IPEDS is a package that contains datasets from The Integrated
Postsecondary Education Data System (IPEDS). IPEDS is a system of
interrelated surveys conducted annually by the U.S. Department of
Education’s National Center for Education Statistics (NCES). IPEDS
annually gathers information from about 6,400 colleges, universities,
and technical & vocational institutions that participate in the federal
student aid programs.
You can install IPEDS from CRAN with:
install.packages("IPEDS")Or you can install the development version of IPEDS from GitHub with:
# install.packages("devtools")
devtools::install_github("ajhaller/IPEDS")library(IPEDS)adm2021: dataset of Admissions and Test Scores for Fall 2021complete2021: dataset of Completions in 2021conference: dataset of Conferences for sports (fromofferings2021)dir_info2021: dataset of Directory Information for 2021fall_enroll2021: dataset of Fall Enrollment for 2021fin_aid1920: dataset of Financial Aid Statistics for 2019-2020offerings2021: dataset of Institutional offerings for 2021relig_aff: dataset of Religious Affiliations (fromofferings2021)staff2021: dataset of Fall Staff for 2021staff_cat: dataset of Staff Categories based onstaff2021$staff_cat
head(adm2021)
#> INSTITUTION_ID hs_gpa hs_rank hs_record cprep_program recs competencies adm_tscores test_eng_FL other_test APPLCN APPLCNM APPLCNW ADMSSN ADMSSNM ADMSSNW ENRLT ENRLM ENRLW FT_enroll FT_enroll_M FT_enroll_W PT_enroll PT_enroll_M PT_enroll_W SAT_num SAT_pct ACT_num ACT_pct RW_SAT_25 RW_SAT_75 MTH_SAT_25 MTH_SAT_75 ACT_25 ACT_75 eng_ACT_25 eng_ACT_75 MTH_ACT_25 MTH_ACT_75
#> 1 100654 Required Recommended Required Recommended Neither_required_nor_recommended Recommended Considered_but_not_required Required Neither_required_nor_recommended 6560 2209 4345 4697 1599 3092 1534 647 885 1459 623 834 75 24 51 287 19 970 63 430 520 410 510 15 20 14 20 15 18
#> 2 100663 Required Neither_required_nor_recommended Required Required Neither_required_nor_recommended Neither_required_nor_recommended Considered_but_not_required Neither_required_nor_recommended Neither_required_nor_recommended 11906 4139 7767 10541 3501 7040 2415 835 1580 2361 816 1545 54 19 35 166 7 1565 65 593 680 580 708 23 30 23 33 21 28
#> 3 100706 Required Recommended Required Neither_required_nor_recommended Neither_required_nor_recommended Recommended Required Required Neither_required_nor_recommended 5781 2850 2931 4259 2301 1958 1204 778 426 1191 772 419 13 6 7 65 5 1108 92 580 700 590 720 24 31 24 32 23 29
#> 4 100724 Required Neither_required_nor_recommended Recommended Neither_required_nor_recommended Neither_required_nor_recommended Neither_required_nor_recommended Considered_but_not_required Required Neither_required_nor_recommended 5974 1745 4142 5854 1695 4072 890 300 590 797 254 543 93 46 47 132 15 313 35 442 534 397 516 15 20 12 22 15 19
#> 5 100751 Required Recommended Required Required Neither_required_nor_recommended Neither_required_nor_recommended Considered_but_not_required Required Neither_required_nor_recommended 42421 15567 26854 33472 12338 21134 7593 3221 4372 7540 3206 4334 53 15 38 1302 17 4795 63 540 680 530 690 21 31 21 33 19 28
#> 6 100830 Required Recommended Required Neither_required_nor_recommended Neither_required_nor_recommended Neither_required_nor_recommended Required Required Neither_required_nor_recommended 3405 1128 2277 3296 1080 2216 539 191 348 517 181 336 22 10 12 23 4 429 80 480 595 470 565 17 24 16 24 16 22ggplot(adm2021, mapping = aes(x = adm_tscores, fill = adm_tscores)) +
geom_bar() +
