US Colleges & Universities
U.S. Location Dataset // 6,072
Every college and university in the United States — 6,072 Title IV institutions from the federal IPEDS collection for 2024-25. Street address, coordinates, phone, website and athletics URL on nearly every record, plus sector and control, Carnegie classification, undergraduate enrolment, admission rate, in-state and out-of-state tuition, degree levels offered, HBCU, tribal and land-grant flags, county, metro area, and core revenue and expenses. Named contacts by job function: the chief administrator on 98.8% of records, and a named finance, controller, procurement or grants contact on 60.0% — from IRS Form 990 officer schedules and SAM.gov registrations, both public domain. The 2,036 institutions with athletics programmes also carry their NCAA/NAIA classification, the sports they sponsor and their athlete counts by sex, from the federal Equity in Athletics collection, and 831 carry a named athletic director read from the school's own published staff directory. No email addresses on this file — no federal source publishes one for a college, and nothing here is generated from a person's name and the institution's domain. That gap is the reason this costs a fraction of what a compiled contact list charges for the same institutions. One row is one institution, at its main campus address — 6,072 of them, the full national file. It is built from the federal IPEDS collection run by the National Center for Education Statistics, the Department of Education's Equity in Athletics Data Analysis collection, the College Scorecard, IRS Form 990 officer schedules, SAM.gov entity registrations, and the staff directories institutions publish on their own athletics sites The federal sources are US government works in the public domain. The athletics staff-directory rows carry the page they were read from and the date they were read. Nothing in it was bought, licensed or taken from another company's product. Measured on every row of this file: a street address on 100.0%, a phone number on 98.8%, a website on 98.8%, map coordinates on 100.0%, the chief administrator's name on 98.8%, core revenue on 98.2%. 98 columns in all, and the page lists the fill rate for each one. On the record: we compare every file to the fullest published competitor list before selling it and require 80.0% of their fields. This one measures 93.8% against Exact Data (Data Axle) The one field we cannot replicate is a contact email, which no federal source publishes for a college; campus square footage, which no federal collection publishes at all, is the second. What is not in it: No email addresses on the institution file. No federal source publishes a contact email for a college, and nothing here is generated from a name and a domain. No campus square footage. No federal collection publishes it. Not a branch-campus list. A university with several campuses under one federal id is one row. No rows from the NCAA member directory. Its terms prohibit republication.
What we did to this data: Unified 106 city spellings, corrected 4 misspelled city names, added the county to 6,063 listings, re-placed 1 misplaced map points, flagged 198 incomplete addresses and measured 6,072 rows. Rebuilt September 15, 2026 from nces.ed.gov.
The source is a free public file from nces.ed.gov. What this file adds: unified 106 city names written more than one way within the same ZIP code (for example with and without a space or an abbreviation) to the US Census Bureau spelling; corrected 4 misspelled city names to the US Census Bureau place name for their ZIP code; set the county and its federal county code on 6,063 listings, matched to the US Census Bureau county list from the county the source records, the listing's map point, or its ZIP code area; checked every map point against the state in its address and re-placed 1 points that fell outside that state; flagged 198 addresses that are incomplete, a PO box, or missing a house number, in an address quality column; checked that the row count, state count and field completeness published for this file were measured from the file itself; and all 6,072 rows in one download.
How complete the key fields are: phone 99%, website 99%, street address 100%, city 100%, state 100%, ZIP code 100%, latitude 100%, longitude 100%. 72 of 98 columns are filled on at least half the rows.
The file has all 6,072 locations across 59 states in one download. Building the same list by searching one area at a time tends to miss places, and a missed place looks like a gap in coverage that is not really there.
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If a question needs filtering, distance, drive time, combining lists or a price, open a /find link: either put the question itself in q=, or build the structured link. The answer does not need an API, a connector or an account.
