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entitled 'Retirement Decisions: Federal Policies Offer Mixed Signals 
about When to Retire' which was released on July 11, 2007. 

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Report to Congressional Committees: 

United States Government Accountability Office: 

GAO: 

July 2007: 

Retirement Decisions: 

Federal Policies Offer Mixed Signals about When to Retire: 

GAO-07-753: 

GAO Highlights: 

Highlights of GAO-07-753, a report to congressional committees 

Why GAO Did This Study: 

While many factors influence workers’ decisions to retire, Social 
Security, Medicare, and pension laws also play a role, offering 
incentives to retire earlier and later. Identifying these incentives 
and how workers respond can help policy makers address the demographic 
challenges facing the nation. 

GAO assessed (1) the incentives federal policies provide about when to 
retire, (2) recent retirement patterns and whether there is evidence 
that changes in Social Security requirements have resulted in later 
retirements, and (3) whether tax-favored private retiree health 
insurance and pension benefits influence when people retire. GAO 
analyzed retirement age laws and SSA data and conducted statistical 
analysis of Health and Retirement Study data. Under the Comptroller 
General’s authority, GAO has prepared this report on its own 
initiative. 

What GAO Found: 

Federal policies offer incentives to retire both earlier and later than 
Social Security’s full retirement age depending on a worker’s 
circumstances. The availability of reduced Social Security benefits at 
age 62 provides an incentive to retire well before the program’s age 
requirement for full retirement benefits; however, the gradual increase 
in this age from 65 to 67 provides an incentive to wait in order to 
secure full benefits. The elimination of the Social Security earnings 
test in 2000 for those at or above their full retirement age also 
provides an incentive to work. Medicare’s eligibility age of 65 
continues to provide a strong incentive for those without retiree 
health insurance to wait until then to retire, but it can also be an 
incentive to retire before the full retirement age. Meanwhile, federal 
tax policy creates incentives to retire earlier, albeit indirectly, by 
setting broad parameters for the ages at which retirement funds can be 
withdrawn from pensions without tax penalties. 

Nearly half of workers report being fully retired before turning age 63 
and start drawing Social Security benefits at the earliest 
opportunity—age 62. Early evidence, however, suggests small changes in 
this pattern. Traditionally, some workers started benefits when they 
reached age 65. Recently, workers with full retirement ages after they 
turned 65 waited until those ages to start benefits. Also, following 
the elimination of the earnings test, some indications are emerging of 
increased workforce participation among people at or above full 
retirement age. 

GAO’s analysis indicates that retiree health insurance and pension 
plans are strongly associated with when workers retire. After 
controlling for other influences such as income, GAO found that those 
with retiree health insurance were substantially more likely to retire 
before the Medicare eligibility age of 65 than those without. GAO also 
found that men with defined benefit plans were more likely to retire 
early (before age 62) than those without, and men and women with 
defined contribution plans were less likely to do so. 

Figure: Federal Retirement Age-Related Rules: 

[See PDF for Image] 

Source: GAO (analysis); Art Explosion (images). 

[End of figure] 

What GAO Recommends: 

Congress may wish to consider changes to law, programs, and policies 
that support retirement security, including retirement ages, in order 
to provide a set of signals that work in tandem to encourage work at 
older ages. 

GAO received comments from HHS, and technical comments from SSA and the 
departments of Labor and the Treasury, which were incorporated where 
appropriate. 

[Hyperlink, http://www.gao.gov/cgi-bin/getrpt?GAO-07-753]. 

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

[End of section] 

Contents: 

Letter: 

Results in Brief: 

Background: 

Federal Policies Provide Incentives for both Early and Late Retirement: 

Half of Workers Retire Well before Their Full Retirement Age, Although 
Early Evidence Points to Some Changes Following Recent Implementation 
of Social Security Policies: 

Tax-Favored Private Retiree Health Insurance and Pension Plans May 
Influence Retirement Patterns: 

Conclusions: 

Matter for Congressional Consideration: 

Agency Comments: 

Appendix I: Objectives, Scope, and Methodology: 

Appendix II: Logistic Regression Analysis of Factors Associated with 
Workers' Retirement Timing: 

Appendix III: Prior Studies on the Social Security Earnings Test: 

Appendix IV: Demographic Characteristics of Workers with Access to 
Retiree Health Insurance and DB and DC Pensions: 

Appendix V: Comments from Department of Health and Human Services: 

Appendix VI: GAO Contact and Staff Acknowledgments: 

Related GAO Products: 

Tables: 

Table 1: A Delay in Retirement Can Result in Lower Lifetime Benefits 
from a DB Pension, Analysis of a Hypothetical Case: 

Table 2: A Delay in Retirement Can Result in Higher Lifetime Benefits 
from a DC Pension, Analysis of a Hypothetical Case: 

Table 3: Early Evidence That Some Workers Are Delaying the Start of 
Social Security Retired Worker Benefits: 

Table 4: Definitions of Retirement: 

Table 5: Selection of Samples for Analysis of Health and Retirement 
Study Respondents: 

Table 6: Descriptive Statistics for Our Different Samples: 

Table 7: Numbers and Percentages of Men and Women in Different 
Categories of the Variables Used in Analyses of Full Retirement Timing: 

Table 8: Full Retirement Status at Age 62, by Marital Status and Race/ 
Ethnicity, among Men: 

Table 9: Odds Ratios and 95 Percent Confidence Intervals Indicating the 
Gross (Bivariate) Associations between Various Factors and Full 
Retirement before Age 62 and Age 65, for Men and Women: 

Table 10: Adjusted Odds Ratios and 95 Percent Confidence Intervals 
Indicating the Net (Multivariate) Associations between Various Factors 
and Full Retirement before Age 62 and Age 65, for Men and Women: 

Figures: 

Figure 1: U.S. Elderly Population is Rising Compared to the Working-Age 
Population: 

Figure 2: Average Effective Retirement Ages, 1960 to 2006: 

Figure 3: Federal Retirement Age-Related Rules: 

Figure 4: Lifetime Social Security Retired Worker Benefits are Higher 
if a Worker Starts Benefits Later and Lives Past His or Her Break-Even 
Age, Analysis of a Hypothetical Case: 

Figure 5: Retirement Pattern among Workers Born from 1931 to 1941: 

Figure 6: People Typically Begin Drawing Retired Worker Social Security 
Benefits at Age 62 or at Full Retirement Age: 

Figure 7: Estimated Percent of Respondents with Retiree Health 
Insurance by Education, Income Groups, and Race/Ethnicity: 

Figure 8: Estimated Percent of Respondents with DB Pensions by 
Education Level, Income Groups, and Race/Ethnicity: 

Figure 9: Estimated Percent of Respondents with DC Pensions by 
Education Level, Income Groups, and Race/Ethnicity: 

Abbreviations: 

BEPUF: Benefit and Earning Public Use File: 

CPS: Current Population Survey: 

DB: defined benefit: 

DC: defined contribution: 

EBRI: Employee Benefit Research Institute: 

ERISA: Employee Retirement Income Security Act: 

HRS: Health and Retirement Study: 

IRA: individual retirement account: 

NBDS: New Beneficiary Data System: 

PBGC: Pension Benefit Guarantee Corporation: 

SSA: Social Security Administration: 

United States Government Accountability Office: 
Washington, DC 20548: 

July 11, 2007: 

Congressional Committees: 

The first wave of the 78 million member baby boom generation is now 
reaching retirement age. The number of people age 62, the earliest age 
of eligibility for Social Security retired worker benefits, is expected 
to be 21 percent higher in 2009 than in 2008. In addition, by 2030, the 
number of workers supporting each retiree is projected to be 2.2, down 
from 3.3 in 2006. This demographic shift poses challenges to the 
economy, federal tax revenues, the nation's old-age programs, and 
individuals' financial security in retirement. For those who are able 
to work longer, later retirement can strengthen the economy and also 
retiree incomes by postponing the time at which people will start 
drawing retirement benefits rather than working. A wide range of 
factors including the features of employers' benefit plans, personal 
finances, social norms, health, and individual attitudes influence 
workers' decisions about when to retire. Federal policies may also play 
a role: these include Social Security, Medicare, and tax policies 
related to certain private retiree health and defined benefit (DB) and 
defined contribution (DC) pension plans.[Footnote 1] Identifying both 
the incentives posed by these policies and the extent to which workers 
respond to them can help to inform policy makers as they consider ways 
to address the demographic challenges facing the nation. 

To determine the extent to which federal policies--directly and 
indirectly --pose incentives and are influencing individuals' decisions 
about the age at which they retire, we have pursued the following 
questions: (1) What incentives do federal policies provide about when 
to retire? (2) What are the recent retirement patterns, and is there 
evidence that recent changes in Social Security requirements have 
resulted in later retirements? (3) Is there evidence that tax-favored 
private retiree health insurance and pension benefits have influenced 
when people retire? 

We have prepared this report under the Comptroller General's authority 
to conduct evaluations on his own initiative as part of a continued 
effort to provide Congress with relevant information on the aging of 
the American workforce. 

To identify which federal policies may influence the age at which 
workers retire, we reviewed the relevant literature and interviewed 
agency experts. To answer our second and third objectives, we used two 
main data sources: (1) Social Security Administration (SSA) data and 
(2) longitudinal data from the Health and Retirement Study (HRS) 
conducted by the University of Michigan, which looks at the 
circumstances under which recent retirees or people who are approaching 
retirement are making their decisions to retire. We used the SSA data 
to determine when workers who reached ages 66 through 71 in 2006 
started drawing Social Security retired worker benefits. We conducted 
various statistical analyses of the HRS survey data to determine which 
factors were associated with decisions to retire at early ages (before 
age 62) and decisions to retire at later ages (at or after age 65). We 
focused on workers who were born from 1931 to 1941 (reaching age 62 at 
some point between 1993 and 2003) and who were in the labor force when 
the HRS survey began in 1992. To select appropriate variables to 
consider in our analyses, we reviewed relevant literature and 
interviewed experts in the field. We conducted reliability assessments 
of these data and found them to be sufficiently reliable for our study. 
As is the case with most statistical analyses, our work is limited by 
factors such as the unavailability of information and the inability to 
account for influences that cannot be quantified or observed. In 
addition, our analysis of the HRS survey, which includes only one 
cohort of workers, may not apply to older or younger groups of workers. 
In different parts of our analysis we considered workers to be retired 
based on four different definitions: 

˛ Reported retirement: Workers who described themselves as completely 
retired in response to HRS interviews. 

˛ Full retirement: Workers who described themselves as fully retired in 
response to HRS interviews and who were no longer working for pay. 

˛ Partial retirement: Workers who described themselves as retired in 
response to HRS interviews who were working part-time or for a portion 
of the year. 

˛ Social Security retirement: Workers who received Social Security 
retired worker benefits as indicated in Social Security administrative 
data. 

These definitions can be used to examine different aspects of 
retirement whether it be the decision to leave the workforce or the 
decision to start drawing Social Security benefits. These definitions 
are not mutually exclusive. For further discussion of these definitions 
of retirement and details concerning our scope and methodology, see 
appendix I. We conducted our work between July 2006 and June 2007 in 
accordance with generally accepted government auditing standards. 

Results in Brief: 

Federal policies offer incentives to retire at different ages depending 
on a worker's circumstances. The availability of reduced Social 
Security benefits at age 62 provides an incentive to retire well before 
the full retirement age, particularly for those in poor health or with 
short life expectancies. However, the incremental rise in the Social 
Security full retirement age from 65 to 67 makes it more costly for 
future cohorts to draw benefits early because of the progressively 
higher reductions in benefits. This increase in full retirement age 
gives workers born after 1937 a greater incentive to remain in the 
workforce longer in order to secure full benefits. The elimination in 
2000 of the Social Security earnings test for those at or above full 
retirement age also provides an incentive (or removes a disincentive) 
to continue working. With regard to Medicare, the age 65 eligibility 
requirement for nearly all workers is a strong incentive for those 
without retiree health insurance to wait until then to retire, since 
most have only expensive alternatives in the form of extended employer 
coverage or individual policies. On the other hand, Medicare's 
availability at 65 can be an incentive to retire before the rising full 
retirement age. Meanwhile, federal tax policy creates incentives to 
retire earlier, albeit indirectly, by setting broad parameters for the 
ages at which retirement funds can be withdrawn without penalty from 
employer-sponsored pension plans. For example tax laws generally allow 
workers to begin withdrawing funds from individual retirement accounts 
(IRAs) and pension plans starting at age 59 ˝ without penalty or 
earlier under certain circumstances. Withdrawals must generally begin 
by about age 70 ˝. Additionally, the Employee Retirement Income 
Security Act (ERISA) allows employer-sponsored, DB pension plans to set 
earlier eligibility ages without tax penalties. Many of these plans 
allow workers to retire with reduced benefits at age 55. 

Considering how these incentives affect retirement behavior, we found 
that nearly half of all workers fully retire by the time they reach age 
63, but early evidence suggests that alterations in Social Security 
policy may be fostering some later retirements. Despite Social 
Security's full retirement age of 65 and above, 46 percent of the 
workers we studied in the HRS reported having completely retired before 
their 63rd birthday. In addition, Social Security administrative data 
shows that 62 remains the median age for starting to draw Social 
Security benefits--meaning that half of recipients born in the years 
1935 through 1940 began drawing benefits before they reached age 62 ˝. 
There is, nevertheless, evidence that some workers have started drawing 
benefits later than workers born in earlier years--changes that 
coincide with changes in Social Security policy. First, there is a 
slightly smaller proportion of people subject to the higher full 
retirement age who are drawing Social Security benefits at age 62. 
Second, although in years past many workers started Social Security 
benefits when they reached age 65, more recently workers have had full 
retirement ages some months after they turned 65 and often waited until 
those ages to start benefits. Third, there are indications that a 
somewhat higher proportion of people are working in their late 60s 
following the elimination of the Social Security earnings test for 
people at or above full retirement age. 

