $90k and $170k across the schools on this page. Sticker tuition ranges from $4k/yr (Florida online) to $72k/yr (USC). A Texas resident paying $11k/yr at UT Austin and starting at $150k is in a fundamentally different financial situation than a full-pay private student paying $80k/yr to start at $130k. Build a spreadsheet. The right answer is usually obvious.
Specialization access (AI, systems, security, theory, HCI)
CS is now too big for one department to be elite at everything. CMU leads in AI/ML and systems. Stanford leads in AI and HCI. MIT and Berkeley are strong across the board. Georgia Tech is the strongest public for HCI and cybersecurity. UIUC has the best systems group of any public. Purdue and Maryland are deep in security. If your kid has a specialty in mind, check that the faculty actually exist at the school — undergrad research access is what separates a $300k private degree from a state-school equivalent.
Class size and faculty access
The hardest undergrad CS classes (algorithms, operating systems, compilers, ML) often have 400+ students at public flagships, taught by lecturers rather than research faculty. LACs (Williams, Pomona, Harvey Mudd, Swarthmore, Amherst) keep classes at 15–25 and put research faculty in front of freshmen. This matters less for a kid who already knows they want to grind LeetCode and ship code, and more for a kid who needs mentorship to find their path.
By region
Most students stay closer to home than they think. Start with your region — strong programs exist in every one.
Northeast
The Northeast has the densest concentration of top CS departments in the country — MIT, CMU, the Ivies, plus a tier of research universities (Cornell, Columbia, Northeastern) and tech institutes (RPI, Stevens, WPI). It's also the most expensive region: no in-state advantage exists at any of the top programs because they're all private. The flip side is need-based aid at the elite privates is real — MIT, Harvard, Princeton, and Yale all cover full tuition for households under $100–200k.
- Massachusetts Institute of Technology
Cambridge, MA
Course 6 (EECS) is the most-applied-to major on campus and the single best CS degree in the country by recruiter access and research output. MIT is need-blind with no loans for families under ~$200k household income.
3.5% acceptance$61,990 in-state - Carnegie Mellon University
Pittsburgh, PA
CMU School of Computer Science is its own school within CMU with its own admit (~7%). It's the deepest AI/ML department in the world right now — DeepMind, Google Brain, OpenAI, and Anthropic all recruit heavily from the SCS undergrad pool.
11.7% acceptance$66,246 in-state - Cornell University
Ithaca, NY
Largest top-tier CS undergrad program by graduates (~280/yr) and the only Ivy with a serious engineering college. Both CAS and Engineering offer CS — the Engineering path has stronger systems and graphics.
8.8% acceptance$69,314 in-state - Princeton University
Princeton, NJ
Small CS department (~67 graduates), heavy research orientation, very strong theory and systems groups. Princeton's no-loan financial aid is the most generous in the Ivy League — most middle-income families pay under $20k/yr.
4.6% acceptance$62,688 in-state - Harvard University
Cambridge, MA
Harvard CS is smaller than you'd think (~55 graduates) and historically punched below the brand. CS50 is famous, but the real value here is the founder network: Facebook, Microsoft, and a long list of unicorn founders started in dorms a few hundred feet apart.
3.7% acceptance$61,676 in-state - Brown University
Providence, RI
Brown's open curriculum lets CS students explore freely, and the department has produced an outsized number of founders (Twitter co-founder, Vercel CEO). PLT and graphics groups are top-10.
5.4% acceptance$71,412 in-state - Northeastern University
Boston, MA
Northeastern's co-op program is the most differentiated CS pipeline in the country: students graduate with 12–18 months of paid full-time engineering work already on the resume. Most Boston-area Big Tech and finance engineers came through here.
5.2% acceptance$66,162 in-state
South
The South is where the in-state ROI math is sharpest. UT Austin, Georgia Tech, UVA, UNC, UMD, and Virginia Tech all run in-state tuition between $9k and $22k for top-30 CS programs. Texas, Georgia, and Virginia residents have some of the best CS deals in the country — better, dollar-for-dollar, than any private offer they'll get. Out-of-state is a different conversation: Georgia Tech and UT Austin both run $35–40k for out-of-state, still a deal but no longer obvious.
- University of Texas at Austin
Austin, TX
Texas residents pay $11,448/yr for a top-10 CS department with massive Big Tech recruiting (Austin is home to Tesla, Oracle, Indeed, and offices of every FAANG). Turing Scholars is the honors path; direct CS admit is brutally competitive — apply in.