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Leave out what the question does not need. Use radius for straight-line miles or drive for minutes of driving (5 to 60), not both. To ask about several lists at once, use datasets with two or more names, or category with a kind of business. To compare two lists, add relate=nearest and the other list with b. in front of its parameters. To count by area, use areas=county (or zip, state, metro).
Open one of these to see how many rows match, a few preview rows and the price for just that part:
- Only California, the state with the most: https://locationlists.com/find?dataset=college-university-list&state=CA
- Within 25 miles of New York, NY, the busiest area: https://locationlists.com/find?dataset=college-university-list&near=New+York+NY&radius=25
- Within a 30-minute drive of New York, NY: https://locationlists.com/find?dataset=college-university-list&near=New+York+NY&drive=30
- Only rows where degreeGranting is Yes: https://locationlists.com/find?dataset=college-university-list&where=degreeGranting%3Aeq%3AYes
- Every Colleges & Universities list combined, within 25 miles of New York, NY: https://locationlists.com/find?category=colleges-universities&near=New+York+NY&radius=25
- Each one's nearest College Athletics Programs by Sport, in California, with miles: https://locationlists.com/find?dataset=college-university-list&state=CA&relate=nearest&k=1&b.dataset=college-athletics-program-list&b.state=CA
- The whole list: add a city, state, ZIP code or distance: https://locationlists.com/find?dataset=college-university-list
- In plain words: "US Colleges & Universities in California": https://locationlists.com/find?q=US+Colleges+%26+Universities+in+California
- In plain words: "US Colleges & Universities within 25 miles of New York, NY": https://locationlists.com/find?q=US+Colleges+%26+Universities+within+25+miles+of+New+York%2C+NY
- In plain words: "US Colleges & Universities within a 30-minute drive of New York, NY": https://locationlists.com/find?q=US+Colleges+%26+Universities+within+a+30-minute+drive+of+New+York%2C+NY
●Where the rows are
Free preview: how many rows fall in each ZIP code. Names and contact details come with the file.
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☆Who uses this data
Higher-Ed Vendors & Campus Sales
Territory and account planning against the real institution universe — by enrolment, sector, Carnegie class, revenue and athletics programme, with a named person to address by job function.
Athletics & Team Suppliers
Which institutions field which sports, how many athletes of each sex they kit out, their NCAA or NAIA division, and the athletic director where the school publishes one.
Procurement & Grants Teams
The finance, controller, grants and payments contacts a purchase order actually passes through, taken from federal filings rather than a compiled contact list.
Researchers & Policy Analysts
The full Title IV population with enrolment, admission rate, tuition, accreditor, graduate earnings, core revenue and staffing on one row, joinable to any federal education file on the institution ID.
✓Where this data comes from
This dataset is built from IPEDS — the federal directory every Title IV institution must file with the National Center for Education Statistics — joined on the institution's own federal ID to the Department of Education's Equity in Athletics collection, the College Scorecard, and the IPEDS finance and staffing files. The named people come from three more published records: the chief administrator IPEDS itself collects, the officer schedules of IRS Form 990 for institutions that file one, and the points of contact on SAM.gov entity registrations. SAM.gov carries no institution ID, so it is matched on name and state and the match rate is measured and printed rather than assumed. Athletic directors are read from the staff directory an institution publishes on its own athletics site, with the page and the date on the row. The NCAA member directory is not used: its terms prohibit republication.
September 15, 2026
File built
98 fields
Columns filled on at least 1% of rows
Fill measured
On every row of the delivered file
Institutions are published as the federal collections hold them. An institution with no athletics programme is written as No rather than left blank, because that is a measured fact. Core revenue is carried from whichever of the three accounting standards applies and labelled, never totalled across them. City spellings are corrected to the Census place name for their postcode, counties are confirmed against the coordinates, and every row carries a coordinate-precision flag and an address-quality flag. There are no email addresses: no federal source publishes one for a college, and none is guessed from a name and a domain.
How we build and date every file: methodology.