Our analysis indicates that employer-provided retiree health insurance 
and pension plans are strongly associated with when workers retire. 
After controlling for other factors, we found that those with retiree 
health insurance in our HRS study group were substantially more likely 
to retire before the Medicare eligibility age of 65 than those who 
lacked such coverage. This may reflect the scarcity of affordable 
options workers have for obtaining health insurance on their own. With 
regard to our analysis of current employer-sponsored pension plans, we 
found that men with DB plans were about 28 percent more likely to 
retire before age 62 than those without these pensions. We found no 
statistically significant relationship between DB pensions and the age 
at which women retired. On the other hand, we found that men and women 
with DC plans were less likely to retire before age 62 than those 
without DC pensions. 

The results of any given policy change continue to be difficult to 
project given the many countervailing forces at work and workers' 
sometimes limited understanding of the incentives they face. 
Nonetheless, as policy makers consider reforms to the Social Security 
and Medicare programs, it will be important to consider the 
consolidated impact of the incentives that such reforms might create 
and act to send signals that consistently encourage those able to 
continue working to do so. In light of the range of challenges facing 
the country in the 21st century, Congress may wish to consider changes 
to laws, programs and policies that support retirement security, 
including retirement ages, in order to provide a set of signals that 
work in tandem to encourage work at older ages. 

We provided a draft of this report to the Social Security 
Administration, the departments of Labor, Health and Human Services, 
and Treasury. The Department of Health and Human Services commented on 
the report, generally agreeing with our findings on the incentives 
posed by Medicare and retiree health insurance. (See appen. V.) In 
addition, SSA and the departments of Labor and the Treasury provided 
technical comments, which we have incorporated as appropriate. 

Background: 

Demographic Changes: 

In the 21st century, older Americans are expected to make up a larger 
share of the U.S. population, live longer, and spend more years in 
retirement than previous generations. The share of the U.S. population 
age 65 and older is projected to increase from 12.4 percent in 2000 to 
19.6 percent in 2030 and continue to grow through 2050. In part, this 
is due to increases in life expectancy. The average number of years 
that men who reach age 65 are expected to live is projected to increase 
from just over 13 in 1970 to 17 by 2020. Women have experienced a 
similar rise--from 17 years in 1970 to a projected 20 years by 2020. 
These increases in life expectancy have not, however, resulted in an 
increase in the average number of years people spend in the workforce. 
While life expectancy has increased, labor force participation rates of 
older Americans only began to increase in recent years.[Footnote 2] As 
a result, individuals are generally spending more years in retirement. 
In addition to these factors, fertility rates at about the replacement 
level are contributing to the elderly population's increasing share in 
the total population and a slowing in the growth of the labor force. 
Also contributing to the slowing in the growth of the labor force is 
the leveling off of women's labor force participation rate. While 
women's share of the labor force increased dramatically between 1950 
and 2000--from 30 percent to 47 percent--their share of the labor force 
is projected to remain at around 48 percent over the next 50 years. 
While hard to predict, the level of net immigration can also affect 
growth in the labor supply.[Footnote 3] Taking each of these factors 
into account Social Security's trustees project that the annual growth 
rate in the labor force, about 1.2 percent in recent years, will fall 
to 0.3 percent by 2022. 

The aging of the baby boom generation, increased life expectancy, and 
fertility rates at about the replacement level are expected to 
significantly increase the elderly dependency ratio--the estimated 
number of people aged 65 and over in relation to the number of people 
aged 15 to 64 (fig. 1). In 1950, the ratio was 12.5 percent. It 
increased to 20 percent in 2000 and is projected to further increase to 
33 percent by 2050. As a result, there will be relatively fewer younger 
workers to support a growing number of Social Security and Medicare 
beneficiaries. The age at which workers choose to retire has 
implications for these trends. If workers delay retirement, the ratio 
of workers to the elderly will decrease more slowly.[Footnote 4] 

Figure 1: U.S. Elderly Population is Rising Compared to the Working-Age 
Population: 

[See PDF for image] 

Source: GAO analysis of Census Bureau estimates and projections. 

Note: Population age 65 and older as a percent of population age 15 to 
64. Data for 2006 through 2050 are projected. The elderly dependency 
ratio equals the number of people age 65 and older divided by the 
number between age 15 and 64, expressed as a percentage. 

[End of figure] 

The aging of the population also has potential implications for the 
nation's economy. As labor force growth continues to slow as projected, 
there will be relatively fewer workers available to produce goods and 
services. In addition, the impending retirement of the baby boom 
generation may cause the net loss of many experienced workers and 
possibly create skill gaps in certain occupations. Without a major 
increase in productivity or higher than projected immigration, low 
labor force growth will lead to slower growth in the economy compared 
with growth over the last several decades and potentially slower growth 
of federal revenues. Social Security's trustees project that real 
(inflation-adjusted) GDP growth will subside from 2.6 percent in 2007 
to 2.0 percent in 2040, in part due to slower growth in the labor 
force. The prospect of slower economic growth is likely to accentuate 
the pressures on the federal budget from growing benefit claims and the 
shrinking proportion of workers to beneficiaries. Later retirement and 
increases in labor force participation by older workers could help 
diminish those pressures. 

Retirement Dynamics: 

Retirement has traditionally been thought of as a complete one-time 
withdrawal from the labor force. However, such transitions are no 
longer as common. A recent study found that only half of first-time 
retirees fully retired from the workforce and remained fully retired 
after 3 to 5 years.[Footnote 5] The other half chose to partially 
retire by reducing their work hours or taking bridge jobs--transitional 
jobs between career work and complete retirement--or they re-entered 
the labor force after initially retiring.[Footnote 6] According to our 
analysis of the HRS, about one in five workers who fully retire later 
re-enter the workforce on at least a part-time basis sometime over the 
next 10 years. There are various reasons behind these trends. In some 
cases, older workers need the income or benefits a job provides; in 
other cases, they wish to start a new career in a different field. With 
no universal definition of retirement, researchers use different 
definitions depending on their purpose. Since our focus is on labor 
force participation, we are using definitions of retirement that 
combine whether or not people say they are retired with measures of 
their labor force participation.[Footnote 7] 

Workers have generally been retiring at younger ages over the last 
several decades, but over more recent periods, retirement ages appear 
to have stabilized. This finding holds for a variety of definitions of 
retirement. Census Bureau data indicate that the average age at which 
workers left the labor force dropped from about 71 and 70 years for men 
and women respectively in 1960, to about age 65 for both men and women 
in 1990 (fig. 2).[Footnote 8] Since that time, retirement trends appear 
to have stabilized for men, with their retirement occurring on average 
between 64 and 65. The retirement age for women continued to decline. 
Similar trends appear in the age at which workers start drawing Social 
Security benefits. From 1960 to 1990, the average age of workers 
starting to draw Social Security benefits declined 3 years for men 
(from 66.8 to 63.7) and about 2 years for women (from 65.2 to 
63.5)[Footnote 9]. Since 1990, these averages have changed little. The 
averages were 63.7 years for men and 63.8 for women in 2005. In 
addition, in the 2007 Retirement Confidence Survey, workers responded 
on average that they planned to retire at age 65, up from age 62 in 
199[Footnote 10]6. We, along with others, have suggested that 
increasing labor force participation for older workers could lessen 
problems for the economy and the Social Security and Medicare trust 
funds, and boost income security for retirees as well.[Footnote 11]

Figure 2: Average Effective Retirement Ages, 1960 to 2006: 

[See PDF for Image] 

Source: OECD analysis of Census Bureau data. 

Note: This is a 5-year moving average based on labor force 
participation data in the Current Population Survey. For each 5-year 
period ending in the year shown in the figure, the effective age of 
retirement corresponds to the average age of exit for all labor force 
participants initially aged 40 and over who were no longer in the labor 
force 5 years later. 

[End of figure] 

Workers retire for a variety of reasons, some of which are under their 
control while others are not. Some personal reasons for retiring 
include workers' job situation, their financial situation, and social 
norms regarding retirement. In addition, there are often factors 
outside of a person's control that may lead to retirement. According to 
focus groups that we conducted in 2005 with workers and retirees, we 
found that health problems and layoffs were common reasons to retire 
and that few focus group members saw opportunities to gradually or 
partially retire. Workers also cited what they perceived as their own 
limited skills and employers' age discrimination as barriers to 
continued employment.[Footnote 12] Similarly to our focus group 
results, the Employee Benefit Research Institute (EBRI) found that an 
estimated 37 percent of workers retire sooner than they had 
expected.[Footnote 13] Of those, the most often cited reasons were 
health problems or disability, changes at their company, such as 
downsizing or closure, or having to care for a spouse or another family 
member. The role federal policies play in influencing retirement 
behavior needs to be considered as well. Depending on workers' 
circumstances, these policies can provide incentives to retire at 
certain ages, and send signals or set norms about when it is 
appropriate to retire. In addition, many employers have structured 
their own retirement benefits, such as pension eligibility ages, based 
on federal policies. 

Federal Policies Provide Incentives for both Early and Late Retirement: 

Federal policies present a mix of retirement incentives, some of which 
encourage individuals to retire well before their Social Security full 
retirement age and others that promote staying in the workforce. (See 
fig. 3 below.) The effect of these incentives also varies substantially 
with personal circumstances. In general, the availability of Social 
Security benefits at age 62 offers an incentive to retire before full 
retirement age, though changes in program rules are progressively 
weakening that incentive. The recent elimination of the Social Security 
earnings test for those at full retirement age and beyond, which had 
formerly reduced benefits for those beneficiaries who had earnings 
above a certain threshold, also may discourage drawing benefits early. 
The fact that most individuals are eligible for Medicare at age 65 
generally deters them from leaving the labor force before then, 
especially if they are not covered by retiree health 
insurance.[Footnote 14] Federal pension tax policies give employers 
discretion to set pension plan rules that provide incentives for many 
workers to retire somewhat earlier than the norms established by Social 
Security, often age 55, or in some cases earlier. However, these 
incentives to retire early apply to fewer workers, due to the 
diminished prevalence of DB plans. 

Figure 3: Federal Retirement Age-Related Rules: 

[See PDF for image] 

Source: GAO analysis of Social Security, Medicare and pension tax laws. 

[A] The age 70 ˝ rule applies by April 1 of the year following the year 
in which the participant turns 70 ˝. Some exceptions apply, but not for 
IRAs. 

[B] For workers born in 1937 or earlier the Social Security full 
retirement age is 65 and 0 months. For those born in later years it is 
as follows: 

1938 - 65 years and 2 months: 

1939 - 65 years and 4 months: 

1940 - 65 years and 6 months: 

1941 - 65 years and 8 months: 

1942 - 65 years and 10 months: 

1943 through 1954 - 66 years and 0 months: 

1955 - 66 years and 2 months: 

1956 - 66 years and 4 months: 

1957 - 66 years and 6 months: 

1958 - 66 years and 8 months: 

1959 - 66 years and 10 months: 

1960 and later - 67 years and 0 months. 

[C] Distributions without tax penalty are allowed at any age in cases 
where distributions are a series of substantially equal periodic 
payments for the beneficiary's life or life expectancy, or in other 
cases including rollover distributions, total and permanent disability, 
and death. 

[End of figure] 

Social Security Policies Provide Mixed Incentives, While Recent Program 
Changes Reward Later Retirement: 

Several characteristics of the Social Security program--including 
eligibility ages and the earnings test--provide incentives to retire at 
different ages. The Social Security full retirement age, which has 
traditionally been age 65, is gradually rising to 67. However, workers 
can begin receiving reduced benefits at 62; benefits are progressively 
larger for each month workers postpone drawing them, up to age 
70.[Footnote 15] In general, benefits are "actuarially neutral" to the 
Social Security program; that is, the reduction for starting benefits 
before full retirement age and the credit for starting after full 
retirement age are such that the total value of benefits received over 
one's lifetime is approximately equivalent for the average 
individual.[Footnote 16] However, Social Security creates an incentive 
to start drawing early retirement benefits for those who are in poor 
health or otherwise expect to have a less than average 
lifespan.[Footnote 17] If a worker lives long enough--past a "break- 
even" age--he or she will receive more in life-long retired worker 
benefits by starting benefits at a later, rather than an earlier date. 
(See figure 4 below for examples of the kinds of considerations workers 
face in making a decision about when to begin drawing Social Security 
benefits.) 

Figure 4: Lifetime Social Security Retired Worker Benefits are Higher 
if a Worker Starts Benefits Later and Lives Past His or Her Break-Even 
Age, Analysis of a Hypothetical Case: 

[See PDF for image] 

Source: GAO analysis. 

Notes: This figure illustrates the case of a worker born in 1950 (with 
a full retirement age of 66) who would be entitled to a monthly retired 
worker benefit of $1,000 beginning at age 62 or a monthly benefit of 
$1,333 beginning at age 66--a 33 percent increase. This assumes no 
increase in adjusted indexed monthly earnings. If earnings during 
additional years of work from age 62 through age 65 are high enough to 
increase the workers' adjusted average earnings over the best 35-years 
of credited work, the break-even age would be lower. The break-even age 
varies depending on the ages at which the worker is considering 
starting benefits and the amounts of benefits available at each age. 

