Characteristics of Low-Wage Workers and Their Labor Market Experiences:
Evidence from the Mid- to Late 1990s

Chapter III.
Characteristics of Low-wage Workers and Their Jobs

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Content

  1. Size of the Low-Wage Population
  2. Demographic Characteristics of Low-Wage Workers
    1. Individual Characteristics
    2. Household Characteristics
    3. Changes Over Time
    4. Typologies of Low-Wage Workers
  3. Job and Overall Employment Characteristics of Low-Wage Workers
    1. Hourly Wages
    2. Hours Worked Per Week
    3. Weekly Earnings
    4. Availability of Health Insurance Coverage
    5. Self-Employment Status
    6. Occupations, Industries, and Union Membership
    7. Other Employment-Related Characteristics
    8. Changes Over Time

In this chapter, we use nationally representative March cross-sectional samples of workers from the mid- to late 1990s to address these questions: What has the size of the low-wage working population been since the passage of PRWORA in 1996? Who are low-wage workers, and how do they compare to medium- and high-wage workers? What are the characteristics of jobs that low-wage workers hold? Did the characteristics of low-wage workers and their jobs change between 1996 and 1999?

For most of the analysis, we use a March 1996 cross-sectional sample for several reasons, including the fact that it is the earliest month in the SIPP data that is covered for all sample members (see Appendix A). However, we also conducted some analyses using the March 1997 to March 1999 cross-sectional samples to examine changes in the prevalence and characteristics of low-wage workers over time. To place our findings in perspective, we also present descriptive statistics for all workers and for medium- and high-wage workers.(7) Unless otherwise noted, all figures were calculated using our primary definition of low-wage workers: those with a wage below which a full-time worker would have annual earnings below poverty for a family of four ($7.50 in 1996, $7.72 in 1997, $7.91 in 1998, and $8.03 in 1999). All figures were calculated using the respective calendar year weights. Appendix B contains tables supplemental to those in the text of this chapter.

Because the mid- to late 1990s was a period of strong economic growth with low inflation, our findings must be interpreted carefully. The national unemployment rate decreased from 7.5 percent in 1992 (a period of recession) to 5.4 percent in 1996, and it decreased further to 4.0 percent in 2000, which is low by recent historical standards (see Figure III.1).(8) Thus, the characteristics of low-wage workers during our period of investigation may be somewhat atypical as it may include some workers who were previously unemployed or out of the labor force. Examining trends in the characteristics of low-wage workers and their jobs using earlier SIPP cohorts is beyond the scope of this study. However, we did examine changes in the composition of the low-wage labor market between 1996 and 1999 as the economy improved.

Figure III.1.
U.S. Unemployment Rate, By Year
 
Figure III.1. U.S. Unemployment Rate, By Year
Source: U.S. Bureau of Labor Statistics.

As discussed later, we found that the characteristics of the low-wage population did not change during this period, suggesting that our findings may be representative of low-wage workers in general.

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A. SIZE OF THE LOW-WAGE POPULATION

The share of all workers who were low-wage workers was 28 percent in March 1996 (or nearly 29 million workers, Figure III.2). It decreased slightly to 27 percent in March 1997 and to 25 percent in March 1998 and March 1999. These estimated shares are similar to those found in previous studies (discussed in Chapter II) that used a similar cutoff value to define low-wage workers. For example, using March CPS data, Bernstein and Hartmann (2000) found that 29 percent of all workers in 1997 were low-wage workers, and Mitnik et al. (2002) found a corresponding figure of 25 percent in 2001.

Figure III.2.
Percentage Of Workers Who Were Low-, Medium-, And
High-Wage Workers: March 1996 To March 1999
 
Figure III.2. U.S. Unemployment Rate, By Year
Source: SIPP March cross-sectional samples.
Note: All figures were calculated using the relevant calendar year weight and the absolute poverty low-wage cutoff definition.

The slight decrease in the size of the low-wage population after 1996 may be due to declines in the unemployment rate during that period, suggesting that some low-wage workers may have been able to find higher-paying jobs because of the tight labor market. This interpretation is consistent with findings in the literature that the real wages of low-skilled male and female workers increased starting in the mid-1990s as a result of the strong economy (Card and Blank 2000; and Mishel et al. 2001).

