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For the purposes of these indicators, “public higher education appropriations” are:

“State and local support available for public higher education operating expenses, defined to include state public financial aid and exclude spending for research, agricultural, and medical education, as well as support for independent institutions or students attending them.” (State Higher Education Executive Officers Association, State Higher Education Finance, “Data Elements, Last Updated April 21, 2020,” , accessed 6/23/2021). Also excluded are appropriations for agricultural extension and hospitals.

Appropriations include tax appropriations, American Recovery and Reinvestment Act funds, nontax support, and endowment income. See for details.

“Full-time equivalent enrollment” (FTEE) converts student credit hours to full-time academic year students. It excludes “most non-credit or non-degree program enrollments but includes coursework in a vocational or technical program which results in some formal recognition.” For the purposes of the indicators presented here, FTEE excludes medical students (; accessed 6/23/2021).

For the purposes of these indicators, “public higher education appropriations” are:

“State and local support available for public higher education operating expenses, defined to include state public financial aid and exclude spending for research, agricultural, and medical education, as well as support for independent institutions or students attending them.” (State Higher Education Executive Officers Association, State Higher Education Finance, “Data Elements, Last Updated May 15, 2021,” , accessed 6/23/2021). Also excluded are appropriations for agricultural extension and hospitals.

Appropriations include tax appropriations, American Recovery and Reinvestment Act funds, nontax support, and endowment income. See for details.

“Full-time equivalent enrollment” (FTEE) converts student credit hours to full-time academic year students. It excludes “most non-credit or non-degree program enrollments but includes coursework in a vocational or technical program which results in some formal recognition.” (; accessed 6/23/2021). For the purposes of the measures presented here, FTEE excludes medical students.

The explanatory material below is provided by the data collector, the State Higher Education Executive Officers Association (SHEEO), on their State Higher Education Finance Project (SHEF) “Data Definitions” page at .

Cost of Living Index (COLI)

“The cost of living varies greatly across the 50 states, from 82.7% of the U.S. average in Mississippi to 1.36 times the U.S. average in New York. While a cost of living adjustment does not solve the problem of differing intrastate costs of living, it offers a way to get a rough estimate of these differences by adjusting for interstate unit cost data. Financial metrics in the SHEF report are adjusted down in states with a high cost of living and up in states with a low cost of living. This allows for more accurate comparisons on a state’s contribution to public higher education.

State level comparisons in SHEF are adjusted by the state level Cost of Living Index (COLI), calculated annually by the Council for Community and Economic Research (C2ER). This index is based on county-level data collected by the Council for Community and Economic Research. A state index is calculated based on the weighted average of all the counties in each state. COLI is referenced in the Census Bureau’s Statistical Abstract of the U.S., and has also been used by the U.S. Bureau of Labor Statistics and the President’s Council of Economic Advisors, among others.”

Enrollment Mix Index

“Enrollment mix differences pose a challenge for interstate financial comparisons. Each level of higher education, from the first years of undergraduate work through doctoral studies, is progressively more expensive. A state or institution with a large proportion of enrollment in graduate programs will generally have a higher cost per FTE than a state or institution with a larger proportion of enrollment in undergraduate and two-year degree programs.

SHEEO developed an adjustment for interstate enrollment mix differences based on the proportion of enrollment in each state compared to the national proportions of enrollment by Carnegie Classification. Financial metrics in the SHEF report are adjusted down in states with a more expensive enrollment mix and up in states with a less expensive enrollment mix. This allows for more accurate comparisons on a state’s contribution to public higher education.

To calculate EMI, Integrated Postsecondary Education Data System (IPEDS) data are used to develop a national average cost per fall FTE for each of the Carnegie Classifications of institutions. The most recent calculation used financial information from fiscal year 2017 and fall 2016 FTE enrollment data.

The proportion of each state’s FTE in each Carnegie Classification is multiplied by the national average cost per FTE for that classification. For each state, the products for each classification are summed, which yields the state’s enrollment mix unit cost for the year. The ratio of enrollment mix unit cost to aggregated national unit cost constitutes each state’s enrollment mix ‘index.’