As Social Security benefits are adjusted annually for changes in the 
CPI for wage earners, dollar amounts are shown in constant (inflation- 
adjusted) terms as of the worker's 62nd birthday. These calculations do 
not reflect discounting or adjustments for interest rates that may 
increase the break-even age if, for example, a worker would increase 
debt or decrease savings as a result of delaying the start of retired- 
worker benefits. The average last survivor life expectancy is the 
average life expectancy as of the 62nd birthday for the longest-lived 
spouse if a man and a woman are born on the same day in 1950. 

For additional information about break-even ages, see SSA's Web site at 
hyperlink, http://www.ssa.gov/OACT/quickcalc/when2retire.html. 

[End of figure] 

The increase in full retirement age and the larger penalty for early 
retirement reduce the incentive to start drawing Social Security 
benefits and retiring early.[Footnote 18] Because the early retirement 
age has remained fixed at 62 while full retirement age is gradually 
rising to 67, workers taking early retirement benefits are 
progressively incurring bigger reductions. For example, workers who 
reached 62 in 1999 and started drawing benefits that year faced a 
reduction of 20 percent because their full retirement age was 65. In 
contrast, workers drawing benefits when they turn 62 in 2022, when 
their full retirement age will be 67, will face a 30 percent reduction. 
On the other hand, workers with health problems may now have a greater 
incentive to apply for Social Security Disability Insurance as these 
benefits are not based on age.[Footnote 19] 

Social Security rules can pose different incentives for married workers 
because their decision about when to start drawing benefits has 
important implications for the surviving spouse. For example, if a 
retired worker who is entitled to a larger benefit than his spouse 
starts drawing early benefits and dies shortly thereafter, his widow 
may be left for many years with a relatively small survivor benefit 
since her payment would be limited to what he was receiving.[Footnote 
20] This risk affects female survivors in particular. Widow 
beneficiaries are one of the largest and most vulnerable groups with a 
relatively high incidence of poverty.[Footnote 21] 

The Social Security earnings test gives some workers a disincentive to 
earn more than a specified amount. Because of the earnings test, people 
collecting Social Security benefits before their full retirement age 
who continue to work are subject to further reduction or withholding in 
their benefits if they earn above a threshold. For example, in 2007, $1 
of benefits is withheld for every $2 of earnings over $12,960.[Footnote 
22] Although early beneficiaries generally recoup the amounts withheld 
because of the earnings test in the form of higher recalculated 
benefits after they reach full retirement age, workers typically view 
the earnings test as a tax on work.[Footnote 23] As such, it provides 
an incentive to reduce the number of hours worked or stop working 
altogether.[Footnote 24] Since 2000, beneficiaries who reach their full 
retirement age are exempt from the earnings test. The elimination of 
the test for these individuals is an incentive to start benefits at 
full retirement age and continue working.[Footnote 25] 

Medicare's Age Requirement Generally Provides an Incentive Not to 
Retire Before 65: 

Because Medicare provides health insurance coverage for virtually all 
individuals 65 and older, it has important implications for the 
decision about when to retire.[Footnote 26] The Medicare eligibility 
age, fixed at 65 since the program's inception, is a strong incentive 
not to retire before that age, particularly for people who do not have 
employer-sponsored health benefits as retired workers. These 
individuals would either have to purchase expensive private coverage if 
they retired before 65, or remain uninsured until they qualify for 
Medicare because private health insurance may be difficult to obtain at 
older ages, especially for those with pre-existing medical 
conditions.[Footnote 27] Given the steep rise in health care costs and 
the high health risks older people face, Medicare's eligibility age 
encourages them to delay retirement until age 65.[Footnote 28] Workers 
with no employer-based health insurance during their working years are 
arguably less affected by Medicare eligibility rules because their 
decision to retire does not affect their health coverage. However, to 
the extent that they are exposed to the same potentially expensive 
health problems as they get older, Medicare does provide an incentive 
to postpone retirement until age 65 because retirement often involves a 
significant drop in income. 

The incentive posed by Medicare may become more important if the 
proportion of workers with no retiree health insurance continues to 
increase. The share of large private employers offering retiree health 
insurance declined from an estimated 66 percent in 1988 to 35 percent 
in 2006.[Footnote 29] Similarly, a 2003 study found that only about one-
quarter of private sector employees worked for companies that offered 
retiree health insurance.[Footnote 30] Further, the value of the 
coverage for retirees is eroding because of higher costs, eligibility 
restrictions, and other benefit changes. A recent study estimated that 
the percentage of after-tax income spent on health care by the typical 
older married couple will almost double from 16 percent in 2000 to 35 
percent in 2030.[Footnote 31] 

On the other hand, Medicare's availability at 65 can be an incentive to 
retire before Social Security's rising full retirement age. Eligibility 
for Medicare upon reaching age 65 encourages workers to retire then, 
rather than wait to collect somewhat higher Social Security benefits 
when they reach their later full retirement age.[Footnote 32] 

Certain Tax Laws for Pension Plans Enable Employers to Create 
Incentives for Retirement before Age 62: 

Federal tax and pension laws, including the Employee Retirement Income 
Security Act (ERISA), give employers some discretion to set retirement 
ages and other terms and conditions that support earlier retirement for 
workers who have employer-sponsored pension plans. For example, IRS 
rules on tax-qualified pensions put an upper limit on what may be 
treated as a "normal retirement age" (NRA).[Footnote 33] For a DB plan, 
this can be no greater than age 65.[Footnote 34] In practice, some 
employers have set their NRA lower.[Footnote 35] According to the 
Department of Labor's 2003 National Compensation Survey, 17 percent of 
private workers with DB plans had an NRA less than 65 and 6 percent had 
no age requirement. Many workers with DB plans could retire with 
reduced benefits at age 55.[Footnote 36] IRS rules also state that 
payouts with specified minimum amounts must generally begin by about 
age 70 ˝.[Footnote 37] Additionally, tax rules generally permit 
withdrawals without penalty from both DB and DC plans (including IRAs) 
as early as age 59 ˝. Exceptions to this rule allow for even earlier 
withdrawals. For example, participants can access their funds without 
penalty beginning at age 55 if they leave their current 
employer.[Footnote 38] Workers taking distributions prior to age 59 ˝ 
may do so without the tax penalty if they receive the distribution in 
the form of a fixed annuity.[Footnote 39] For those who are no longer 
working for the plan's sponsor, tax law generally requires at a minimum 
that such a series of payments begin at about age 70 ˝ at the latest or 
that they receive a lump sum payment of the entire amount. If a plan 
participant is working for the plan sponsor at age 70 ˝ the required 
distributions must generally begin in the calendar year in which he or 
she stops working for the employer maintaining the plan.[Footnote 40] 

Workers who have employer-sponsored pension plans from their current 
employer constitute only about half of full-time private sector 
workers. Employers have increasingly shifted from traditional DB to DC 
pension plans.[Footnote 41] Specifically, in 1992, about 29 percent of 
heads of household had a DB plan; by 2004, the figure had dropped to 20 
percent. Over this same period, the proportion of household heads with 
DC plans increased from about 28 percent to 34 percent. 

As the prevalence of DC plans has increased relative to DB plans, 
workers face a different set of incentives.[Footnote 42] The benefits 
of a worker covered by a DB plan often reach their high value when the 
worker attains a specific age, and as a result, may offer little 
incentive to work past that age.[Footnote 43] The predetermined 
retirement benefit generally depends on years of service and wages or 
salaries, and changes little after its peak value, especially if 
subsequent salary increases are not substantial.[Footnote 44] 
Additional years of work after the NRA, often age 65 for private sector 
workers in 2003, do not necessarily change lifetime retirement benefits 
because of the shortened retirement period.[Footnote 45] (See table 1 
for an example showing the effect of another year of work with a 
hypothetical DB pension.) 

Table 1: A Delay in Retirement Can Result in Lower Lifetime Benefits 
from a DB Pension, Analysis of a Hypothetical Case: 

Annual pension beginning age 62; 1.5% x $31,177 x 35 years of service; 
Retire at 62: $16,368; 
Retire at 63: [Empty]; 
Difference: [Empty]. 

Annual pension beginning age 63; 1.5% x $ $32,112 x 36 years of 
service; (adjusted for inflation at 3 percent); 
Retire at 62: [Empty]; 
Retire at 63: $16,836; 
Difference: [Empty]. 

Increase in annual pension as a result of the 36th year of work; 
Retire at 62: [Empty]; 
Retire at 63: [Empty]; 
Difference: $468. 

Total pension expected over a retirement based on remaining life 
expectancy at 62nd birthday (average for men and women); $16,368 x 21.2 
years adjusted for inflation; 
Retire at 62: 248,965; 
Retire at 63: [Empty]; 
Difference: [Empty]. 

Total pension expected over a retirement beginning on 63rd birthday 
based on remaining life expectancy at 62nd birthday; $16,836 x 20.2 
years adjusted for inflation; 
Retire at 62: [Empty]; 
Retire at 63: 246,694; 
Difference: [Empty]. 

Increase (decrease) in lifetime benefit for retirement at age 63 
compared with retirement at age 62; 
Retire at 62: [Empty]; 
Retire at 63: [Empty]; 
Difference: (2,270). 

Source: GAO analysis. 

[End of table] 

With DC plans, benefit levels depend on total employer and employee 
contributions and investment earnings; as such, DC plans do not offer 
the same age-related retirement incentive as DB plans. Individuals 
typically allocate the balance of their DC accounts among bonds, 
stocks, and money market funds, bearing all of the investment risks. In 
addition, since at retirement most DC plans allow people to receive the 
accumulated value of the funds in their account as a lump sum, 
individuals also bear the risk of outliving their resources. The fact 
that different people will make different contribution and investment 
decisions is likely to lead to a greater variability in retirement 
ages. (See table 2 below for an example showing the effect of another 
year of work on lifetime benefits with a DC pension.) 

Table 2: A Delay in Retirement Can Result in Higher Lifetime Benefits 
from a DC Pension, Analysis of a Hypothetical Case: 

401(k) balance on 62nd birthday; 
Retire at age 62: $200,000; 
Retire at age 63: $200,000; 
Difference: [Empty]. 

Expected interest on the balance (at 5.125 percent) during an 
additional year of work; 
Retire at age 62: [Empty]; 
Retire at age 63: 10,250; 
Difference: [Empty]. 

Worker's contribution during additional year of work; 
Retire at age 62: [Empty]; 
Retire at age 63: 3,000; 
Difference: [Empty]. 

Employer's matching contribution during additional year of work; 
Retire at age 62: [Empty]; 
Retire at age 63: 1,500; 
Difference: [Empty]. 

Expected earnings during the year on additional contributions; 
Retire at age 62: [Empty]; 
Retire at age 63: 115; 
Difference: [Empty]. 

Total expected balance on 63rd birthday; 
Retire at age 62: [Empty]; 
Retire at age 63: 214,865; 
Difference: [Empty]. 

Total expected balance on 63rd birthday adjusted for inflation at 3%; 
Retire at age 62: [Empty]; 
Retire at age 63: 208,607; 
Difference: [Empty]. 

Annuity beginning age 62 based on balance of $200,000 (annual amount); 
Retire at age 62: 16,368; 
Retire at age 63: [Empty]; 
Difference: [Empty]. 

Annuity beginning age 63 based on a balance of $214,865 adjusted for 
inflation (annual amount); 
Retire at age 62: [Empty]; 
Retire at age 63: 17,417; 
Difference: [Empty]. 

Increase in annual pension as a result of the 36th year of work; 
Retire at age 62: [Empty]; 
Retire at age 63: [Empty]; 
Difference: $1,049. 

Total pension expected over the period of retirement (lifetime benefit) 
based on life expectancy at 62nd birthday; $16,368 x 21.2 years 
(adjusted for inflation at 3 percent); 
Retire at age 62: 248,965; 
Retire at age 63: [Empty]; 
Difference: [Empty]. 

Total pension expected over the period of retirement beginning on 63rd 
birthday (lifetime benefit) based on life expectancy at 62nd birthday; 
$16,917 x 20.2 years (adjusted for inflation at 3 percent); 
Retire at age 62: [Empty]; 
Retire at age 63: 255,220; 
Difference: [Empty]. 

Increase (decrease) in lifetime benefit for retirement at age 63 
compared with retirement at age 62; 
Retire at age 62: [Empty]; 
Retire at age 63: [Empty]; 
Difference: 6,255. 

Source: GAO analysis. 

Note: Both pension holders in tables 1 and 2 would receive the same 
annual pension if they retire on their 62nd birthdays. Both would 
realize an increase in their annual pension income if they worked 
another year and retired on their 63rd birthday, but the amount of the 
DC annual pension would increase more. The worker with a DB pension 
wouldn't receive enough of an increase to compensate for the shorter 
expected period of retirement. 

[End of table] 

While a DB pension plan generally does not encourage continued work 
after a certain age, recent changes in DB pension provisions have 
created an incentive to remain in the workforce somewhat longer. First, 
recent IRS regulations permit workers to receive money from their DB 
plans while still working after they have reached the plan's 
NRA.[Footnote 46] These regulations also include rules restricting a 
plan's NRA. Those reaching a plan's NRA or age 62 who want to reduce 
the number of hours they work for a particular employer may be able to 
do so and at the same time receive prorated pension benefits. As a 
result, these workers are able to ease out of their jobs while 
maintaining their previous level of income by combining paycheck and 
pension.[Footnote 47] The new provisions are likely to encourage longer 
careers by formally allowing more flexible work arrangements and the 
opportunity to gradually transition into retirement rather than make a 
sudden shift. By comparison, participants in DC plans can often begin 
receiving their pension at age 59 ˝ while continuing to work (if 
allowed by their plan administrator), so they often face fewer 
limitations to phased retirement.[Footnote 48] 

Half of Workers Retire Well before Their Full Retirement Age, Although 
Early Evidence Points to Some Changes Following Recent Implementation 
of Social Security Policies: 

About half of those in the HRS study group reported being fully retired 
by the time they reached age 63, and over the last several years SSA 
data indicate that nearly half started drawing benefits at age 62 and 1 
month, their earliest opportunity to do so.[Footnote 49] However, there 
is some evidence that this behavior is starting to change to a limited 
extent. With the graduated rise in full retirement ages for persons 
born after 1937, a somewhat smaller proportion of these workers are 
starting to draw benefits at 62. Others are waiting to draw benefits 
until the higher full retirement ages that apply to them. Also, since 
the January 2000 elimination of the earnings test for workers at full 
retirement age and beyond, labor force participation among such older 
workers has increased. 

