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entitled 'Higher Education: Information Sharing Could Help Institutions 
Identify and Address Challenges Some Asian Americans and Pacific 
Islander Students Face' which was released on July 26, 2007. 

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Report to Congressional Requesters: 

United States Government Accountability Office: 

GAO: 

July 2007: 

Higher Education: 

Information Sharing Could Help Institutions Identify and Address 
Challenges Some Asian Americans and Pacific Islander Students Face: 

GAO-07-925: 

GAO Highlights: 

Highlights of GAO-07-925, a report to congressional requesters 

Why GAO Did This Study: 

As a group, Asian American and Pacific Islanders represent about 5 
percent of the U.S. population and hold about 8 percent of the college 
degrees. To better understand the educational attainment and average 
incomes of the subgroups that comprise this population, the Committee 
asked: 1) What are Asian American and Pacific Islander subgroups’ 
educational attainment and household income levels? (2) What 
challenges, if any, Asian American and Pacific Islander students face 
in pursuing and completing their post-secondary education? and (3) What 
federal and institutional resources do institutions with large Asian 
American and Pacific Islander student enrollment use to address the 
particular needs of these students? GAO analyzed data from the U.S. 
Census Bureau and the U.S. Department of Education (Education) and 
spoke with officials and Asian American and Pacific Islander students 
at eight postsecondary institutions. 

What GAO Found: 

As a group, Asian American and Pacific Islanders have attained high 
levels of education and income, but differences among Asian American 
and Pacific Islander subgroups exist. For example, a greater percentage 
of Asian Indians and Chinese in the United States had college degrees 
than Vietnamese, Native Hawaiians and Pacific Islanders and 
Indochinese—Cambodians, Laotians, and Hmong. Asian Indians had the 
highest and Native Hawaiians and Pacific Islanders and Indochinese had 
the lowest average income among employed Asian American and Pacific 
Islander subgroups. Data limitations, including challenges linking data 
sources, prevented GAO from fully exploring the reasons for the 
differences among subgroups. 

Figure: Education and Average Income, by Asian American and Pacific 
Islander subgroup (2005): 

[See PDF for Image] 

Source: GAO analysis of ACS data. 

[End of figure] 

Asian American and Pacific Islander subgroups—while in high school—face 
a range of challenges that may affect their ability to persist in 
college. According to GAO’s analysis of Education’s data, Asian 
American and Pacific Islander subgroups differ in their levels of 
academic preparedness, ability to pay for college, and their need to 
balance academic, employment, and family obligations. 

The postsecondary institutions that GAO visited used both federal 
grants and their own resources to address the needs of Asian American 
and Pacific Islander students. The schools used federal aid to 
institutions to provide tutoring services and to supplement Pell Grants 
for selected students. The schools also applied their own funds to 
provide a range of services, including outreach to high school 
students, scholarships, tutoring, and financial aid application and 
tuition assistance. School officials told GAO that they could benefit 
from learning about programs and strategies other schools might be 
using to assist high school and college students. 

What GAO Recommends: 

GAO recommends that the Secretary of Education facilitate sharing of 
information among postsecondary institutions that serve Asian American 
and Pacific Islanders about strategies that foster low-income 
postsecondary student recruitment, retention, and graduation and about 
strategies to reach out to low-income students beginning in high 
school. Education officials generally agreed with our recommendation. 

[Hyperlink, http://www.gao.gov/cgi-bin/getrpt?GAO-07-925]. 

To view the full product, including the scope and methodology, click on 
the link above. For more information, contact George Scott at (202) 512-
7215 or scottg@gao.gov. 

[End of section] 

Contents: 

Letter: 

Results in Brief: 

Background: 

Collectively, Asian American and Pacific Islanders Have Achieved High 
Levels of Education and Income, but There are Differences among Asian 
American and Pacific Islander Subgroups: 

Students from Asian American and Pacific Islander Subgroups Differ in 
the Challenges They Face When Pursuing Postsecondary Education: 

Institutions Used Both Federal Aid and Their Own Funding and Resources 
to Address the Needs of Asian American and Pacific Islander Students: 

Conclusions: 

Recommendation: 

Agency Comments: 

Appendix I: Scope and Methodology: 

Appendix II: Description of Federal Student Aid: 

Appendix III: Comments from the Department of Education: 

Appendix IV: GAO Contacts and Staff Acknowledgments: 

Tables: 

Table 1: Groupings for Analyses of Asian American and Pacific Islander 
Populations: 

Table 2: Estimated Income by Racial and Ethnic Group and College Degree 
Attainment in 2005: 

Table 3: Estimated Average Income for Asian American and Pacific 
Islander Subgroups by Attainment of College Degree in 2005: 

Table 4: Percentage of Asian American and Pacific Islander Subgroups 
Fluent in English: 

Table 5: Percentage of Asian American and Pacific Islander Subgroups 
with and without College Degree Fluent in English: 

Table 6: Percentage of Students Taking ESL Courses by Asian American 
and Pacific Islander Subgroup: 

Table 7: Percentage of Undergraduates Delaying Their Postsecondary 
Enrollment, by Asian American and Pacific Islander Subgroups in 2000: 

Table 8: Description of Federal Institutional Grant Programs Used at 
Visited Institutions: 

Table 9: Federal Institutional Grant Programs Used by Institutions 
Visited On-site: 

Table 10: Estimated Numbers and Percentages of College Graduates and 
Non Graduates, by (1) Broad Racial/Ethnic Categories and (2) Specific 
Asian American Subgroups, and Odds and Odds Ratios Derived from Them: 

Table 11: Odds Ratios from Bi-variate and Multivariate Models 
Estimating the Effects of Race and Ethnicity, Gender, Age and Nativity- 
Date of Arrival on the Odds on Having a College Degree: 

Table 12: Odds Ratios from Bi-variate and Multivariate Models 
Estimating the Effects of Ethnicity, Sex, Age, and Nativity/Arrival 
Status on the Odds on Having a College Degree for Asian American and 
Pacific Islander Subgroups: 

Table 13: Composition of the Asian American and Pacific Islander 
Student Discussion Groups: 

Figures: 

Figure 1: A Map of Asia and the Pacific Islands: 

Figure 2: Estimated Percentage of Asian American and Pacific Islander 
and Other Groups in the U.S. Population Age 25 or Older In 2005: 

Figure 3: Estimated Percentage with at Least a 4-year College Degree 
and Average Income by Racial and Ethnic Group in 2005: 

Figure 4: Estimated Percentage with at Least a 4-year College Degree 
and Their Average Income by Asian American and Pacific Islander 
Subgroup in 2005: 

Figure 5: Percentage of Foreign Born Asian American and Pacific 
Islander Subgroups Arriving before and after 1980: 

Figure 6: High School Academic Program, by Asian American and Pacific 
Islander Subgroup in 2002: 

Figure 7: High School Reading and Math Quartiles, by Asian American and 
Pacific Islander Subgroup: 

Figure 8: Socioeconomic Status Quartile of High School Students, by 
Asian American and Pacific Islander Subgroup in 2004: 

Figure 9: Percentage of Asian American and Pacific Islander Subgroups 
Setting Aside Money for Child's Future Education in 2002: 

Figure 10: Work among Enrolled Undergraduates, by Asian American and 
Pacific Islander Subgroups in 2000: 

Figure 11: Percentage of Asian American and Pacific Islander Students 
Who Applied for and Received Any Federal Aid in 2000: 

Figure 12: Percentage of Asian American and Pacific Islander Students 
Who Applied for and Received a Federal Loan, Grant, or Work Study in 
2000: 

Abbreviations: 

AAPI: Asian American and Pacific Islander: 

ACS: American Community Survey: 

ACS PUMS: American Community Survey Public Use Microdata: 

BRR: balanced repeated replication: 

ELS: Education Longitudinal Study: 

ESL: English as a second language: 

FAFSA: Free Application for Federal Student Aid: 

IPEDS: Integrated Postsecondary Education Data System: 

NPSAS: National Postsecondary Student Aid Study: 

MOE: margin of error: 

OR: odds ratio(s): 

PLUS: Parents Loan for Undergraduate Students: 

SSS: Student Support Services: 

United States Government Accountability Office: 
Washington, DC 20548: 

July 25, 2007: 

The Honorable David Wu: 
House of Representatives: 

The Honorable Howard "Buck" McKeon: 
Ranking Member: 
Committee on Education and Labor: 
House of Representatives: 

Although Asian American and Pacific Islanders represent about 5 percent 
of the general population, they hold about 8 percent of the college 
degrees in the United States, leading some to characterize them as the 
"model minority". However, viewing Asian American and Pacific Islanders 
as a homogeneous group may mask differences in educational attainment 
and income among Asian American and Pacific Islander subgroups. 

Asian American and Pacific Islanders are a diverse population, 
comprised of as many as 43 ethnic groups that differ in their 
languages, cultures, and countries of origin. Some Asian American and 
Pacific Islander subgroups, such as the Chinese and Japanese, have 
large numbers of people who immigrated to the U.S. several generations 
ago; other subgroups--such as the Vietnamese, Laotian, and Cambodian 
populations of Southeast Asia--arrived in the 1970s and, like other 
immigrants, may face challenges in obtaining an education. Asian 
American and Pacific Islanders also are one of the fastest growing 
minority groups in the United States. As a group, Asian American and 
Pacific Islanders increased about 76 percent between 1990 and 2000, 
from about 7 million to 12 million. 

To assist postsecondary institutions that serve both minority and low- 
income students, the Congress appropriated about $514 million in fiscal 
year 2007 to fund programs provided under Title III and Title V of the 
Higher Education Act, as amended. The U.S. Department of Education 
(Education) administers these programs by issuing grants to eligible 
postsecondary institutions to help them improve their capacity to serve 
minority and low-income students. Education also provides about $270 
million in aid annually to postsecondary institutions under its TRIO 
program (see Background section for more detail on TRIO) to assist, 
among other groups, first generation college students. 

To better understand educational attainment and income among the Asian 
American and Pacific Islander subgroups, you asked us to determine: (1) 
What are Asian American and Pacific Islander subgroups' educational 
attainment and household income levels? (2) What challenges, if any, 
Asian American and Pacific Islander students face in pursuing and 
completing their postsecondary education? and (3) What federal and 
institutional resources do institutions with large Asian American and 
Pacific Islander student enrollment use to address the particular needs 
of these students. 

To answer the first question, we used the Census Bureau's (Census) 2005 
American Community Survey (ACS), to examine the present educational 
attainment of Asian American and Pacific Islander subgroups in the 
United States relative to other racial or ethnic groups.[Footnote 1] We 
conducted statistical analyses to identify the relationship between 
educational attainment and income, gender, level of English fluency, 
nativity, and date of arrival.[Footnote 2] We also constructed a 
multivariate model to analyze the extent to which certain factors 
affected the likelihood of having or not having a college degree. 
Because of data limitations, including the time and resources needed to 
link data sources or re-interview ACS respondents, we were unable to 
include parents' education, income, degree status on entry to the U.S., 
and some other factors in the model that research has shown influence 
educational attainment. To answer the second question, we analyzed 
nationally representative data from two Education databases-- the 
Education Longitudinal Study of 2002 (ELS) and the National 
Postsecondary Student Aid Study (NPSAS) of 2000.[Footnote 3] The Asian 
American and Pacific Islander demographic data in both databases 
provided separate categories for the most populous subgroups, but 
combines data for the less populous subgroups, such as Cambodians, 
Laotians and Hmong.[Footnote 4] We assessed the reliability of the ACS, 
ELS, and NPSAS data by performing electronic testing of required data 
elements, reviewing existing information about the data and the systems 
that produced them, and by interviewing agency officials knowledgeable 
about the data. We determined that the data were sufficiently reliable 
for the purposes of this report. We also visited eight 2-year and 4- 
year postsecondary institutions in Hawaii, Minnesota and California and 
conducted 14 discussion groups with students from 11 Asian American and 
Pacific Islander subgroups. We selected states and institutions with 
high concentrations of Asian American and Pacific Islander students and 
diverse Asian American and Pacific Islander subgroups. To answer the 
third question, we analyzed the NPSAS 2000 data, interviewed officials 
at the eight postsecondary institutions we visited, interviewed 
Education officials about federal Title III, TRIO, Native Hawaiian 
Education, and Native Hawaiian Career and Technical Education program 
requirements and reviewed program documentation. 

Appendix I provides a detailed description of our methodology and its 
limitations. We conducted our work from July 2006 through July 2007 in 
accordance with generally accepted government auditing standards. 

Results in Brief: 

As a group, Asian American and Pacific Islanders have attained high 
levels of education and income, but differences among Asian American 
and Pacific Islander subgroups exist. According to our analysis of the 
2005 ACS data, almost half of the Asian American and Pacific Islanders 
in the United States over the age of 25 had a 4-year college degree. In 
comparison almost one third of whites and less than one fifth of 
African Americans and Hispanics had degrees. In addition, Asian 
American and Pacific Islanders had the highest income of any other 
group followed by whites. Viewing Asian American and Pacific Islanders 
as a single group, however, masks the fact that there are major 
differences in educational attainment and income among their subgroups. 
For example, a greater percentage of Asian Indians and Chinese in the 
United States had college degrees compared to the Vietnamese, Native 
Hawaiians and Pacific Islanders and other Indochinese--the Cambodians, 
Laotians, and Hmong. In addition, income among employed Asian American 
and Pacific Islanders was lowest among Native Hawaiians and Pacific 
Islanders and the Cambodians, Laotians, and Hmong. The differences 
among Asian American and Pacific Islander subgroups are significant, 
and research indicates that degree status on entry to the U.S. is an 
important factor in those differences. In addition, our multivariate 
analysis showed that immigration status explained some of the 
differences in educational attainment among the subgroups. 

Education's data on Asian American and Pacific Islanders while they 
were in high school and college show that subgroups face a range of 
challenges when pursuing postsecondary education. Specifically, the 
data showed that subgroups differ in their levels of academic 
preparedness, ability to pay for college, and their need to balance 
academic, employment, and family obligations. For example, half of 
Southeast Asian high school students were not in a college preparatory 
program, nearly one quarter took English-as-a-second-language courses, 
and more than half of Southeast Asian, Native Hawaiian and Pacific 
Islander, and other Asian American and Pacific Islander students had 
lower scores on reading and math tests. With respect to the ability to 
pay for college, more than half of Southeast Asian and Native Hawaiian 
and Pacific Islander students were in the lower socioeconomic 
quartiles, and Southeast Asian and other Asian American and Pacific 
Islander parents set aside less money for their children's future 
education than parents in other subgroups. Finally, Asian American and 
Pacific Islander students participating in our discussion groups told 
us that they faced challenges balancing their work, family, and 
academic responsibilities leading some to live at home, work while 
enrolled, and even delay their education. 

The postsecondary institutions we visited, all of which had large 
concentrations of Asian American and Pacific Islander students, used 
federal institutional grants and their own resources to address the 
needs of Asian American and Pacific Islander students. For example, 
federal aid that is targeted to colleges that serve students who are 
low-income and at risk of not succeeding in college provided tutoring 
to college students and supplemented Pell Grants for students 
struggling to meet the cost of college. Similarly, schools used their 
own funds to provide a range of services, including outreach to 
students while they were still in high school, scholarships, tuition 
assistance, tutoring, and help applying for financial aid to enrolled 
college students. For example, one school provided scholarships to low- 
income Hmong students. Another school used its own resources and 
offered advising, tutoring, and assistance applying for financial aid 
to Native Hawaiians, students of Filipino ancestry, and other 
underrepresented ethnicities including Pacific Islanders and Southeast 
Asians. These services were established to respond to challenges the 
university faced recruiting and retaining underserved groups. Officials 
at some of the schools we visited said that these programs and 
strategies reached underserved student populations while they were 
still in high school and equipped students enrolled in college with the 
tools and resources they needed to persist in school. Officials at some 
of the schools we visited also told us that they would benefit from 
learning about strategies other colleges have used to assist AAPI high 
school and college students. In past reports, GAO also has found that a 
range of strategies--including providing low-income and minority 
students with tutoring, mentoring, and instruction in various subjects, 
including math and writing, beginning in high school--improved the 
students' educational attainment. 