SHEEO updates the EMI in odd years of the SHEF report and applies the latest EMI to all prior-year data. Regional comparisons include an adjusted version of EMI, weighted by the proportion of FTE enrollment in each state. EMI is not calculated for Washington, D.C.

The data is updated yearly, includes Alaska and Hawaii, and has publicly available methods. The state-level index is not available for Washington, D.C.”

For the purposes of these indicators, “public higher education appropriations” are:

“State and local support available for public higher education operating expenses, defined to include state public financial aid and exclude spending for research, agricultural, and medical education, as well as support for independent institutions or students attending them.” (State Higher Education Executive Officers Association, State Higher Education Finance, “Data Elements, Last Updated May 15, 2021,” , accessed 6/23/2021). Also excluded are appropriations for agricultural extension and hospitals.

Appropriations include tax appropriations, American Recovery and Reinvestment Act funds, nontax support, and endowment income. See for details.

“Full-time equivalent enrollment” (FTEE) converts student credit hours to full-time academic year students. It excludes “most non-credit or non-degree program enrollments but includes coursework in a vocational or technical program which results in some formal recognition.” (; accessed 6/23/2021). For the purposes of the measures presented here, FTEE excludes medical students.

The explanatory material below is provided by the data collector, the State Higher Education Executive Officers Association (SHEEO), on their State Higher Education Finance Project (SHEF) “Data Definitions” page at .

Cost of Living Index (COLI)

“The cost of living varies greatly across the 50 states, from 82.7% of the U.S. average in Mississippi to 1.36 times the U.S. average in New York. While a cost of living adjustment does not solve the problem of differing intrastate costs of living, it offers a way to get a rough estimate of these differences by adjusting for interstate unit cost data. Financial metrics in the SHEF report are adjusted down in states with a high cost of living and up in states with a low cost of living. This allows for more accurate comparisons on a state’s contribution to public higher education.

State level comparisons in SHEF are adjusted by the state level Cost of Living Index (COLI), calculated annually by the Council for Community and Economic Research (C2ER). This index is based on county-level data collected by the Council for Community and Economic Research. A state index is calculated based on the weighted average of all the counties in each state. COLI is referenced in the Census Bureau’s Statistical Abstract of the U.S., and has also been used by the U.S. Bureau of Labor Statistics and the President’s Council of Economic Advisors, among others.”

Enrollment Mix Index

“Enrollment mix differences pose a challenge for interstate financial comparisons. Each level of higher education, from the first years of undergraduate work through doctoral studies, is progressively more expensive. A state or institution with a large proportion of enrollment in graduate programs will generally have a higher cost per FTE than a state or institution with a larger proportion of enrollment in undergraduate and two-year degree programs.

SHEEO developed an adjustment for interstate enrollment mix differences based on the proportion of enrollment in each state compared to the national proportions of enrollment by Carnegie Classification. Financial metrics in the SHEF report are adjusted down in states with a more expensive enrollment mix and up in states with a less expensive enrollment mix. This allows for more accurate comparisons on a state’s contribution to public higher education.

To calculate EMI, Integrated Postsecondary Education Data System (IPEDS) data are used to develop a national average cost per fall FTE for each of the Carnegie Classifications of institutions. The most recent calculation used financial information from fiscal year 2017 and fall 2016 FTE enrollment data.

The proportion of each state’s FTE in each Carnegie Classification is multiplied by the national average cost per FTE for that classification. For each state, the products for each classification are summed, which yields the state’s enrollment mix unit cost for the year. The ratio of enrollment mix unit cost to aggregated national unit cost constitutes each state’s enrollment mix ‘index.’

SHEEO updates the EMI in odd years of the SHEF report and applies the latest EMI to all prior-year data. Regional comparisons include an adjusted version of EMI, weighted by the proportion of FTE enrollment in each state. EMI is not calculated for Washington, D.C.

The data is updated yearly, includes Alaska and Hawaii, and has publicly available methods. The state-level index is not available for Washington, D.C.”