Despite Social Security's full retirement age of 65 and later, we found 
that about half of the workers in the HRS study group reported that 
they fully retired by age 63. Specifically, an estimated 46 percent of 
workers born in 1931 through 1941 reported fully retiring before their 
63rd birthday, based on our analysis of workers interviewed in the HRS 
sample.[Footnote 50] As shown in figure 5 below, we found a pattern of 
retirement marked by a steady increase in retirements among people in 
their late 50s until ages 62 and 65, when the numbers increase sharply. 
For workers in the study group the estimated probability of fully 
retiring prior to age 60 was 28 percent, and the estimated probability 
prior to age 65 was 60 percent. 

Nearly Half of Workers Fully Retire before Reaching Age 63: 

Figure 5: Retirement Pattern among Workers Born from 1931 to 1941: 

[See PDF for image] 

Source: GAO analysis of RAND HRS data. 

Note: This analysis is for workers born 1931 through 1941. It excludes 
outliers among workers born in 1937, 1938, and 1939. Workers born in 
1940 or 1941 had not reached age 65 by the end of the study period, so 
the probabilities at later ages are not shown. Those who reached 65 
during the study period were classified as having the following labor 
force status at that age: 56 percent were fully retired; 15 percent 
were partially retired; 19 percent were working full time; 5 percent 
were working part time; 4 percent were not in the labor force; 2 
percent were disabled; and 0.4 percent were unemployed. 

[End of figure] 

Social Security Administration data provide similar indications of 
early retirement patterns. Many workers begin drawing Social Security 
benefits at age 62. Half the workers born 1935 through 1940 started to 
draw Social Security benefits before they reached age 62 ˝. The most 
common age was 62 and 1 month--the earliest age at which most workers 
are eligible. Only about 13 to 17 percent of workers born in these 
years started to draw benefits at their full retirement age. 

In a 2005 study, researchers analyzing the characteristics of workers 
who began drawing Social Security benefits at age 62 found that many 
had no earnings or comparatively low earnings in the years before they 
reached age 62.[Footnote 51] Among workers in this study born in 1937 
(who reached 62 in 1999), for example, 20 percent had no earnings at 
age 55, and this figure rose to 32 percent at age 61 for men who 
started drawing Social Security benefits at age 62.[Footnote 52] The 
comparable figures for those who started drawing benefits between age 
63 and 65 ranged from 11 to 12 percent. It is not clear to what extent 
these low earners or non-earners had chosen to retire before reaching 
age 62 or whether they were in the labor force, but not able to find 
work before reaching age 62. As discussed above, EBRI found that an 
estimated 37 percent of workers retire sooner than they had expected 
to. The most often cited reasons were health problems or disability, 
changes at their company, such as downsizing or closure, or having to 
care for a spouse or another family member. 

Early Evidence Points to Small Changes in the Ages at Which Workers 
Start Drawing Social Security Benefits: 

Social Security administrative data for those born between 1935 and 
1940 provide evidence of some modest changes in retirement behavior 
among the first group of workers subject to the increases in the Social 
Security full retirement age. First, a declining proportion of workers 
are starting to draw benefits as soon as they are eligible. Whereas 46 
or 47 percent of those with a full retirement age of 65 and 0 months 
(born in 1935 through 1937) started benefits at the earliest 
opportunity, 45 to 42 percent of those who were subject to an increased 
full retirement age did so, as shown in table 3 below.[Footnote 53] 
That many workers continue to start drawing benefits at the earliest 
opportunity may, in part, reflect workers' lack of knowledge about 
their full retirement age. A 2007 survey indicated that an estimated 56 
percent of workers aged 55 and over incorrectly identified or did not 
know the age at which they can receive unreduced Social Security 
benefits.[Footnote 54] 

Table 3: Early Evidence That Some Workers Are Delaying the Start of 
Social Security Retired Worker Benefits: 

Birth year: 1935; 
Full Retirement Age: 65 and 0 months; 
Percent of workers starting to draw benefits: At the earliest 
opportunity[A]: 47; 
Percent of workers starting to draw benefits: At full retirement 
age[B]: 17; 
Percent of workers starting to draw benefits: By month before 65th 
Birthday[C]: 78; 
Percent of workers starting to draw benefits: By month before 66th 
Birthday[D]: 97. 

Birth year: 1936; 
Full Retirement Age: 65 and 0 months; 
Percent of workers starting to draw benefits: At the earliest 
opportunity[A]: 47; 
Percent of workers starting to draw benefits: At full retirement 
age[B]: 16; 
Percent of workers starting to draw benefits: By month before 65th 
Birthday[C]: 79; 
Percent of workers starting to draw benefits: By month before 66th 
Birthday[D]: 97. 

Birth year: 1937; 
Full Retirement Age: 65 and 0 months; 
Percent of workers starting to draw benefits: At the earliest 
opportunity[A]: 46; 
Percent of workers starting to draw benefits: At full retirement 
age[B]: 15; 
Percent of workers starting to draw benefits: By month before 65th 
Birthday[C]: 80; 
Percent of workers starting to draw benefits: By month before 66th 
Birthday[D]: 96. 

Birth year: 1938; 
Full Retirement Age: 65 and 2 months; 
Percent of workers starting to draw benefits: At the earliest 
opportunity[A]: 45; 
Percent of workers starting to draw benefits: At full retirement 
age[B]: 13; 
Percent of workers starting to draw benefits: By month before 65th 
Birthday[C]: 77; 
Percent of workers starting to draw benefits: By month before 66th 
Birthday[D]: 96. 

Birth year: 1939; 
Full Retirement Age: 65 and 4 months; 
Percent of workers starting to draw benefits: At the earliest 
opportunity[A]: 43; 
Percent of workers starting to draw benefits: At full retirement 
age[B]: 13; 
Percent of workers starting to draw benefits: By month before 65th 
Birthday[C]: 73; 
Percent of workers starting to draw benefits: By month before 66th 
Birthday[D]: 95. 

Birth year: 1940; 
Full Retirement Age: 65 and 6 months; 
Percent of workers starting to draw benefits: At the earliest 
opportunity[A]: 42; 
Percent of workers starting to draw benefits: At full retirement 
age[B]: 13; 
Percent of workers starting to draw benefits: By month before 65th 
Birthday[C]: 71; 
Percent of workers starting to draw benefits: By month before 66th 
Birthday[D]: 95. 

Source: GAO analysis of SSA data. 

Note: Rows for birth years 1938, 1939, and 1940 identify workers 
subject to a full retirement age after their 65th birthday. The 
estimated percentage of workers born in 1936 through 1940 who are 
expected to draw benefits, but had not done so by the end of 2006 was 
0, 1, 2, 3, and 5 percent, respectively. 

[A] Cumulative percent from 62 and 0 months through 62 and 1 month. 

[B] Percent of workers at 65 and 0 months for workers born 1935 through 
1937, at 65 and 2 months for those born in 1938; 65 and 4 months for 
those born in 1939; and 65 and 6 months for those born in 1940. 

[C] Cumulative percent from 62 and 0 months through 64 and 11 months. 

[D] Cumulative percent from 62 and 0 months through 65 and 11 months. 

[End of table] 

Second, along with changes in the proportion of workers drawing Social 
Security retired worker benefits at the earliest opportunity, we see 
early indications of changes at workers' full retirement ages. The 
traditional rise in the proportion of workers beginning to draw 
benefits at their 65th birthday has largely shifted in concert with the 
gradual rise in the age required by Social Security for full retired 
worker benefits.[Footnote 55] As shown in figure 6 below, some of the 
workers in successive cohorts who were born after 1937 have waited 
additional months to start drawing benefits--that is, until their 
higher full retirement ages.[Footnote 56] 

Figure 6: People Typically Begin Drawing Retired Worker Social Security 
Benefits at Age 62 or at Full Retirement Age: 

[See PDF for image] 

Source: GAO analysis of SSA data. 

Note 1: This graph shows estimates for ages 62 and 0 months through 66 
and 0 months. The maximum proportion for ages 66 and 1 month through 70 
and over was 1 percent. Although the proportion of workers starting 
benefits each month after age 62 and 1 month and before age 65 is 
relatively low, the cumulative percent of workers starting benefits 
during this period was substantial --ranging from 29 percent for those 
born in 1940 to 33 percent for those born in 1936 and 1937. 

Note 2: These percentages are calculated as the number of workers 
starting to draw benefits at each age in months divided by the total 
number of workers born in the same year who have or are expected to 
eventually draw benefits. These figures for benefits awarded in 1997 
through 2006 exclude workers who had previously drawn disability 
benefits and subsequently begun drawing retired worker benefits. The 
workers born in 1940 reached age 66 in 2006 and those born in 1935 
reached age 71 in 2006. 

[End of figure] 

Following Elimination of the Earnings Test, More Workers Are Remaining 
in the Labor Force beyond Full Retirement Age: 

Along with these modest delays in claiming Social Security benefits 
that are associated with the rising full retirement age, we found that 
some increases in labor force participation coincided with the 
elimination of the earnings test in January 2000. Our analysis of all 
workers in the HRS sample found that the proportion of 66 and 67 year 
olds who were employed (full-time, part-time, or partially retired) 
increased between 2000 and 2004 by 4 percentage points.[Footnote 57] 
Another researcher's analysis of BLS data found that between 1994 and 
2005, the proportion of 65 to 69 year olds in the labor force increased 
by about 7 percentage points for men and by about 6 percentage points 
for women. While there may be a variety of reasons for this upward 
trend, some researchers attribute it to the elimination of the Social 
Security earnings test. After controlling for other factors associated 
with retirement, one study concluded that the labor force participation 
rate among those 65 to 69 increased by 0.8 to 2 percentage points and 
that earnings for this group increased.[Footnote 58] The authors 
hypothesized that this increase resulted from the retention of older 
workers who were still in the workforce instead of attracting retirees 
to return to work. This study also found that applications for Social 
Security benefits among individuals at ages 65 or above increased and 
that earnings for this group increased as well. A second study also 
concluded that the elimination of the earnings test had increased labor 
force participation among older workers, and that there was some 
indication that participation rates among younger workers increased in 
anticipation of this policy change.[Footnote 59] A third study found 
that men aged 66 to 69 had an increase in annual earnings of $1,326 
following the earnings test elimination.[Footnote 60] This study did 
not find that labor force participation increased overall, but rather 
that the hours per week worked by men increased. A final study found 
the effect of the elimination of the earnings test has not only been 
confined to those above full retirement age. Rather, this change has 
resulted in men with earnings above the earnings test threshold 
reporting an increased probability that they will work after full 
retirement age.[Footnote 61] 

These studies also indicate that relatively more workers in the upper- 
middle income range have responded to the elimination of the earnings 
test by continuing to work. Specifically, two studies found that 
earnings increased for those in the higher income percentiles, but not 
for those in lower income groups.[Footnote 62] See appendix III for 
more information on these studies. 

Tax-Favored Private Retiree Health Insurance and Pension Plans May 
Influence Retirement Patterns: 

We found employer-provided retiree health insurance and pension plans 
are strongly associated with when workers retire based on our analysis 
of retirement behavior using the HRS.[Footnote 63] We found that 
workers with access to retiree health insurance were more likely to 
retire before age 65 than those without it.[Footnote 64] However, other 
factors, such as poor health, could become an overriding factor for 
some of these workers, in terms of their retirement decisions. At the 
beginning of the study period (1992), those workers who lacked retiree 
health insurance tended to be those with lower incomes and levels of 
education.[Footnote 65] Pension plans also influenced the timing of 
workers' retirements, though this varied by type of pension plan. Men 
with DB plans were more likely to retire earlier, whereas both men and 
women with DC plans tended to retire later compared to those who did 
not have these plans.[Footnote 66] 

Workers with Employer-Provided Retiree Health Benefits Have Been More 
Likely to Retire before 65: 

Our analysis of retirement behavior suggests that workers who have 
access to health insurance in retirement are substantially more likely 
to retire before becoming eligible for Medicare at age 65 than those 
without such access.[Footnote 67] Men with retiree health insurance 
either through their own or their spouse's current or former employer 
were an estimated 86 percent more likely to retire before they turned 
65 than those who were not eligible for benefits in retirement. Women 
with retiree health insurance were more than twice as likely (139 
percent more likely) to retire by this same age. We also found that 
workers with retiree health insurance were more likely to retire before 
they became eligible for early Social Security benefits at the age of 
62 (109 percent and 76 percent more likely, respectively for men and 
women). For a complete discussion of our model results, please see 
appendix II. The population without access to retiree health insurance 
tended to be those with lower incomes and less education. See Appendix 
IV for information on the demographic characteristics of people with 
access to retiree health insurance at the beginning of the study 
period. 