We are recommending that the Secretary of Education facilitate 
information sharing among postsecondary institutions that serve Asian 
American and Pacific Islander students about strategies that foster low-
income Asian American and Pacific Islander student recruitment, 
retention and graduation and about strategies to reach out to this 
group beginning in high school. Education generally agreed with our 
recommendation and agreed to examine options to facilitate information 
sharing by encouraging more grantees to report successful practices on 
their own Web pages. However, we believe that Education is uniquely 
positioned to serve as a broker for information sharing, using its own 
Web site to facilitate the exchange of information about successful 
strategies for Asian American and Pacific Islander students. 

Background: 

Asian American and Pacific Islanders are U. S. residents who are 
descendants of immigrants, or are immigrants themselves, from several 
countries in Asia and the Pacific Islands. Of the 43 self-identified 
subgroups in the 2005 ACS, about half are linked to Asian countries of 
origin or ethnic groups and about half are linked to Pacific Island 
cultures. The Chinese, Filipino, Japanese, Asian Indian, Korean and 
Vietnamese subgroups accounted for about 88 percent of the Asian 
American and Pacific Islander subgroups in 2005. The map in figure 1 
displays the geographic region of Asia and the Pacific Islands. 

Most Asian American and Pacific Islanders entered the country following 
passage of the Immigration and Nationality Act Amendments of 1965 or as 
refugees, and a high percentage of Asian American and Pacific Islanders 
age 25 or older in 2005--about 83 percent--are foreign born. However, 
differences in immigration history and immigrant status also exist 
among the Asian subgroups. For example, the Chinese were one of the 
first Asian subgroups to immigrate to the U.S., arriving in the 
nineteenth century, whereas most Vietnamese arrived in two waves, one 
after the U.S. withdrew from Vietnam in 1972 and the other before the 
South Vietnamese government fell in 1975. 

As shown in figure 2, among the major racial and ethnic groups, whites 
accounted for the majority of the U.S. population (about 71 percent), 
followed by Hispanics (12 percent) and African Americans (11 percent). 
Asians accounted for about 4 percent of U. S. population members age 25 
or older in 2005. When attempting to study individual Asian American 
and Pacific Islander subgroups, the small number of people in some 
subgroups makes analysis difficult. 

Figure 1: A Map of Asia and the Pacific Islands: 

[See PDF for image] 

Source: Map Resources. 

[End of figure] 

Figure 2: Estimated Percentage of Asian American and Pacific Islander 
and Other Groups in the U.S. Population Age 25 or Older In 2005: 

[See PDF for image] 

Source: GAO analysis of ACS data. 

Note: All estimates have a margin of error of two-tenths of 1 percent 
or less. 

[End of figure] 

The Census Bureau, which has developed specialized techniques for 
populations with limited English proficiency included questions that 
allowed Asian American and Pacific Islanders to self-identify their 43 
subgroups in the 2005 ACS survey. Education, which conducts national 
surveys of postsecondary institutions and students, such as NPSAS and 
ELS, to support program planning and research, includes questions in 
the surveys asking respondents to self-identify the most populous 
subgroups, such as the Chinese, Asian Indians and Filipinos, but not 
the less populous ones. According to Education, collecting reliable 
information on Asian American and Pacific Islander students from the 
small subgroups--such as the Cambodians, Laotians, and Hmong--is 
difficult because: they tend to attend small postsecondary 
institutions; all schools don't collect information for Asian American 
and Pacific Islander subgroups; Education samples only 25 students at 
each institution; and students don't self-identify their subgroup 
accurately. As a result, research on Asian American and Pacific 
Islanders' educational attainment and income that uses multiple sources 
of data has incompatible Asian American and Pacific Islander categories 
among the data sources. The Asian American and Pacific Islander 
groupings used in our analyses are shown in table 1. 

Table 1: Groupings For Analyses Of Asian American And Pacific Islander 
Populations: 

Groupings for our ACS analysis: (South) Asian Indians; 
Groupings for our ELS analysis: South Asian--Asian Indian, Bangladeshi, 
Sri Lankan; 
Groupings for our NPSAS analysis: Asian Indian. 

Groupings for our ACS analysis: South Asians--Pakistani, Bangladeshi, 
and Sri Lankan; 
Groupings for our ELS analysis: [Empty]; 
Groupings for our NPSAS analysis: [Empty]. 

Groupings for our ACS analysis: Chinese; 
Groupings for our ELS analysis: Chinese; 
Groupings for our NPSAS analysis: Chinese. 

Groupings for our ACS analysis: Japanese; 
Groupings for our ELS analysis: Japanese; 
Groupings for our NPSAS analysis: Japanese. 

Groupings for our ACS analysis: Korean; 
Groupings for our ELS analysis: Korean; 
Groupings for our NPSAS analysis: Korean. 

Groupings for our ACS analysis: Filipino; 
Groupings for our ELS analysis: Filipino; 
Groupings for our NPSAS analysis: Filipino. 

Groupings for our ACS analysis: Vietnamese; 
Groupings for our ELS analysis: [Empty]; 
Groupings for our NPSAS analysis: Vietnamese. 

Groupings for our ACS analysis: Southeast Asians --Indonesian, 
Malaysian and Thai; 
Groupings for our ELS analysis: Southeast Asian-- Vietnamese, Laotian, 
Cambodian/Kampuchean, Thai, Burmese; 
Groupings for our NPSAS analysis: [Empty]. 

Groupings for our ACS analysis: Indochinese--Cambodian, Laotian and 
Hmong; 
Groupings for our ELS analysis: [Empty]; 
Groupings for our NPSAS analysis: [Empty]. 

Groupings for our ACS analysis: Native Hawaiians and Pacific Islanders-
-Native Hawaiian, Samoan, Tongan, Polynesian, Guamanian, Chamorro, 
Micronesian, Melanesian, and other or combined Native Hawaiian and 
Pacific Islanders; 
Groupings for our ELS analysis: Native Hawaiians and Pacific Islanders; 
Groupings for our NPSAS analysis: Native Hawaiians and Pacific 
Islanders. 

Groupings for our ACS analysis: Other Asians--other specified Asian, 
unspecified Asian and combinations of Asian groups; 
Groupings for our ELS analysis: Other Asian American and Pacific 
Islander and unspecified Asian American and Pacific Islander [A];
Groupings for our NPSAS analysis: Other Asian American and Pacific 
Islander and unspecified Asian American and Pacific Islander [A]. 

Source: GAO analysis of 2005 ACS, 2002 ELS, and 2000 NPSAS data. 

[A] For our ELS 2002 and NPSAS 2000 analyses, we created an "Other 
Asian American Pacific Islander/Unspecified Asian American Pacific 
Islander" category that we refer to throughout this report as "Other 
Asian American and Pacific Islander." For ELS 2002, we developed the 
category that included the responses of (1) students who identified 
themselves as Asian but did not specify to which Asian American Pacific 
Islander subgroup they belonged and (2) students who identified 
themselves as multiethnic as well as a member of an Asian American 
Pacific Islander subgroup. In NPSAS 2000, we developed a category that 
included the responses of (1) students who identified themselves as 
Asian and selected "Other Asian American Pacific Islander" as their 
subgroup, (2) students who identified themselves as Asian but did not 
specify an Asian American Pacific Islander subgroup and (3) students 
who identified themselves as Thai. 

[End of table] 

Federal Aid to Postsecondary Institutions and Individual Students: 

The Department of Education provides grants directly to postsecondary 
institutions to help schools improve their capacity to serve low-income 
and minority students. Asian American and Pacific Islander students may 
receive assistance under these programs either as participants in 
institutions that received targeted grants or as individual recipients 
of federal student financial aid. Federal assistance in each of these 
areas gives special consideration to students from low-income families. 

Title III, Institutional Aid, and Title V, Developing Institutions, of 
the Higher Education Act, as amended, include a number of programs that 
authorize Education to award grants to postsecondary institutions that 
serve large proportions of low-income students and have limited 
financial resources, such as endowment funds. The grants are generally 
intended to increase postsecondary institutions' self-sufficiency and 
build institutional capacity by improving academic quality, addressing 
institutional management issues, and improving student services and 
outcomes. The Title III and Title V programs have broad goals for 
strengthening participating postsecondary institutions but also allow 
them flexibility in developing approaches that will meet their own 
objectives. As part of the program's application, participating 
postsecondary institutions submit a plan for achieving growth and self- 
sufficiency, focused in one or more authorized areas of activity, and 
if selected, may use the grant to pursue the plan's objectives. While 
funding is not specifically targeted to institutions that serve Asian 
American and Pacific Islanders,[Footnote 5] postsecondary institutions 
that meet the eligibility requirements of the Title III and Title V 
programs may use the funding they receive to assist Asian American and 
Pacific Islander students attending eligible institutions. Authorized 
uses of grant funds include: 

* construction, maintenance, or renovation of educational facilities; 

* purchase of telecommunications equipment or services; 

* support of faculty development; 

* development and improvement of academic programs; 

* purchase of library books, periodicals and other educational 
materials; 

* tutoring, counseling and other student service programs designed to 
improve academic success; 

* fiscal and administrative management improvement; and: 

* establishing or improving a development office or endowment fund. 

Title III's , part A, Strengthening Institutions program includes 
grants directed at different types of postsecondary institutions that 
meet the eligibility criteria specified under the title. These 
institutions include Tribal Colleges and Alaskan Natives and Native 
Hawaiian institutions. Title III, part B, funds are directed to 
historically black colleges and universities, and title V funds are 
directed to institutions that serve Hispanic students.[Footnote 6] 

In addition to strengthening institutions, Education also awards grants 
under the Student Support Services (SSS) program. One of the original 
three of a set of Education programs known as TRIO, SSS awards grants 
to institutions to support educational attainment for first generation, 
low-income college students, and students with disabilities and in need 
of academic support. The program aims to increase college retention and 
graduation rates and to help students make the transition from one 
level of higher education to the next. 

Program services include: 

* instruction in basic skills; 

* tutorial services; 

* academic, financial or personal counseling; 

* assistance in completing applications for admission and financial aid 
for enrollment in 4-year institutions and in graduate and professional 
programs; 

* information about career options; 

* mentoring; 

* special services for students with limited English proficiency; and: 

* direct financial assistance to current SSS participants. 

In addition to institutional funding, Education helps students and 
families pay for the costs of postsecondary education through federal 
student aid authorized under Title IV of the Higher Education Act. In 
the 2004-2005 school year, Education provided approximately $74 billion 
in new grant, loan, and work-study programs for undergraduate students, 
including eligible Asian American and Pacific Islander students. 

Education also has responsibilities for administration and oversight of 
the department's postsecondary institutional support and financial aid 
programs, including promoting educational quality and usefulness by 
supporting research, evaluation, and information sharing. Information 
sharing may involve strategies such as posting information on 
Education's Web site and identifying and sharing information on best 
practices. 

Collectively, Asian American and Pacific Islanders Have Achieved High 
Levels of Education and Income, but There are Differences among Asian 
American and Pacific Islander Subgroups: 

As a group, Asian American and Pacific Islanders have attained high 
levels of education and income, but differences among Asian American 
and Pacific Islander subgroups exist. For example, Asian American and 
Pacific Islanders had the highest educational attainment and income of 
any other racial and ethnic group. However, when we viewed Asian 
American and Pacific Islanders as separate subgroups, a different story 
emerges, with some subgroups having relatively low educational 
attainment. While available data lend insights into some of the reasons 
for these differences, data limitations prevented us from completely 
exploring them. 

As a Group, Asian American and Pacific Islanders Have Achieved High 
Levels of Education and Income: 

A high percentage of Asian American and Pacific Islanders have a 
college degree. As shown in figure 3, almost half of Asian American and 
Pacific Islanders age 25 or older in the United States in 2005 had a 4- 
year college degree. In comparison, almost one third of whites, 17 
percent of African Americans, and 12 percent of Hispanics had degrees. 
In addition, the average income of employed Asian American and Pacific 
Islanders, at $52,392, was the highest of any of the groups.[Footnote 
7] The average income for whites was $52,097, $36,025 for African 
Americans, and $32,106 for Hispanics. 

Figure 3: Estimated Percentage with at Least a 4-year College Degree 
and Average Income by Racial and Ethnic Group in 2005: 

[See PDF for image] 

Source: GAO analysis of ACS data. 

Note: Percentage estimates of racial groups have margins of error of 
21/2 percent or less. Overall, average income estimates have a margin 
of error of less than $2,500. 

[End of figure] 

Across racial groups, average income was highest for people with at 
least a college degree as shown in table 2, compared to those without a 
degree. Among the major groups, the difference was highest for Asians 
and whites where college graduates earned $35,700 and $35,200 more than 
non-college graduates respectively. 

Table 2: Estimated Income By Racial And Ethnic Group And College Degree 
Attainment In 2005: 

Major groups: Asian American and Pacific Islander; 
Average income with at least a college degree: $68,549; 
Average income without at least a college degree: $32,887; 
Difference in average income with and without at least a college 
degree: $35,662. 

Major groups: White; 
Average income with at least a college degree: 74,760; 
Average income without at least a college degree: 39,554; 
Difference in average income with and without at least a college 
degree: 35,206. 

Major groups: Some other race and more than one race; 
Average income with at least a college degree: 60,083; 
Average income without at least a college degree: 33,914; 
Difference in average income with and without at least a college 
degree: 26,168. 

Major groups: African American, non-Hispanic; 
Average income with at least a college degree: 55,271; 
Average income without at least a college degree: 30,481; 
Difference in average income with and without at least a college 
degree: 24,790. 

Major groups: American Indian; 
Average income with at least a college degree: 56,537; 
Average income without at least a college degree: 30,860; 
Difference in average income with and without at least a college 
degree: 25,677. 

Major groups: Hispanic; 
Average income with at least a college degree: $56,506; 
Average income without at least a college degree: $27,916; 
Difference in average income with and without at least a college 
degree: $28,590. 

Source: GAO analysis of 2005 ACS data. 

Note: Average income estimates by degree status have a margin of error 
of less than $2,500, except for estimates for the American Indian 
subgroup, which has a margin of error of less than $3,400 and Native 
Hawaiian and Pacific Islander subgroup estimates, which have a margin 
of error of less than $7,500. 

[End of table] 

Viewing Asian American and Pacific Islanders as a Group Masks 
Differences in Educational Attainment and Income among the Subgroups: 

Viewing Asian American and Pacific Islanders as a group, however, masks 
major differences in educational attainment and income among their 
subgroups. As shown in figure 4, a high percentage of Asian Indians (68 
percent) and Chinese (53 percent) had at least a college degree. These 
groups also had much higher percentages of graduate degrees. These two 
subgroups accounted for 41 percent of the Asian American and Pacific 
Islander population. In comparison, 25 percent of Vietnamese, 17 
percent of Native Hawaiians and Pacific Islanders and 13 percent of 
other Indochinese--Cambodians, Laotians and Hmong--had a college 
degree. They are among the smaller Asian American and Pacific Islander 
subgroups and combined account for 17 percent of Asian Americans and 
Pacific Islanders. Cambodians, Laotians, and Hmong also had the highest 
percentage of adult subgroup members who had not completed high school. 
In addition, the estimated average income of Asian Indians and Chinese 
at $65,500 and $56,000 was relatively high compared to other subgroups. 
In contrast, average income among employed Asian American and Pacific 
Islanders was lowest among Native Hawaiians and Pacific Islanders 
($37,718) and other Indochinese ($31,614). 

