Data Dictionary

The Institutional Data Dictionary provides standardized definitions for commonly used institutional terms, metrics, and data elements at Howard University. It promotes a shared understanding of institutional data and supports consistency across reporting, analysis, planning, and decision-making. Definitions are developed and maintained by the Institutional Research in alignment with University policies, reporting standards, and applicable external requirements.

The Institutional Data Dictionary serves as a reference for faculty, staff, administrators, and other authorized users who work with University data. Users should refer to these definitions when interpreting institutional reports, dashboards, and analyses to ensure consistent understanding of University metrics. Where a definition is specific to an external reporting requirement, the applicable reporting standard is identified.

Enrollment

TermDefinition
TermThe periods of instruction into which the academic year is divided. There are three terms at Howard: Fall, Spring, and Summer
Banner IDUnique student identifier in Banner. A 9-character code that starts with a '@' followed by 8 numbers. 
Workday IDUnique student identifier in Workday (also known as BisonHub). A 9-character code that starts with a '0' followed by 8 numbers. 
CohortA specific group of students established for tracking purposes.  At Howard, students are assigned to cohorts based on admission term and type (e.g. Fall 2026 FTIC)
First Time in College (FTIC)A student entering college for the first time at the undergraduate level.
First Time Graduate (FTG)A student entering college for the first time at the graduate level.
First Time Professional (FTP)A student entering college for the first time at the professional level.
First Time Transfer (FTIT)A student who enters the University after previously attending another postsecondary institution.
Degree-Seeking StudentA student officially admitted to and pursuing a degree program at the University.
Non-Degree Seeking StudentHoward admits a small number of special students who are not degree candidates at the University.  These individuals may or may not be degree candidates at another institution and have a unique reason to attend Howard. Examples include Dual Enrollment, Consortium, and Visiting students.
Returning StudentA student who previously attended the University and subsequently returns after an interruption in enrollment.
Student LevelEach student is assigned one student level in Admissions based on their program/curriculum.  A subsequent change in the student's curriculum therefore can change the student level. The possible values are: Undergraduate, Graduate, and Professional.
Enrollment Load StatusA student's classification based on their enrollment credits during a specified term, such as full-time or part-time.
Full-Time Equivalent (FTE)

There are 2 definitions for FTE:
1. Defined by IPEDS: The number of FTE students is calculated based on the credit hours reported by the institution.

  • Undergraduate FTE equals: Total annual UG credit hours ÷ 30
  • Graduate FTE equals: Total annual GR credit hours ÷ 24
  • Professional practice FTE equals: Total annual PR credits hours ÷ 41

2. Defined by Howard University: The number of FTE students is calculated based on the enrollment load status reported by the institution.

  • Undergraduate, Graduate, and Professional FTE equals: Total number of students enrolled full time plus one-third part time.
Attempted Credit HoursCredit hours for courses in which a student is officially enrolled and that are included in the applicable attempted-credit calculation.
Earned Credit HoursCredit hours successfully completed by a student for which they received a passing grade.
Major/Primary Program of StudyA student's primary academic field of study within an undergraduate or applicable academic program.
MinorA secondary academic field of study completed in addition to a student's primary major, when applicable.
ConcentrationA specialized area of study within an academic program or major.

Admissions

TermDefinition
High School Class SizeThe total number of students included in the high school graduating class used to calculate a student's class rank.
High School Class RankA student's relative academic position within their graduating high school class, as reported by the high school or applicant.
High School GPAA student's grade point average as reported by their high school or calculated according to the applicable reporting methodology (out of 4.0).
Standardized Test ScoreA score from a standardized examination used in the admissions process (e.g. SAT, ACT, TOEFL, IELTS). As a note, Howard University is a test optional institute i.e. Howard University does not require submission of standardized test scores.
ApplicantAn individual who submits a completed application for admission to the University for a specified term.
AdmitAn applicant who has been offered admission to the University for a specified term.
EnrolledAn admitted student who subsequently enrolls at the University during the applicable term.
Admission RateThe percentage of applicants who are admitted to the University.
Yield Rate/Matriculation RateThe percentage of admitted students who enroll at the University.

Retention & Graduation

TermDefinition
First-Year Retention RateThe percentage of First-time in College students in a specified entering fall cohort who remain enrolled at the university in the subsequent fall term (e.g. A student enters as a first time in college student in Fall 2024 and returns in Fall 2025 will be considered retained)
School/College Retention RateThe percentage of First-time in College students in a specified entering fall cohort who remain enrolled at the university in the same school/college in the subsequent fall term (e.g. A student enters in College of Arts & Sciences in Fall 2024 and returns in College of Arts & Sciences in Fall 2025 will be considered retained)
Program Retention RateThe percentage of First-time in College students in a specified entering fall cohort who remain enrolled at the university in the same program in the subsequent fall term (e.g. A student enters in BS in Biology in Fall 2024 and returns in BS in Biology in Fall 2025 will be considered retained)
AttritionThe loss of students from a defined population due to non-enrollment, withdrawal, transfer, or other applicable reasons.
WithdrawalThe process by which a student formally ends enrollment in courses or at the University during a specified term.
Academic StandingA student's academic classification based on Howard's standards, such as good standing.
Graduation RateThe percentage of students in a defined cohort who complete a degree or credential within a specified period, such as 4-year, 6-year, or 8-year.
Time to Degree EarnedThe number of years it takes a student to complete a Graduate School program's requirement. It is calculated by determining the number of years from the date a student began a program (Admit Start Date) and the Effective Date of the Completion of Candidacy.
Degree AwardedA degree formally conferred by the University to a student who has fulfilled applicable requirements.
Expected Graduation DateThe anticipated date on which a student is expected to complete the requirements for an academic program.
Actual Graduation DateThe date associated with the formal awarding or conferral of a student's degree or credential. This date may be different from the expected graduation date. 
Degree TypeThe classification of a degree or credential, such as bachelor's, certificate, master's, doctoral, or professional degree.
Graduating ClassStudents who are awarded degrees or eligible credentials during a specified graduation period or academic year.