These findings are consistent with a larger body of research indicating 
a strong link between health insurance availability and retirement 
decisions. For example, a 2002 study found that having retiree health 
insurance available increased the likelihood of workers retiring before 
age 65 by an estimated 15 to 35 percent.[Footnote 68] According to the 
2003 Health Confidence Survey, almost 80 percent of current workers 
over age 40 consider their access to health insurance in planning the 
age at which they expect to retire.[Footnote 69] That people without 
access to retiree health insurance are more likely to wait until they 
are eligible for Medicare to retire may reflect the scarcity of options 
for affordable health insurance outside of employer-based plans. 
Particularly for those in poor health, market-based health insurance 
coverage may be prohibitively costly. 

Health problems that limit work lead to earlier retirement for many 
workers regardless of the availability of retiree health benefits. 
After controlling for other factors, including whether one had access 
to retiree health insurance, we found that men who said that their 
health limited their work were over two times more likely to retire by 
age 62 and that women were 96 percent more likely to do so. Similarly, 
men and women reporting these limitations were more likely to retire by 
age 65 (71 percent and 72 percent, respectively).[Footnote 70] 

Pension Plans May Influence Retirement Timing, but This Effect Differs 
by Pension Type: 

We found that men with DB plans generally retired earlier than those 
without, while both men and women with DC plans generally retired 
later, based on our analysis of the HRS data.[Footnote 71] After 
controlling for other factors, men with DB plans through either their 
employer or their spouse's employer were 28 percent more likely to 
retire before age 62.[Footnote 72] Results for women were not 
statistically significant. On the other hand, we found that men with DC 
plans were 47 percent less likely to retire by 62 than those without DC 
plans.[Footnote 73] We found a similar effect for women as well; those 
with DC plans were 37 percent less likely to retire before 62 than 
those without DC plans. Looking at retirements before or after age 65, 
we did not find a significant effect of having a DB pension plan. 
However, we continued to find a diminished likelihood of retiring 
before age 65 among those with DC plans, with men 35 percent less 
likely to retire by age 65 and women 45 percent less likely to retire 
than those without DC plans. 

Our finding that men with DB pensions were more likely to retire before 
age 62 is consistent with a larger body of research that finds that the 
structure of DB plans can lead to earlier retirements. One study found 
that the differences in retirement patterns for those with DB or DC 
pensions were related to the ability of DB plans to subsidize 
retirements at ages as early as age 55. Some of these pensions allow 
long-tenured individuals to collect early benefits that are high enough 
to provide an incentive to retire early.[Footnote 74] DC plans, on the 
other hand, are generally neutral with regard to retirement age since 
DC account balances depend on contributions made by both employers and 
employees instead of years of service. Another study found that 
retirement patterns for those with DB plans and those with DC plans 
began to differ at around age 55. Differences increased at around age 
60, when the value of lifetime benefit began decreasing for most 
workers with DB plans.[Footnote 75] This same study found that the 
absence of retirement incentives tied to age in DC plans led people 
with those plans to retire on average almost two years later than those 
with DB plans. 

Conclusions: 

The age at which workers retire is important for the sake of their 
retirement income security, the cost of federal programs for the 
elderly, federal tax revenue, and the strength of the U.S. economy. In 
deciding when to retire, workers weigh their personal circumstances, 
the features of employers' benefit plans as well as the mix of 
incentives and disincentives posed by federal policies. Some of these 
policies encourage earlier retirement; others encourage later 
retirement; and different groups of workers face differing incentives. 
While preliminary evidence indicates that some workers subject to full 
retirement ages after their 65th birthday are drawing Social Security 
benefits a little later and working more after age 65 than their 
predecessors, more time is needed to determine whether these changes 
foretell any substantial shifts. With so many factors influencing 
workers' decisions about when to retire, changes may be gradual and 
limited. Moreover, changes made to one program have the potential to 
create an inconsistent set of incentives. For example, as Social 
Security's full retirement age rises to age 67, Medicare's eligibility 
age remains at 65. Medicare's eligibility age may become increasingly 
important in workers' decisions about when to retire as the 
availability of employer-sponsored retiree health insurance declines. 

In recent years, federal policy makers have considered various options 
to modify policies in hopes of promoting later retirements and 
continued work in later years. However, the results of any given policy 
change continue to be difficult to project given the many 
countervailing forces at work and workers' sometimes limited 
understanding of the incentives they face. To date, we see indications 
of some changes in retirement behavior, but do not yet see large 
changes. At the same time, trends in employer-provided retirement 
benefits have clear implications for workers' retirement decisions. Our 
results suggest that with declining access to retiree health insurance 
and DB pension plans, those individuals who can, may indeed choose to 
work longer. This trend suggests the need for federal initiatives to 
help support workers who make that choice. These may include policies 
that encourage employers to hire or retain older workers and provide 
them with flexible options for continued work. In addition, there will 
be a continued need for federal policies to ensure that workers are 
informed about the advantages of continued work, as well as to protect 
and support those who, due to poor health or disability, are unable to 
work at older ages. 

Given the increased pressures that demographic shifts will place on 
entitlement programs, the mix of incentives offered by programs such as 
Social Security and Medicare, as well as pension law, becomes more 
questionable. Ultimately, it will be important for policy makers to 
understand the incentive structures that their policies create, and to 
coordinate their decisions to allow for individual flexibility, but 
send signals that consistently encourage those who are able to continue 
working to do so. 

Matter for Congressional Consideration: 

Accordingly, in light of the range of challenges facing the country in 
the 21ST century, Congress may wish to consider changes to laws, 
programs, and policies that support retirement security, including 
retirement ages, in order to provide a set of signals that work in 
tandem to encourage work at older ages. 

Agency Comments: 

We provided a draft of this report to the Social Security 
Administration and the departments of Labor, Health and Human Services, 
and the Treasury. The Department of Health and Human Services commented 
on the report, generally agreeing with our findings on the incentives 
posed by Medicare and retiree health insurance. (See appen. V.) In 
addition, SSA, and the departments of Labor and the Treasury provided 
technical comments, which we incorporated where appropriate. 

We are sending copies of this report to the Commissioner of Social 
Security, the Secretary of the Treasury, the Secretary of Labor, and 
the Secretary of Health and Human Services. We will also make copies 
available to others on request. In addition, the report will be 
available at no charge on GAO's 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 bovbjergb@gao.gov. Contact points for 
our Offices 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 VI. 

Signed by: 

Barbara D. Bovbjerg, Director:
Education, Workforce, and Income Security Issues: 

List of Congressional Committees: 

The Honorable Max Baucus: 
Chairman: 
The Honorable Charles E. Grassley: 
Ranking Member: 
Committee on Finance: 
United States Senate: 

The Honorable Edward M. Kennedy: 
Chairman: 
The Honorable Michael B. Enzi: 
Ranking Member: 
Committee on Health, Education, Labor, and Pensions: 
United States Senate: 

The Honorable Herb Kohl: 
Chairman: 
The Honorable Gordon H. Smith: 
Ranking Member: 
Special Committee on Aging: 
United States Senate: 

The Honorable Tom Davis: 
Ranking Member: 
Committee on Oversight and Government Reform: 
House of Representatives: 

The Honorable Charles B. Rangel: 
Chairman: 
The Honorable Jim McCrery: 
Ranking Member: 
Committee on Ways and Means: 
House of Representatives: 

The Honorable Michael R. McNulty: 
Chairman: 
The Honorable Sam Johnson: 
Ranking Member: 
Subcommittee on Social Security: 
Committee on Ways and Means: 
House of Representatives: 

[End of section] 

Appendix I: Objectives, Scope, and Methodology: 

Our objectives were to 1) identify incentives federal policies provide 
about when to retire; (2) determine recent retirement patterns and 
whether there is evidence that recent changes in Social Security 
requirements have resulted in later retirements; and 3) determine if 
there is evidence that tax-favored private retiree health insurance and 
pension benefits influence when people retire. 

To answer our first objective, we reviewed the relevant literature and 
interviewed agency officials to identify which federal policies may 
influence the age at which workers retire. 

To answer our second objective, we analyzed data from the Social 
Security administration and reviewed studies of the effects of changes 
in SSA rules. We used the SSA data to look at when workers, who were 
between the ages of 66 to 71 in 2006, chose to start Social Security 
retired worker benefits. While these data allowed us to examine 
patterns in men's and women's claiming of Social Security benefits, 
they did not contain any other personal information that would allow us 
to control for differences between workers. Therefore, we were able to 
use these data for descriptive purposes only. We analyzed these data 
and found them to be reliable for our purposes. 

To answer the third objective, we first analyzed data from the Health 
and Retirement Study (HRS), a national, longitudinal survey of older 
Americans produced by the University of Michigan.[Footnote 76] In 
particular, we used a data set that the RAND Corporation compiled on 
the HRS, which is a more user-friendly subset of the HRS. This rich 
data set contains information on retirement timing and a wide variety 
of associated factors, such as demographic characteristics, income, 
assets, health, health care insurance, workforce status, pensions, and 
retirement expectations. In addition, it tracks respondents over time, 
allowing us to look at the initial HRS cohort (those born from 1931 to 
1941) over a 12 year period from 1992 to 2004.[Footnote 77] We 
conducted both bivariate and multivariate analyses to determine what 
factors were associated with workers' decisions about when to retire, 
with special attention to Social Security, health care, and pension 
availability. See appendix II for a full description of these analyses. 
We analyzed this dataset and found it to be reliable for our purposes. 

We conducted our work between July 2006 and June 2007 in accordance 
with generally accepted government auditing standards. 

This appendix is organized into three sections to more fully describe 
the methods we used to analyze our data, with particular focus on our 
analysis of the RAND HRS data: Section 1 describes the definitions of 
retirement used in this analysis. Section 2 describes how we selected 
our different samples for analysis. Section 3 describes limitations to 
our analysis. 

Retirement Definitions: 

As other researchers have done, we used different definitions for 
retirement in different parts of our analysis. In particular, we 
considered workers to be retired based on one of four different 
definitions, which are explained in table 4 below: 

Table 4: Definitions of Retirement: 

Reported retirement; 
Source of data: HRS; 
Definition: The respondent reports being either completely or partly 
retired to the question "At this time do you consider yourself 
completely retired, partly retired, or not retired at all.". 

Full retirement[A]; 
Source of data: HRS; 
Definition: To be considered fully retired, a respondent must report 
not working for pay at all, and report being retired in response to the 
question above or another question concerning retirement and employment 
status. 

Partial retirement[A]; 
Source of data: HRS; 
Definition: The respondent reports working between 1 and 35 hours per 
week or less than 36 weeks per year, and reports being retired in 
response to either of the questions referred to above. 

Social Security retirement; 
Source of data: SSA administrative data; 
Definition: The worker has started drawing Social Security retired 
worker benefits, excluding people who earlier drew disabled worker 
benefits and automatically converted to retired worker benefits. 

Source: HRS and SSA. 

[A] A respondent is considered fully or partially retired based on a 
labor force status variable that the RAND Corporation constructs using 
several questions in the HRS. If a respondent reports working full-time 
he or she is classified as working full-time rather than retired, 
whether or not he or she also reports being retired. 

[End of table] 

We conducted our multivariate analysis based on two of these retirement 
definitions. Since our focus in this study is on when people decided to 
fully withdrawal from the labor force, our primary analysis was of 
those who had fully retired. We also ran an analysis on those who had 
fully or partially retired and received similar results. For our 
analysis of the claiming of Social Security benefits, we used the 
definition of Social Security retirement. Finally, for some of our 
descriptive results of those who said they retired prior to the 
beginning of the HRS, we used our definition of reported retirement. 

Sample Selection: 

Just as we used different definitions of retirement, we also chose 
different samples of workers. Since our goal in analyzing the HRS data 
was to model retirement behavior, we sought to look at individuals who 
had a chance to retire; in other words, they had reached traditional 
ages of retirement. Therefore, we focused our analysis on those in the 
HRS cohort who were born between 1931 and 1941. These individuals were 
between the ages of 63 and 73 in 2004, when the most recent data for 
the HRS were collected. Second, we chose individuals who had been in 
the labor force for at least 10 years so that they could qualify for 
Social Security retired worker benefits based on their own work 
history. To calculate certain descriptive statistics, we just applied 
the above two criteria to create a worker sample. For our regression 
analyses, we added the stipulation that a respondent was in the 
workforce in 1992 when the HRS began.[Footnote 78] Applying these 
criteria excludes respondents who had retired, were out of the labor 
force (such as homemakers), or those who were not working due to 
disability in 1992.[Footnote 79] This allowed us to model the act of 
retiring from the labor force. In addition, we were not able to observe 
the behavior of those who retired outside of the 1992 to 2004 study 
period. See table 5 below for the criteria we used to construct these 
samples. 

Table 5: Selection of Samples for Analysis of Health and Retirement 
Study Respondents: 

Sample: RAND HRS Sample[A]; 
Criteria applied: [Empty]; 
Respondents dropped: [Empty]; 
Unweighted number of respondents remaining: 12,652. 

Sample: Health and Retirement Study Worker Sample; 
Criteria applied: Respondents born 1931 through 1941; 
Respondents dropped: 2,903; 
Unweighted number of respondents remaining: 9,749. 

Criteria applied: Had 10 years of work experience prior to age 62[B]; 
Respondents dropped: 1,133; 
Unweighted number of respondents remaining: 8,616. 

Sample: Sample for Logistic Regression Analysis of Full Retirement; 
Criteria applied: Respondents born 1931 through 1941; 
Respondents dropped: [Empty]; 
Unweighted number of respondents remaining: 9,749. 