Figure 4: Estimated Percentage with at Least a 4-year College Degree 
and Their Average Income by Asian American and Pacific Islander 
Subgroup in 2005: 

[See PDF for image] 

Source: GAO analysis of ACS data. 

Notes: Percentage estimates of ethnic groups have margins of error of 4 
percent or less. 

[End of figure] 

Overall, average income estimates have a margin of error of less than 
$3,000. Exceptions include estimates for the Pakistani, Bangladeshi and 
Sri Lankan subgroup, which has a margin of error of less than $3,400 
and estimates of the "Other" subgroup, which has a margin of error of 
less than $4,300. 

Within Asian American and Pacific Islander subgroups estimated average 
income was again higher for individuals with at least a college degree. 
As shown in table 3, Asian Indians and Chinese with at least a college 
degree had the highest estimated average incomes at $76,630 and $72,755 
respectively. There was also a range in estimated income differences 
between those with and without at least a college degree. This 
difference was most pronounced with Asian Indian and Chinese college 
graduates earning $42,000 more than their counterparts without college 
degrees. The difference in average income between graduates and non 
graduates was smallest for the other Indochinese at $17,000. Many 
factors may explain the differences among subgroups. For example, the 
proportion with an advanced degree may be an important factor in 
differences in income. For those with less than a college degree, 
subgroup differences in age and thus time on the job, along with having 
an associates degree, may also be important. 

Table 3: Estimated Average Income For Asian American And Pacific 
Islander Subgroups By Attainment Of College Degree In 2005: 

Asian American and Pacific Islander subgroup: Asian Indian; 
Average income with at least a college degree: $76,630; 
Average income without at least a college degree: $34,585; 
Difference in average income with and without at least a college 
degree: $42,046. 

Asian American and Pacific Islander subgroup: Chinese; 
Average income with at least a college degree: 72,755; 
Average income without at least a college degree: 30,515; 
Difference in average income with and without at least a college 
degree: 42,240. 

Asian American and Pacific Islander subgroup: Japanese; 
Average income with at least a college degree: 71,862; 
Average income without at least a college degree: 42,654; 
Difference in average income with and without at least a college 
degree: 29,208. 

Asian American and Pacific Islander subgroup: Vietnamese; 
Average income with at least a college degree: 65,782; 
Average income without at least a college degree: 29,783; 
Difference in average income with and without at least a college 
degree: 36,000. 

Asian American and Pacific Islander subgroup: Other Asians; 
Average income with at least a college degree: 65,547; 
Average income without at least a college degree: 33,773; 
Difference in average income with and without at least a college 
degree: 31,774. 

Asian American and Pacific Islander subgroup: Korean; 
Average income with at least a college degree: 64,462; 
Average income without at least a college degree: 35,241; 
Difference in average income with and without at least a college 
degree: 29,221. 

Asian American and Pacific Islander subgroup: South Asians; 
Average income with at least a college degree: 60,987; 
Average income without at least a college degree: 28,796; 
Difference in average income with and without at least a college 
degree: 32,190. 

Asian American and Pacific Islander subgroup: Native Hawaiians and 
Pacific Islander; 
Average income with at least a college degree: 58,482; 
Average income without at least a college degree: 32,705; 
Difference in average income with and without at least a college 
degree: 25,777. 

Asian American and Pacific Islander subgroup: Filipino; 
Average income with at least a college degree: 57,388; 
Average income without at least a college degree: 34,363; 
Difference in average income with and without at least a college 
degree: 23,025. 

Asian American and Pacific Islander subgroup: Southeast Asians; 
Average income with at least a college degree: 50,227; 
Average income without at least a college degree: 30,936; 
Difference in average income with and without at least a college 
degree: 19,291. 

Asian American and Pacific Islander subgroup: Indochinese; 
Average income with at least a college degree: $45,549; 
Average income without at least a college degree: $28,849; 
Difference in average income with and without at least a college 
degree: $16,700. 

Source: GAO analysis of 2005 ACS data. 

Note: Average income estimates by degree status have a margin of error 
of less than $5,500, except for estimates for the South Asian, Native 
Hawaiian and Pacific Islander and Other subgroups which have a margin 
of error of less than $7,800. 

[End of table] 

We looked at other characteristics of the population, such as date of 
arrival in the U.S. and ability to speak English, to better understand 
differences in education and income between groups. We found 
differences in ability to speak English among the Asian American and 
Pacific Islander subgroups. (See table 4.) Many of these differences 
may be attributed to whether the subgroup came from a country where 
English was a second language or whether the group has been in the 
United States for a long period of time. For example, we found that 
over 90 percent of Filipino, Asian Indians, and Japanese identified 
themselves as fluent in English. In comparison, only 70 percent of 
Koreans, 62 percent of Vietnamese, and 60 percent of the other 
Indochinese subgroups, whose members are more likely to have arrived in 
the United States more recently, identified themselves as fluent. 

Table 4: Percentage of Asian American and Pacific Islander Subgroups 
Fluent in English: 

Asian American and Pacific Islander subgroup: Native Hawaiian and 
Pacific Islander; 
Total fluent for subgroup (percent): 97. 

Asian American and Pacific Islander subgroup: Filipino; 
Total fluent for subgroup (percent): 93. 

Asian American and Pacific Islander subgroup: Asian Indian; 
Total fluent for subgroup (percent): 90. 

Asian American and Pacific Islander subgroup: Japanese; 
Total fluent for subgroup (percent): 90. 

Asian American and Pacific Islander subgroup: South Asian; 
Total fluent for subgroup (percent): 87. 

Asian American and Pacific Islander subgroup: Other Asians; 
Total fluent for subgroup (percent): 85. 

Asian American and Pacific Islander subgroup: Southeast Asian; 
Total fluent for subgroup (percent): 85. 

Asian American and Pacific Islander subgroup: Chinese; 
Total fluent for subgroup (percent): 71. 

Asian American and Pacific Islander subgroup: Korean; 
Total fluent for subgroup (percent): 70. 

Asian American and Pacific Islander subgroup: Vietnamese; 
Total fluent for subgroup (percent): 62. 

Asian American and Pacific Islander subgroup: Indochinese;
Total fluent for subgroup (percent): 60. 

Source: GAO analysis of 2005 ACS data. 

Note: Overall, percentage estimates of English fluency have margins of 
error of three percent or less. 

[End of table] 

Among the Asian American and Pacific Islander subgroups, for the most 
part those with college degrees were more fluent than those without. 
Even among those with a degree, however, there was some variation among 
the groups. (See table 5.) For example, almost all Filipino, Asian 
Indian, and other South Asians with college degrees (99 to 97 percent) 
identified themselves as fluent compared to 80 percent of Koreans with 
a degree. Among those without college degrees, only about one-half of 
Koreans, other Indochinese, Chinese, and Vietnamese said they were 
fluent in English. 

Table 5: Percentage Of Asian American And Pacific Islander Subgroups 
With And Without College Degree Fluent In English: 

Asian American and Pacific Islander subgroup: Native Hawaiian and 
Pacific Islanders; 
Fluent with college degree (Percentage): 99; 
Fluent without college degree (Percentage): 96. 

Asian American and Pacific Islander subgroup: Filipino; 
Fluent with college degree (Percentage): 98; 
Fluent without college degree (Percentage): 89. 

Asian American and Pacific Islander subgroup: Asian Indian; 
Fluent with college degree (Percentage): 98; 
Fluent without college degree (Percentage): 75. 

Asian American and Pacific Islander subgroup: South Asians; 
Fluent with college degree (Percentage): 97; 
Fluent without college degree (Percentage): 76. 

Asian American and Pacific Islander subgroup: Other Asians; 
Fluent with college degree (Percentage): 96; 
Fluent without college degree (Percentage): 75. 

Asian American and Pacific Islander subgroup: Japanese; 
Fluent with college degree (Percentage): 93; 
Fluent without college degree (Percentage): 87. 

Asian American and Pacific Islander subgroup: Chinese; 
Fluent with college degree (Percentage): 92; 
Fluent without college degree (Percentage): 48. 

Asian American and Pacific Islander subgroup: Vietnamese; 
Fluent with college degree (Percentage): 91; 
Fluent without college degree (Percentage): 53. 

Asian American and Pacific Islander subgroup: Southeast Asians; 
Fluent with college degree (Percentage): 89; 
Fluent without college degree (Percentage): 82. 

Asian American and Pacific Islander subgroup: Indochinese; 
Fluent with college degree (Percentage): 88; 
Fluent without college degree (Percentage): 56. 

Asian American and Pacific Islander subgroup: Korean; 
Fluent with college degree (Percentage): 80; 
Fluent without college degree (Percentage): 58. 

Source: GAO analysis of 2005 ACS data. 

Note: Percentage estimates of English fluency by degree status have 
margins of error of four and a half percent or less. 

[End of table] 

Among foreign born Asian American and Pacific Islander subgroup members 
age 25 or older in 2005, the majority of the subgroups arrived in the 
United States after 1980. As shown in figure 5, for example, over three 
quarters of Cambodian, Laotian and Hmong, and Asian Indians arrived 
after 1980. Almost 85 percent of South Asians arrived after 1980. 

Figure 5: Percentage of Foreign Born Asian American and Pacific 
Islander Subgroups Arriving before and after 1980: 

[See PDF for image] 

Source: GAO analysis of ACS data. 

Note: The majority of the Native Hawaiian-Pacific Islanders and 
Japanese subgroups were native born. Percentage estimates by nativity 
and arrival status have margins of error of 4 percent or less. 

[End of figure] 

To further analyze factors related to differences in Asian American and 
Pacific Islander educational attainment, we constructed a multivariate 
logistic regression model to analyze the relationship between 
educational attainment and population groups. We used the model to 
measure the extent to which gender, age, nativity, and date of arrival 
in the U. S. affected the likelihood of having or not having a college 
degree. However, we did not include income or the ability to speak 
English in the model because of data limitations. In addition, the data 
did not provide information on such things as the parents' income or 
educational level, which a large body of research has shown is a strong 
predictor of their children's educational attainment.[Footnote 8] The 
ACS also did not provide the date or in which country a degree was 
attained. 

The model showed that, while significant, the factors for which we had 
data do not account for the differences in the likelihood of various 
groups' having a college degree. We caution that the results of this 
model do not imply differential treatment of the groups with respect to 
access to higher education. Since many Asian American and Pacific 
Islander immigrants arrive in the U.S. with at least a college degree, 
the experience of Asian American and Pacific Islanders attending high 
school or college in the U.S. may provide more illumination into 
possible differences among subgroups. Appendix I provides additional 
information about our multivariate model and results. 

Students from Asian American and Pacific Islander Subgroups Differ in 
the Challenges They Face When Pursuing Postsecondary Education: 

Data on Asian American and Pacific Islanders while they were in high 
school and college in the United States show that subgroups face a 
range of challenges when pursuing and persisting in postsecondary 
education. Specifically, the data showed that some Asian American and 
Pacific Islander subgroups are less academically prepared for college, 
less able to afford college, and have difficulty balancing their 
education, work, and family responsibilities. 

Levels of Academic Preparedness Differ among Asian American and Pacific 
Islander Subgroups: 

Our analysis of ELS data showed that the percentage of high school 
students in a college preparatory program differed among Asian American 
and Pacific Islander subgroups. As shown in figure 6, fewer Southeast 
Asian students than students in other Asian American Pacific Islander 
subgroups reported being in a college preparatory program.[Footnote 9] 

Figure 6: High School Academic Program, by Asian American and Pacific 
Islander Subgroup in 2002: 

[See PDF for image] 

Source: GAO analysis of ELS data. 

[End of figure] 

The percentage of students taking English as a Second Language (ESL) 
courses also differed among Asian American and Pacific Islander 
subgroups, as shown in table 6. Southeast Asian students--Vietnamese, 
Laotian, Cambodian/Kampuchean, Thai, Burmese--were unique among the 
subgroups in that they reported the highest percentage of students 
taking ESL courses and the lowest percentage of students with English 
as their native language. Part of the reason that Southeast Asian 
students are unique in this way is that among Asian American and 
Pacific Islander subgroups, Southeast Asian students have the highest 
percentage of parents with a high school education or less and the 
lowest percentage of parents who speak English as their native 
language. On the other hand, Japanese students, many of whom come from 
families that have been in the United States for generations, have a 
higher percentage of native English speakers than Southeast Asian 
students, many of whom arrived in the United States since 1980 and 
speak a language other than English in the home. As a result, Southeast 
Asian students may have less familiarity with the English language and 
may require additional language support. 

Table 6: Percentage Of Students Taking PDF Courses By Asian American 
And Pacific Islander Subgroup: 

Asian American and Pacific Islander subgroup: Southeast Asian; 
Percentage of students who have taken ESL courses: 23; 
Percentage of students with English as their native language: 13. 

Asian American and Pacific Islander subgroup: Native Hawaiian/ Other 
Pacific Islander; 
Percentage of students who have taken ESL courses: 21; 
Percentage of students with English as their native language: 74. 

Asian American and Pacific Islander subgroup: Korean; 
Percentage of students who have taken ESL courses: 19; 
Percentage of students with English as their native language: 48. 

Asian American and Pacific Islander subgroup: Chinese; 
Percentage of students who have taken ESL courses: 16; 
Percentage of students with English as their native language: 31. 

Asian American and Pacific Islander subgroup: Other Asian American and 
Pacific Islander; 
Percentage of students who have taken ESL courses: 15; 
Percentage of students with English as their native language: 70. 

Asian American and Pacific Islander subgroup: South Asian; 
Percentage of students who have taken ESL courses: 13; 
Percentage of students with English as their native language: 34. 

Asian American and Pacific Islander subgroup: Filipino; 
Percentage of students who have taken ESL courses: 11; 
Percentage of students with English as their native language: 59. 

Asian American and Pacific Islander subgroup: Japanese; 
Percentage of students who have taken ESL courses: 8; 
Percentage of students with English as their native language: 71. 

Source: GAO analysis of ELS 2002 base-year survey data. 

[End of table] 

Students' reading and math ability also differed by Asian American and 
Pacific Islander subgroup, with half or more of the students in each of 
the Southeast Asian, Native Hawaiian and Pacific Islander, and Other 
Asian American Pacific Islander subgroups in the lower reading and math 
quartiles, as shown in figure 7. 

Figure 7: High School Reading and Math Quartiles, by Asian American and 
Pacific Islander Subgroup: 

[See PDF for image] 

Source: GAO analysis of ELS data. 

Note: The reading and math quartile rankings were derived from student 
respondents' scores on cognitive reading and math tests administered as 
part of the ELS 2002 base-year (reading) and first follow-up (math) 
surveys. The reading and math tests used questions selected from tests 
that were part of Education's other assessments, including the National 
Education Longitudinal Study of 1988, the National Assessment of 
Educational Progress, and the Program for International Student 
Assessment. 