Most workers in the mid- to late 1990s were medium-wage workers (Figure III.2). These workers are defined as those whose hourly wages were between one and two times the low-wage cutoff (for example, those who earned between $7.50 and $15 per hour in 1996). Roughly equal numbers were low-wage and high-wage workers (Figure III.2). For example, in March 1996, 43 percent of all workers were medium-wage workers (about 44 million workers), 28 percent were low-wage workers (about 29 million workers), and 29 percent were high-wage workers (the 31 million workers who earned at least $15 per hour). Interestingly, the slight decrease in the share of low-wage workers between 1996 and 1999 was offset by small increases in both the medium- and high-wage sectors.

The size of the low-wage labor market differs substantially according to the definition used to identify low-wage workers (Table III.1). These definitions, described in greater detail in Chapter II, include identifying low-wage workers using the minimum wage, the 20th percentile of the wage distribution, annual earnings relative to the poverty level, and those with low education levels. The estimated fraction in the low-wage labor market according to these definitions range from 7 percent to 44 percent of workers. We briefly describe these findings below:

Table III.1.
Percentage Of All Workers In March 1996 Who Were Low-Wage Workers,
According To Alternative Definitions Of Low-Wage Workers
Wage Type Hourly Wage Cutoff Usedfor the Study($7.50) Hourly Wage Below MinimumWage($4.75) Hourly Wage Below 20th Percentile ($6.57) Annual Earnings Below PovertyCutoff ($15,150)(a) Low Education Level(b)
Percent of All Workers Who Are:
Low-Wage Workers 28 7 20 32 44
Medium-Wage Workers(c) 43 35 20 34 30
Higher-Wage Workers(c) 30 58 60 34 26
Sample Size 30,730 30,730 30,730 32,014 32,014
Source: 1996 SIPP files using a March 1996 cross-sectional sample.
Note: All figures are weighted using the 1996 calendar year weight.
a.  Annualized earnings are calculated as total monthly earnings from all jobs and businesses in March 1996 multiplied by 12.
b.  Low-wage workers are defined as those with a high school degree or less, medium-wage workers as those who had some college education, and higher-wage workers as those with a B.A. degree or more.
c.  Medium-wage workers are defined as those with wages/earnings that are between one and two times the level of the low-wage definition, and higher-wage workers are defined as those with wages/earnings that are greater than twice the level of the low-wage definition.

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B. DEMOGRAPHIC CHARACTERISTICS OF LOW-WAGE WORKERS

We examined the characteristics of low-wage workers in two interrelated ways. First, we examined the question: Among all workers within a particular subgroup, what percentage are low-wage workers? For example, we calculated the share of all male workers who are low-wage workers and the share of all workers between ages 30 and 39 who are in the low-wage labor market. Second, we examined the reverse question: Among all low-wage workers, what percentage are in a particular subgroup? For example, we calculated the percentage of all low-wage workers who are male and compared it to the corresponding shares for all workers and for medium- and high-wage workers.

An example can be used to explain the difference between the two analyses and how to reconcile them. As discussed later, in 1996, about 84 percent of workers younger than age 20 were low-wage workers. However, only about four percent of all low-wage workers were younger than age 20, because teenage workers made up only about one percent of the entire labor force. The two sets of findings can be reconciled by using the result that teenage workers were four times more likely to be low-wage than higher-wage workers. Thus, each analysis provides, from a different angle, important descriptive information on the characteristics of those in the low-wage labor market.

We produced summary statistics for each variable one at a time. In addition, we conducted a cluster analysis to identify distinct groups of low-wage workers based on their full set of characteristics. This analysis accounts for the correlation between variables, and hence, provides a concise typology of groups of low-wage workers.

Our results on the characteristics of low-wage workers corroborate findings in the literature that low-wage workers are disproportionately (1) young, (2) female, (3) nonwhite, (4) with a high school credential or less, (5) in single-adult households with children, and (6) in households with incomes below the poverty level. At the same time, however, they are a relatively diverse group — they exist in a wide range of subgroups defined by individual and household characteristics.

1. Individual Characteristics

Figure III.3.
Percentage Of All 1996 Workers Who Were Low-Wage Workers
Within Gender, Age, And Race/Ethnicity Groups
 
Figure III.3. Percentage Of All 1996 Workers Who Were Low-Wage Workers Within Gender, Age, And Race/Ethnicity Groups
Source: SIPP 1996 March cross-sectional samples.
Note: All figures were calculated using the 1996 calendar year weight.

