Stable income and expenses

Lane Kenworthy, The Good Society
September 2016

To be economically secure is to have sufficient resources to cover your expenses.1 One key is to have a decent income.2 But that may not suffice if you experience a sizable income decline or a large unanticipated expense.

Americans care a good bit about the stability of their income and expenses. The Pew Research Center and the US Financial Diaries Project have each asked a sample of low- and middle-income Americans “Which is more important to you: financial stability or moving up the income ladder?” In both surveys, two-thirds or more chose financial stability.3

From the mid-1940s through the mid-1970s, the incidence of large income drops and large unanticipated expenses very likely decreased for most Americans, though we don’t have hard data to confirm this. Incomes grew steadily for most households, reducing the share with low income and facilitating the purchase of private insurance. More Americans became homeowners, thereby accumulating some assets. And a raft of new government laws and programs — limited liability law, bankruptcy protection, Social Security old-age benefits, unemployment insurance, statutory minimum wage, AFDC (Aid to Families with Dependent Children, which later became TANF), Social Security disability benefits and Supplemental Security Income (SSI), Medicare and Medicaid, food stamps, EITC, and disaster relief, among others — provided a safeguard against various financial risks, from business failure to job loss to poor health to old age.4

Since the 1970s, according to a number of knowledgeable observers, the trend has reversed. Paul Osterman sounded the alarm in his 1999 book Securing Prosperity, in which he noted the rising frequency of job loss.5 In 2006, Louis Uchitelle echoed this argument in his book The Disposable American.6 In The Great Risk Shift, published the same year, Jacob Hacker pushed the assessment beyond job loss to suggest that severe income decline has become more common and that private and public insurance against risks such as poor health and old age have weakened.7 Peter Gosselin reached a similar verdict a few years later in High Wire.8 A survey in 2007 found more than 25% of Americans saying they were “fairly worried” or “very worried” about their economic security, and a similar survey in 2016 found 23% of Americans saying they feel “not financially secure.” According to the latter poll, 17% are frequently anxious about their financial situation and 30% lose sleep over it.9

A decline in households’ financial stability wouldn’t be surprising given how America’s economy and society have changed over the past several decades. Competition among firms has intensified as manufacturing and some services have become internationalized. Competitive pressures have increased even in sectors not exposed to competition from abroad, such as retail trade and hotels, partly due to the emergence of large and highly efficient firms such as Walmart. At the same time, companies’ shareholders now demand constant profit improvement rather than steady long-term performance.

These shifts force management to be hypersensitive to costs and constraints. One result has been the end of job security, as firms restructure, downsize, move offshore, or simply go under. Another is enhanced management desire for flexibility, leading to greater use of part-time and temporary employees and irregular and unstable work hours. This increases earnings instability for some people and may reduce their likelihood of qualifying for unemployment compensation, paid sickness leave, and other supports. Employers also have cut back on the provision of benefits, including health insurance and pensions.10

Private insurance companies are subject to the same pressures. And they now have access to detailed information about the likelihood that particular persons or households will get in a car accident, need expensive medical care, or experience home damage from a fire or a hurricane. As a result, private insurers are more selective about the type and extent of insurance coverage they provide and about the clientele to whom they provide it.11

Family protections against income instability also have weakened. Having a second adult in the household who has a paying job (or can get one) is a valuable asset in the event of income loss, but the share of American households with two adults has decreased, particularly among those with less education and income.12

The period since the 1970s also has witnessed commitments by prominent American policy makers to ensure that, in Bill Clinton’s expression, “the era of big government is over.” Apart from social assistance (AFDC/TANF), most of America’s social programs haven’t shrunk or disappeared. But they haven’t increased enough to keep up with the rise in economic insecurity.13

So what do the data tell us about the incidence of large income declines and unanticipated expenses in the United States?

LARGE INCOME DECLINE

A large income decline can be problematic even if it’s temporary. Consider two households with the same average income over ten years. In one, the income is consistent over these years. The other experiences a big drop in income in one of the years, but offsets that drop with higher-than-average income in one or more later years. The latter household may be worse off in two respects. First, a loss tends to reduce our happiness more than a gain increases it.14 Second, a large decline in income may force a household to sell off some or all of its assets, such as a home, to meet expenses. Even if the income loss is ultimately offset, the household may be worse off at the end of the period due to the asset sell-off.

It turns out, however, that income declines often aren’t temporary. Stephen Rose and Scott Winship have analyzed data from the Panel Study of Income Dynamics (PSID) to find out what subsequently happens to households experiencing a significant income decline.15 According to their calculations, among households that experience a drop in income of 25% or more from one year to the next, about one-third do not recover to their prior income level even a full decade later.