[End of figure] 

Some Asian American and Pacific Islander students participating in our 
discussion groups told us that they had been placed into remedial 
English and math courses when they first enrolled in college. In 
addition, some students told us that they felt that their high schools 
had not prepared them well, saying that they had felt ignored by their 
teachers, uninformed about their postsecondary options, and unprepared 
for the changes that accompany the transition from high school to 
college. 

Some Asian American and Pacific Islander Subgroups Face Challenges 
Meeting Postsecondary Education Costs: 

The amount of savings that parents set aside for their children's 
postsecondary education differed across Asian American and Pacific 
Islander subgroups. The Southeast Asian and the Other Asian American 
Pacific Islander subgroups had larger proportions of their population 
in the lower socioeconomic quartiles, as shown in figure 8, and 
reported lower savings amounts, as shown in figure 9. Of note, when we 
compared these two subgroups with African Americans and Hispanics, we 
found similar rates of savings. 

Figure 8: Socioeconomic Status Quartile of High School Students, by 
Asian American and Pacific Islander Subgroup in 2004: 

[See PDF for image] 

Source: GAO analysis of ELS data. 

[End of figure] 

Figure 9: Percentage of Asian American and Pacific Islander Subgroups 
Setting Aside Money for Child's Future Education in 2002: 

[See PDF for image] 

Source: GAO analysis of ELS data. 

Note: This figure does not include findings for Native Hawaiian and 
other Pacific Islanders due to insufficient sample size around which to 
build a confidence interval. 

[End of figure] 

Asian American and Pacific Islander subgroups also differed in the 
extent to which they could afford school without working. Our analysis 
of NPSAS data showed that larger percentages of undergraduates in some 
Asian American and Pacific Islander subgroups had parents help in 
paying their tuition. For example, 33 percent of Japanese 
undergraduates reported that their parents paid all their tuition. In 
contrast, 81 percent of Vietnamese undergraduates reported that their 
parents paid none of their tuition. Subgroups also differed in the 
extent to which students could afford school without working, ranging 
from 36 percent of Vietnamese to 68 percent of Chinese undergraduates 
reporting that they could afford school without working. Finally, our 
analysis of NPSAS data showed that subgroups with less savings and who 
were less able to afford college had larger percentages of students who 
applied for financial aid to help pay college expenses. 

Some Asian American and Pacific Islander Subgroups Find It Challenging 
to Balance Their Academic, Work, and Family Obligations: 

Our analysis of NPSAS data showed that a greater percentage of 
undergraduates in some Asian American and Pacific Islander subgroups 
than in others delay their college education. Nearly one-half of 
Vietnamese undergraduates reported that they delayed their education 
and one-third of them delayed their education by 1 year or more, as 
shown in table 7. Some Asian American and Pacific Islander students 
participating in our discussion groups told us that they faced 
challenges balancing their work, family, and academic responsibilities 
leading some to delay their education. 

Table 7: Percentage Of Undergraduates Delaying Their Postsecondary 
Enrollment, By Asian American And Pacific Islander Subgroups In 2000: 

Asian American and Pacific Islander subgroup: Vietnamese; 
More than 1 year: 33; 
1 year: 12; 
Did not delay: 54. 

Asian American and Pacific Islander subgroup: Other Asian American and 
Pacific Islander; 
More than 1 year: 31; 
1 year: 9; 
Did not delay: 60. 

Asian American and Pacific Islander subgroup: Filipino; 
More than 1 year: 23; 
1 year: 12; 
Did not delay: 64. 

Asian American and Pacific Islander subgroup: Native Hawaiian/Other 
Pacific Islander; 
More than 1 year: 23; 
1 year: 13; 
Did not delay: 63. 

Asian American and Pacific Islander subgroup: Chinese; 
More than 1 year: 20; 
1 year: 8; 
Did not delay: 72. 

Asian American and Pacific Islander subgroup: Asian Indian; 
More than 1 year: 16; 
1 year: 19; 
Did not delay: 66. 

Asian American and Pacific Islander subgroup: Korean; 
More than 1 year: 12; 
1 year: 11; 
Did not delay: 77. 

Asian American and Pacific Islander subgroup: Japanese; 
More than 1 year: 9; 
1 year: 19; 
Did not delay: 71. 

Source: GAO analysis of NPSAS 2000 undergraduate data. 

[End of table] 

Our analysis of NPSAS data showed that undergraduates' working while 
enrolled differed by Asian American and Pacific Islander subgroup, with 
undergraduates in some Asian American and Pacific Islander subgroups 
working more hours than others, as shown in figure 10. 

Figure 10: Work among Enrolled Undergraduates, by Asian American and 
Pacific Islander Subgroups in 2000: 

[See PDF for image] 

Source: GAO analysis of NPSAS data. 

[End of figure] 

The primary reasons that undergraduates gave for working varied among 
the Asian American and Pacific Islander subgroups. More than half of 
undergraduates from all Asian American and Pacific Islander subgroups 
except Asian Indian and Korean said that they worked primarily to pay 
tuition, fees, and living expenses. In addition, 43 percent of Korean 
undergraduates said that they worked primarily to earn spending money, 
and about 30 percent of Chinese and Asian Indian undergraduates said 
that they worked primarily to gain job experience. 

Asian American and Pacific Islander students participating in our 
discussion groups provided several reasons why they worked, including 
the need to pay for school; the need to pay such bills as rent, 
insurance, and food; and the desire to have their own spending money 
for entertainment. Others said that they worked to relieve their 
family's financial burden, to gain financial independence from their 
parents, or to fulfill their obligation as the eldest child by 
financially supporting the family. 

Several discussion group participants also said that they supported 
their families in other ways, including living at home to share 
expenses, providing transportation, tutoring, translating, reading 
mail, writing letters, paying bills, answering calls, and doing 
household chores. Large percentages of some Asian American and Pacific 
Islander subgroups lived at home or attended schools within driving 
distance of home. Our analysis of NPSAS data showed that 42 percent of 
Vietnamese undergraduates lived at home while enrolled--the highest 
percentage among Asian American and Pacific Islander subgroups. It also 
showed that a greater percentage of Vietnamese undergraduates (96 
percent) attended institutions in their home states compared to 85 
percent of Chinese and Koreans, and 80 percent of Japanese 
undergraduates. Finally, 59 percent of Native Hawaiian and Pacific 
Islander undergraduates, and 58 percent of Vietnamese undergraduates 
attended institutions within 10 miles of home. 

Institutions Used Both Federal Aid and Their Own Funding and Resources 
to Address the Needs of Asian American and Pacific Islander Students: 

The colleges we visited used federal aid and institutional resources to 
address the needs of Asian American and Pacific Islander students. 
Using these resources, colleges funded a range of services, including 
services to enhance students' academic performance and scholarships. 
Additionally, students also received federal financial aid to help them 
pay for college. 

Institutions Used Federal Aid Targeted to Institutions That Serve 
Minority, Low-income, and First-Generation College Students to Assist 
Asian American and Pacific Islander Students: 

The institutions we visited--all of which serve large Asian American 
and Pacific Islander populations--used federal funding that is awarded 
to schools for serving low-income, disabled, minority, and first- 
generation college students to respond to the needs of Asian American 
and Pacific Islander students. As shown in table 8, colleges that meet 
the eligibility criteria for funding had available a range of funding 
from federal sources. A prior GAO report contains additional 
information on the types of services that institutions provide with 
Title III and V grants.[Footnote 10] For example, one college we 
visited received a Title III Strengthening Institutions grant because 
the college served a significant portion of low-income students and had 
below average expenditures for institutions that offer similar 
instruction, two key eligibility criteria for the grant. In addition, 
some of the colleges we visited that serve low-income students, first- 
generation college students, and disabled students, received TRIO 
Student Support Services (SSS) grants. In addition, some colleges also 
received funding under federal programs for Native Hawaiian students. 

Table 8: Description Of Federal Institutional Grant Programs Used At 
Visited Institutions: 

Dollars in millions. 

Program name: Title III, part A, Strengthening Institutions; 
Program objective: Improve academic quality, address institutional 
management issues, and improve student services and outcomes; 
Eligibility criteria: 
* An institution's average educational and general expenditures are low 
compared to institutions that offer similar instruction[B]; 
* At least 50 percent of its students receive need-based federal 
financial assistance or a substantial percentage of students receive 
Pell Grants compared with those in other institutions[B]; 
* Is legally authorized to provide a bachelor's degree program or is a 
junior or community college; 
* Is accredited by a nationally recognized accrediting agency; 
Fiscal year 2006 funding[A]: $80. 

Program name: Title III, part A, Alaska Native and Native Hawaiian; 
Program objective: Improve academic quality, address institutional 
management issues, and improve student services and outcomes; 
Eligibility criteria: Institution must meet the eligibility 
requirements for the Strengthening Institutions program and have an 
enrollment of undergraduate students that is at least 10 percent Native 
Hawaiian students; 
Fiscal year 2006 funding[A]: 2[C,D]. 

Program name: TRIO Student Support Services; 
Program objective: Provide opportunities for academic development, 
assist students with basic college requirements, and serve to motivate 
students toward the successful completion of their postsecondary 
education; 
Eligibility criteria: An institution must assure in its application 
that at least two thirds of the students served with the grant will be 
low-income individuals who are first-generation college students or 
individuals with disabilities. The remaining students served will be 
low-income individuals, first-generation college students, or 
individuals with disabilities. In addition, at least one third of the 
individuals with disabilities will be low-income individuals. An 
institution must also show that students participating in the grant 
program will be offered sufficient financial assistance to meet their 
full financial need; 
Fiscal year 2006 funding[A]: 271. 

Program name: Native Hawaiian Education; 
Program objective: Develop innovative education programs to assist 
native Hawaiians and to supplement and expand programs and authorities 
in the area of education; 
Eligibility criteria: Organizations must be a Native Hawaiian 
educational organization, Native Hawaiian community-based organization, 
or a public or private nonprofit organization, agency, or institution 
with experience in developing or operating Native Hawaiian programs or 
programs of instruction in the Native Hawaiian language; 
Fiscal year 2006 funding[A]: 34. 

Program name: Native Hawaiian Career and Technical Educational Grant; 
Program objective: Provide assistance to plan and administer programs 
or portions of programs that provide vocational training and related 
activities to native Hawaiians; 
Eligibility criteria: Community-based organizations primarily serving 
and representing Native Hawaiians. A community-based organization means 
a public or private nonprofit organization that provides career and 
technical education, or related services, to individuals in the Native 
Hawaiian community; 
Fiscal year 2006 funding[A]: $3. 

Source: GAO analysis of program documentation from Education. 

[A] This represents full funding to all grant recipients in fiscal year 
2006. Figures are rounded. 

[B] These criteria may be waived. 

[C] This figure represents grants awarded to institutions with at least 
10 percent Native Hawaiian students. 

[D] Education has proposed discontinuing funding for Title III, Part A, 
Alaska Native/Native Hawaiian Institutions in its fiscal year 2008 
budget proposal. According to Education, the types of activities 
supported by this program may be carried out under the Title III 
Strengthening Institutions program. Institutions whose projects would 
be discontinued would be eligible to seek funds under the Strengthening 
Institutions program. 

[End of table] 

The schools we visited funded a range of services with the federal 
institutional grants they received, and more schools received funding 
under the TRIO SSS grants than other grants. (See table 9). For 
example, Century College in Minnesota, San Francisco State University, 
and City College of San Francisco all received a TRIO SSS grant. 
Century College provides tutoring and counseling services with its 
grant and supplements Pell Grants to help students struggling to meet 
college costs. The TRIO SSS director at Century College said that each 
of the Pell Grants awarded to 30 students is supplemented with $414 
each year. He also said that 90 percent of the students in the TRIO SSS 
program are Hmong. San Francisco State University uses its TRIO SSS 
grant to fund a program that provides eligible students, many of whom 
are Asian American, with academic advising, tutoring, counseling and 
workshops. City College of San Francisco uses its TRIO SSS to fund the 
Writing Success Project which provides writing instruction, group 
tutoring, academic counseling, and a variety of workshops. City College 
of San Francisco also uses a Title III Strengthening Institutions grant 
to fund an instruction lab. Through the lab, students receive 
instruction in English, math, and ESL. A university official said that 
about 80 percent of the students who are served by the lab are Asian. 
Kapi'olani Community College in Honolulu uses a portion of its Title 
III Alaska Native and Native Hawaiian grant to provide freshman Native 
Hawaiians with mentoring and peer tutoring. It also provides its 
broader student body with remedial courses. It also used the grant to 
help fund courses on Hawaiian and Pacific Islander cultures and history 
and provide academic services to students including peer mentoring and 
academic advising, tutoring, and help applying for financial aid. 

Table 9: Federal Institutional Grant Programs Used By Institutions 
Visited On-Site: 

Program: Title III, part A, Strengthening Institutions; 
Century College in Minn.: [Empty]; 
City College of San Francisco in Calif.: X; 
Concordia University in Minn.: [Empty]; 
De Anza College in Calif.: [Empty]; 
Kapi'olani Community College in Ha.: [Empty]; 
Leeward Community College in Ha.: [Empty]; 
San Francisco State University in Calif.: [Empty]; 
University of Hawaii-Manoa in Ha.: [Empty]. 

Program: Title III, part A, Alaska Native and Native Hawaiian; 
Century College in Minn.: [Empty]; 
City College of San Francisco in Calif.: [Empty]; 
Concordia University in Minn.: [Empty]; 
De Anza College in Calif.: [Empty]; 
Kapi'olani Community College in Ha.: X; 
Leeward Community College in Ha.: [Empty]; 
San Francisco State University in Calif.: [Empty]; 
University of Hawaii-Manoa in Ha.: [Empty]. 

Program: TRIO Student Support Services; 
Century College in Minn.: X; 
City College of San Francisco in Calif.: X; 
Concordia University in Minn.: [Empty]; 
De Anza College in Calif.: [Empty]; 
Kapi'olani Community College in Ha.: X; 
Leeward Community College in Ha.: [Empty]; 
San Francisco State University in Calif.: X; 
University of Hawaii-Manoa in Ha.: X. 

Program: Native Hawaiian Education Grant; 
Century College in Minn.: [Empty]; 
City College of San Francisco in Calif.: [Empty]; 
Concordia University in Minn.: [Empty]; 
De Anza College in Calif.: [Empty]; 
Kapi'olani Community College in Ha.: [Empty]; 
Leeward Community College in Ha.: [Empty]; 
San Francisco State University in Calif.: [Empty]; 
University of Hawaii-Manoa in Ha.: X. 

Program: Native Hawaiian Career and Technical Educational Grant; 
Century College in Minn.: [Empty]; 
City College of San Francisco in Calif.: [Empty]; 
Concordia University in Minn.: [Empty]; 
De Anza College in Calif.: [Empty]; 
Kapi'olani Community College in Ha.: X; 
Leeward Community College in Ha.: X[A]; 
San Francisco State University in Calif.: [Empty]; 
University of Hawaii-Manoa in Ha.: [Empty]. 

Source: GAO analysis of on-site interviews and related documentation. 

[A] Information on Leeward Community College's use of Native Hawaiian 
Career and Technical Educational Grant was not available at the time of 
our site visit. 