Table III.2.
Percentage Of All 1996 Workers Who Were Low-Wage Workers Within Key Worker Subgroups, By Gender
Individual Subgroup Males(a) Females(a) Full Sample(a)
Percent of All Workers Who Were Low-Wage Workers 22 35 28
Age
   Younger than 20 74 96 84
   20 to 29 37 46 41
   30 to 39 19 32 25
   40 to 49 15 27 21
   50 to 59 17 30 23
   60 or older 22 40 30
Race/Ethnicity
   White and other non-Hispanic 18 32 25
   Black, non-Hispanic 34 39 37
   Hispanic 43 52 47
Educational Attainment
   Less than high school/GED 46 71 56
   High school/GED 27 46 36
   Some college 22 33 27
   College graduate or more 11 18 14
Has a Health Limitation
   No 21 33 27
   Yes 36 52 44
Marital Status
   Married 16 32 23
   Separated, divorced, widowed 25 34 30
   Single, never married 41 43 42
Region of Residence
   Northeast 17 28 22
   South 20 37 27
   Midwest 27 38 32
   Northwest 22 32 26
Lives in a Metropolitan Area
   No 27 47 36
   Yes 21 31 25
Sample Size of All Workers 16,186 14,544 30,730
Source: SIPP 1996 March cross-sectional samples.
Note: All figures were weighted using the 1996 calendar year weight.
a. The interpretation of the statistics can be illustrated using the Hispanic figures, which show that, in 1996, 43 percent of all male Hispanic workers and 52 percent of all female Hispanic workers were low-wage workers.

Table III.3.
Distribution Of Individual Characteristics Of Low- Wage And All Workers In March 1996, By Gender
Individual Subgroup Males Workers(a) Females Workers(a) All Workers(a)
Low-Wage All Wage Levels Low-Wage All Wage Levels Low-Wage All Wage Levels
Gender
   Females 0 0 100 100 57 46
   Males 100 100 0 0 43 54
Age
   Younger than 20 5 1 4 1 4 1
   20 to 29 34 21 27 20 30 20
   30 to 39 27 31 29 31 28 31
   40 to 49 19 27 23 29 21 28
   50 to 59 12 16 14 16 13 16
   60 or older 3 3 4 3 3 3
Race/Ethnicity
   White and other non-Hispanic 68 82 76 81 73 81
   Black, non-Hispanic 14 9 14 12 14 11
   Hispanic 18 9 10 7 14 8
Educational Attainment
   Less than high school/GED 22 11 17 8 19 9
   High school/GED 43 35 45 34 44 34
   Some college 17 17 18 19 17 18
   College graduate or more 18 37 21 40 20 38
Has a Health Limitation
   No 91 95 91 94 91 94
   Yes 9 5 9 6 9 6
Marital Status
   Married 46 66 56 61 52 63
   Separated, divorced, widowed 15 13 21 21 18 17
   Single, never married 39 21 23 18 30 20
Region of Residence
   Northeast 15 19 16 20 16 20
   South 22 25 27 25 25 25
   Midwest 42 35 38 35 40 35
   Northwest 21 22 19 20 20 21
Lives in a Metropolitan Area
   No 27 22 29 22 28 22
   Yes 73 78 71 78 72 78
Sample Size 4,389 16,186 6,088 14,544 10,477 30,730
Source: SIPP 1996 March cross-sectional samples.
Note: All figures are weighted using the 1996 calendar year weight.
a. The interpretation of the statistics can be illustrated using the Hispanic figures, which show that 18 percent of all male Low-Wage workers and 10 percent of all female Low-Wage workers were Hispanic.

Figure III.4.
Percentage Of All 1996 Workers Who Were Low-Wage Workers
Within Education Groups, By Gender
 
Figure III.4. Percentage Of All 1996 Workers Who Were Low-Wage Workers Within Education Groups, By Gender
Source: SIPP March cross-sectional samples.
Note: All figures were calculated using the 1996 calendar year weight.

2. Household Characteristics

Figure III.5.
Percentage Of All 1996 Workers Who Were Low-Wage Workers
Within Household Groups, By Gender
 
Figure III.5. Percentage Of All 1996 Workers Who Were Low-Wage Workers Within Household Groups, By Gender
Source: SIPP March cross-sectional samples.
Note: All figures were calculated using the 1996 calendar year weight.