31.8% acceptance$11,448 in-state$41,070 out-of-state - Georgia Institute of Technology-Main Campus
Atlanta, GA
$12k in-state for a top-10 CS program with the strongest HCI department of any public university. Atlanta has Microsoft, Google, Meta, Salesforce, and Anthem engineering hubs. Out-of-state at $34k is also a strong deal.
14.1% acceptance$12,058 in-state$34,484 out-of-state - Duke University
Durham, NC
Smaller CS program (~185 graduates) with strong ML and computational biology groups. Duke + Research Triangle Park gives access to IBM Research, Cisco, Lenovo, and a serious biotech/health-AI ecosystem.
5.7% acceptance$68,758 in-state - Rice University
Houston, TX
Rice CS is tight-knit (~67 graduates), heavy research access, and the Houston cost of living means student dollars go further than Stanford/MIT zip codes. Strong systems and CS theory.
8% acceptance$64,144 in-state - University of Virginia
Charlottesville, VA
$21k in-state for a public Ivy with strong systems and security groups. Virginia residents get one of the best price-to-prestige ratios in the country.
16.3% acceptance$21,426 in-state$57,222 out-of-state - Virginia Polytechnic Institute and State University
Blacksburg, VA
$16k in-state Virginia Tech CS — less prestigious than UVA but the recruiting pipeline into DC-area cybersecurity, defense tech (Northrop, Booz Allen, Mitre), and Amazon HQ2 is unmatched in the mid-Atlantic.
54.8% acceptance$15,948 in-state$37,764 out-of-state - University of Maryland-College Park
College Park, MD
$12k in-state at the doorstep of NSA, NASA Goddard, and Amazon HQ2. UMD CS is top-15 nationally, particularly strong in systems, security, and HCI. Massive Maryland resident discount.
44.8% acceptance$11,809 in-state$41,186 out-of-state
Midwest
The Midwest is the value tier for CS. UIUC, Purdue, and Michigan-Ann Arbor are all top-10 CS programs at public-school prices for in-state students. Northwestern, Notre Dame, and WashU round out the strong privates. The recruiting picture has fully caught up: Google Madison, Microsoft, Stripe Chicago, and every Bay Area tech company now recruit aggressively at UIUC and Purdue.
- University of Illinois Urbana-Champaign
Champaign, IL
UIUC Grainger CS is a top-5 CS program by research output, at $16k in-state. Industry recruiting is identical to Stanford/CMU/MIT — same companies, same offer bands. The systems and databases groups are arguably the best in the country.
42.4% acceptance$16,004 in-state$35,124 out-of-state - University of Michigan-Ann Arbor
Ann Arbor, MI
Michigan CS sits inside both Engineering and LSA. $17k in-state for a top-15 CS department with extremely strong AI and HCI groups. Ann Arbor is a Google engineering hub; Detroit auto tech (Ford, GM, Stellantis) adds a different career mix.
15.6% acceptance$17,736 in-state$60,946 out-of-state - Purdue University
West Lafayette, IN
Purdue CS is $10k in-state and consistently top-20 — the cheapest path to a serious CS degree in the country for Indiana residents. Strong in security, databases, and theory. Big Tech recruiting has accelerated sharply in the last 5 years.
53% acceptance$10,002 in-state$28,794 out-of-state - University of Chicago
Chicago, IL
UChicago CS is smaller and theory-heavy (~25 graduates), with deep ties to Chicago's quant trading scene (Citadel, Jane Street, Jump). If your kid wants quant or a PhD, this is the Midwest pick.
4.5% acceptance$70,662 in-state - Northwestern University
Evanston, IL
Northwestern CS is moderate-sized (~63 graduates) with strong HCI and AI groups, plus McCormick's interdisciplinary engineering tradition. Chicago location gives access to Big Tech engineering offices and the financial-tech scene.
7.7% acceptance$68,322 in-state - Washington University in St Louis
St. Louis, MO
WashU CS punches above its size (~68 graduates) and has invested heavily in AI and computational biology. Generous merit aid for strong applicants is part of the actual price.
12.1% acceptance$65,790 in-state - Rose-Hulman Institute of Technology
Terre Haute, IN
Tiny tech-focused engineering school (~58 CS graduates) in Indiana. The placement rate into Big Tech and Midwest engineering is shockingly high — Rose-Hulman is consistently rated #1 undergrad-only engineering school in the country.
76.9% acceptance$58,649 in-state
West
The West is the CS center of gravity. Stanford, Berkeley, UCLA, UCSD, USC, Caltech, Harvey Mudd, UW Seattle, and Cal Poly SLO are all in the same geographic recruiting pool as the actual tech industry. The UCs and Cal State system give California residents an unfair advantage — UC Berkeley at $16k in-state is the best CS deal in the country at the elite tier, and Cal Poly SLO at $13k in-state is the best applied-CS deal in the country.