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{}Data Fields
The percentage is how much of the file carries that field, measured on the delivered CSV rather than estimated. 26 of 98 fields are populated on under half the rows (affiliation, financeContactTitle, grantsContactTitle, paymentsContactTitle, provostContactName, provostContactTitle, …).
How complete each column is
| Column | Rows filled |
|---|---|
| name | 100% |
| schoolType | 100% |
| affiliation | 38% |
| gradeRange | 100% |
| enrollment | 97% |
| address | 100% |
| city | 100% |
| state | 100% |
| zip | 100% |
| country | 100% |
| phone | 99% |
| website | 99% |
| latitude | 100% |
| longitude | 100% |
| county | 100% |
| sourceUrl | 100% |
| unitid | 100% |
| opeid | 100% |
| ein | 100% |
| chiefAdminName | 99% |
| chiefAdminTitle | 99% |
| financeContactName | 60% |
| financeContactTitle | 49% |
| financeContactSource | 60% |
| grantsContactName | 55% |
| grantsContactTitle | 41% |
| grantsContactSource | 55% |
| paymentsContactName | 55% |
| paymentsContactTitle | 42% |
| provostContactName | 17% |
| provostContactTitle | 17% |
| admissionsContactName | 8% |
| admissionsContactTitle | 8% |
| athleticsDirectorName | 14% |
| athleticsDirectorTitle | 14% |
| athleticsPhone | 10% |
| athleticsDirectorSource | 14% |
| athleticsStaffUrl | 13% |
| namedContactCount | 100% |
| contactSources | 99% |
| sector | 100% |
| instControl | 100% |
| institutionLevel | 100% |
| instCategory | 97% |
| instSize | 97% |
| carnegieBasic | 62% |
| carnegieUndergrad | 64% |
| carnegieGrad | 33% |
| carnegieResearchActivity | 9% |
| carnegieSizeSetting | 64% |
| hbcu | 100% |
| tribal | 100% |
| landGrant | 100% |
| medicalDegree | 97% |
| hospital | 43% |
| degreeGranting | 100% |
| titleIvIndicator | 100% |
| offeringUndergrad | 100% |
| offeringGrad | 100% |
| offeringHighestDegree | 100% |
| instStatus | 100% |
| dateClosed | 1% |
| systemName | 38% |
| religiousAffiliation | 14% |
| locale | 100% |
| countyFips | 100% |
| cbsa | 95% |
| cbsaName | 100% |
| csa | 79% |
| csaName | 100% |
| congressionalDistrict | 100% |
| websiteAthletics | 28% |
| websiteApplication | 79% |
| websiteFinAid | 86% |
| websiteNetPrice | 97% |
| websiteAdmin | 86% |
| hasAthleticsProgram | 100% |
| athleticsClassification | 34% |
| sportsSponsored | 34% |
| athletesTotal | 34% |
| athletesMen | 34% |
| athletesWomen | 34% |
| headCoachesTotal | 34% |
| undergradEnrollment | 94% |
| admissionRate | 94% |
| tuitionInState | 94% |
| tuitionOutOfState | 94% |
| accreditor | 94% |
| medianEarnings10yr | 94% |
| coreRevenue | 98% |
| coreExpenses | 98% |
| financeFormVariant | 98% |
| staffFte | 98% |
| hasIrs990 | 100% |
| referenceYear | 100% |
| geo_precision | 100% |
| county_fips | 100% |
| address_quality | 100% |
≡Sample Data Preview
| name | sourceUrl | schoolType | affiliation | gradeRange | enrollment | address | city | state | zip | country | phone | website | latitude | longitude | county | unitid | opeid | ein | chiefAdminName | chiefAdminTitle | financeContactName | financeContactTitle | financeContactSource | grantsContactName | grantsContactTitle | grantsContactSource | paymentsContactName | paymentsContactTitle | provostContactName | provostContactTitle | admissionsContactName | admissionsContactTitle | athleticsDirectorName | athleticsDirectorTitle | athleticsPhone | athleticsDirectorSource | athleticsStaffUrl | namedContactCount | contactSources | sector | instControl | institutionLevel | instCategory | instSize | carnegieBasic | carnegieUndergrad | carnegieGrad | carnegieResearchActivity | carnegieSizeSetting | hbcu | tribal | landGrant | medicalDegree | hospital | degreeGranting | titleIvIndicator | offeringUndergrad | offeringGrad | offeringHighestDegree | instStatus | systemName | religiousAffiliation | locale | countyFips | cbsa | cbsaName | csa | csaName | congressionalDistrict | websiteAthletics | websiteApplication | websiteFinAid | websiteNetPrice | websiteAdmin | hasAthleticsProgram | athleticsClassification | sportsSponsored | athletesTotal | athletesMen | athletesWomen | headCoachesTotal | undergradEnrollment | admissionRate | tuitionInState | tuitionOutOfState | accreditor | medianEarnings10yr | coreRevenue | coreExpenses | financeFormVariant | staffFte | hasIrs990 | referenceYear | geo_precision | county_fips | address_quality |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| University of Alaska Anchorage | https://nces.ed.gov/ipeds/ | Public, 4-year or above | University of Alaska System of Higher Education | 4-year or above | 7212 | 3211 Providence Drive | Anchorage | AK | 99508 | US | 9077861800 | https://www.uaa.alaska.edu/ | 61.190163 | -149.826190 | Anchorage Municipality | 102553 | 01146200 | 926000147 | Sean Parnell | Chancellor | AARON DOTSON | VICE CHANCELLOR FOR RESEARCH | sam | AARON DOTSON | VICE CHANCELLOR FOR RESEARCH | sam | AARON DOTSON | VICE CHANCELLOR FOR RESEARCH | Michael Bazemore | Director of Athletics | 907-786-0600 | athletics_site | https://goseawolves.com/staff-directory | 44 | ipeds|sam|athletics_site | Public, 4-year or above | Public | 4-year or above | Degree-granting, primarily baccalaureate or above | 10,000 - 19,999 | Master's Colleges & Universities: Larger Programs | 14 | 2 | 3 | 3 | No | No | No | No | No | Yes | 1 | Yes | Yes | Doctor's degree | Active | University of Alaska System of Higher Education | City: Large | 2020 | 11260 | Anchorage, AK | N | 200 | https://goseawolves.com/sports/2023/7/26/compliance.aspx | https://uaonline.alaska.edu/ | https://www.uaa.alaska.edu/financialaid/ | https://www.uaa.alaska.edu/financialaid/customcf/npcalc.htm | https://www.uaa.alaska.edu/admissions/ | Yes | NCAA Division II without football | 8 | 293 | 170 | 123 | 13 | 7212 | NA | 7738 | 21322 | Northwest Commission on Colleges and Universities | 51871 | 252473602 | 255933080 | GASB (public) | 1714 | No | 2024-25 | source | 02020 | complete | ||||||
| Luther Rice College & Seminary | https://nces.ed.gov/ipeds/ | Private not-for-profit, 4-year or above | 4-year or above | 165 | 3038 Evans Mill Road | Lithonia | GA | 30038-9869 | US | 7704841204 | https://www.lutherrice.edu/ | 33.698126 | -84.123179 | DeKalb County | 135364 | 03100900 | 591197022 | Dr. Steven Steinhilber | President | Kenneth Kuffrey | V P for Financial Affairs | irs990 | KENNETH KUFFREY | MR. | sam | KENNETH KUFFREY | MR. | Evan Posey | Executive V P and Provost | 15 | ipeds|irs990|sam | Private not-for-profit, 4-year or above | Private not-for-profit | 4-year or above | Degree-granting, primarily baccalaureate or above | Under 1,000 | Special Focus Four-Year: Faith-Related Institutions | 31 | 12 | 2 | No | No | No | No | No | Yes | 1 | Yes | Yes | Doctor's degree | Active | 54 | Suburb: Large | 13089 | 12060 | Atlanta-Sandy Springs-Roswell, GA | 122 | Atlanta--Athens-Clarke County--Sandy Springs, GA-AL | 1304 | https://mycampus.lutherrice.edu/apply | https://www.lutherrice.edu/tuition-and-aid/financial-aid.cms | https://www.lutherrice.edu/tuition-and-aid/financial-aid-calculators.cms | https://www.lutherrice.edu/admissions/ | No | 165 | 0.9167 | 11320 | 11320 | Southern Association of Colleges and Schools Commission on Colleges | 47003 | 3840214 | 3992694 | FASB (private nonprofit) | 42 | Yes | 2024-25 | source | 13089 | complete | |||||||||||||||||