Table III.4.
Percentage Of All 1996 Workers Who Were Low-Wage Workers Within
Key Household Subgroups, By Gender
(Percentages)
Individual Subgroup Males(a) Females(a) Full Sample(a)
Percent of All Workers Who Were Low-Wage Workers 22 35 28
Household Type
   Single adults with children 36 44 42
   Married couples with children 18 36 26
   Married couples without children 20 30 25
   Other adults without children 29 31 30
Household Size
   1 22 26 24
   2 20 30 25
   3 25 37 30
   4 or more 23 39 30
Age of the Youngest Child in the Household (in Years for Those with Children)
   Younger than 3 22 41 30
   3 to 6 20 41 29
   6 to 12 18 37 27
   13 to 18 24 36 30
Other Employed Adult Lives in the Household
   No 23 35 28
   Yes 22 34 28
Has a Spouse Who Earns (for Those Married)
   No 28 45 33
   Yes 14 31 22
Received Public Assistance in the Past Year
   No 22 34 27
   Yes 51 66 58
In Public or Subsidized Housing
   No 22 34 27
   Yes 58 73 67
Household Income as a Percentage of the Poverty Level
   100 percent or less 73 84 79
   101 to 200 percent 50 65 57
   More than 200 percent 15 26 20
   Sample Size of All Workers 16,186 14,544 30,730
Source: SIPP 1996 March cross-sectional samples.
Note: All figures are weighted using the 1996 calendar year weight.
a. The interpretation of the statistics can be illustrated using the household income figures, which show that, in 1996, 73 percent of male workers and 79 percent of female workers in households with incomes below the poverty level were low-wage workers.

Table III.5.
Distribution Of Household Characteristics Of Low- Wage And
All Workers In March 1996, By Gender
(Percentages)
Individual Subgroup Males Workers(a) Females Workers(a) All Workers(a)
Low-Wage All Wage Levels Low-Wage All Wage Levels Low-Wage All Wage Levels
Household Type
   Single adults with children 10 6 18 14 15 10
   Married couples with children 36 43 39 37 37 40
   Married couples without children 26 29 25 28 25 29
   Other adults without children 28 22 18 21 23 21
Household Size
   1 10 10 7 10 8 10
   2 24 28 27 32 26 29
   3 24 22 24 23 24 22
   4 or more 41 41 41 36 41 39
Age of the Youngest Child in the Household (in Years for Those with Children)
   Younger than 3 30 27 25 23 27 25
   3 to 6 20 21 22 20 21 21
   6 to 12 28 33 34 35 31 34
   13 to 18 22 20 20 21 21 20
Other Employed Adult Lives in the Household
   No 32 31 27 27 30 29
   Yes 68 69 73 73 70 71
Has a Spouse Who Earns (for Those Married)
   No 52 35 23 17 35 27
   Yes 48 65 77 83 65 73
Received Public Assistance in the Past Year
   No 96 98 96 98 96 98
   Yes 4 2 4 2 4 2
In Public or Subsidized Housing
   No 98 99 97 99 98 99
   Yes 2 1 3 1 2 1
Household Income as a Percentage of the Poverty Level
   100 percent or less 14 4 12 5 13 5
   101 to 200 percent 31 14 27 14 29 14
   More than 200 percent 55 82 61 81 59 81
   Sample Size of All Workers 4,389 16,186 6,088 14,544 10,477 30,730
Source: SIPP 1996 March cross-sectional samples.
Note: All figures are weighted using the 1996 calendar year weight.
a. The interpretation of the statistics can be illustrated using the household type figures, which show that 10 percent of all male low-wage workers and 18 percent of all female low-wage workers lived in single-adult households with children.

Figure III.6.
Percentage Of All 1996 Workers Who Were Low-Wage Workers
Within Poverty Groups, By Gender
 
Figure III.6. Percentage Of All 1996 Workers Who Were Low-Wage Workers Within Poverty Groups, By Gender
Source: SIPP March cross-sectional samples.
Note: All figures were calculated using the 1996 calendar year weight.

3. Changes Over Time

Did the characteristics of low-wage workers change between 1996 and 1999 as the unemployment rate decreased and more states implemented PRWORA provisions? The answer to this question appears to be no. The distribution of low-wage workers across key subgroups remained reasonably constant over time (Table III.6). In particular, the fraction of low-wage workers who were female, young, poor, and in households with single adults with children did not change appreciably during the mid- to late 1990s. Thus, changes in the unemployment rate and the implementation of new welfare rules that led many welfare recipients to leave welfare for work did not appear to affect the composition of the low-wage population. These results suggest that our empirical results about the characteristics of the low-wage population may be representative of the low-wage population under a weaker economy, although fully examining this issue is beyond the scope of this study.