There are various reasons for this. Some people own a small business that fails and don’t manage to get a job that pays as much as they had made as entrepreneurs. Others become disabled or suffer a serious health problem and are unable to return to their previous earnings level. Still others are laid off, don’t find a new job right away, and then suffer because potential employers view their jobless spell as a signal that they are undesirable employees.

So income decline is a problem for those who experience it. How many Americans are we talking about? Several researchers have attempted to estimate the frequency of sharp income drops. Rose and Winship find that in any given year, 15% to 20% of Americans experience an income decline of 25% or more from the previous year.16 Using a different data source, the Survey of Income and Program Participation (SIPP), Winship estimates that during the 1990s and 2000s approximately 8% to 13% of households suffered this fate each year.17 A study by the Congressional Budget Office matches data from the Survey of Income and Program Participation (SIPP) with Social Security Administration records and gets a similar estimate of approximately 10% during the 1990s and 2000s.18 A team of researchers led by Jacob Hacker uses a third data source, the Current Population Survey (CPS), covering the mid-1980s through 2012, and comes up with an estimate of 15% to 20%.19

These estimates vary, but not wildly. In any given year, approximately 10% to 20% of working-age Americans will experience a severe income drop.

Using PSID data, Elizabeth Jacobs has calculated that the share of American households experiencing a severe year-to-year income drop at some point in a ten-year period is roughly twice the share in any given two-year period. If so, the share of working-age Americans who at some point suffer a large income decline is in the neighborhood of 20% to 40%.

Has the incidence of large year-to-year income decline increased over time? Yes, according to calculations by Jacob Hacker’s team and by Scott Winship. These estimates, shown in figure 1, suggest a rise in sharp year-to-year income decline of perhaps three to five percentage points since the 1970s or the early 1980s.20 This isn’t a massive increase, but it might cumulate into a more substantial one. If we instead focus on the share of Americans experiencing a sharp year-to-year decline at some point over a decade, Elizabeth Jacobs’s calculation suggests a rise of seven or eight percentage points from the 1970s to the 1990s.21

Figure 1. Households experiencing an income decline of 25% or more from one year to the next
The lines are loess curves. PSID and SIPP: posttransfer-pretax income, for households with a “head” aged 25-54. PSID is the Panel Study of Income Dynamics. SIPP is the Survey of Income and Program Participation. Data source: Scott Winship, “Bogeyman Economics,” National Affairs, 2012, figure 1. CPS: posttransfer-pretax income, for households of all ages. CPS is the Current Population Survey. Data source: Economic Security Index.

What’s the bottom line? In my read, the data tell us that sharp declines of income among working-age American households are relatively common and that their incidence has increased over the past generation.

We need to keep in mind that some of these declines are voluntary. A person may leave a job or cut back on work hours to spend more time with children or an ailing relative. A couple may divorce. Someone may quit a job to move to a more desirable location without having another lined up. Still, we don’t know what portion of income drops are voluntary, and I don’t think we should presume that most are.

How should we assess the trend? One perspective is to view it as unavoidable. The American economy has shifted since the 1970s. It’s more competitive, flexible, and in flux. Even though this is bad for some households, it can’t be prevented unless we seal the country off from the rest of the world and heavily regulate our labor market. In this view, we should be happy that the increase in income volatility hasn’t been larger.

A different take is disappointment. There are ways to insure against income decline. We could have improved our porous unemployment compensation system, added a public sickness insurance program, or created a wage insurance program so that someone who loses a job and gets a new, lower-paying one receives some payment to offset the earnings loss. We could have done more, in other words, to offset the impact of economic and family shifts.

Figure 2 offers cross-country rationale for this view. It shows the share of households in which a large (20% or more) year-to-year decrease in individual earnings results in a large decrease in household income. In the United States, about two out of three large individual earnings declines produce a large household income decline. In most other rich nations the share is lower, and in some it’s much lower.

Figure 2. Large individual earnings decline that results in a large household income decline
Share of households with a person experiencing a year-to-year earnings decrease of 20% or more in which the household’s income decreases by 20% or more. The data are for 2005-2010. Data source: Boris Cournède, Paula Garda, Peter Hoeller, and Volker Ziemann, “Effects of Pro-Growth Policies on the Economic Stability of Firms, Workers and Households,” OECD Economic Policy Papers 12, 2015, figure 17, using CNEF, ECHP, EU-SILC, and OECD data.

The difference owes partly to the likelihood of having a second employed person in the household whose earnings cushion the loss. But transfer and tax policies play a key role in compensating for lost earnings. Figure 3 shows the strong correlation across countries between the generosity of public insurance programs and the share of large earnings declines that result in a large household income decline.