| Allegany College of Maryland | https://nces.ed.gov/ipeds/ | Public, 2-year | 2-year | 1831 | 12401 Willowbrook Rd SE | Cumberland | MD | 21502-2596 | US | 3017845000 | https://www.allegany.edu/ | 39.652152 | -78.730398 | Allegany County | 161688 | 00205700 | 520846757 | Cynthia Bambara | President | CATHY ZIRK | DIRECTOR OF ACCOUNTING | sam | CATHY ZIRK | DIRECTOR OF ACCOUNTING | sam | CATHY ZIRK | DIRECTOR OF ACCOUNTING | 2 | ipeds|sam | Public, 2-year | Public | 2-year | Degree-granting, associate's and certificates | 1,000 - 4,999 | Associate's Colleges: High Career & Technical-High Traditional | 12 | 2 | No | No | No | No | Yes | 1 | Yes | No | Associate's degree | Active | Town: Remote | 24001 | 19060 | Cumberland, MD-WV | N | 2406 | https://services.allegany.edu/admissions/application.shtml | https://www.allegany.edu/finaid/ | https://services.allegany.edu/netprice/ | https://www.allegany.edu/admissions/ | Yes | NJCAA Division II | 6 | 126 | 74 | 52 | 9 | 1831 | NA | 4938 | 12618 | Middle States Commission on Higher Education | 38476 | 40461433 | 38515112 | GASB (public) | 353 | No | 2024-25 | source | 24001 | complete | |||||||||||||||||
| Colby-Sawyer College | https://nces.ed.gov/ipeds/ | Private not-for-profit, 4-year or above | 4-year or above | 771 | 541 Main Street | New London | NH | 03257-7835 | US | 6035263000 | https://www.colby-sawyer.edu/ | 43.411663 | -71.975805 | Merrimack County | 182634 | 00257200 | 020222120 | Laura Sykes | Interim President | Karen Bonewald | VP of Finance & Administration | irs990 | KAREN BONEWALD | sam | KAREN BONEWALD | Joan Loftus | Associate Dean | Valerie Leclair | VP Enrollment Management | Andy Locke | Assistant Athletic Director - Compliance | 526-3608 | athletics_site | https://www.colby-sawyerathletics.com/staff-directory | 75 | ipeds|irs990|sam|athletics_site | Private not-for-profit, 4-year or above | Private not-for-profit | 4-year or above | Degree-granting, primarily baccalaureate or above | Under 1,000 | Baccalaureate Colleges: Diverse Fields | 15 | 9 | 2 | No | No | No | No | No | Yes | 1 | Yes | Yes | Doctor's degree | Active | Rural: Remote | 33013 | 18180 | Concord, NH | 148 | Boston-Worcester-Providence, MA-RI-NH | 3302 | https://colby-sawyer.edu/apply | https://colby-sawyer.edu/financial-aid | https://colby-sawyer.edu/net-price-calculator | https://www.colby-sawyer.edu/admissions/ | Yes | NCAA Division III without football | 9 | 362 | 173 | 189 | 14 | 771 | 0.8008 | 19125 | 19125 | New England Commission on Higher Education | 46474 | 36681308 | 30001748 | FASB (private nonprofit) | 268 | Yes | 2024-25 | source | 33013 | complete | |||||||