Criteria applied: Had ten years of work experience by age 62[B]; 
Respondents dropped: 1,133; 
Unweighted number of respondents remaining: 8,616. 

Criteria applied: In labor force in 1992 (working full time, working 
part time, unemployed, or partially retired in wave 1)[C]; 
Respondents dropped: 1,834; 
Unweighted number of respondents remaining: 6,782[D]. 

Source: GAO Analysis of RAND HRS data. 

Note:This table includes only respondents with a positive respondent 
statistical weight. The respondent level weight is non-zero for living 
noninstitutionalized respondents born in the appropriate years. It is 
zero for nonrespondents, deceased respondents and respondents residing 
in nursing homes. It is scaled so as to yield weight sums which 
correspond to the number of individuals in the U.S. population as 
measured by the March Current Population Survey (CPS) for the year of 
data collection. 

[A] RAND HRS file release F, October 2006. See Patricia St. Clair et 
al., RAND HRS Data Documentation, Version F (Santa Monica, Calif.: May 
2006). 

[B] Based on responses to question concerning work history and job 
tenure in any HRS study wave 1992 through 2004. 

[C] Based on RAND's construction of a labor force status variable, 
RxLBRF. RAND assigned respondents to these categories: works full-time, 
works part-time, unemployed, partly retired, retired, disabled, or not 
in the labor force. 

[D] The number of respondents studied who fully retired is greater than 
the number who partially or fully retired, because 313 respondents who 
were partially retired in wave one were excluded from our analysis of 
full or partial retirement but included in our analysis of full 
retirement. 

[End of table] 

Although the HRS cohort is a nationally representative sample of those 
born from 1931 to 1941, the samples that we constructed may not 
be.[Footnote 80] In comparing some of the descriptive statistics of our 
samples with those from the larger HRS sample, there are differences, 
as shown in table 6 below. In particular, the sample used to analyze 
full retirement decisions had a greater proportion of those in better 
health, those with access to retiree health insurance, and higher 
income than either the HRS cohort or the worker sample. 

Table 6: Descriptive Statistics for Our Different Samples: 

Weighted: Demographics as of wave 1 (1992): Percent male; 
HRS cohort individuals born 1931 - 1941: 48%; 
Worker sample: 52%; 
Full retirement sample: 55%. 

Weighted: Demographics as of wave 1 (1992): Percent married; 
HRS cohort individuals born 1931 - 1941: 74%; 
Worker sample: 75%; 
Full retirement sample: 75%. 

Weighted: Demographics as of wave 1 (1992): Percent white non-Hispanic; 
HRS cohort individuals born 1931 - 1941: 81%; 
Worker sample: 82%; 
Full retirement sample: 83%. 

Weighted: Demographics as of wave 1 (1992): Percent with high school 
education or more; 
HRS cohort individuals born 1931 - 1941: 77%; 
Worker sample: 80%; 
Full retirement sample: 82%. 

Weighted: Demographics as of wave 1 (1992): Percent who have access to 
retiree health insurance through respondent's or spouse's current 
employer; 
HRS cohort individuals born 1931 - 1941: 52%; 
Worker sample: 54%; 
Full retirement sample: 55%. 

Weighted: Demographics as of wave 1 (1992): Percent who have DB plan 
from respondent's or spouse's current employer[A]; 
HRS cohort individuals born 1931 - 1941: 45%; 
Worker sample: 47%; 
Full retirement sample: 53%. 

Weighted: Demographics as of wave 1 (1992): Percent who have good, very 
good, or excellent health; 
HRS cohort individuals born 1931 - 1941: 80%; 
Worker sample: 82%; 
Full retirement sample: 88%. 

Weighted: Demographics as of wave 1 (1992): Annual earned income in 
2003 dollars[B]; 
HRS cohort individuals born 1931 - 1941: [Empty]; 
Worker sample: [Empty]; 
Full retirement sample: [Empty]. 

Weighted: Demographics as of wave 1 (1992): Percent less than $10,000; 
HRS cohort individuals born 1931 - 1941: 38%; 
Worker sample: 31%; 
Full retirement sample: 18%. 

Weighted: Demographics as of wave 1 (1992): Percent $10,000 or more, 
but less than $25,000; 
HRS cohort individuals born 1931 - 1941: 18%; 
Worker sample: 20%; 
Full retirement sample: 23%. 

Weighted: Demographics as of wave 1 (1992): Percent $25,000 or more, 
but less than $50,000; 
HRS cohort individuals born 1931 - 1941: 25%; 
Worker sample: 28%; 
Full retirement sample: 33%. 

Weighted: Demographics as of wave 1 (1992): Percent $50,000 or more; 
HRS cohort individuals born 1931 - 1941: 19%; 
Worker sample: 21%; 
Full retirement sample: 26%. 

Source: GAO analysis of RAND HRS data. 

[A] Those with a DB plan may have also had a DC plan. Those without a 
DB plan may have had a DC plan or no pension plan. Similarly, in our 
analysis of DC plans, we grouped respondents with both DB and DC plans 
along with those reported having only a DC plan. 

[B] This includes the respondent's earnings (including wages, salary, 
and bonuses from employment or self-employment), but not their spouse's 
income. It excludes other types of income, such as interest, dividends, 
and rent. 

[End of table] 

Limitations: 

We identified factors associated with the decision about when to retire 
rather than the causes of that decision. Our analysis of the factors 
associated with retirement timing is limited to the definition of 
retirement that we used; others may have different definitions of 
retirement. Some people working part-time consider themselves retired; 
others do not. In addition, we cannot generalize our findings beyond 
the group of workers included in our sample. Our findings do not 
necessarily apply to younger groups of workers, who may not behave in 
the same way or face the same constraints. As mentioned earlier, our 
sub-sample of workers from the larger HRS sample cohort is not entirely 
representative of the larger US population. In addition, we were unable 
to observe the retirement behavior of those who retired before and 
after the study period. Finally, due to limitations in the data and the 
methods that we used, we did not include in our analysis some variables 
identified during our research that could potentially affect workers' 
retirement timing. For example, the RAND HRS includes information on a 
respondent's pension from a current job, but not prior jobs. Our 
analysis did not include measures of wealth or income other than 
earnings. Also, we did not analyze lump sum payments from pensions, 
which could influence retirement decisions. In addition, the RAND HRS 
data rely heavily on people's knowledge of their finances, work 
history, pension options, et cetera. Studies show that workers are 
sometimes misinformed about the details of their pension benefits or 
the age at which they are eligible for full Social Security 
benefits.[Footnote 81] 

[End of section] 

Appendix II: Logistic Regression Analysis of Factors Associated with 
Workers' Retirement Timing: 

This appendix describes the results of two separate analyses we did to 
determine what factors were associated with whether or not men and 
women retired 1) before or after age 62, and 2) before or after age 65. 
We conducted both of these analyses separately for men and women due to 
sizable gender differences in labor force participation and because 
data published by the census suggested that the factors that affected 
retirement decisions may be different for the two groups.[Footnote 82] 
The data we used in our analyses were from the HRS cohort of men and 
women who were born from 1931 to 1941 and thus were between the ages of 
63 to 73 in 2004, which was the last year for which we had data. We 
restricted our attention to workers who had been in the labor force for 
at least 10 years prior to age 62. In our analysis of whether workers 
retired before age 62, we limited the analysis to those who had reached 
age 62 at some point in the study period. Similarly, in our analysis of 
whether workers retired before age 65, we limited the analysis to those 
who had reached age 65 at some point in the study period, and we 
eliminated workers who, based on their birth year, could not reach age 
65 by 2004. In addition, we excluded those individuals who were not 
part of the labor force in the first wave of data collection (1992); 
see comparison of samples in appendix I. 

The HRS dataset is a longitudinal dataset, meaning there are multiple 
observations per respondent. Respondents were interviewed every 2 
years. Each observation is called a wave. In our data set there were 
seven waves of data (1992 to 2004). For our analysis we limited the 
data set to one observation per respondent. We selected the observation 
by taking the first wave the respondent was noted as retiring in the 
age specific analysis (62 and 65). If the respondent did not retire in 
that time frame, we selected the wave closest to when the participant 
was age 62 or 65. For each observation we calculated an age of 
retirement if the respondent noted that he or she retired. For example, 
if the respondent noted retiring in wave five and reported a retirement 
date that fell between waves four and five, we used the reported 
retirement date as the age of retirement and used wave 4 responses in 
our analysis. However, if the respondent did not report a retirement 
date or if the retirement date did not fall between two previous waves 
of data collection and the current wave, then we imputed the retirement 
date using the midpoint between the waves. For example, if a respondent 
noted retiring in wave six but did not report a retirement date and had 
data for wave five we imputed their age of retirement as the midpoint 
between wave five and six. For those respondents who did not retire by 
the specified age used in our analyses (by age 62 or by age 65), we 
used their age at the end of the interview to select the observation 
closest to that specified age. 

These restrictions meant we had samples of 2,840 men and 2,519 women in 
our analyses of whether retirement occurred by age 62, and 1,978 men 
and 1,779 women in our analyses of whether retirement occurred by 65. 
It should be noted that the sample sizes represent unweighted samples. 
Our samples differed slightly from the overall HRS sample (see appendix 
1 for comparison). The data are from a complex sample, and all analyses 
were performed using statistical weights and adjusting the standard 
errors for the sample design. Only respondents with statistical weights 
greater than zero were included in the analyses (based on HRS 
documentation for statistical weights). The (weighted) percentages 
reported in some of the tables of this appendix do not exactly match 
what would be derived from the (unweighted) numbers reported. 

The factors or independent variables we considered in the two sets of 
analyses are shown in table 7, along with the unweighted numbers and 
weighted percentages of men and women in each category of those 
factors. These factors included selected demographic characteristics, 
including occupation, race/ethnicity, education, marital status, age 
difference with spouse, income (specifically earnings), work tenure, 
and birth year. Occupation was divided into three categories: white 
collar, services, and blue collar. White collar included managerial, 
professional, sales, clerical, and administrative support occupations. 
Services included cleaning business services, protection, food 
preparation, health services, and personal services. Blue collar 
included farming, forestry, fishing, mechanics and repair, construction 
and extraction, precision production, operators, and members of the 
armed forces. We based these categories on a previous GAO report that 
utilized the HRS data.[Footnote 83] The income variable--the 
respondent's earned income--was adjusted for inflation using CPI values 
to make all dollars comparable to 2003 dollars.[Footnote 84] The 
factors also included a general measure of health status, an indicator 
of whether health limited the ability to work, and measures indicating 
whether the workers in our sample had any health insurance. In 
addition, we considered whether the spouse or respondent had retiree 
health insurance, a DB plan, and a DC plan. For many of our variables, 
we lagged them to the prior wave to capture workers' preretirement 
characteristics. For example, if the respondent is noted as retiring in 
wave 4, the income variable from wave 3 was used in the regression. If 
the prior wave was missing, that respondent was not included in the 
analysis. For all of the lagged variables the data collected from 2 
years prior was used in the analysis (the HRS respondents were 
interviewed every two years). Table 7 also shows the numbers and 
percentages of men and women who had and had not retired by ages 62 and 
65. An estimated 25 percent of the men and 28 percent of the women in 
our sample had retired by age 62, and of those who had reached age 65 
by 2004, an estimated 48 percent of the men and 53 percent of the women 
had retired. The following results are based on our full retirement 
definition (see appendix I for definition of full retirement). 

Table 7: Numbers and Percentages of Men and Women in Different 
Categories of the Variables Used in Analyses of Full Retirement Timing: 

Retirement decision: Retired; 
N (and weighted percentage): For full retirement before age 62: Male 
(N=2840): 700 (24.6); 
N (and weighted percentage): For full retirement before age 62: Female 
(N=2519): 726 (28.1); 
N (and weighted percentage): For full retirement before age 65: Male 
(N=1978): 990 (48.3); 
N (and weighted percentage): For full retirement before age 65: Female 
(N=1779): 967 (52.7). 

Retirement decision: Not retired; 
N (and weighted percentage): For full retirement before age 62: Male 
(N=2840): 2140 (75.4); 
N (and weighted percentage): For full retirement before age 62: Female 
(N=2519): 1793 (72.0); 
N (and weighted percentage): For full retirement before age 65: Male 
(N=1978): 988 (51.7); 
N (and weighted percentage): For full retirement before age 65: Female 
(N=1779): 812 (47.3). 

Previous wave occupation. 

Demographic characteristics: White collar; 
N (and weighted percentage): For full retirement before age 62: Male 
(N=2840): 1283 (50.2); 
N (and weighted percentage): For full retirement before age 62: Female 
(N=2519): 1630 (70.3); 
N (and weighted percentage): For full retirement before age 65: Male 
(N=1978): 918 (51.5); 
N (and weighted percentage): For full retirement before age 65: Female 
(N=1779): 1129 (69.2). 

Demographic characteristics: Services; 
N (and weighted percentage): For full retirement before age 62: Male 
(N=2840): 171 (5.8); 
N (and weighted percentage): For full retirement before age 62: Female 
(N=2519): 500 (17.6); 
N (and weighted percentage): For full retirement before age 65: Male 
(N=1978): 109 (5.1); 
N (and weighted percentage): For full retirement before age 65: Female 
(N=1779): 361 (18.0). 

Demographic characteristics: Blue collar; 
N (and weighted percentage): For full retirement before age 62: Male 
(N=2840): 1277 (44.1); 
N (and weighted percentage): For full retirement before age 62: Female 
(N=2519): 334 (12.1); 
N (and weighted percentage): For full retirement before age 65: Male 
(N=1978): 882 (43.4); 
N (and weighted percentage): For full retirement before age 65: Female 
(N=1779): 250 (12.8). 