- Stanford University
Stanford, CA
Stanford CS is the single deepest founder pipeline in the world — Google, YouTube, Instagram, Snap, OpenAI, Anthropic, Nvidia all trace lines back to this department. AI Lab faculty includes Fei-Fei Li, Chris Manning, Percy Liang. Need-based aid covers full tuition under ~$150k household income.
3.6% acceptance$65,910 in-state - University of California-Berkeley
Berkeley, CA
Berkeley EECS is the best public CS program in the country, full stop. $16k in-state for California residents is the single best ROI offer in higher education. Bigger Google/Meta/Amazon return-offer rates than any peer school.
11% acceptance$16,347 in-state$50,547 out-of-state - California Institute of Technology
Pasadena, CA
Caltech is tiny (~23 CS graduates), brutally hard, and outputs more research PhDs per capita than any other CS undergrad program. If your kid wants to do theoretical CS or AI research, this is the pick.
2.6% acceptance$65,898 in-state - University of California, Los Angeles
Los Angeles, CA
Best public CS in California after Berkeley, at $14k in-state. LA proximity to entertainment tech (Netflix, Disney, Riot), SpaceX, and Anduril gives a different career mix than the Bay Area.
8.6% acceptance$14,312 in-state$44,830 out-of-state - University of Washington-Seattle Campus
Seattle, WA
The Allen School at UW is walking distance to Microsoft and Amazon — which is where most of their grads end up. $13k in-state for Washington residents is the West Coast's UT-Austin-equivalent value play.
39.2% acceptance$12,973 in-state$43,209 out-of-state - Harvey Mudd College
Claremont, CA
Harvey Mudd is a 900-student LAC focused entirely on STEM. Its CS graduates have the highest starting salaries of any LAC in the country, and the gender ratio (~50/50) is unusual for elite CS.
12.7% acceptance$68,613 in-state - California Polytechnic State University-San Luis Obispo
San Luis Obispo, CA
Cal Poly SLO at $13.6k in-state runs a 'learn by doing' applied CS curriculum that Big Tech recruits as if it were a top-10 school. The single best public-school CS deal in California for non-Berkeley/UCLA admits.
31.3% acceptance$13,596 in-state$34,665 out-of-state
By budget
Net cost — sticker price minus aid — is what your family actually writes a check for. Same major, wildly different prices.
Under $20k net
- University of Texas at Austin$11,448/yr in-state (~$46k total over 4 years)
Texas residents under $100k household income often get Pell + Texas Grant + UT institutional aid stacking to near zero out-of-pocket. Texas Advance Commitment guarantees tuition coverage for families under $100k.
- Georgia Institute of Technology-Main Campus$12,058/yr in-state (~$48k total)
Georgia HOPE and Zell Miller scholarships cover most or all of tuition for in-state high-GPA students. Out-of-state runs ~$34k and is still under this tier if your kid stacks merit aid.
- Purdue University$10,002/yr in-state (~$40k total)
Indiana residents get the cheapest top-20 CS in the country here. Purdue has held tuition flat for over a decade — sticker is real.
- University of Illinois Urbana-Champaign$16,004/yr in-state (~$64k total)
Illinois Commitment covers full tuition for Illinois residents under $75k household income. Direct CS admit means you're locked into the Grainger CS major from day one.
- University of California-Berkeley$16,347/yr in-state (~$65k total)
California Middle Class Scholarship + Blue and Gold Opportunity Plan covers full tuition for California residents under $80k. EECS is the harder admit; CS in L&S is also strong and slightly easier.
- University of California, Los Angeles$14,312/yr in-state (~$57k total)
Same Blue and Gold + Cal Grant stack as Berkeley. UCLA CS is in the Samueli engineering school — direct admit, no internal transfer path.
- University of Florida$6,381/yr in-state (~$25k total)
Bright Futures Scholarship covers 75–100% of tuition for in-state Florida residents with strong test scores. The cheapest top-50 CS in the country.
$20k–$40k net
- University of Virginia$21,426/yr in-state (~$86k total) / ~$30k net for mid-income out-of-state
AccessUVA is one of the most generous public school aid programs — meets full demonstrated need for in-state. Out-of-state runs $57k sticker and lands in this tier only with significant aid.
- University of Michigan-Ann Arbor$17,736/yr in-state / ~$30k net for mid-income out-of-state
Go Blue Guarantee covers full tuition for in-state under $75k household income. Out-of-state at $61k sticker is rarely worth it without significant merit aid.