[End of table] 

Federal grants targeted to Native Hawaiians also supported a range of 
services. The University of Hawaii at Manoa runs three programs for 
Native Hawaiian students using its Native Hawaiian Education Grant. 
Under one program, the university helps prepare 25 Native Hawaiian 
students for college, by providing, among other things, a 6-week- 
remedial-writing course. This program also funds up to 50 tuition 
scholarships each year for Native Hawaiian students. Another program 
provides tuition stipends to 30 Native Hawaiian students who are 
enrolled or interested in Science, Technology, Engineering, and Math 
(STEM)-related degrees. These students receive academic guidance and 
counseling and exposure to professionals in their fields of study. 
Lastly, the Native Hawaiian Science and Engineering Mentorship Program 
provides summer internships for 30 freshmen engineering students. 
Kapiolani provides Native Hawaiian students in certificate or 
associates programs with computer access, peer mentoring, academic 
advising, career counseling, leadership training, and internships 
through a Native Hawaiian Career and Technical Educational Program 
grant.[Footnote 11] 

Colleges Use Their Own Resources to Provide Asian American and Pacific 
Islander Students with Tuition Assistance or Academic Services: 

Officials at some of the institutions we visited reported that 
institutional resources supported a diversity of approaches including, 
outreach to high school students as well as scholarships and academic 
services for Asian American and Pacific Islander college students. For 
example, officials at Concordia University located in Minnesota and at 
Leeward Community College in Hawaii both reported that they make 
presentations to recruit high school students to their institutions and 
inform them about federal student aid. The schools also offer to help 
students and parents complete the Free Application for Federal Student 
Aid (FAFSA), which is often a stumbling block for some students in the 
student financial aid application process. An official at Concordia 
University said one staff member who conducts outreach to high school 
students is Hmong, a factor that helps recruiting because he is aware 
of Hmong cultural norms and is able to share information in the Hmong 
language. The official also said that this staff member is vital to the 
retention of Hmong students at Concordia University because his role 
extends beyond admissions into general counseling. Century College also 
has a Hmong staff member who successfully recruited Hmong students to 
the college from area high schools. 

Officials at some of the schools we visited said that these programs 
and strategies reached underserved populations while they were still in 
high school and equipped students enrolled in postsecondary education 
with the tools and resources needed to persist in earning their 
certificate or degree. In past reports, GAO also has found that 
providing low-income and minority students with tutoring, mentoring, 
and instruction in various subjects, including math and writing, 
beginning in high school, improved the students' educational 
attainment. The officials we interviewed also said that they wanted to 
know about the diversity of strategies other institutions were using to 
assist Asian American and Pacific Islanders. For example, one community 
college official had taken the initiative to collaborate with 
colleagues at her institution and other community colleges to develop 
strategies for improving the retention rates of minority students, 
including Asian American and Pacific Islanders. In another state, state 
college and university officials meet each year to share information 
about best practices they use to assess and assist students, including 
Asian American and Pacific Islander students. 

The University of Hawaii at Manoa offers in-state tuition rates to 
students who come from Pacific Islands that do not have postsecondary 
public institutions that offer bachelor's degrees.[Footnote 12] The 
funding assists Pacific Island students who are severely 
underrepresented on campus. Similarly, Concordia University in 
Minnesota has a scholarship that targets Hmong students, who we were 
told comprise the majority of Asian American and Pacific Islander 
students on campus and tend to come from low-income families. An 
official said the scholarship fund is about $1,000, and it is typically 
awarded to one or two students annually. His office is trying to find 
ways to provide Hmong and other needy students with additional 
assistance. University of Hawaii at Manoa provides Native Hawaiian 
students with advising, tutoring, and assistance applying for financial 
aid through the Office of Student Affairs. The services were 
established in 1988 to respond to challenges the university faced in 
recruiting and retaining Native Hawaiian students. The university also 
provides institutional resources to help fund similar services for 
students of Filipino ancestry and other underrepresented ethnicities 
including Pacific Islanders, Southeast Asians, and African Americans 
through the Office of Multicultural Student Services. 

Eligible Asian American and Pacific Islander Students Also Received 
Federal Student Aid: 

Federal student financial aid is available to eligible Asian American 
and Pacific Islander students, and according to the NPSAS 2000, many of 
them received financial aid. See appendix II for the types of federal 
student aid. According to the 2000 NPSAS, the percent of Asian American 
and Pacific Islander students who reported applying for and receiving 
any federal aid varied by subgroup. Twenty-nine percent of Japanese 
students, a subgroup with a high average income, applied for and 
received federal aid, compared to 46 percent of students identified as 
other Asian American and Pacific Islander in the NPSAS data.[Footnote 
13] A significant percent of Korean students, 45 percent, also reported 
applying for and receiving any federal aid. (See fig. 11). 

Figure 11: Percentage of Asian American and Pacific Islander Students 
Who Applied for and Received Any Federal Aid in 2000: 

[See PDF for image] 

Source: GAO analysis of NPSAS data. 

[End of figure] 

A small percentage of Japanese students, 12 percent, applied for and 
received grants. By contrast, nearly 35 percent of the other Asian 
American and Pacific Islander students in the NPSAS data and 39 percent 
of Vietnamese students reported applying for and receiving grants. The 
percent of students who reported applying for and receiving a federal 
loan[Footnote 14] was 20 percent or more across all subgroups. Over a 
quarter of Filipino, Indian, and Vietnamese students and over a third 
of Korean students said they had applied for and received federal 
student loans. The percent of students that reported applying for and 
receiving federal work-study was 8 percent or below across all 
subgroups. Just over 1 percent of Japanese students applied for and 
received work-study grants. By contrast, close to 8 percent of Korean 
students reported applying for and receiving work-study grants. Few 
Japanese students may have received federal grants and work-study 
because they come from a subgroup with high average incomes and both 
types of aid have family income limits. (See fig. 12.) 

Figure 12: Percentage of Asian American and Pacific Islander Students 
Who Applied for and Received a Federal Loan, Grant, or Work Study in 
2000: 

[See PDF for image] 

Source: GAO analysis of NPSAS data. 

[End of figure] 

Conclusions: 

Because Asian American and Pacific Islanders are a rapidly growing 
population, an increasing number of postsecondary institutions may find 
a higher percentage of Asian American and Pacific Islander students 
represented in their student bodies. While Asian American and Pacific 
Islanders, as a group, have high levels of education and income, 
members of some subgroups are more likely to face challenges, 
especially with English as a second language and math, in pursuing and 
persisting in postsecondary education. The schools such students attend 
will need to identify strategies and services to support these 
students. The institutions that we visited had a range of programs, 
activities, and efforts in place to reach out to underserved Asian 
American and Pacific Islander students in high school and support them 
academically when they enroll in postsecondary institutions. Moreover, 
GAO's prior work has confirmed that providing supports to both to low- 
income and minority students and the institutions that serve them 
improves educational attainment. GAO has also acknowledged the value of 
information sharing as an effective method for disseminating 
information more broadly on diverse practices aimed at improving 
educational attainment. Postsecondary institutions with a new influx of 
Asian American and Pacific Islander students needing assistance could 
learn from the experience of those we visited. However, currently, no 
effective mechanism exists for sharing these approaches among 
institutions that serve Asian American and Pacific Islander students. 

Recommendation: 

To assist postsecondary institutions that serve Asian American and 
Pacific Islander students, particularly students from low-income 
families, we recommend that the Secretary of Education facilitate the 
sharing of information among institutions about strategies that foster 
low-income postsecondary student recruitment, retention, and graduation 
and also sharing of information about strategies to reach out to Asian 
American and Pacific Islanders beginning in high school. There are 
various ways that Education could facilitate sharing information. For 
example, Education might develop a link on the department's Web site 
that postsecondary institutional officials could use to share 
information about their student assistance activities or develop a 
compendium of best practices for assisting Asian American and Pacific 
Islander students. 

Agency Comments: 

We provided a draft of the report to the Department of Education for 
review and comment. Education generally agreed with our recommendation 
concerning sharing information among postsecondary institutions about 
strategies for assisting Asian American and Pacific Islander students. 
Education pointed out two types of efforts that are in place. The first 
effort is information about minority-serving institutions' successful 
practices that the Office of Postsecondary Education makes available to 
the public and all grantees on its program "Success Stories" Web page. 
However, Education provided us with examples of Hispanic-serving 
institutions' successes from this Web page, not of strategies for 
assisting Asian American and Pacific Islander students. Education also 
said that minority-serving institutions make a project abstract for 
each grantee available on the institutions' own Web pages. Education 
agreed to examine options for facilitating information sharing by 
encouraging more grantees to report successful practices on their Web 
pages. However, we believe that Education is uniquely positioned to 
serve as a broker for information sharing, using its own Web site to 
facilitate the exchange of information about successful strategies 
related to Asian American and Pacific Islander students. 

Education also interpreted our recommendation to suggest that increased 
efforts be made in the area of outreach to Asian American and Pacific 
Islanders students while in high school. While the postsecondary 
officials we interviewed and our own prior work confirm that outreach 
to students beginning in high school improves educational attainment, 
the intent of our recommendation was sharing information about outreach 
strategies to Asian American and Pacific Islander students. In 
response, we have made some minor revisions in wording to clarify the 
recommendation. 

We are sending copies of this report to the Secretary of Education, 
relevant congressional committees, and other interested parties. We 
also will make copies available to others upon request. In addition, 
the report will be made available at no charge on the GAO Web site at 
http://www.gao.gov. 

If you or your staff have any questions about this report, please 
contact me at (202) 512-7215 or scottg@gao.gov. Contact points for our 
Office of Congressional Relations and Public Affairs may be found on 
the last page of this report. GAO staff who made major contributions to 
this report are listed in appendix IV. 

Signed by: 

George A. Scott: 
Director, Education, Workforce, and Income Security Issues: 

[End of section] 

Appendix I: Scope and Methodology: 

This appendix discusses in detail our methodology for determining 
whether differences exist in Asian American and Pacific Islander 
subgroups' educational attainment and income and the resources 
available to address any challenges they may face in pursuing and 
completing postsecondary education. The study was framed around three 
questions: (1) What are Asian American and Pacific Islander subgroups' 
educational attainment and household income levels? (2) What 
challenges, if any, Asian American and Pacific Islander students face 
in pursuing and completing their postsecondary education? (3) What 
federal and institutional resources institutions with large Asian 
American and Pacific Islander student enrollment use to address the 
particular needs of these students? 

Procedures for Determining Asian American and Pacific Islander 
Subgroups' Educational Attainment and Household Income Levels: 

To determine the educational and other demographic characteristics of 
the Asian American and Pacific Islander population and subgroups, we 
analyzed data from the 2005 American Community Survey Public Use 
Microdata Sample (ACS PUMS) file. 

Data Collection: 

The ACS survey data were the most recent existing data source available 
containing complete information on Asian and Native Hawaiian and 
Pacific Islander subgroups. The ACS is an annual household survey 
conducted by the Census Bureau that obtains estimates of the 
demographic and social characteristic of the US population, including 
racial and ethnic groups, income, educational attainment, age, and 
others. The ACS annually surveys a sample of 3 million households and 
currently provides estimates for population areas of at least 65,000. 
To ensure that most ACS respondents in our analyses would have had 
enough time to complete their postsecondary education, we limited our 
analysis to adults in the sample 25 years of age or older. 

We used the SUDAAN software package for statistical analyses to produce 
the weighted estimates, standard errors, and tests of significance. 
Estimates calculated from the ACS data are weighted based on each 
individual's weight in the sample. Standard errors for estimates for 
Asian American and Pacific Islander subgroups were calculated using the 
80 balanced repeated replicate weights with a Fay's adjustment of k=0.5 
supplied by Census in the 2005 ACS PUMS data. Standard errors for 
estimates for the entire population were calculated using Taylor series 
variance estimation. The precision of estimates based on the ACS data 
is identified as the 95 percent confidence level margin of error (MOE) 
and is footnoted in tables and figures where estimates are presented. 

To assess the reliability of the ACS, we reviewed the technical 
documentation for these data files, including the coding and definition 
of variables of interest, the procedures for handling missing data, 
coding checks, and imputation procedures for missing data. We also 
interviewed Census Bureau staff about selected variables--such as race, 
ethnicity and English fluency--used in our analysis. We considered the 
response rate, allocation rate--the rate at which responses are imputed 
for unanswered questions--and size of confidence intervals. Because the 
ACS had a very high response rate, a low allocation rate, and narrow 
confidence intervals, we found the 2005 ACS data to be sufficiently 
reliable for our study objectives. 

Data Analysis: 

We analyzed the ACS data using both descriptive statistical analysis 
procedures and a multivariate logistic regression model. For our 
descriptive analyses, we reviewed summary statistics of the individual 
variables as well as bi-variate and three-way analyses of the broad 
racial and ethnic groups--American Indian, white, black, Hispanic, 
Asian-American, and Native Hawaiian or other Pacific Islanders--and the 
individual Asian American and Pacific Islander subgroups by educational 
attainment, mean (or average) income, gender, level of English fluency, 
nativity, and date of arrival in the United States. In addition, we 
conducted multivariate analysis of the likelihood of graduating from 
college across racial and ethnic groups and Asian American and Pacific 
Islander subgroups. The multivariate analysis is discussed in more 
detail below. 

To analyze the individual Asian American and Pacific Islander subgroups 
in both the descriptive and multivariate analyses, we used the ACS 
definition of "Asian", that is, a person who resides in the United 
States and has origins in any of the original peoples of the Far East, 
Southeast Asian, or the Indian subcontinent. The ACS definition of 
Native Hawaiian or Other Pacific Islander is a person who resides in 
the United States and has origins in any of the original peoples of 
Hawaii, Guam, Samoa, or other Pacific Islands. 

To minimize sampling error in Asian American and Pacific Islander 
subgroup estimates, we combined some of the ACS racial and ethnic 
categories with limited sample size. Any distinct category with a 
sample size of at least 1,000 individuals age 25 or older was included 
as an Asian subgroup for this analysis. Those that had fewer than 1,000 
individuals were combined with other subgroups based on geographic 
origins. For example, 'other South Asians' included individuals with 
origins from Pakistan, Bangladesh, and Sri Lanka. Further, there were 
six ACS categories with origins in Southeast Asia which we combined 
into two different subgroups based on grouping subpopulations with 
similar college degree attainment, mean income, and fluency in English. 
The resulting ACS categories that were used as Asian American and 
Pacific Islander subgroups in our analyses were: 

* (South) Asian Indian, 

* South Asians (Pakistani, Bangladeshi and Sri Lankan), 

* Chinese, 

* Japanese, 

* Korean, 

* Filipino, 

* Vietnamese, 

* Southeast Asians (Indonesian, Malaysian and Thai), 

* Indochinese (Cambodian, Hmong, and Laotian), 

* Native Hawaiians and other Pacific Islanders (Native Hawaiian, 
Samoan, Tongan, Polynesian, Guamanian, Chamorro, Micronesian, 
Melanesian, and other or combined Native Hawaiian and Pacific 
Islanders), and: 

* other Asians (other specified Asian, unspecified Asian, and 
combinations of Asian groups). 

Having found in our descriptive analyses that there were differences in 
educational attainment among Asians and other racial and ethnic groups 
and among subgroups of Asians themselves, we were interested in whether 
these differences were affected, or could be accounted for, by 
differences in selected factors. To investigate this, we used data from 
the 2005 American Community Survey, restricted our attention to adults 
in that sample who were 25 years of age or older, and considered how 
many of them did and did not graduate from college, an important 
indicator of educational attainment. We first considered the numbers 
and percentages of individuals in the broad racial and ethnic 
categories who had and had not completed college, and then did the same 
for the individual Asian American and Pacific Islander subgroups. After 
first obtaining estimates of the bi-variate differences between groups 
of the likelihood of being a college graduate, we then used 
multivariate logistic regression models to re-estimate those 
differences after controlling for gender, age (under 45 versus 45 or 
over), nativity (native-born versus foreign born), and date of arrival 
in the United States (before 1980 and in or after 1980). Because date 
of arrival is pertinent only for foreign-born individuals, nativity and 
date of arrival were represented by a single three-category composite 
variable that contrasted individuals who were 1) native born, 2) 
foreign born and arrived before 1980, and 3) foreign born and arrived 
in or after 1980. We chose these variables because, unlike others-- 
linguistic isolation, income, ability to speak English, and so forth-- 
they clearly were causally prior to educational attainment. In 
addition, the data did not provide information on such things as 
parents' income or educational level that might have been predictive of 
the respondent's educational attainment. 