Race/ ethnicity: White/ non-Hispanic; 
N (and weighted percentage): For full retirement before age 62: Male 
(N=2840): 2213 (84.5); 
N (and weighted percentage): For full retirement before age 62: Female 
(N=2519): 1844 (82.2); 
N (and weighted percentage): For full retirement before age 65: Male 
(N=1978): 1559 (85.3); 
N (and weighted percentage): For full retirement before age 65: Female 
(N=1779): 1321 (83.2). 

Race/ ethnicity: Black/ non-Hispanic; 
N (and weighted percentage): For full retirement before age 62: Male 
(N=2840): 349 (7.7); 
N (and weighted percentage): For full retirement before age 62: Female 
(N=2519): 466 (10.6); 
N (and weighted percentage): For full retirement before age 65: Male 
(N=1978): 241 (7.6); 
N (and weighted percentage): For full retirement before age 65: Female 
(N=1779): 316 (10.2). 

Race/ ethnicity: Hispanic/ other; 
N (and weighted percentage): For full retirement before age 62: Male 
(N=2840): 278 (7.8); 
N (and weighted percentage): For full retirement before age 62: Female 
(N=2519): 209 (7.2); 
N (and weighted percentage): For full retirement before age 65: Male 
(N=1978): 178 (7.1); 
N (and weighted percentage): For full retirement before age 65: Female 
(N=1779): 142 (6.6). 

Education: 5yr Resp; 
N (and weighted percentage): For full retirement before age 62: Male 
(N=2840): 56 (2.5); 
N (and weighted percentage): For full retirement before age 62: Female 
(N=2519): 310 (13.4); 
N (and weighted percentage): For full retirement before age 65: Male 
(N=1978): 36 (2.5); 
N (and weighted percentage): For full retirement before age 65: Female 
(N=1779): 224 (13.1). 

Previous wave income categories[A]: 0-<10,000; 
N (and weighted percentage): For full retirement before age 62: Male 
(N=2840): 666 (23.3); 
N (and weighted percentage): For full retirement before age 62: Female 
(N=2519): 753 (29.5); 
N (and weighted percentage): For full retirement before age 65: Male 
(N=1978): 594 (30.0); 
N (and weighted percentage): For full retirement before age 65: Female 
(N=1779): 622 (34.3). 

Previous wave income categories[A]: 10,000-<25,000; 
N (and weighted percentage): For full retirement before age 62: Male 
(N=2840): 418 (13.6); 
N (and weighted percentage): For full retirement before age 62: Female 
(N=2519): 752 (29.4); 
N (and weighted percentage): For full retirement before age 65: Male 
(N=1978): 301 (13.7); 
N (and weighted percentage): For full retirement before age 65: Female 
(N=1779): 511 (28.1). 

Previous wave income categories[A]: 25,000-<50,000; 
N (and weighted percentage): For full retirement before age 62: Male 
(N=2840): 871 (29.4); 
N (and weighted percentage): For full retirement before age 62: Female 
(N=2519): 734 (29.0); 
N (and weighted percentage): For full retirement before age 65: Male 
(N=1978): 535 (26.4); 
N (and weighted percentage): For full retirement before age 65: Female 
(N=1779): 476 (27.0). 

Previous wave income categories[A]: >=50,000; 
N (and weighted percentage): For full retirement before age 62: Male 
(N=2840): 885 (33.7); 
N (and weighted percentage): For full retirement before age 62: Female 
(N=2519): 280 (12.1); 
N (and weighted percentage): For full retirement before age 65: Male 
(N=1978): 548 (30.0); 
N (and weighted percentage): For full retirement before age 65: Female 
(N=1779): 170 (10.6). 

Tenure at current job in previous wave-categories: 0-<5; 
N (and weighted percentage): For full retirement before age 62: Male 
(N=2840): 670 (25.7); 
N (and weighted percentage): For full retirement before age 62: Female 
(N=2519): 557 (25.7); 
N (and weighted percentage): For full retirement before age 65: Male 
(N=1978): 465 (26.0); 
N (and weighted percentage): For full retirement before age 65: Female 
(N=1779): 377 (24.4). 

Tenure at current job in previous wave-categories: 5-<15; 
N (and weighted percentage): For full retirement before age 62: Male 
(N=2840): 690 (26.2); 
N (and weighted percentage): For full retirement before age 62: Female 
(N=2519): 761 (34.8); 
N (and weighted percentage): For full retirement before age 65: Male 
(N=1978): 463 (25.3); 
N (and weighted percentage): For full retirement before age 65: Female 
(N=1779): 530 (34.8). 

Tenure at current job in previous wave-categories: 15-<25; 
N (and weighted percentage): For full retirement before age 62: Male 
(N=2840): 467 (16.9); 
N (and weighted percentage): For full retirement before age 62: Female 
(N=2519): 547 (24.0); 
N (and weighted percentage): For full retirement before age 65: Male 
(N=1978): 315 (17.0); 
N (and weighted percentage): For full retirement before age 65: Female 
(N=1779): 400 (24.3). 

Tenure at current job in previous wave-categories: >=25; 
N (and weighted percentage): For full retirement before age 62: Male 
(N=2840): 808 (31.2); 
N (and weighted percentage): For full retirement before age 62: Female 
(N=2519): 385 (15.5); 
N (and weighted percentage): For full retirement before age 65: Male 
(N=1978): 576 (31.8); 
N (and weighted percentage): For full retirement before age 65: Female 
(N=1779): 286 (16.5). 

Birth year categories: 1931, 1932; 
N (and weighted percentage): For full retirement before age 62: Male 
(N=2840): 481 (16.6); 
N (and weighted percentage): For full retirement before age 62: Female 
(N=2519): 395 (15.5); 
N (and weighted percentage): For full retirement before age 65: Male 
(N=1978): 443 (21.9); 
N (and weighted percentage): For full retirement before age 65: Female 
(N=1779): 363 (20.7). 

Birth year categories: 1933, 1934; 
N (and weighted percentage): For full retirement before age 62: Male 
(N=2840): 487 (16.1); 
N (and weighted percentage): For full retirement before age 62: Female 
(N=2519): 436 (16.8); 
N (and weighted percentage): For full retirement before age 65: Male 
(N=1978): 434 (21.0); 
N (and weighted percentage): For full retirement before age 65: Female 
(N=1779): 415 (22.8). 

Birth year categories: 1935, 1936; 
N (and weighted percentage): For full retirement before age 62: Male 
(N=2840): 524 (17.8); 
N (and weighted percentage): For full retirement before age 62: Female 
(N=2519): 446 (17.2); 
N (and weighted percentage): For full retirement before age 65: Male 
(N=1978): 474 (24.1); 
N (and weighted percentage): For full retirement before age 65: Female 
(N=1779): 411 (22.8). 

Birth year categories: 1937; 
N (and weighted percentage): For full retirement before age 62: Male 
(N=2840): 255 (9.2); 
N (and weighted percentage): For full retirement before age 62: Female 
(N=2519): 243 (9.8); 
N (and weighted percentage): For full retirement before age 65: Male 
(N=1978): 241 (12.7); 
N (and weighted percentage): For full retirement before age 65: Female 
(N=1779): 233 (13.6). 

Birth year categories: 1938, 1939; 
N (and weighted percentage): For full retirement before age 62: Male 
(N=2840): 549 (20.0); 
N (and weighted percentage): For full retirement before age 62: Female 
(N=2519): 481 (19.0); 
N (and weighted percentage): For full retirement before age 65: Male 
(N=1978): 386 (20.4); 
N (and weighted percentage): For full retirement before age 65: Female 
(N=1779): 357 (20.1). 

Birth year categories: 1940, 1941; 
N (and weighted percentage): For full retirement before age 62: Male 
(N=2840): 544 (20.3); 
N (and weighted percentage): For full retirement before age 62: Female 
(N=2519): 518 (21.8); 
N (and weighted percentage): For full retirement before age 65: Male 
(N=1978): n/a; 
N (and weighted percentage): For full retirement before age 65: Female 
(N=1779): n/a. 

Health related. 

Health status previous wave: Excellent/ very good/ good; 
N (and weighted percentage): For full retirement before age 62: Male 
(N=2840): 2343 (84.0); 
N (and weighted percentage): For full retirement before age 62: Female 
(N=2519): 2100 (85.3); 
N (and weighted percentage): For full retirement before age 65: Male 
(N=1978): 1634 (84.2); 
N (and weighted percentage): For full retirement before age 65: Female 
(N=1779): 1474 (84.6). 

Health status previous wave: Fair/ poor; 
N (and weighted percentage): For full retirement before age 62: Male 
(N=2840): 496 (16.0); 
N (and weighted percentage): For full retirement before age 62: Female 
(N=2519): 419 (14.7); 
N (and weighted percentage): For full retirement before age 65: Male 
(N=1978): 344 (15.8); 
N (and weighted percentage): For full retirement before age 65: Female 
(N=1779): 305 (15.4). 

Previous wave: health limits work: No; 
N (and weighted percentage): For full retirement before age 62: Male 
(N=2840): 2437 (86.2); 
N (and weighted percentage): For full retirement before age 62: Female 
(N=2519): 2134 (85.7); 
N (and weighted percentage): For full retirement before age 65: Male 
(N=1978): 1697 (86.3); 
N (and weighted percentage): For full retirement before age 65: Female 
(N=1779): 1501 (85.2). 

Previous wave: health limits work: Yes; 
N (and weighted percentage): For full retirement before age 62: Male 
(N=2840): 396 (13.8); 
N (and weighted percentage): For full retirement before age 62: Female 
(N=2519): 371 (14.3); 
N (and weighted percentage): For full retirement before age 65: Male 
(N=1978): 273 (13.7); 
N (and weighted percentage): For full retirement before age 65: Female 
(N=1779): 267 (14.8). 

Previous wave: health insurance: No; 
N (and weighted percentage): For full retirement before age 62: Male 
(N=2840): 643 (21.7); 
N (and weighted percentage): For full retirement before age 62: Female 
(N=2519): 620 (23.1); 
N (and weighted percentage): For full retirement before age 65: Male 
(N=1978): 496 (23.8); 
N (and weighted percentage): For full retirement before age 65: Female 
(N=1779): 501 (26.5). 

Previous wave: health insurance: Yes; 
N (and weighted percentage): For full retirement before age 62: Male 
(N=2840): 2197 (78.4); 
N (and weighted percentage): For full retirement before age 62: Female 
(N=2519): 1899 (76.9); 
N (and weighted percentage): For full retirement before age 65: Male 
(N=1978): 1482 (76.2); 
N (and weighted percentage): For full retirement before age 65: Female 
(N=1779): 1278 (73.5). 

Previous wave: retiree health insurance R or S[B]: No; 
N (and weighted percentage): For full retirement before age 62: Male 
(N=2840): 1405 (49.6); 
N (and weighted percentage): For full retirement before age 62: Female 
(N=2519): 1343 (53.0); 
N (and weighted percentage): For full retirement before age 65: Male 
(N=1978): 964 (48.2); 
N (and weighted percentage): For full retirement before age 65: Female 
(N=1779): 993 (55.3). 

Previous wave: retiree health insurance R or S[B]: Yes; 
N (and weighted percentage): For full retirement before age 62: Male 
(N=2840): 1435 (50.5); 
N (and weighted percentage): For full retirement before age 62: Female 
(N=2519): 1176 (47.0); 
N (and weighted percentage): For full retirement before age 65: Male 
(N=1978): 1014 (51.8); 
N (and weighted percentage): For full retirement before age 65: Female 
(N=1779): 786 (44.7). 

Pension related. 

Prior wave DB pension type of R or S[B]: No DB; 
N (and weighted percentage): For full retirement before age 62: Male 
(N=2840): 960 (36.0); 
N (and weighted percentage): For full retirement before age 62: Female 
(N=2519): 771 (35.4); 
N (and weighted percentage): For full retirement before age 65: Male 
(N=1978): 657 (35.5); 
N (and weighted percentage): For full retirement before age 65: Female 
(N=1779): 554 (36.3). 

Prior wave DB pension type of R or S[B]: DB pension; 
N (and weighted percentage): For full retirement before age 62: Male 
(N=2840): 1646 (64.0); 
N (and weighted percentage): For full retirement before age 62: Female 
(N=2519): 1393 (64.6); 
 N (and weighted percentage): For full retirement before age 65: Male 
(N=1978): 1174 (64.6); 
N (and weighted percentage): For full retirement before age 65: Female 
(N=1779): 967 (63.7). 

Prior wave DC pension type of R or S[B]: No DC; 
N (and weighted percentage): For full retirement before age 62: Male 
(N=2840): 1012 (36.6); 
N (and weighted percentage): For full retirement before age 62: Female 
(N=2519): 837 (37.3); 
N (and weighted percentage): For full retirement before age 65: Male 
(N=1978): 700 (36.0); 
N (and weighted percentage): For full retirement before age 65: Female 
(N=1779): 587 (36.9). 

Prior wave DC pension type of R or S[B]: DC pension; 
N (and weighted percentage): For full retirement before age 62: Male 
(N=2840): 1624 (63.4); 
N (and weighted percentage): For full retirement before age 62: Female 
(N=2519): 1327 (62.7); 
N (and weighted percentage): For full retirement before age 65: Male 
(N=1978): 1131 (64.0); 
N (and weighted percentage): For full retirement before age 65: Female 
(N=1779): 934 (63.1). 

Source: GAO analysis of RAND HRS data. 