labs(title = "Amount of Schools vs. Test Score Requirement",
x = "Test Score Requirement",
y = "Amount of Schools") +
scale_fill_discrete(name = "Test Score Requirement",
labels = c("Considered_but_not_required" = "Considered but not Required",
"Neither_required_nor_recommended" = "Neither Required nor Recommended")) +
theme(axis.text.x=element_blank(),
axis.ticks.x=element_blank())
head(dir_info2021)
#> INSTITUTION_ID INSTITUTION ADDRESS CITY STATE ZIP FIPS BEA_REG AID_ELIG WEBSITE ADMIN_WEB FINAID_WEB APPLICATION NPRICE_CALC VET_TUITION ATH_GRAD_RATE DISABILITY_WEB INT_LEVEL INT_CONTROL UNGRAD_OFFER GRAD_OFFER HD_OFFER HBCU HOSPITAL MEDICAL TRIBAL LOCALE OPENPUBL INT_STATUS CLOSE_DATE POST_SEC RPTMTH CC_U2021 CC_G2021 CC21_U_PROFILE CC21_ENROLL CC21_SIZE_SET C_PROGRAMS INT_SIZE MULT_ORG MULT_ORG_NAME MULT_ORG_CODE COUNTYCD COUNTYNM CONGRESS_DIS_ID LONGITUD LATITUDE
#> 1 100654 Alabama A & M University 4900 Meridian Street Normal AL 35762 1 Southeast 1 www.aamu.edu/ https://www.aamu.edu/admissions-aid/index.html https://www.aamu.edu/admissions-aid/financial-aid/ https://www.aamu.edu/admissions-aid/undergraduate-admissions/apply-today.html www.aamu.edu/admissions-aid/tuition-fees/net-price-calculator.html https://www.aamu.edu/administrativeoffices/VADS/Pages/Disability-Services.aspx 1 1 1 1 12 1 2 2 2 12 1 A -2 1 1 16 18 10 4 14 16 3 2 -2 -2 1089 Madison County 105 -86.56850 34.78337
#> 2 100663 University of Alabama at Birmingham Administration Bldg Suite 1070 Birmingham AL 35294-0110 1 Southeast 1 https://www.uab.edu/ https://www.uab.edu/admissions/ https://www.uab.edu/cost-aid/ https://www.uab.edu/admissions/apply https://tcc.ruffalonl.com/University of Alabama at Birmingham/Freshman-Students https://www.uab.edu/students/veterans https://www.uab.edu/registrar/students https://www.uab.edu/students/disability/ 1 1 1 1 11 2 1 1 2 12 1 A -2 1 1 14 14 9 5 15 15 5 1 The University of Alabama System 101050 1073 Jefferson County 107 -86.79935 33.50570
#> 3 100690 Amridge University 1200 Taylor Rd Montgomery AL 36117-3553 1 Southeast 1 www.amridgeuniversity.edu/ www.amridgeuniversity.edu/admissions/ www.amridgeuniversity.edu/financialaid/ https://www2.amridgeuniversity.edu/Amridge/Login.aspx www2.amridgeuniversity.edu:9091/ www.amridgeuniversity.edu/admissions/military/ www.amridgeuniversity.edu/academics/ 1 2 1 1 12 2 2 2 2 12 1 A -2 1 1 20 18 5 6 6 51 1 2 -2 -2 1101 Montgomery County 102 -86.17401 32.36261
#> 4 100706 University of Alabama in Huntsville 301 Sparkman Dr Huntsville AL 35899 1 Southeast 1 www.uah.edu/ https://www.uah.edu/admissions finaid.uah.edu/ register.uah.edu/ finaid.uah.edu/ www.uah.edu/admissions/graduate/financial-aid/veterans www.uah.edu/heoa www.uah.edu/health-and-wellness/disability-support 1 1 1 1 11 2 2 2 2 12 1 A -2 1 1 17 17 15 4 13 16 3 1 The University of Alabama System 101050 1089 Madison County 105 -86.64045 34.72456
#> 5 100724 Alabama State University 915 S Jackson Street Montgomery AL 36104-0271 1 Southeast 1 www.alasu.edu/ www.alasu.edu/admissions/index.aspx www.alasu.edu/undergraduate/expensesandfinancialaid/expenses-and-financial-aid www.alasu.edu/admissions/undergrad-admissions/index.aspx www.alasu.edu/cost-aid/tuition-costs/net-price-calculator www.alasu.edu/cost-aid/consumer-info www.alasu.edu/academics/researchcenters/alabama-alliance-students-disabilities 1 1 1 1 11 1 2 2 2 12 1 A -2 1 1 13 18 10 3 14 21 2 2 -2 -2 1101 Montgomery County 107 -86.29568 32.36432