Table 10 shows the weighted numbers and percentages of adults who were 
and were not college graduates, first across broad racial and ethnic 
categories and then across the Asian American and Pacific Islander 
subgroups. The top panel of the table shows that, among those 
identified as a specific race or ethnicity, Asian American and Pacific 
Islanders had the highest percentage of college graduates (48 percent), 
followed by whites (30 percent), African Americans (17 percent), 
American Indian/Alaskan Natives (14 percent), and Hispanics (12 
percent). The other non-Hispanics--mostly persons who indicated that 
they belonged to multiple racial categories--had 26 percent college 
graduates. The bottom panel shows the marked differences in percentages 
of college graduates across the Asian American and Pacific Islander 
subgroups. More than two thirds (68 percent) of Asian Indian adults 
were college graduates, and the same was true of 54 percent of South 
Asians in the same region--Sri Lankan, Pakistani, and Bangladeshi--and 
just over half of all adults among the Koreans (54 percent) and Chinese 
(53 percent). Slightly less than half of all Filipino adults (48 
percent) were college graduates, as were 44 percent of Southeast 
Asians--Indonesians, Malaysians and Thai--and 44 percent of Japanese 
adults. The groups that were behind in terms of college graduation 
rates included Vietnamese adults (25 percent), other Indochinese (17 
percent), and Native Hawaiian and Pacific Islanders (13 percent). The 
other Asians category--which included other specified Asian, 
unspecified Asian and combinations of Asian groups--had a 47 percent 
graduation rate. 

Table 10: Estimated Numbers And Percentages Of College Graduates And 
Non Graduates, By (1) Broad Racial/ethnic Categories And (2) Specific 
Asian American Subgroups, And Odds And Odds Ratios Derived from Them: 

Racial/ethnic group: White non-Hispanic; 
College graduate: Non-graduate: 93,900,456; 
College graduate: Graduate: 40,199,138; 
Total: 134,099,594; 
Odds: 0.43; 
Odds ratios: REF. 

Racial/ethnic group: White non-Hispanic; 
College graduate: Non-graduate: 70.0%; 
College graduate: Graduate: 30.0%; 
Total: 100.0%; 
Odds: [Empty]; 
Odds ratios: [Empty]. 

Racial/ethnic group: Hispanic; 
College graduate: Non-graduate: 19,887,007; 
College graduate: Graduate: 2,784,588; 
Total: 22,671,595; 
Odds: 0.14; 
Odds ratios: 0.33. 

Racial/ethnic group: Hispanic; 
College graduate: Non-graduate: 87.7%; 
College graduate: Graduate: 12.3%; 
Total: 100.0%; 
Odds: [Empty]; 
Odds ratios: [Empty]. 

Racial/ethnic group: Black non-Hispanic; 
College graduate: Non-graduate: 16,715,992; 
College graduate: Graduate: 503,929; 
Total: 20,219,921; 
Odds: 0.21; 
Odds ratios: 0.49. 

Racial/ethnic group: Black non-Hispanic; 
College graduate: Non-graduate: 82.7%; 
College graduate: Graduate: 17.3%; 
Total: 100.0%; 
Odds: [Empty]; 
Odds ratios: [Empty]. 

Racial/ethnic group: American Indian and Alaska Native non-Hispanic; 
College graduate: Non-graduate: 1,060,964; 
College graduate: Graduate: 176,376; 
Total: 1,237,340; 
Odds: 0.17; 
Odds ratios: 0.39. 

Racial/ethnic group: American Indian and Alaska Native non-Hispanic; 
College graduate: Non-graduate: 85.7%; 
College graduate: Graduate: 14.3%; 
Total: 100.0%; 
Odds: [Empty]; 
Odds ratios: [Empty]. 

Racial/ethnic group: Asian non-Hispanic; 
College graduate: Non-graduate: 4,445,008; 
College graduate: Graduate: 4,181,071; 
Total: 8,626,079; 
Odds: 0.94; 
Odds ratios: 2.20. 

Racial/ethnic group: Asian non-Hispanic; 
College graduate: Non-graduate: 51.5%; 
College graduate: Graduate: 48.5%; 
Total: 100.0%; 
Odds: [Empty]; 
Odds ratios: [Empty]. 

Racial/ethnic group: Other non-Hispanic; 
College graduate: Non-graduate: 1,543,436; 
College graduate: Graduate: 532,601; 
Total: 2,076,037; 
Odds: 0.35; 
Odds ratios: 0.81. 

Racial/ethnic group: Other non-Hispanic; 
College graduate: Non-graduate: 74.3%; 
College graduate: Graduate: 25.7%; 
Total: 100.0%; 
Odds: [Empty]; 
Odds ratios: [Empty]. 

Total; 
College graduate: Non-graduate: 137,552,863; 
College graduate: Graduate: 51,377,703; 
Total: 188,930,566; 
Odds: 0.37; 
Odds ratios: [Empty]. 

Total; 
College graduate: Non-graduate: 72.8%; 
College graduate: Graduate: 27.2%; 
Total: 100.0%; 
Odds: [Empty]; 
Odds ratios: [Empty]. 

Asian American and Pacific Islander subgroups: Chinese; 
College graduate Non-graduate: 952,420; 
College graduate: Graduate: 1,056,270; 
Total: 2,008,690; 
Odds: 1.11; 
Odds ratios: REF. 

Asian American and Pacific Islander subgroups: Chinese; 
College graduate Non-graduate: 47.4%; 
College graduate: Graduate: 52.6%; 
Total: 100.0%; 
Odds: [Empty]; 
Odds ratios: [Empty]. 

Asian American and Pacific Islander subgroups: Korean; 
College graduate Non-graduate: 399,283; 
College graduate: Graduate: 464,533; 
Total: 86,816; 
Odds: 1.16; 
Odds ratios: 1.05. 

Asian American and Pacific Islander subgroups: Korean; 
College graduate Non-graduate: 46.2%; 
College graduate: Graduate: 53.8%; 
Total: 100.0%; 
Odds: [Empty]; 
Odds ratios: [Empty]. 

Asian American and Pacific Islander subgroups: Japanese; 
College graduate Non-graduate: 380,346; 
College graduate: Graduate: 301,075; 
Total: 681,421; 
Odds: 0.79; 
Odds ratios: 0.71. 

Asian American and Pacific Islander subgroups: Japanese; 
College graduate Non-graduate: 55.8%; 
College graduate: Graduate: 44.2%; 
Total: 100.0%; 
Odds: [Empty]; 
Odds ratios: [Empty]. 

Asian American and Pacific Islander subgroups: Vietnamese; 
College graduate Non-graduate: 685,592; 
College graduate: Graduate: 230,885; 
Total: 916,477; 
Odds: 0.34; 
Odds ratios: 0.30. 

Asian American and Pacific Islander subgroups: Vietnamese; 
College graduate Non-graduate: 74.8%; 
College graduate: Graduate: 25.2%; 
Total: 100.0%; 
Odds: [Empty]; 
Odds ratios: [Empty]. 

Asian American and Pacific Islander subgroups: Other Indochinese; 
College graduate Non-graduate: 266,411; 
College graduate: Graduate: 38,674; 
Total: 305,085; 
Odds: 0.15; 
Odds ratios: 0.13. 

Asian American and Pacific Islander subgroups: Other Indochinese; 
College graduate Non-graduate: 87.3%; 
College graduate: Graduate: 12.7%; 
Total: 100.0%; 
Odds: [Empty]; 
Odds ratios: [Empty]. 

Asian American and Pacific Islander subgroups: Filipino; 
College graduate Non-graduate: 814,657; 
College graduate: Graduate: 739,667; 
Total: 1,554,324; 
Odds: 0.91; 
Odds ratios: 0.82. 

Asian American and Pacific Islander subgroups: Filipino; 
College graduate Non-graduate: 52.4%; 
College graduate: Graduate: 47.6%; 
Total: 100.0%; 
Odds: [Empty]; 
Odds ratios: [Empty]. 

Asian American and Pacific Islander subgroups: Other Southeast Asians; 
College graduate Non-graduate: 92,802; 
College graduate: Graduate: 72,287; 
Total: 165,089; 
Odds: 0.78; 
Odds ratios: 0.70. 

Asian American and Pacific Islander subgroups: Other Southeast Asians; 
College graduate Non-graduate: 56.2%; 
College graduate: Graduate: 43.8%; 
Total: 100.0%; 
Odds: [Empty]; 
Odds ratios: [Empty]. 

Asian American and Pacific Islander subgroups: Asian Indian; 
College graduate Non-graduate: 495,114; 
College graduate: Graduate: 1,058,139; 
Total: 1,553,253; 
Odds: 2.14; 
Odds ratios: 1.93. 

Asian American and Pacific Islander subgroups: Asian Indian; 
College graduate Non-graduate: 31.9%; 
College graduate: Graduate: 68.1%; 
Total: 100.0%; 
Odds: [Empty]; 
Odds ratios: [Empty]. 

Asian American and Pacific Islander subgroups: Other South Asians; 
College graduate Non-graduate: 76,663; 
College graduate: Graduate: 90,051; 
Total: 166,714; 
Odds: 1.17; 
Odds ratios: 1.06. 

Asian American and Pacific Islander subgroups: Other South Asians; 
College graduate Non-graduate: 46.0%; 
College graduate: Graduate: 54.0%; 
Total: 100.0%; 
Odds: [Empty]; 
Odds ratios: [Empty]. 

Asian American and Pacific Islander subgroups: Native Hawaiians and 
Pacific Islanders; 
College graduate Non-graduate: 174,757; 
College graduate: Graduate: 34,855; 
Total: 209,612; 
Odds: 0.20; 
Odds ratios: 0.18. 

Asian American and Pacific Islander subgroups: Native Hawaiians and 
Pacific Islanders; 
College graduate Non-graduate: 83.4%; 
College graduate: Graduate: 16.6%; 
Total: 100.0%; 
Odds: [Empty]; 
Odds ratios: [Empty]. 

Asian American and Pacific Islander subgroups: Other Asians; 
College graduate Non-graduate: 106,963; 
College graduate: Graduate: 94,635; 
Total: 201,598; 
Odds: 0.88; 
Odds ratios: 0.80. 

Asian American and Pacific Islander subgroups: Other Asians; 
College graduate Non-graduate: 53.1%; 
College graduate: Graduate: 46.9%; 
Total: 100.0%; 
Odds: [Empty]; 
Odds ratios: [Empty]. 

Total; 
College graduate Non-graduate: 4,445,008; 
College graduate: Graduate: 4181,071; 
Total: 8,626,079; 
Odds: [Empty]; 
Odds ratios: [Empty]. 

Total; 
College graduate Non-graduate: 51.5%; 
College graduate: Graduate: 48.5%; 
Total: 100.0%; 
Odds: 0.94; 
Odds ratios: [Empty]. 

Source: GAO analysis of 2005 ACS data for individuals 25 years of age 
or older. 

[End of table] 

An alternative way to estimate the difference between groups is to 
calculate odds and odds ratios, which are the parameters that underlie 
the logistic regression models that we used to estimate those 
differences before and after adjusting for other factors. The odds on 
being a college graduate for each group, which are shown in the next to 
last column of table 10, are simply the number of graduates divided by 
the number of non-graduates or, alternatively, the percentage of 
graduates divided by 100 minus the percentage of graduates. For whites, 
the odds on being a college graduate are 40,199,138/93,900,456 = 0.43, 
which can be interpreted as meaning that among whites 0.43 graduate for 
every 1 who does not (or that 43 graduate for every 100 who do not). 
For Hispanics, by contrast, the odds of being a college graduate are 
considerably lower, and equal to 2,784,588/19,887,007, or 0.14. The 
odds on being a college graduate for the other broad groups, and for 
the Asian American and Pacific Islander subgroups, can be similarly 
calculated, and then differences between groups can be calculated by 
choosing one group as the referent category and calculating how 
different other groups are by taking the ratios of these odds, or odds 
ratios (OR). These are shown in the last column of table 10. When we 
choose whites as the referent category to estimate the differences 
across the broad racial categories, we find that prior to controlling 
for other factors Asian American and Pacific Islanders have higher odds 
than whites of being a college graduate (by a factor of 0.94/0.43 = 
2.20), all other groups have lower odds than whites, by factors ranging 
from 0.33 (for Hispanics) to 0.81 (for the other non-Hispanic 
category). Similarly, when we choose the Chinese--the largest group of 
Asian Americans for whom the odds of being a college graduate are 1.11-
-as the referent category for comparing AAPI subgroups, we find that 
Asian Indians have markedly higher odds than the Chinese (by a factor 
of 1.93), and that Koreans (OR = 1.05) and other South Asians from the 
India region (1.06) have slightly higher odds. All other groups had 
lower odds of being a graduate than the Chinese and, as the percentages 
showed previously, the lowest odds ratios were for the Vietnamese (OR = 
0.30), other Indochinese from that region (OR = 0.13) and Native 
Hawaiians and Pacific Islanders (OR = 0.18). 

In tables 11 and 12 below, we show how much or little these differences 
change as a result of controlling for other factors. The first column 
of numbers in table 11 shows the unadjusted odds ratios reflecting the 
gross differences in the odds on graduating across the broad racial and 
ethnic categories and across categories of sex, age, and the nativity- 
date of arrival composite variable from bi-variate logistic regression 
models, and the latter columns show the adjusted odds ratios from 
models which adjust for each of the non-racial and ethnic factors one 
at a time and then all together. The odds ratios from the bi-variate 
logistic regression models for race and ethnicity are the same as those 
calculated directly from the weighted numbers in the top panel of table 
10, and all but one of them are significant at the .01 level. As 
mentioned previously, the bi-variate odds ratios in the first column of 
table 11 indicate that in general, when other factors are ignored, 
Asian American and Pacific Islanders are the only minority group that 
have higher odds (by a factor of 2.20) of being a college graduate than 
whites. African Americans, Hispanics, and American Indian/Alaskan 
Natives all have lower odds of being a college graduate than whites, by 
factors ranging from 0.49 to 0.33. Models 1 thru 3, shown in table 11, 
re-estimate the differences between groups after controlling for sex, 
age, and nativity-date of arrival variable one at a time, respectively. 
Very little change in the estimated difference in the likelihood of 
being a college graduate between groups is produced by controlling for 
these factors individually, though controlling for the nativity-date of 
arrival variable does reduce the odds ratio indicating the difference 
between Asian American and Pacific Islanders and whites from 2.20 to 
1.96. When all of the factors are controlled simultaneously, as in 
Model 4, the odds on being a college graduate for Asian American and 
Pacific Islanders remains 1.92 times greater than for whites, and the 
differences between other minorities and whites are virtually 
unaltered. 