Academic Programs

TermDefinition
Academic ProgramAn organized course of study leading to a degree, certificate, or other academic credential.
Primary Program of StudyThe academic program designated as the student's primary program in the University's student information system.
Secondary Program of StudyAn additional academic program associated with a student beyond their primary program.
CIP CodeClassification of Instructional Programs, a federal taxonomy developed by the National Center for Education Statistics to classify instructional programs.
School/CollegeAn academic organizational unit responsible for administering one or more academic programs.
DepartmentAn academic or administrative organizational unit within the University.
Class StandingA student's classification within an academic progression, such as freshman, sophomore, junior, senior, master's, or doctoral level.
Program StatusThe status of an academic program, such as active, inactive, or discontinued, according to University records.

Faculty & Employees

TermDefinition
FacultyIndividuals employed by the University in instructional, research, or other faculty roles.
Full-Time FacultyFaculty members classified as full-time under University employment or reporting standards.
Part-Time FacultyFaculty members classified as part-time under University employment or reporting standards.
Tenured FacultyFaculty members who have been granted tenure under University policies.
Tenure-Track FacultyFaculty members appointed to positions that are eligible for consideration for tenure.
Non-Tenure-Track FacultyFaculty members whose appointments are not on a tenure-eligible track.
StaffUniversity employees who are not classified as faculty under the applicable institutional classification.
Employee HeadcountThe number of employees included in a specified employee population.
FTE EmployeeA standardized measure representing employee workload in relation to a full-time position.
Student-to-Faculty RatioA ratio comparing the number of students to the number of faculty members.

Diversity & Demographics

TermDefinition
Race/Ethnicity

A classification used in institutional reporting to categorize students and employees according to the race and ethnicity categories established by the U.S. Department of Education's Integrated Postsecondary Education Data System (IPEDS).


Individuals are reported in one of the following race/ethnicity categories:

  • Nonresident Alien (this is the only category in which nonresident aliens may be reported)
  • Unknown Race and Ethnicity
  • Hispanic or Latino (Includes individuals of any race who also identify as Hispanic or Latino.)

For non-Hispanics only:

  • American Indian or Alaska Native
  • Asian
  • Black or African American
  • Native Hawaiian or Other Pacific Islander
  • White
  • Two or more races (Includes individuals with any combination of two or more races and not Hispanic or Latino.)
International StudentA student classified as a U.S. Nonresident for applicable institutional and federal reporting purposes. This classification is based on citizenship and visa/residency information rather than the student's self-reported race or ethnicity.
Gender/SexA demographic classification maintained and reported according to IPEDS reporting standards. Federal IPEDS reporting only allows two categories: male and female.
VeteranStudent is a veteran of the U.S. armed forces.
First-Generation StudentAn undergraduate student whose parents did not graduate from college with a baccalaureate degree.
Pell EligibleA student who is eligible to receive a Federal Pell Grant during the applicable reporting period.
Pell RecipientA student who received a Federal Pell Grant during the applicable reporting period.
In-State StudentA student classified as a resident of the applicable state under established residency criteria. At Howard University, we classify students with a primary home address of DC as in-state students. 
Out-of-State StudentA student who does not meet the applicable in-state residency criteria. At Howard University, we classify students with primary home address of any state/district other than DC as out-of-state students (excluding international students).
Primary NationalityThe country associated with an international student's reported or officially determined origin or citizenship. 

Institutional Reporting

TermDefinition
IPEDSThe Integrated Postsecondary Education Data System, a system of interrelated surveys conducted by the National Center for Education Statistics that collects data from postsecondary institutions.
Common Data Set (CDS)A standardized collection of institutional data elements designed to provide consistent information about colleges and universities.
Accreditation ReportingThe submission of institutional information and evidence required by an institution's accrediting organization.
Federal ReportingReporting submitted to federal agencies according to applicable federal requirements.
State ReportingReporting submitted to state agencies according to applicable state requirements.
External ReportingReporting provided to organizations outside the University, including government agencies, accreditors, rankings organizations, and other entities.
Internal ReportingReports produced for University leadership, departments, schools, colleges, or other internal stakeholders.
Data ValidationThe process of reviewing data for accuracy, completeness, consistency, and adherence to established definitions or reporting requirements.