4. Typologies of Low-Wage Workers

Thus far, we have examined worker characteristics one at a time. However, many of these characteristics are highly correlated with each other. Thus, we conducted a cluster analysis to identify typologies of low-wage workers using a combination of worker characteristics. In this analysis, each worker was "optimally" assigned to a cluster on the basis of the similarity of that worker's characteristics to those of other workers within the cluster. A distance measure between two workers was constructed by calculating the sum of squared differences between each of the workers' characteristics. Workers were then allocated to clusters to minimize the within-cluster variance and maximize the between-cluster variance. Separate analyses were conducted for males and females.

Table III.6.
Distribution Of Low-Wage Workers, By Subgroup And Year
Subgroup March 1996(a) March 1997(a) March 1998(a) March 1999(a)
Gender
    Male 43 42 42 42
    Female 57 58 58 58
Age
    Younger than 20 4 4 4 4
    20 to 29 30 29 28 27
    30 to 39 28 27 26 26
    40 to 49 21 22 23 24
    50 to 59 13 15 15 16
    60 or older 3 4 4 4
Race/Ethnicity
    White and other non-Hispanic 73 72 71 72
    Black, non-Hispanic 14 14 15 15
    Hispanic 14 14 13 13
Educational Attainment
    Less than high school/GED 19 19 19 18
    High school/GED 44 45 44 43
    Some college 17 17 17 18
    College graduate or more 20 20 20 21
Has a Health Limitation
    Yes 9 7 6 6
    No 91 93 94 94
Marital Status
    Married 52 52 52 52
    Separated, divorced, widowed 18 18 18 18
    Single, never married 30 29 30 30
Household Type
    Single adults with children 15 15 15 15
    Married couples with children 37 38 39 38
    Married couples without children 25 27 26 27
    Other adults without children 23 21 20 21
Household Income as a Percentage of the Poverty Level
    100 percent or less 13 14 13 12
    101 to 200 percent 29 31 31 29
    More than 200 percent 59 56 56 59
Sample Size of All Workers 30,730 26,581 24,990 25,148
Source: SIPP 1996 March cross-sectional samples.
Note: All figures are weighted using the 1996 calendar year weight.
a. The interpretation of the statistics can be illustrated using the Hispanic figures, which show that 14 percent of all Low-Wage workers were Hispanic in 1996 and 1997. and 13 percent of all Low-Wage workers were Hispanic in 1998 and 1999.

Our cluster analysis revealed that both male and female workers could effectively be grouped into three clusters that captured the diversity of the low-wage population (Figure III.7 and Table B.2). The distinguishing features of the three clusters for males can be described as follows:

  1. Young, Single, Educated. These workers are characterized by their high education levels; about 55 percent attended college (compared to only 35 percent of all male low-wage workers). A disproportionate number of these workers are under age 40, white, and unmarried, and nearly all are from well-to-do households. This cluster contains 39 percent of all male low-wage workers.
  2. Older, Middle-Income, Low-Education, White. In March 1996, about 84 percent
    of these workers were age 30 or older, and 93 percent were white. In addition, only 23 percent attended college. These workers are concentrated in middle-income households (those with incomes between one and two times the poverty level). They account for about 36 percent of all male low-wage workers.

    Figure III.7.
    Share Of Low-Wage Workers, By Typology And Gender
    (Percentages)
     
    Figure III.7. Share of Low-Wage Workers, By Typology and Gender.
    Source: SIPP March cross-sectional samples.
    Note: All figures were calculated using the 1996 calendar year weight.

  3. Minority, Married, Low-Income, Low-Education. Nearly all of these workers are minorities (about 95 percent in 1996), and have low education levels (38 percent were high school dropouts in 1996). These workers tend to be married (nearly 80 percent in 1996). In addition, they tend to live in poor households. These workers make up about 25 percent of the male low-wage worker population.