- Rice University$64,144 sticker, ~$25–35k net for $100–200k household
Rice Investment covers full tuition under $75k household income, half tuition $75–140k, partial up to $200k. Houston cost of living means net living costs are lower than peer privates.
- Princeton University$62,688 sticker, ~$0–25k net for under-$200k households
Princeton's no-loan policy and aggressive grant aid means most middle-income families pay less than they would at the in-state flagship. Need-blind, full-need-met.
- Harvard University$61,676 sticker, ~$0–20k net for under-$150k households
Families under $85k pay zero; under $150k pay capped percentage of income. CS specifically is no harder to declare than any other major — open declaration after enrollment.
- University of Washington-Seattle Campus$12,973/yr in-state / ~$30k net for mid-income out-of-state with aid
Husky Promise covers full tuition for Washington residents at or below Pell threshold. Out-of-state at $43k can land in this tier with aid stacking.
- Stony Brook University$10,931/yr in-state (~$44k total)
Cheapest top-50 CS in the Northeast for in-state New York residents. Excelsior Scholarship covers tuition for NY residents under $125k household.
$40k+ net
- Carnegie Mellon University$66,246/yr sticker, $40–60k net common for full-pay-adjacent families
CMU's aid is less generous than peer privates — meets need but uses different methodology. SCS direct admit is also the hardest admit in this entire guide (~7%).
- Massachusetts Institute of Technology$61,990/yr sticker, $0–30k net under $200k household, $50k+ above that
MIT meets full need with no loans, but above $200k household income full-pay is real. Worth every dollar if you can swing it.
- Stanford University$65,910/yr sticker, $50–80k net for full-pay families
Need-blind admission, no loans, but full-pay above ~$200k household. Stanford CS is the only program where the brand premium fully justifies the sticker for full-pay families.
- University of Pennsylvania$68,686/yr sticker, $40–60k net common
M&T (Management and Technology) dual degree is the Wharton-CS combo that prints quant and PM hires. Pen Aid meets full need; merit aid does not exist.
- Duke University$68,758/yr sticker, $40–70k net common
Need-blind, meets full need, but no merit aid for CS. Robertson Scholars Program is a rare full-ride merit scholarship if your kid is exceptional.
- Cornell University$69,314/yr sticker, $40–70k net for full-pay-adjacent families
Cornell's aid is solid for under-$150k households but lighter than HYPSM. Engineering CS path is more research-intensive than CAS CS path.
- Northeastern University$66,162/yr sticker, $40–60k net common
Net cost feels worse than peers, but the co-op income (~$40–80k earned during co-op semesters) defrays substantial cost. Read this as a 5-year program with 12–18 months of paid work.
By career outcome
Same major, different careers. These clusters reflect where graduates of each school actually end up — not just where the school says they could go.
Big Tech / FAANG SWE
Typical: $180–220k starting total comp (base + sign-on + RSU)- University of California-Berkeley
Berkeley, CA
Berkeley EECS has bigger Google/Meta/Amazon return-offer rates than any other public school. The Bay Area location is the moat — recruiters are physically on campus weekly.
- University of Washington-Seattle Campus
Seattle, WA
UW Seattle is walking distance to Microsoft and Amazon. The Allen School is where most Seattle Big Tech engineers come from — return-offer rates from Amazon and Microsoft internships are exceptionally high.
- University of Illinois Urbana-Champaign
Champaign, IL
UIUC Grainger CS feeds Big Tech as densely as Stanford or MIT. Recruiters treat UIUC as a default target — same offer bands, same comp.
- Georgia Institute of Technology-Main Campus
Atlanta, GA
Georgia Tech CS is one of the deepest Big Tech feeders out of the South — Microsoft Atlanta, Google Atlanta, Meta Atlanta, and Amazon all hire dozens of GT graduates yearly.
- Carnegie Mellon University
Pittsburgh, PA
CMU SCS graduates routinely receive 4–6 Big Tech offers each. SCS is the most-recruited department in the country.
AI/ML Research
Typical: $200–300k starting at OpenAI/Anthropic/DeepMind; PhD track for academic research roles- Carnegie Mellon University
Pittsburgh, PA
CMU School of CS leads NRC rankings in AI/ML. The MLD (Machine Learning Department) is the only standalone undergrad-accessible ML department in the country and feeds Google Brain, DeepMind, OpenAI directly.
- Stanford University
Stanford, CA
Stanford AI Lab faculty includes Fei-Fei Li, Chris Manning, Percy Liang. A large share of OpenAI's research staff has a Stanford degree, and Stanford undergrads can take graduate-level AI seminars from year 2.