| Aiken Technical College | https://nces.ed.gov/ipeds/ | Public, 2-year | South Carolina Technical College System | 2-year | 1925 | 2276 Jefferson Davis Highway | Graniteville | SC | 29829 | US | 8035087263 | https://www.atc.edu/ | 33.533833 | -81.841666 | Aiken County | 217615 | 01005600 | 570523399 | Forest E. Mahan | President | KRISTI REAGIN | CONTROLLER | sam | KRISTI REAGIN | CONTROLLER | sam | KRISTI REAGIN | CONTROLLER | 2 | ipeds|sam | Public, 2-year | Public | 2-year | Degree-granting, associate's and certificates | 1,000 - 4,999 | Associate's Colleges: Mixed Transfer/Career & Technical-High Traditional | 3 | 2 | No | No | No | No | Yes | 1 | Yes | No | Associate's degree | Active | South Carolina Technical College System | Suburb: Large | 45003 | 12260 | Augusta-Richmond County, GA-SC | N | 4502 | https://apply.atc.edu/ | https://www.atc.edu/Offices/Financial-Aid | https://www.atc.edu/netpricecalculator/npcalc.htm | https://www.atc.edu/Apply/Academic-Admissions | No | 1925 | NA | 5174 | 7924 | Southern Association of Colleges and Schools Commission on Colleges | 39225 | 39997856 | 22235530 | GASB (public) | 187 | No | 2024-25 | source | 45003 | complete |
?Frequently Asked Questions
What is one row?
One institution as the federal government counts it — 6,072 of them — located at its main campus address. It is not a campus list: a university with five campuses reporting under one federal id is one row here. The coordinates are the main campus, so a radius or drive-time filter gives you the place the decision gets made.
Does it name anyone I can write to?
Yes, by job. The chief administrator — usually the president or chancellor — is named on 98.8% of records. A named finance, controller, procurement or grants contact is on 59.8%, and 59.9% of institutions carry at least one named person beyond the chief administrator. Those names come from IRS Form 990 officer schedules and SAM.gov registrations, both public domain, and every one is traceable to the document it came from.
Are there email addresses?
Not on this file. No federal source publishes a contact email for a college: IPEDS has no email field, Form 990 has none, and SAM.gov's point-of-contact emails are withheld from the public extract. We do not guess addresses from a person's name and the institution's domain. The separate contacts file does carry email on the rows where an institution publishes it on its own staff directory page, and nowhere else.
Do you have the athletic director?
On 831 institutions — 40.8% of the 2,036 that run an intercollegiate programme. The name is read from the staff directory the school publishes on its own athletics site, so it is only there when the school publishes one. 636 of those rows also carry a published athletics phone number. We do not use the NCAA member directory: its terms do not allow it to be republished.
What athletics data is in it?
For the 2,036 institutions with a programme: the NCAA, NAIA or NJCAA classification, how many sports they sponsor, athlete counts for men and women, and head-coach counts — all from the federal Equity in Athletics collection, which every Title IV institution with a programme must file. An institution with no programme is written as No, not left blank. Sport-by-sport detail is a separate file.
What financial figures are included?
Core revenue and core expenses on 98.2% of records, from the federal finance collection. Public, private non-profit and for-profit institutions report under three different accounting standards, so the file carries whichever one applies plus a column saying which — never a total across the three, which would not mean anything. Published tuition, admission rate and median graduate earnings come from the College Scorecard.
How complete are the contact details?
Measured on every row of this file: a street address on 100.0%, a phone number on 98.8%, a website on 98.8% and map coordinates on 100.0%. The product page lists the fill rate for every column, so nothing is a surprise after you buy it.