The three clusters for females can be categorized as follows:

  1. Married, Educated, White. These workers are characterized by their high marriage rates and education levels. In 1996, more than 80 percent of these workers were married, although many did not have children. Nearly half had attended college. In addition, the majority had spouses who worked. Nearly all were white. Not surprisingly, nearly all of these workers were in households with incomes above twice the poverty level. Thus, many of these workers are secondary workers who have low-wage and part-time jobs to supplement their husbands' incomes. These workers account for the largest share of female low-wage workers — 56 percent in 1996.
  2. Older, Middle-Income, Minority. These workers tend to be older than average, and nearly two-thirds are minorities. Most live in households with incomes between one and two times the poverty level. In addition, they tend to be married with children. Their education levels are typical of other low-wage female workers. This cluster contains about 27 percent of all low-wage workers.
  3. Single-Parent, Low-Income. These workers tend to be single parents and live in poor households. In 1996, more than three-quarters lived in single-parent households, and about 16 percent received public assistance in the previous year (compared to only 4 percent of all female low-wage workers). More than one-half of these workers lived in households with incomes below the poverty level. Not surprisingly, these workers tend to have low education levels. However, they are not characterized by their age or race/ethnicity. In 1996, about 17 percent of all female low-wage workers were in this cluster.

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C. JOB AND OVERALL EMPLOYMENT CHARACTERISTICS
OF LOW-WAGE WORKERS

SIPP contains some information on job and business characteristics, including usual hours per week worked, hourly wages, monthly earnings, occupation, industry, job tenure, whether health insurance is available on the job, and union membership status. We followed a similar approach for tabulating these characteristics as for tabulating workers' demographic characteristics. Our tables present distributions of job and business characteristics for low-wage workers, and all workers.(17) Unlike the previous section, however, we do not present the reverse figures (that is, the share of low-wage workers among those with a particular job characteristic), because these figures have less policy relevance. We present figures separately for males and females and present selected statistics by age. In addition, we present selected figures for the six (three male and three female) low-wage worker typologies discussed above.

We find that many low-wage workers receive hourly wages substantially below the low-wage cutoff value used in our study. In addition, low-wage workers hold jobs that are markedly less stable and provide fewer benefits than the jobs higher-wage workers hold. Interestingly, however, most report that they usually work at least 35 hours per week (that is, full-time). Low-wage workers are represented in all occupations and industries, but they are disproportionately found in retail trade industries, service occupations, and nonunion jobs. In combination, our results are similar to those found in Acs et al. (2001), Bernstein and Hartmann (1999), Carnevale and Rose (2001), Mishel et al. (2001), and Mitnik et al. (2002).

1. Hourly Wages

Table III.7.
Distribution Of Job Characteristics Of Low-Wage And All Workers In March 1996, By Gender
(Percentages)
Job Characteristics Males Workers(a) Females Workers(a) All Workers(a)
Low-Wage All Wage Levels Low-Wage All Wage Levels Low-Wage All Wage Levels
Hourly Wages
    Less than $5.00 26 6 27 9 27 7
    $5.00 to $5.99 24 5 26 9 25 7
    $6.00 to $6.99 28 6 27 9 28 8
    $7.00 to $7.50 22 5 20 7 21 6
    $7.51 or more 0 78 0 65 0 72
    (Average hourly wage in dollars) (5.62) (15.38) (5.54) (11.52) (5.58) (13.62)
Usual Hours Worked per Week
    1 to 19 3 1 9 6 6 4
    20 to 34 13 5 25 17 20 11
    35 to 40 51 50 52 58 52 53
    More than 40 34 43 14 20 22 33
    (Average hours worked) (42.9) (44.7) (35.2) (37.7) (38.5) (41.5)
Weekly Earnings
    Less than $150 15 4 29 12 23 7
    $150 to $299 64 16 63 27 63 21
    $300 to $600 21 40 8 42 13 41
    $600 or more 0 41 0 19 0 31
    (Average weekly earnings in dollars) (240) (702) (196) (443) (215) (584)
    Owns Business (Self-Employed) 18 12 10 7 13 10
    Covered by Health Insurance(b) 41 74 57 79 50 76
Sample Size 4,389 16,186 6,088 14,544 10,477 30,730
Source: SIPP 1996 March cross-sectional samples.
Note: All figures are weighted using the 1996 calendar year weight.
a. The interpretation of the statistics can be illustrated using the health insurance figures, which show that 41 percent of all male low-wage workers and 57 percent of all female low-wage workers had health insurance coverage through their jobs.
b. SIPP contains information on employer-based health insurance coverage only for jobs that were in progress at the time of the interview. Thus, the health insurance figures pertain to jobs held by the March 1996 cross-sectional sample at the time of their wave 1 interviews. These jobs sometimes differed from the jobs they held in March 1996.