Table 11: Odds Ratios From Bi-Variate And Multivariate Models 
Estimating The Effects Of Race And Ethnicity, Gender, Age And Nativity- 
Date Of Arrival On The Odds On Having A College Degree: 

White Non-Hispanic; 
Bi-variate Odds Ratios: REF; 
Odds ratios from multivariate models: Model (1): REF; 
Odds ratios from multivariate models: Model (2): REF; 
Odds ratios from multivariate models: Model (3): REF; 
Odds ratios from multivariate models: Model (4): REF. 

Hispanic (All Races); 
Bi-variate Odds Ratios: 0.33[A]; 
Odds ratios from multivariate models: Model (1): 0.33[A]; 
Odds ratios from multivariate models: Model (2): 0.30[A]; 
Odds ratios from multivariate models: Model (3): 0.30[A]; 
Odds ratios from multivariate models: Model (4): 0.28[A]. 

Black Non-Hispanic; 
Bi-variate Odds Ratios: 0.49[A]; 
Odds ratios from multivariate models: Model (1): 0.49[A]; 
Odds ratios from multivariate models: Model (2): 0.47[A]; 
Odds ratios from multivariate models: Model (3): 0.48[A]; 
Odds ratios from multivariate models: Model (4): 0.47[A]. 

American Indian Alaskan Native Non-Hispanic; 
Bi-variate Odds Ratios: 0.39[A]; 
Odds ratios from multivariate models: Model (1): 0.39[A]; 
Odds ratios from multivariate models: Model (2): 0.38[A]; 
Odds ratios from multivariate models: Model (3): 0.39[A]; 
Odds ratios from multivariate models: Model (4): 0.38[A]. 

Asian Non-Hispanic; 
Bi-variate Odds Ratios: 2.20[A]; 
Odds ratios from multivariate models: Model (1): 2.20[A]; 
Odds ratios from multivariate models: Model (2): 2.11[A]; 
Odds ratios from multivariate models: Model (3): 1.96[A]; 
Odds ratios from multivariate models: Model (4): 1.92[A]. 

Other Non Hispanic; 
Bi-variate Odds Ratios: 0.81[A]; 
Odds ratios from multivariate models: Model (1): 0.81[A]; 
Odds ratios from multivariate models: Model (2): 0.77[A]; 
Odds ratios from multivariate models: Model (3): 0.79[A]; 
Odds ratios from multivariate models: Model (4): 0.76[A]. 

Male; 
Bi-variate Odds Ratios: REF; 
Odds ratios from multivariate models: Model (1): REF; 
Odds ratios from multivariate models: Model (2): [Empty]; 
Odds ratios from multivariate models: Model (3): [Empty]; 
Odds ratios from multivariate models: Model (4): REF. 

Female; 
Bi-variate Odds Ratios: 0.89[A]; 
Odds ratios from multivariate models: Model (1): 0.88[A]; 
Odds ratios from multivariate models: Model (2): [Empty]; 
Odds ratios from multivariate models: Model (3): [Empty]; 
Odds ratios from multivariate models: Model (4): 0.89[A]. 

Under 45; 
Bi-variate Odds Ratios: REF; 
Odds ratios from multivariate models: Model (1): [Empty]; 
Odds ratios from multivariate models: Model (2): REF; 
Odds ratios from multivariate models: Model (3): [Empty]; 
Odds ratios from multivariate models: Model (4): REF. 

Over 45; 
Bi-variate Odds Ratios: 0.80[A]; 
Odds ratios from multivariate models: Model (1): [Empty]; 
Odds ratios from multivariate models: Model (2): 0.73[A]; 
Odds ratios from multivariate models: Model (3): [Empty]; 
Odds ratios from multivariate models: Model (4): 0.73[A]. 

Native Born; 
Bi-variate Odds Ratios: REF; 
Odds ratios from multivariate models: Model (1): [Empty]; 
Odds ratios from multivariate models: Model (2): [Empty]; 
Odds ratios from multivariate models: Model (3): REF; 
Odds ratios from multivariate models: Model (4): REF. 

Foreign born - before 1980; 
Bi-variate Odds Ratios: 0.91[A]; 
Odds ratios from multivariate models: Model (1): [Empty]; 
Odds ratios from multivariate models: Model (2): [Empty]; 
Odds ratios from multivariate models: Model (3): 1.01; 
Odds ratios from multivariate models: Model (4): 1.11[A]. 

Foreign born - after 1980; 
Bi-variate Odds Ratios: 1.00[A]; 
Odds ratios from multivariate models: Model (1): [Empty]; 
Odds ratios from multivariate models: Model (2): [Empty]; 
Odds ratios from multivariate models: Model (3): 1.20[A]; 
Odds ratios from multivariate models: Model (4): 1.14[A]. 

Source: GAO analysis of 2005 ACS data. 

[A] Indicates differences with the referent category that are 
statistically significant at the 0.01 level. 

Notes: "REF" identifies the group chosen as the referent category. 

[End of table] 

In the first column of numbers, table 12 shows the odds ratios 
indicating the unadjusted differences in the odds on being a college 
graduate across Asian American and Pacific Islander subgroups and 
across gender, age and nativity-date of arrival, from bi-variate 
logistic regression models, and the latter columns show the adjusted 
odds ratios from models which adjust for each of the factors one at a 
time and then all together. Odds ratios from the bi-variate logistic 
regression models that estimate differences between racial and ethnic 
groups are the same as those calculated directly from the weighted 
numbers in the top panel of table 10. All of them are significant at 
the .01 level, with the exception of the odds ratios indicating the 
differences between the Koreans, (OR=1.05), other South Asians 
(OR=1.06) and the Chinese, and the odds ratio indicating the difference 
between foreign born Asian American and Pacific Islanders who arrived 
before 1980 (OR = 0.98) and native born Asian American and Pacific 
Islanders. Here too very little change in the estimated difference in 
the likelihood of being a college graduate between groups is produced 
by controlling for these factors simultaneously. That is, all of the 
odds ratios comparing subgroups of Asian American and Pacific Islanders 
after the individual controls (in Models 1 through 3) and the full set 
of controls (in Model 4) are similar to the unadjusted odds ratios, 
even though here the effects of gender (OR = 0.74), age (OR = 0.46), 
and being a foreign born Asian American and Pacific Islander who 
arrived after 1980 (OR = 0.83) are significant and fairly pronounced. 
Even after controls, Asian Indians (OR = 1.78) have much higher odds 
than the Chinese of being a college graduate, while the Vietnamese (OR 
= 0.28), other Indochinese (OR = 0.11) and Native Hawaiians and Pacific 
Islanders (OR = 0.15) have much lower odds of being a college graduate 
than the Chinese. 

Table 12: Odds Ratios From Bi-Variate And Multivariate Models 
Estimating The Effects Of Ethnicity, Sex, Age, And Nativity/arrival 
Status On The Odds On Having A College Degree For Asian American And 
Pacific islander Subgroups: 

Chinese; 
Bi-variate Odds Ratios: REF; 
Odds ratios from multivariate models: Model (1): REF; 
Odds ratios from multivariate models: Model (2): REF; 
Odds ratios from multivariate models: Model (3): REF; 
Odds ratios from multivariate models: Model (4): REF. 

Korean; 
Bi-variate Odds Ratios: 1.05; 
Odds ratios from multivariate models: Model (1): 1.06; 
Odds ratios from multivariate models: Model (2): 1.03; 
Odds ratios from multivariate models: Model (3): 1.07; 
Odds ratios from multivariate models: Model (4): 1.04. 

Japanese; 
Bi-variate Odds Ratios: 0.71[A]; 
Odds ratios from multivariate models: Model (1): 0.73[A]; 
Odds ratios from multivariate models: Model (2): 0.76[A]; 
Odds ratios from multivariate models: Model (3): 0.65[A]; 
Odds ratios from multivariate models: Model (4): 0.73[A]. 

Vietnamese; 
Bi-variate Odds Ratios: 0.30[A]; 
Odds ratios from multivariate models: Model (1): 0.30[A]; 
Odds ratios from multivariate models: Model (2): 0.28[A]; 
Odds ratios from multivariate models: Model (3): 0.31[A]; 
Odds ratios from multivariate models: Model (4): 0.28[A]. 

Other Indochinese; 
Bi-variate Odds Ratios: 0.13[A]; 
Odds ratios from multivariate models: Model (1): 0.13[A]; 
Odds ratios from multivariate models: Model (2): 0.11[A]; 
Odds ratios from multivariate models: Model (3): 0.13[A]; 
Odds ratios from multivariate models: Model (4): 0.11[A]. 

Filipino; 
Bi-variate Odds Ratios: 0.82[A]; 
Odds ratios from multivariate models: Model (1): 0.83[A]; 
Odds ratios from multivariate models: Model (2): 0.83[A]; 
Odds ratios from multivariate models: Model (3): 0.82[A]; 
Odds ratios from multivariate models: Model (4): 0.82[A]. 

Other Southeast Asians; 
Bi-variate Odds Ratios: 0.70[A]; 
Odds ratios from multivariate models: Model (1): 0.72[A]; 
Odds ratios from multivariate models: Model (2): 0.64[A]; 
Odds ratios from multivariate models: Model (3): 0.71[A]; 
Odds ratios from multivariate models: Model (4): 0.65[A]. 

Indian; 
Bi-variate Odds Ratios: 1.93[A]; 
Odds ratios from multivariate models: Model (1): 1.90[A]; 
Odds ratios from multivariate models: Model (2): 1.77[A]; 
Odds ratios from multivariate models: Model (3): 1.96[A]; 
Odds ratios from multivariate models: Model (4): 1.78[A]. 

Other south Asians; 
Bi-variate Odds Ratios: 1.06; 
Odds ratios from multivariate models: Model (1): 1.03; 
Odds ratios from multivariate models: Model (2): 0.98; 
Odds ratios from multivariate models: Model (3): 1.08; 
Odds ratios from multivariate models: Model (4): 0.99. 

Native Hawaiians and Pacific Islanders; 
Bi-variate Odds Ratios: 0.18[A]; 
Odds ratios from multivariate models: Model (1): 0.18[A]; 
Odds ratios from multivariate models: Model (2): 0.17[A]; 
Odds ratios from multivariate models: Model (3): 0.16[A]; 
Odds ratios from multivariate models: Model (4): 0.15[A]. 

Other; 
Bi-variate Odds Ratios: 0.80[A]; 
Odds ratios from multivariate models: Model (1): 0.79[A]; 
Odds ratios from multivariate models: Model (2): 0.73[A]; 
Odds ratios from multivariate models: Model (3): 0.78[A]; 
Odds ratios from multivariate models: Model (4): 0.72[A]. 

Male; 
Bi-variate Odds Ratios: REF; 
Odds ratios from multivariate models: Model (1): REF; 
Odds ratios from multivariate models: Model (2): [Empty]; 
Odds ratios from multivariate models: Model (3): [Empty]; 
Odds ratios from multivariate models: Model (4): REF. 

Female; 
Bi-variate Odds Ratios: 0.73[A]; 
Odds ratios from multivariate models: Model (1): 0.74[A]; 
Odds ratios from multivariate models: Model (2): [Empty]; 
Odds ratios from multivariate models: Model (3): [Empty]; 
Odds ratios from multivariate models: Model (4): 0.74[A]. 

Under 45; 
Bi-variate Odds Ratios: REF; 
Odds ratios from multivariate models: Model (1): [Empty]; 
Odds ratios from multivariate models: Model (2): REF; 
Odds ratios from multivariate models: Model (3): [Empty]; 
Odds ratios from multivariate models: Model (4): REF. 

Over 45; 
Bi-variate Odds Ratios: 0.49[A]; 
Odds ratios from multivariate models: Model (1): [Empty]; 
Odds ratios from multivariate models: Model (2): 0.48[A]; 
Odds ratios from multivariate models: Model (3): [Empty]; 
Odds ratios from multivariate models: Model (4): 0.46[A]. 

Native Born; 
Bi-variate Odds Ratios: REF; 
Odds ratios from multivariate models: Model (1): [Empty]; 
Odds ratios from multivariate models: Model (2): [Empty]; 
Odds ratios from multivariate models: Model (3): REF; 
Odds ratios from multivariate models: Model (4): REF. 

Foreign born - before 1980; 
Bi-variate Odds Ratios: 0.98; 
Odds ratios from multivariate models: Model (1): [Empty]; 
Odds ratios from multivariate models: Model (2): [Empty]; 
Odds ratios from multivariate models: Model (3): 0.78[A]; 
Odds ratios from multivariate models: Model (4): 1.06. 

Foreign born - after 1980; 
Bi-variate Odds Ratios: 1.06; 
Odds ratios from multivariate models: Model (1): [Empty]; 
Odds ratios from multivariate models: Model (2): [Empty]; 
Odds ratios from multivariate models: Model (3): 0.81[A]; 
Odds ratios from multivariate models: Model (4): 0.83[A]. 

Source: GAO analysis of 2005 ACS data. 

[A] Indicates differences with the referent category that are 
statistically significant at the 0.01 level. 

Notes: "REF" identifies the group chosen as the referent category. 

[End of table] 

Procedures for Identifying What Challenges, If Any, Asian American and 
Pacific Islander Students Face in Pursuing and Completing Their 
Postsecondary Education: 

To determine what challenges Asian American and Pacific Islander 
students face when pursuing postsecondary education, we first conducted 
an extensive literature search on Asian American and Pacific Islander 
students' experiences in postsecondary education. We synthesized our 
findings to identify the challenges and develop a framework for our 
analyses. We also interviewed representatives from a variety of Asian 
American and Pacific Islander organizations, including umbrella 
organizations and groups devoted to a single Asian American and Pacific 
Islander subgroup, to gain their views on Asian American and Pacific 
Islander student challenges. 

Data Collection: 

Existing data: We reviewed publicly available Education databases 
seeking quantitative data on Asian American and Pacific Islander 
students' challenges. While many of the databases contained aggregate 
data on Asians and Native Hawaiians and Pacific Islanders, we found 
only two data sources--the Education Longitudinal Study (ELS) of 2002 
and the National Postsecondary Student Aid Study (NPSAS) of 2000--that 
contained categories for individual Asian American and Pacific Islander 
subgroups. 

* ELS 2002 follows a nationally representative cohort of students from 
the time they were high school sophomores through the rest of their 
high school careers. In 2004, the sample was augmented to make it 
representative of seniors as well. We selected ELS because it contains 
a variable "NBASIAN" that provides breakout data on the following Asian 
American and Pacific Islander subgroups: Chinese, Filipino, Japanese, 
Korean, South Asian, and Southeast Asian. We used data from the 2004 
First Year Follow-up Survey of high school seniors because we assumed 
that responses made closer to the time period when they attended 
postsecondary education were more likely to influence their decisions 
to attend postsecondary education than responses made 2 years earlier. 
We decided to use variables from the 2002 base year survey if they were 
not available in the 2004 follow-up. 

* NPSAS 2000 is a comprehensive nationwide study designed to determine 
how students and their families pay for postsecondary education, and to 
describe some demographic and other characteristics of those enrolled. 
The study uses data from nationally representative sample surveys of 
students in postsecondary education institutions, including 
undergraduate, graduate, and first-professional students. Students 
attending all types and levels of institutions are represented, 
including public and private not-for-profit and for-profit 
institutions, and less-than-2-year institutions, community colleges, 
and 4-year colleges and universities. Although not the most recent 
iteration of the database, we decided to use the NPSAS 1999 to 2000 
Undergraduate Survey because unlike the NPSAS 2004 Undergraduate Survey 
it included a "type of Asian origin" variable that provides breakout 
data on the following Asian American and Pacific Islander subgroups: 
Chinese, Filipino, Japanese, Korean, Other Asian American and Pacific 
Islander, Asian Indian, and Vietnamese. 