- Massachusetts Institute of Technology
Cambridge, MA
CSAIL gives undergrads research-lab access from year 1 through UROP. MIT's track record in robotics, reinforcement learning, and language models is unmatched outside of CMU and Stanford.
- University of California-Berkeley
Berkeley, CA
Berkeley AI Research (BAIR) is the top public-school AI lab in the country. Pieter Abbeel, Stuart Russell, and Sergey Levine all teach undergrads here.
- Princeton University
Princeton, NJ
Princeton CS has one of the strongest theoretical ML faculties (Sanjeev Arora, Boaz Barak adjacent). Strong feeder into top ML PhD programs.
Quant Finance / Hedge Fund
Typical: $300–500k+ total comp first-year at top quant shops (Jane Street, Citadel, Two Sigma, Jump, HRT)- Massachusetts Institute of Technology
Cambridge, MA
MIT is the single largest feeder into Jane Street, Citadel Securities, and Two Sigma. Course 6-14 (CS + Econ) and Course 18 (Math) are the canonical pipelines.
- Princeton University
Princeton, NJ
Princeton's ORFE + CS double feeds the top quant shops aggressively. Heavily over-represented at Jane Street, D.E. Shaw, and Two Sigma.
- University of Chicago
Chicago, IL
UChicago CS + Math sits next door to the Chicago quant scene (Citadel HQ, Jump Trading, Hudson River). On-campus recruiting density is unmatched for the Midwest.
- Carnegie Mellon University
Pittsburgh, PA
CMU SCS + Tepper undergrad business is a deep feeder into Citadel, HRT, and Jane Street. The math/CS rigor is what quant firms screen for.
- Harvard University
Cambridge, MA
Harvard CS + Stat undergrads pipeline into Jane Street and Citadel reliably. Brand premium is real in the application stack.
Cybersecurity & InfoSec
Typical: $120–180k starting for cleared roles (NSA, defense contractors); $150–200k at Big Tech security teams- Carnegie Mellon University
Pittsburgh, PA
CMU CyLab is the most cited cybersecurity research institute in academia. PicoCTF (the world's largest high school CTF) is run out of here — the CMU security pipeline starts in high school.
- Georgia Institute of Technology-Main Campus
Atlanta, GA
Georgia Tech's School of Cybersecurity and Privacy is the only standalone undergraduate cybersecurity school in a top-10 CS program. Deep ties to NSA Georgia and Atlanta-area defense firms.
- University of Maryland-College Park
College Park, MD
UMD sits at the doorstep of NSA Fort Meade. The MC2 cybersecurity center and the CompSci/Cyber dual track produce more cleared-role hires than any school in the country.
- Virginia Polytechnic Institute and State University
Blacksburg, VA
Virginia Tech is the deepest feeder into DC-area defense and intelligence cyber roles — Booz Allen, Mitre, Northrop, Raytheon, and NSA all recruit heavily.
- Purdue University
West Lafayette, IN
Purdue CERIAS is one of the oldest dedicated security research centers in the country. Strong feeder into both Big Tech security teams and DoD-aligned contractors.
Startups & Founders
Typical: Variable. Founder outcomes have huge variance — base $0–150k, equity is the real comp.- Stanford University
Stanford, CA
Stanford has produced more billion-dollar-company founders than any other school in the world — Google, YouTube, Instagram, Snap, Nvidia, LinkedIn, Pinterest, DoorDash, Coursera, Airbnb (partial). Sand Hill Road VCs are 15 minutes from campus.
- Harvard University
Cambridge, MA
Harvard's founder density (Facebook, Microsoft, dropouts and grads alike) is second only to Stanford. The dorm-room founder pipeline is real — and the alumni capital pool is the largest in the world.
- Massachusetts Institute of Technology
Cambridge, MA
MIT has the deepest deep-tech founder pipeline — Dropbox, HubSpot, Akamai, Bose, iRobot. The Martin Trust Center and $100k Entrepreneurship Competition shape undergrads into founders systematically.
- University of Pennsylvania
Philadelphia, PA
Penn's M&T program (Wharton + Engineering dual degree) is the highest-density founder pipeline outside of Stanford/MIT — Warby Parker, Allbirds, Tesla (partial), Vimeo. Wharton's network is the cheat code.
- Brown University
Providence, RI
Brown has outsized founder output per capita — Twitter (co-founder), Vercel, Warby Parker (co-founder), DocuSign. The open curriculum lets technical students take design and humanities classes, which shows up in product-led startup formation.
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Guide updated May 2026. Acceptance rates and tuition refresh nightly. Earnings data from College Scorecard.