2. Hours Worked per Week

Figure III.8.
Average Hourly Wage For Low-Wage Workers In March 1996, By Age
 
Figure III.8. Average Hourly Wage For Low-Wage Workers in March 1996, By Age
Source: SIPP March cross-sectional samples.
Note: All figures were calculated using the 1996 calendar year weight.

Figure III.9.
Percentage Of Low-Wage And All Workers Who Worked
At Least 35 Hours Per Week, By Gender
 
Figure III.9. Percentage Of Low-Wage And All Workers Who Worked At Least 35 Hours Per Week, By Gender.
Source: SIPP March cross-sectional samples.
Note: All figures were calculated using the 1996 calendar year weight.

3. Weekly Earnings

4. Availability of Health Insurance Coverage(22)

Figure III.10.
Percentage Of Low-Wage And All Workers With Available
Health Insurance On The Job, By Gender
 
Figure III.10. Percentage Of Low-Wage And All Workers With Available Health Insurance On The Job, By Gender.
Source: SIPP 1996 March cross-sectional samples.
Note: All figures were calculated using the 1996 calendar year weight.

5. Self-Employment Status

6. Occupations, Industries, and Union Membership

Table III.8.
Distribution Of Occupations, Industries, And Union Membership Of Low-Wage
And All Workers In March 1996, By Gender
(Percentages)
Job Characteristics Males Workers(a) Females Workers(a) All Workers(a)
Low-Wage All Wage Levels Low-Wage All Wage Levels Low-Wage All Wage Levels
Occupation
    Professional/technical 14 31 14 36 14 33
    Sales/Retail 11 11 16 11 14 11
    Administrative support/clerical 5 6 20 25 14 15
    Service professions/ handlers/ cleaners 30 14 36 18 33 16
    Machine/construction/production/ transportation 32 35 13 10 21 23
    Farm/agricultural/other workers 8 4 1 1 4 2
Industry
    Agriculture/forestry/fishing/ hunting 11 7 8 6 9 6
    Mining/manufacturing/ construction 20 30 12 14 16 23
    Transportation/utilities 5 9 2 4 3 7
    Wholesale/retail trade 27 17 31 18 29 17
    Personal services 12 7 12 8 12 7
    Health services 2 3 10 15 7 8
    Other services 11 19 22 33 17 26
    Other 12 8 3 2 7 6
Union Member 7 19 6 13 6 16
Sample Size 4,389 16,186 6,088 14,544 10,477 30,730
Source: SIPP 1996 March cross-sectional samples.
Note: All figures are weighted using the 1996 calendar year weight.
a. The interpretation of the statistics can be illustrated using the union figures, which show that seven percent of all male low-wage workers and six percent of all female low-wage workers were union members.

7. Other Employment-Related Characteristics

Table III.9.
Distribution Of Other Employment-Related Characteristics Of Low-Wage
And All Workers In March 1996, By Gender
(Percentages)
Job Characteristics Males Workers(a) Females Workers(a) All Workers(a)
Low-Wage All Wage Levels Low-Wage All Wage Levels Low-Wage All Wage Levels
Tenure at Job or Business (Months)
    Less than 6 23 11 21 12 22 12
    6 to 12 12 7 14 9 13 8
    12 to 24 13 10 15 11 14 11
    24 to 36 9 8 11 9 10 9
    Longer than 36 43 63 39 58 41 61
    (Average tenure) (49) (93) (47) (79) (47) (86)
Working in More than One Job or Business 8 7 8 7 8 7
Total Hours Worked per Week in All Jobs and Businesses
    Less than 20 3 1 9 6 6 3
    20 to 34 12 5 24 16 19 10
    35 to 40 47 47 49 55 49 50
    More than 40 38 47 18 24 27 36
    (Average total hours worked) (44.8) (46.3) (36.5) (38.8) (40.1) (42.9)
Weekly Earnings from All Jobs and Businesses
    Less than $150 15 4 28 11 22 7
    $150 to $299 61 15 61 26 61 20
    $300 to $600 24 39 10 43 16 41
    $600 or more 1 42 0 20 0 32
    (Average weekly earnings) (256) (717) (204) (453) (227) (596)
Sample Size 4,389 16,186 6,088 14,544 10,477 30,730
Source: SIPP 1996 March cross-sectional samples.
Note: All figures are weighted using the 1996 calendar year weight.
a. The interpretation of the statistics can be illustrated using the tenure figures, which show that 23 percent of all male low-wage workers and 21 percent of all female low-wage workers started their jobs within six months of March 1996.