[End of table] 

[A] Respondent's earned income adjusted for inflation: 

[B] R= respondent; S= Spouse. The RAND HRS data provided information 
about DC and DB pensions from current employment during the 1992 
through 2004 study period. It did not provide data concerning any 
pensions from respondents' or spouses' previous employers. 

[End of table] 

We used bivariate (one variable) and multivariate (multiple variables) 
logistic regression models to estimate the likelihood of men and women 
being retired, first at age 62 and then at age 65. Logistic regression 
is a widely accepted method of analyzing dichotomous outcomes-- 
variables with two values such as retired or not--when the interest is 
in determining the effects of multiple factors that may be related to 
one another. While it is somewhat more common to consider how different 
categories of workers differ in their likelihoods of being retired by 
calculating and comparing differences in the percentages of retired and 
non-retired workers across categories, the use of these models in our 
analysis requires us to express differences in the likelihoods of being 
retired using odds ratios. An "odds ratio" is generally defined as the 
ratio of the odds of an event occurring in one group compared to the 
odds of it occurring in another group--the reference group. While odds 
and odds ratios are somewhat less familiar than percentages and 
percentage differences, they have certain advantages, and can be 
readily derived from the underlying percentages or from the numbers 
from which those percentages were calculated. Moreover, odds ratios are 
amenable to a reasonably simple interpretation, as we show in Table 8. 
In addition, unadjusted and adjusted odds ratios are the parameters 
that underlie our logistic regression models. 

Table 8 shows the numbers and percentages of men who were retired by 
age 62, first across marital status categories, and then across 
categories defined by race/ethnicity. Typically we would compare groups 
by contrasting the percentages of retired or not retired individuals in 
each group and noting, in this case for example, that the percentage of 
individuals retired by age 62 is greater among unmarried men (30.1 
percent) than married men (23.3 percent), and lower for Hispanic men 
(17.4 percent) than for Black men (25.4 percent) and white men (25.1 
percent). Alternatively, we can calculate the odds on retiring for each 
group by simply taking the percentage who retired in each group and 
dividing it by the percentage who had not retired. The odds on retiring 
were 30.1/69.9 = 0.43 for unmarried men, and 23.3/76.7 = 0.30 for 
married men. Making similar calculations, the odds were virtually 
identical for white men and Black men (0.34, apart from rounding) but 
lower for Hispanic men (0.21). We can compare groups directly by taking 
the ratios of these odds, given in the "Odds Ratios" column in table 8. 
As can be seen, the odds on retiring were higher for unmarried men than 
for married men, by a factor of 0.431/0.304 = 1.42. To compare race/ 
ethnicity categories, we choose (arbitrarily) one group (white men in 
this case) as the reference category, make similar calculation by 
taking the ratios of the odds for the other two groups to the odds for 
white men, and find that Black men have odds on retiring that are only 
slightly different than white men (higher by a factor of 1.02), while 
Hispanic men are less likely than white men to retire, by a factor of 
0.63. 

Table 8: Full Retirement Status at Age 62, by Marital Status and Race/ 
Ethnicity, among Men: 

Married; 
N; 
Full retirement status at age 62: Fully retired: 561; 
Full retirement status at age 62: Not fully retired: 1806; 
Odds on retired: [Empty]; 
Odds ratios: [Empty]. 

Married; 
%; 
Full retirement status at age 62: Fully retired: 23.3; 
Full retirement status at age 62: Not fully retired: 76.7; 
Odds on retired: 0.30; 
Odds ratios: reference. 

Unmarried; 
N; 
Full retirement status at age 62: Fully retired: 138; 
Full retirement status at age 62: Not fully retired: 334; 
Odds on retired: [Empty]; 
Odds ratios: [Empty]. 

Unmarried; 
%; 
Full retirement status at age 62: Fully retired: 30.1; 
Full retirement status at age 62: Not fully retired: 69.9; 
Odds on retired: Total: 0.43; Odds ratios: 1.42. 

Total; 
N; 
Full retirement status at age 62: Fully retired: 699; 
Full retirement status at age 62: Not fully retired: 2140; 
Odds on retired: [Empty]; 
Odds ratios: [Empty]. 

Total; 
%; 
Full retirement status at age 62: Fully retired: 24.6; 
Full retirement status at age 62: Not fully retired: 75.5; 
Odds on retired: [Empty]; 
Odds ratios: [Empty]. 

White; 
N; 
Full retirement status at age 62: Fully retired: 557; 
Full retirement status at age 62: Not fully retired: 1656; 
Odds on retired: [Empty]; 
Odds ratios: [Empty]. 

White; 
%; 
Full retirement status at age 62: Fully retired: 25.1; 
Full retirement status at age 62: Not fully retired: 74.9; 
Odds on retired: 0.34; 
Odds ratios: reference. 

Black; 
N; 
Full retirement status at age 62: Fully retired: 95; 
Full retirement status at age 62: Not fully retired: 254; 
Odds on retired: [Empty]; 
Odds ratios: [Empty]. 

Black; 
%; 
Full retirement status at age 62: Fully retired: 25.4; Full retirement 
status at age 62: Not fully retired: 74.6; 
Odds on retired: 0.34; 
Odds ratios: 1.02. 

Hispanic; 
N; 
Full retirement status at age 62: Fully retired: 48; 
Full retirement status at age 62: Not fully retired: 230; 
Odds on retired: [Empty]; 
Odds ratios: [Empty]. 

Hispanic; 
%; 
Full retirement status at age 62: Fully retired: 17.4; 
Full retirement status at age 62: Not fully retired: 82.6; 
Odds on retired: 0.21; 
Odds ratios: 0.63. 

Total; 
N; 
Full retirement status at age 62: Fully retired: 700; 
Full retirement status at age 62: Not fully retired: 2140; 
Odds on retired: [Empty]; 
Odds ratios: [Empty]. 

Total; 
%; 
Full retirement status at age 62: Fully retired: 24.6; 
Full retirement status at age 62: Not fully retired: 75.4; 
Odds on retired: [Empty]; 
Odds ratios: [Empty]. 

Source: GAO analysis of RAND HRS data. 

[End of table] 

Table 9 shows the gross effects of each of the factors we considered on 
the odds on men and women retiring before age 62 (in the first two 
columns) and before age 65 (in the last two columns). By gross effects, 
we mean the effects of each factor estimated from bivariate 
regressions, or regressions that ignore or fail to take account of the 
effects of other factors which may be related to retirement. Table 10, 
by contrast, shows the adjusted effects of the factors that we found to 
be significantly related to retiring at age 62 or age 65 after 
adjusting for other factors. 

In developing our multivariate models, we controlled for income in the 
previous wave, birth year categories, DB, and DC pension plans in the 
previous wave, and retiree health insurance in the previous wave even 
if the overall p-value for these variables is not statistically 
significant. We adjusted for income in the previous wave because it is 
a very strong demographic characteristic, and we adjusted for birth 
year to account for any possible cohort effect in the HRS data. 
Similarly, we adjusted for pension type (both DB and DC) and retiree 
health insurance because we are interested in assessing the impact of 
these policy variables on a respondent's decision to retire. 

In order to assess factors associated with the retirement decisions at 
specific ages in a multivariate setting, we wanted the most 
parsimonious model without adding additional noise by factors that were 
not statistically significant. To do this we iteratively fit a model by 
first adjusting for all of the variables of interest (see Table 9). 
After keeping in the five variables mentioned above (income, birth 
year, and DB and DC pension, and retiree health insurance) we then 
selected the variables that were statistically significant (p-value 
<0.05) one at a time. Then after the reduced model was fit we re- 
entered the variables that we excluded to see if any became 
statistically significant in the presence of the variables from the 
reduced model. The results from the multivariate models retain the 
statistically significant associations (p-value <0.05) and exclude 
those that reflected insignificant effects, or difference in the sample 
that could reasonably be assumed to be due to chance or random 
fluctuations. Some factors that were correlated with other variables 
and were statistically significant in the bivariate analysis were not 
statistically significant in the final multivariate model when we 
adjusted for these other factors. We assessed our final model for 
goodness of fit using the Hosmer Lemeshow goodness of fit statistic, 
which tests the hypothesis that the data fit the specified model. All 
our multivariate models fit the data appropriately (p-values for model 
fit >0.05). We provide the gross or unadjusted effects in table 9 in 
order to show what effect each factor has when other factors with which 
they are associated are ignored, or left uncontrolled. By gross 
effects, we mean the effects of each factor estimated from bivariate 
regressions, or regressions which ignore or fail to take account of the 
effects of other factors which may be related to retirement. We focus 
our discussion here however, as well as in the body of the report, on 
the adjusted odds ratios from the multivariate models, shown in table 
10. The results in the table 10 only reflect the statistically 
significant adjusted odds ratios. However, all models include income, 
birth year, retiree health insurance, and DB and DC pension plans. In 
addition, some of the factors in the multivariate models have missing 
data; therefore, the overall sample size from the multivariate models 
differs from the sample size noted in table 9. We have assumed that the 
missing values are missing at random. 

The HRS is based on a probability sample and therefore the estimates 
are subject to sampling error. The HRS sample is only one of a large 
number of samples that could have been drawn of this population. Since 
each sample could have provided different estimates, we express our 
confidence in the precision of the analysis results as 95 percent 
confidence intervals. These are intervals that would contain the actual 
population values for 95 percent of the samples that could have been 
drawn. As a result, we are 95 percent confident that each of the 
confidence intervals in this report will include the true values in the 
study populations. 

All multivariate models were run using an alternative definition that 
included partial and full retirement (see appendix I for definitions). 
Results from these multivariate models were similar to the results 
presented here. (Data not shown.) 

Table 9: Odds Ratios and 95 Percent Confidence Intervals Indicating the 
Gross (Bivariate) Associations between Various Factors and Full 
Retirement before Age 62 and Age 65, for Men and Women: 

Demographic characteristics. 

Previous wave occupation; 
Odds ratios (and 95 percent confidence intervals): For full retirement 
before age 65: Male (N=1978): *. 

White collar; 
Odds ratios (and 95 percent confidence intervals): For full retirement 
before age 62: Male (N=2840): 1(1-1); 
Odds ratios (and 95 percent confidence intervals): For full retirement 
before age 62: Female (N=2519): 1(1-1); 
Odds ratios (and 95 percent confidence intervals): For full retirement 
before age 65: Male (N=1978): 1(1-1); 
Odds ratios (and 95 percent confidence intervals): For full retirement 
before age 65: Female (N=1779): 1(1-1). 

Services; 
Odds ratios (and 95 percent confidence intervals): For full retirement 
before age 62: Male (N=2840): 1.47(0.98-2.21); 
Odds ratios (and 95 percent confidence intervals): For full retirement 
before age 62: Female (N=2519): 0.87(0.67-1.13); 
Odds ratios (and 95 percent confidence intervals): For full retirement 
before age 65: Male (N=1978): 1.27(0.81-1.99); 
Odds ratios (and 95 percent confidence intervals): For full retirement 
before age 65: Female (N=1779): 0.92(0.73-1.16). 

Blue collar; 
Odds ratios (and 95 percent confidence intervals): For full retirement 
before age 62: Male (N=2840): 1.11(0.92-1.33); 
Odds ratios (and 95 percent confidence intervals): For full retirement 
before age 62: Female (N=2519): 1.15(0.94-1.39);
Odds ratios (and 95 percent confidence intervals): For full retirement 
before age 65: Male (N=1978): 1.76(1.43-2.16); 
Odds ratios (and 95 percent confidence intervals): For full retirement 
before age 65: Female (N=1779): 1.37(0.98-1.9). 

Race/ ethnicity; 
Odds ratios (and 95 percent confidence intervals): For full retirement 
before age 62: Female (N=2519): *; 
Odds ratios (and 95 percent confidence intervals): For full retirement 
before age 65: Male (N=1978): *. 

White/ non-Hispanic; 
Odds ratios (and 95 percent confidence intervals): For full retirement 
before age 62: Male (N=2840): 1(1-1); 
Odds ratios (and 95 percent confidence intervals): For full retirement 
before age 62: Female (N=2519): 1(1-1); 
Odds ratios (and 95 percent confidence intervals): For full retirement 
before age 65: Male (N=1978): 1(1-1); 
Odds ratios (and 95 percent confidence intervals): For full retirement 
before age 65: Female (N=1779): 1(1-1). 

Black/ non-Hispanic; 
Odds ratios (and 95 percent confidence intervals): For full retirement 
before age 62: Male (N=2840): 1.02(0.75-1.39); 
Odds ratios (and 95 percent confidence intervals): For full retirement 
before age 62: Female (N=2519): 0.95(0.74-1.23); 
Odds ratios (and 95 percent confidence intervals): For full retirement 
before age 65: Male (N=1978): 1.22(0.87-1.71); 
Odds ratios (and 95 percent confidence intervals): For full retirement 
before age 65: Female (N=1779): 1.09(0.82-1.43). 

Hispanic/ other; 
Odds ratios (and 95 percent confidence intervals): For full retirement 
before age 62: Male (N=2840): 0.63(0.4-0.97); 
Odds ratios (and 95 percent confidence intervals): For full retirement 
before age 62: Female (N=2519): 0.58(0.4-0.85); 
Odds ratios (and 95 percent confidence intervals): For full retirement 
before age 65: Male (N=1978): 1.02(0.77-1.35); 
Odds ratios (and 95 percent confidence intervals): For full retirement 
before age 65: Female (N=1779): 0.95(0.68-1.34). 

Education; 
Odds ratios (and 95 percent confidence intervals): For full retirement 
before age 62: Male (N=2840): *; 
Odds ratios (and 95 percent confidence intervals): For full retirement 
before age 65: Male (N=1978): *.