#> 6 100733 University of Alabama System Office 500 University Blvd. East Tuscaloosa AL 35401 1 Southeast 2 www.uasystem.edu/ www.uasystem.edu/ www.uasystem.edu/ 1 1 1 1 11 2 -2 -2 2 13 1 A -2 1 -2 -2 -2 -2 -2 -2 -2 -2 1 The University of Alabama System 101050 1125 Tuscaloosa County 107 -87.52959 33.20701admission_reqs # extracts admission requirements for any institution
acceptance_rate # calculates acceptance rate for any institution
school_preferences # provides a dataset of institutions according to your preferences
compare_int # function allows comparison of two institutions and its important qualities
read_data # function for importing raw data from IPEDSadmission_reqs(167835)
#> # A tibble: 9 × 2
#> Requirements Priority
#> <chr> <chr>
#> 1 High School Record Required
#> 2 Recommendations Required
#> 3 High School GPA Recommended
#> 4 High School Rank Recommended
#> 5 Completion of College-Prepatory Program Recommended
#> 6 Test of English as a Foreign Language Recommended
#> 7 Formal Demonstration of Competencies Neither_required_nor_recommended
#> 8 Other Tests Neither_required_nor_recommended
#> 9 Admission Test Scores Considered_but_not_requiredschool_preferences(financial_aid = 70, size = 2, region = "New England", diversity_staff = 27)
#> Institution Institution ID % of Students Recieved Aid Institution Size Student Diversity Staff Diversity % of Students Disabled Region Type of Institution Religious Affiliation Calendar System Open Admissions Policy Years Required For Entering Vet Programs Alternative Credit Alternative Tuition Payment Distance Education Counseling Services Employment Services Daycare Services Live On-Campus Room Price Board Price Undergraduate Application Fee Graduate Application Fee
#> 1 Eastern Connecticut State University 129215 79 2 31 33 2 New England 1 -2 1 2 -2 Programs Available Takes alternate credit Takes alternate tuition plans Offers distance education opportunities Offers counseling services Offers employment services Offers no daycare services 2 8270 6164 50 50
#> 2 Clark University 165334 91 2 42 34 2 New England 3 -2 1 2 -2 Programs Available Takes alternate credit Takes alternate tuition plans Offers distance education opportunities Offers counseling services Offers employment services Offers no daycare services 2 6000 4150 60 100
#> 3 Massachusetts College of Art and Design 166674 82 2 37 30 2 New England 1 -2 1 2 -2 Programs Available Takes alternate credit Takes alternate tuition plans Offers distance education opportunities Offers counseling services Offers employment services Offers no daycare services 2 . . 70 90
#> 4 Mount Holyoke College 166939 76 2 55 39 2 New England 3 -2 1 2 -2 Programs Available Takes alternate credit Takes alternate tuition plans Offers distance education opportunities Offers counseling services Offers employment services Offers no daycare services 2 8320 8260 60 50
#> 5 Smith College 167835 71 2 51 31 2 New England 3 -2 1 2 -2 Programs Available Takes alternate credit Takes alternate tuition plans Offers no distance education opportunities Offers counseling services Offers employment services Offers no daycare services 2 9700 9720 0 60
#> 6 Wentworth Institute of Technology 168227 84 2 36 28 2 New England 3 -2 1 2 -2 Programs Available Takes alternate credit Takes alternate tuition plans Offers distance education opportunities Offers counseling services Offers employment services Offers no daycare services 2 12120 3300 50 50acceptance_rate(167835)
#> # A tibble: 1 × 2
#> Institution Acceptance_Rate
#> <chr> <dbl>
#> 1 Smith College 30For further examples and capabilities, please see the vignette