8. Changes Over Time

Table III.10.
Distribution Of Key Job Characteristics Of Low-Wage Workers, By Year
Characteristic March 1996 March 1997 March 1998 March 1999
Average Hourly Wage in 1996 Dollars 5.58 5.61 5.71 5.86
Owns Business (Self-Employed) 13 13 13 13
Health Insurance Available on the Job 51 53 54 54
Occupation
Professional/technical 14 14 14 15
    Sales/retail 14 14 14 14
    Administrative support/clerical 14 13 13 13
    Service professions/handlers/cleaners 33 33 34 34
    Machine/construction/production/ transportation 21 21 21 20
    Farm/agricultural/other workers 4 4 5 4
    Union Member 6 4 4 4
Sample Size 8,530 7,091 6,258 6,150
Source: SIPP March 1996 to March 1999 cross-sectional samples.
Note: All figures are weighted using the relevant calendar year weight.

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Endnotes

(7) We refer to the combined group of medium-wage and high-wage workers as higher-wage workers.

(8) The unemployment rate increased to about 5.8 percent in 2002, but this is beyond the period our data cover.

(9) Using the "relative" wage approach presented in column 4 of Table III.1, we defined medium-wage workers as those with wages between the 20th and 40th percentiles of the wage distribution (that is, between $6.57 and $9.25) and high-wage workers as those with wages above $9.25. Under our primary wage-based approach, we defined medium-wage workers as those who earned between $7.50 and $15 per hour, which generates a much larger estimate of the size of the medium-wage population than using the relative wage approach (43 percent of all workers, compared to 20 percent) but a much smaller estimate of the size of high-wage population (30 percent of all workers, compared to 60 percent).

(10) This estimate is identical to the 1998 estimate provided by Carnevale and Rose (2001) using the PSID data and a similar definition of low-wage workers.

(11) In comparison, less than one percent of medium- or high-wage workers were teenagers; and about 23 percent and 8 percent of medium-wage workers and high-wage workers, respectively, were ages 20 to 29 (Table B.1).

(12) Bernstein and Hartmann (2000) found similar results using March 1997 CPS data.

(13) Again, Bernstein and Hartmann (2000) found similar results.

(14) Using 1996 data from the National Survey of American Families, Acs et al. (2001) also found a similar result that the percentage of family heads with a work-limiting health condition was higher in low-income working families than in higher-income working families (12 percent, compared to 7 percent).

(15) To help disentangle the age findings from the marriage findings, we also computed low-wage population shares for those age 30 and older by marital status. These results are similar to those presented in the tables (not shown).

(16) This finding contrasts with Acs et al. (2000), who found that low-income working families are much less likely than higher-income working families to have secondary workers.

(17) A breakdown of characteristics by medium- and high-wage workers is included in Appendix B.

(18) Medium-wage workers earned an average of about $11.00 per hour, and high-wage workers earned an average of about $25 per hour (Table B.3).

(19) We find similar age patterns for males and females.

(20) For instance, 95 percent of medium-wage workers and 97 percent of high-wage workers worked at least 35 hours per week (Table B.3).

(21) The comparable numbers were $495 per week for male medium-wage workers and $1,217 per week for high-wage workers (Table B.3).

(22) SIPP contains information on employer-based health insurance coverage only for jobs that were in progress at the time of the interview. Thus, the health insurance figures pertain to jobs held by the March 1996 cross-sectional sample at the time of their wave 1 interviews. These jobs sometimes differed from the jobs they held in March 1996.

(23) These findings may partly reflect lower rates of self-employment for low-wage female workers than for low-wage male workers, as discussed in the next section.

(24) For instance, 22 percent of medium-wage male workers and 51 percent of high-wage male workers were in professional and technical occupations (Table B.3). The comparable figures were 35 and 71 percent, respectively, for female workers.

(25) It was 85 months for medium-wage workers and 125 months for high-wage workers (not shown).

(26) For example, among low-wage workers who started their jobs in March 1992, only those whose jobs lasted for at least four years would be in the March 1996 cross-sectional sample; workers with shorter spells would not be included in the cross-sectional sample.


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