We reviewed the data dictionaries for each database to select variables 
that represented the Asian American and Pacific Islander student 
challenges identified in our literature search. We determined that the 
data were sufficiently reliable for the purposes of this report. 

On-site visit data: To obtain more in-depth information on the 
challenges that Asian American and Pacific Islander students face, we 
visited eight colleges and universities in three states--California, 
Minnesota, and Hawaii--and conducted discussion groups with Asian 
American and Pacific Islander students. We selected institutions in 
urban areas with high concentrations of Asian American and Pacific 
Islander students and diverse Asian American and Pacific Islander 
subgroups. To locate urban areas with high concentrations of Asian 
American and Pacific Islander subgroups, we analyzed data from the 2000 
U.S. Census. Next, we analyzed data contained in Education's Integrated 
Postsecondary Education Data System (IPEDS) 2004 database to identify 
accredited 2-year and 4-year institutions that reported Asian American 
and Pacific Islander undergraduate student enrollment of at least 10 
percent. From this list, we selected a nonprobability sample of seven 
public institutions located in the Honolulu, San Francisco, and St. 
Paul metropolitan areas to visit. Wanting also to obtain the views of 
Asian American and Pacific Islander students in a private institution, 
we selected an additional private 4-year institution in Minnesota. 

In the course of our on-site visits in January and February 2007, we 
conducted 14 discussion groups with 84 Asian American and Pacific 
Islander students. The number of participants in the discussion group 
ranged from 2 to 11. We relied on administrative officials at the 
postsecondary institutions to recruit and select participants for our 
discussion groups. 

Table 13: Composition Of The Asian American And Pacific Islander 
Student Discussion Groups: 

State: Hawaii[A]; 
Postsecondary institution: University of Hawaii at Manoa; 
Asian American and Pacific Islander subgroup: Samoan; Filipino; 
Hawaiian; 
Number of participants: 11; 11; 2. 

State: Hawaii[A]; 
Postsecondary institution: Kapi'olani Community College; 
Asian American and Pacific Islander subgroup: Japanese; Pacific 
Islander; 
Number of participants:  2; 6. 

State: Minnesota; 
Postsecondary institution: Concordia University of St. Paul; 
Asian American and Pacific Islander subgroup: Hmong; 
Number of participants: 7. 

State: Minnesota; 
Postsecondary institution: Century College; 
Asian American and Pacific Islander subgroup: Hmong; 
Number of participants: 7. 

State: California; 
Postsecondary institution: DeAnza College; 
Asian American and Pacific Islander subgroup: Vietnamese; Cambodian; 
Number of participants: 7; 3. 

State: California; 
Postsecondary institution: San Francisco State University; 
Asian American and Pacific Islander subgroup: Japanese, Filipino, Asian 
Indian; Vietnamese, Filipino, Chinese and Taiwanese; Filipino; 
Number of participants: 3; 8; 3. 

State: California; 
Postsecondary institution: City College of San Francisco; 
Asian American and Pacific Islander subgroup: Vietnamese; Chinese; 
Number of participants: 7; 8. 

Source: GAO analysis. 

[A] We also visited Leeward Community College in Hawaii but did not 
conduct student discussion groups. 

[End of table] 

To guide the discussions, we developed a standard set of open-ended 
questions about the following topics: 

* decision to attend college, 

* college affordability, 

* academic preparation, 

* institutional climate, 

* work, and: 

* family expectations. 

All 14 discussion groups were lead by the same team member to ensure 
consistency. Small group discussions are designed to gain in-depth 
information about specific issues that cannot easily be obtained from 
single or serial interviews. Methodologically, discussion groups are 
not designed to provide results generalizable to a larger population or 
provide statistically representative samples or reliable quantitative 
estimates. Discussion group findings represent the responses only of 
the students who participated in our 14 groups. In addition, while the 
composition of the groups was designed to include students from 
different Asian American and Pacific Islander subgroups, the discussion 
groups were not random samples of Asian American and Pacific Islander 
students. 

Data Analysis: 

We conducted descriptive statistical analyses of the ELS and NPSAS data 
using means and proportions and tested the statistical significance of 
any differences in proportions that we identified. 

During our exit conference with the Department of Education, an 
Education official expressed concern that the weights in the ELS and 
NPSAS samples may have affected our estimates. He was concerned that 
the weights themselves might produce differences in the estimates. He 
said that an unusual respondent with a large weight could control an 
estimate that appears to be different from the others. He said that it 
is possible that the sampling errors for the estimates might not 
reflect this problem. The official suggested that we calculate the 
estimates with and without the weights. He believed that the 
differences we saw in the data might disappear when the unweighted 
results are compared. He recommended that we use either the balanced 
repeated replication (BRR) or "jackknife" procedures to calculate the 
variances for the variables of interest. To respond to these concerns, 
we calculated the estimates with and without weights, as suggested. The 
results showed only a few percentage points difference between the 
weighted and unweighted data on our variables of interest and thus it 
was not necessary to change the methodology for calculating the 
confidence intervals. The variance estimation procedure we used--Taylor 
Series--is a conservative method for calculating the confidence 
intervals. It was also one of two recommended in the NPSAS 2000 
documentation. The ELS 2002 documentation also recommended using a 
statistical package that could handle complex sample designs and we 
used SUDAAN. However, to ensure the quality of our results, GAO's Chief 
Statistician reviewed the methodology and tabulations from NPSAS 
prepared for our draft report. 

Procedures for Determining What Federal and Institutional Resources 
That Institutions with Large AAPI Student Enrollment Use to Address the 
Particular Needs of These Students: 

To determine what federal and institutional resources institutions with 
large Asian American and Pacific Islander student enrollment use to 
address the particular needs of these students, we visited the same 
states and postsecondary institutions identified to select student 
discussion groups, listed in table 13. At each of the eight 
postsecondary institutions, we interviewed officials responsible for 
the financial aid, academic support services, and student life support 
services available to Asian American and Pacific Islander students and 
collected related documentation. To guide the interviews, we asked a 
standard set of questions about: 

* types of assistance provided to Asian American and Pacific Islander 
students with federal and institutional resources, 

* postsecondary institutions' efforts to inform students about the 
availability of financial aid, 

* types of academic support services available to Asian American and 
Pacific Islander students and students' use of the services, and: 

* initiatives the institutions had undertaken to foster Asian American 
and Pacific Islander students' involvement in campus life. 

To collect information about the eligibility criteria and objectives of 
the federal programs used to fund the academic and student support 
services the postsecondary institutions provided, we also interviewed 
Education officials about Title III, TRIO, Native Hawaiian Education, 
and Native Hawaiian Career and Technical Educational Program grants and 
reviewed program documentation. Lastly, we analyzed NPSAS 2000 data to 
determine the extent to which Asian American and Pacific Islander 
students applied for and received federal student aid, including loans, 
grants, and work-study. 

[End of section] 

Appendix II: Description of Federal Student Aid: 

Federal student aid program: Subsidized Stafford loans; 
Description: Loans made to students enrolled at least half-time in an 
eligible program of study who have federally defined financial need. 
The federal government pays the interest costs on the loan while the 
student is in school. 

Federal student aid program: Pell Grants; 
Description: Grants to undergraduate students who are enrolled in a 
degree or certificate program and have federally defined financial 
need. 

Federal student aid program: Perkins Loans; 
Description: Low-interest loans to undergraduate and graduate students. 
Interest does not accrue while the student is enrolled at least half 
time in an eligible program. Priority is given to students who have 
exceptional federally defined financial need. 

Federal student aid program: Supplemental Educational Opportunity 
Grants (SEOG); 
Description: Grants for undergraduate students with federally defined 
financial need. Priority given for this aid is given to Pell Grant 
recipients. 

Federal student aid program: Work-study; 
Description: On-or-off-campus jobs in which students who have federally 
defined need earn at least the current federal minimum wage. The 
institution or off-campus employer pays a portion of their wages. 

Federal student aid program: Unsubsidized Stafford loans; 
Description: Non-need-based loans made to students enrolled at least 
half-time in an eligible program of study. Although the terms and 
conditions of the loan (i.e., interest rates, etc.) are the same as 
those for subsidized loans, students are responsible for paying all 
interest costs on the loan. 

Federal student aid program: Parent Loan for Undergraduate Students 
(PLUS) loan; 
Description: Non-need-based loans made to credit worthy parents of 
dependent undergraduate students enrolled at least half-time in an 
eligible program of study. Borrowers are responsible for paying all 
interest on the loan. 

Source: GAO-03-508. 

[End of table] 

[End of section] 

Appendix III: Comments from the Department of Education: 

United States Department Of Education: 
Office Of Postsecondary Education: 
The Assistant Secretary: 

Jul 18 2007: 

Mr. George A. Scott: 
Director, Education, Workforce, and Income Security Issues: 
United States Government Accountability Office: 
Washington, DC 20548: 

Dear Mr. Scott: 

Thank you for providing the Department of Education (Department) with a 
draft copy of the U.S. Government Accountability Office's (GAO's) 
report entitled, "Higher Education: Information Sharing Could Help 
Institutions Identify and Address Challenges That Some Asian Americans 
and Pacific Islander Students Face" (GAO-07-925). The report examines 
the difference in educational achievement and income levels between 
Asian American and Pacific Islander (AAPI) ethnic groups. It also 
examines the challenges these groups face pursuing and completing 
postsecondary education, and how institutions with large AAPI student 
enrollments use their institutional and federal resources to address 
the needs of AAPI students. 

Recommendation: To assist postsecondary institutions that serve Asian 
American and Pacific Islander students, particularly students from low- 
income families, we recommend that the Secretary of Education 
facilitate sharing of information among institutions about strategies 
that foster low-income postsecondary student recruitment, retention, 
and graduation and outreach to Asian American and Pacific Islanders 
while in high school. 

Response: In its report, GAO specifically suggests that the Department 
use the Web as a tool for sharing information among institutions. The 
Office of Postsecondary Education is already sharing information about 
minority-serving institutions' successful practices and making this 
information available to the public and all grantees on program 
"Success Stories" Web pages. Examples of the successful practices 
minority-serving institutions have identified may be found at 
hyperlink, http://www.ed.gov/programs/idueshsi/practiceshtml. 
Additionally, all of the institutions funded under the Title III and 
Title V minority-serving institutional programs currently make a 
project abstract for each grantee available on their Web pages. Some of 
these abstracts for current grantees include activities related to 
retention. We will examine options for encouraging more grantees to 
report successful practices related to recruitment, retention, and 
graduation and to use these Web pages as resources. We will examine 
these options and make a decision no later than July 31, 2008. 

GAO's recommendation specifically states that increased efforts should 
be made in the area of outreach to AAPI students while in high school. 
Please note that although the minority-serving institutions programs do 
not specifically target high school students, programs such as TRIO 
Upward Bound and Talent Search do serve populations of at-risk AAPI 
students. 

I appreciate your examination of this important issue, and note that 
GAO's report highlighted ample evidence to support that institutions 
use a variety of grants, including federal aid, and their own resources 
to address the needs of AAPI students. The Department is committed to 
serving AAPI students in an effort to increase their educational 
achievements. 

Sincerely, 

Signed by: 

James F. Manning: 
Acting Assistant Secretary: 
Office of Postsecondary Education: 

[End of section] 

Appendix IV: GAO Contacts and Staff Acknowledgments: 

GAO Contact: 

George A. Scott (202) 512-7215, scottg@gao.gov: 

Acknowledgments: 

Sherri Doughty, Assistant Director: 

Sara Edmondson, Analyst-in-charge: 

Jonathan McMurray, Susan Pachikara, Luann Moy, Carol Bray, Douglas 
Sloane, Nancy Hess, John Mingus, James Rebbe, and Susannah Compton, 
also made significant contributions to this report. 

FOOTNOTES 

[1] Unless otherwise noted, the coefficient of variation for all 
estimates based on the 2005 American Community Survey data is less than 
.04. That is, the standard error for each estimate is less than 4 
percent of the estimate. See appendix I for more information. 

[2] We limited our scope to the U.S population age 25 or older. This 
was done to restrict focus to those that might have completed their 
education. As a result, our estimates may vary from other published 
population statistics, such as American Community Survey population 
profiles, or other published Census data. These other estimates would 
include individuals aged 24 and younger, whom our analyses excluded. 
Since different racial and ethnic groups in the United States may have 
varied age distributions, we might expect our results to vary from 
other published data. 

[3] As a longitudinal study, the ELS database captures data from the 
same respondents at different times in their lives. In this report, we 
use data from the base year survey of 2002 (when respondents were high 
school sophomores) and data from the follow up survey of 2004 (when 
respondents were high school seniors). We cite data for "high school 
students" to reflect student responses, not the year in which they were 
collected. 

[4] The ACS data contain categories for over 43 Asian American and 
Pacific Islander subgroups, but we collapsed some of the smaller 
homogeneous subgroups to allow for more meaningful analysis. For 
example, the findings for the Indochinese include Cambodians, Laotians 
and Hmong. However, in the ELS data, the Southeast Asian category 
includes survey respondents who identified themselves as Southeast 
Asian, but the countries of origin for these respondents were not 
identified. The NPSAS data include some Southeast Asian categories, but 
did not identify the smaller subgroups. The correspondence among the 
Asian American and Pacific Islander subgroup categories in our ACS, ELS 
and NPSAS analyses is described in more detail in the background. 

[5] However, funds directed to Native Hawaiians are provided under 
Title III, part A, Alaska Natives and Native Hawaiians. 

[6] See GAO, Low-Income and Minority Serving Institutions: Department 
of Education Could Improve Its Monitoring and Assistance, GAO-04-961 
(Washington, D.C.: Sept. 21, 2004). 

[7] Average incomes are calculated for individuals reporting that they 
were employed. 

[8] The research literature on status attainment, beginning in the 
1960s with the work of sociologist Otis Dudley Duncan at the University 
of Michigan, firmly established parents' education as a predictor of 
socioeconomic status, a measure that includes income, occupation, and 
educational attainment. 

[9] All differences reported were statistically significant at the 95 
percent confidence level unless otherwise noted. If no difference 
actually existed in the population, we would only expect to find a 
difference as large as the one found in the ELS and NPSAS samples less 
than 5 percent of the time. 

[10] GAO, Low-Income and Minority Serving Institutions: Department of 
Education Could Improve Its Monitoring and Assistance, GAO-04-961 
(Washington, D.C.: Sept. 21, 2004). 

[11] This grant was awarded to ALU LIKE, Inc. which is a nonprofit 
organization for Native Hawaiians based in Honolulu. Kapi'olani 
Community College is a subgrantee. An official said non-Native Hawaiian 
students who request these services (except for internship placements) 
may be served as long as they do not displace Hawaiian students who 
take priority. 

[12] This includes residents of American Samoa, Commonwealth of the 
Northern Marianas, Cook Islands, Federated States of Micronesia, 
Futuna, Kiribati, Nauru, New Caledonia, Niue, Republic of Belau, 
Republic of the Marshall Islands, Solomon Islands, Tokelau, Tonga, 
Tuvalu, Vanuatu, and Wallis. 

[13] As noted above, the amount of federal aid a student receives 
depends partly on the cost of attendance, except for Unsubsidized 
Stafford loans. However, NPSAS data does not include information on the 
cost of attendance. As a result, we could not determine how cost 
differences affected which subgroups received federal aid. 

[14] These data include students who applied for and received Perkins 
and/or Stafford federal loans and/or PLUS loans and/or federal loans 
through the Public Health Service in 1999 to 2000. 

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