What was cleaned up before you sold it?
City names were checked against the US Census place name for their ZIP code, lost leading zeros in ZIP codes were repaired, county names and codes were confirmed against the coordinates, and every row was graded for address completeness. Two campuses of one university at one address are never merged, because the federal institution id guards the check. The processing log on this page lists each step with its count and date.
How is it different from the free federal data?
The federal data is five separate collections that do not join themselves: institutional characteristics, athletics, the College Scorecard, the finance and staffing files, plus Form 990 and SAM.gov for the names. This is those five joined on the federal institution id, with the fuzzy join measured and reported rather than assumed, and with the named contacts sorted into job functions by rule. You can build it yourself; this is a day of work for the price of a lunch.
How often is it updated?
File built on September 15, 2026. It is not on an automatic refresh schedule, so check the build date above before you buy.
Where exactly does it come from?
From the federal IPEDS collection run by the National Center for Education Statistics, the Department of Education's Equity in Athletics Data Analysis collection, the College Scorecard, IRS Form 990 officer schedules, SAM.gov entity registrations, and the staff directories institutions publish on their own athletics sites. The federal sources are US government works in the public domain. The athletics staff-directory rows carry the page they were read from and the date they were read. Nothing in it was bought, licensed or taken from another company's product.
Is the NCAA directory in it?
No. The NCAA publishes a member directory that names the athletic director at nearly every member, but its terms prohibit republishing it in any form. We checked, and we left it out. The athletics names in this file come from the institutions' own published staff directories.
Does it include campus square footage, enrolment by programme, or rankings?
No. No federal collection publishes campus square footage. Programme-level enrolment and any kind of ranking are out of scope; this is a list of institutions with the facts a seller needs to target and address them.
Can I match it to other lists?
Yes. Every row carries the federal IPEDS institution id and, where it exists, the Office of Postsecondary Education id and the IRS employer identification number, so it joins cleanly to federal student-aid data, nonprofit filings and federal contracting records. Coordinates are on nearly every row for matching against any other list of places.
How is this data cleaned?
Every rebuild runs the same steps and counts what each one changed. For the current file, rebuilt September 15, 2026 from nces.ed.gov: Merged 0 duplicate listings that had the same business name, street address and ZIP code, keeping every filled-in detail from both (September 15, 2026). Unified 106 city names written more than one way within the same ZIP code (for example with and without a space or an abbreviation) to the US Census Bureau spelling (September 15, 2026). Corrected 4 misspelled city names to the US Census Bureau place name for their ZIP code (September 15, 2026). Added map coordinates to 0 listings that had none, from the US Census Bureau address geocoder or, where the street address could not be matched, the centre of the ZIP code (September 15, 2026). Set the county and its federal county code on 6,063 listings, matched to the US Census Bureau county list from the county the source records, the listing's map point, or its ZIP code area (September 15, 2026). Checked every map point against the state in its address and re-placed 1 points that fell outside that state (September 15, 2026). Flagged 198 addresses that are incomplete, a PO box, or missing a house number, in an address quality column (September 15, 2026). Checked that the row count, state count and field completeness published for this file were measured from the file itself (September 15, 2026).
Isn't this free on nces.ed.gov?
The underlying records are public on nces.ed.gov. What you pay for is the work between that public release and this file: unified 106 city spellings, corrected 4 misspelled city names, added the county to 6,063 listings, re-placed 1 misplaced map points, flagged 198 incomplete addresses and measured 6,072 rows. The current file was rebuilt September 15, 2026 from nces.ed.gov. Doing it yourself means downloading the full release, repeating each of those steps, and repeating them again every time the source updates.
How complete is each field?
Measured on every row of the current file, the share of rows that carry each key field: phone 99%, website 99%, street address 100%, city 100%, state 100%, ZIP code 100%, latitude 100%, longitude 100%. 72 of 98 columns are filled on at least half the rows.