Figure 3. Large income decline by public insurance generosity
The line is a linear regression line. Large income decline: Share of households with a person experiencing a year-to-year earnings decrease of 20% or more in which the household’s income decreases by 20% or more. The data are for 2005-2010. Data source: Boris Cournède, Paula Garda, Peter Hoeller, and Volker Ziemann, “Effects of Pro-Growth Policies on the Economic Stability of Firms, Workers and Households,” OECD Economic Policy Papers 12, 2015, figure 17, using CNEF, ECHP, EU-SILC, and OECD data. Public insurance generosity: Government social expenditures as a share of GDP, adjusted for the share of the population age 65 and over and for the unemployment rate. The adjustment is as follows: public insurance generosity = government social expenditures + (0.5 x (22 – (elderly share of the population + unemployment rate))). This implies that each percentage point of the elderly share and/or unemployment costs about 0.5% of GDP. Twenty-two is the average across all countries and years for the elderly share plus the unemployment rate. The data include public spending on transfers and services in nine areas of social policy: old age, survivors, incapacity-related benefits, health, family, active labor market programs, unemployment, housing, and “other.” Average for the years 1980, 1985, 1990, 1995, 2000, 2005, and 2010. Data source: OECD, Social Expenditure Database (SOCX). The correlation is -0.75. “Asl” = Australia; “Aus” = Austria.

MONTH-TO-MONTH INCOME VARIABILITY

Income instability isn’t solely a problem if it occurs across years. Instability within a year — that is, from month to month — also can put a strain on households, particularly if their income is low or moderate. For some households, employment and/or work hours vary from month to month as one or more adults in the household moves between jobs or takes time off due to sickness or family constraints. And some jobs — seasonal ones, temp work, “platform economy” positions — are inherently irregular.22 Even when employment is stable, pay can vary. This has always been true for taxi drivers and waitresses, but uncertain pay is no longer exceptional. Recent studies estimate that 2.6% of employed Americans are on call workers, 1.5% are temp agency workers, 3.1% are workers provided by contract firms, and 0.5% are workers who provide services through online intermediaries such as Uber and Task Rabbit. Around 10% have irregular or on-call shifts.23 As many as 33% engage in freelance work of various kinds.24

The US Financial Diaries Project collected detailed cash flow and financial data from 237 low- and middle-income families over the course of a year. On average, about one-third of the income of these families came from a job without a regular wage or salary. In 40% of these families, one or both adults worked more than one job. Among those with low income, about half reported that it was difficult to predict what the household’s income would be during the month.25

Income variability makes life more difficult. As Jonathan Morduch and Rachel Schneider put it, “Without a steady income, planning is much more complicated, and accumulating savings for unexpected expenses — not to mention major purchases such as a car or down payment on a home, or college or retirement — is quite difficult. At a more basic level, uncertainty about how often and how much income will arrive each month adds to the challenge of creating a basic spending plan for how to buy groceries and pay household bills.”26 Households deploy myriad strategies to deal with unsteady income: working an additional job, borrowing from a credit card or money lender, borrowing from family or friends, paying some bills but not others, pawning possessions, selling blood, selling drugs.

LARGE UNANTICIPATED EXPENSE

A sharp drop in income causes economic insecurity because we may have trouble meeting our expenses. A large unanticipated expense can produce the same result.

In the United States, the most common large unexpected expense is medical. About one in seven Americans doesn’t have health insurance. Others are underinsured, in the sense that they face a nontrivial likelihood of having to pay out of pocket for health care if they fall victim to a fairly common accident, condition, or disease.

Of course, many of the uninsured and underinsured won’t end up with a large healthcare bill. And some who do will be able to pay it (due to high income or to assets that can be sold), or will be allowed to escape paying it because of low income or assets, or will go into personal bankruptcy and have the debt expunged.

Yet in a modern society, we should consider most of the uninsured and some of the underinsured as economically insecure, in the same way we do those with low income or unstable income. They are living on the edge to a degree that should not happen in a rich nation in the twenty-first century. After all, every other affluent country manages to provide health insurance for all (or virtually all) its citizens without breaking the bank.

This form of economic insecurity decreased sharply after the creation of Medicare and Medicaid in the mid-1960s. As figure 4 shows, the share of Americans without health insurance fell from 24% in 1963 to 11% in 1979. But in the 1980s, 1990s, and 2000s that trend reversed course. By 2010, the share lacking health insurance had risen to 16%.

Figure 4. Persons without health insurance
Share of the population lacking health insurance. Data sources for the dark line: Council of Economic Advisors, “Methodological Appendix: Methods Used to Construct a Consistent Historical Time Series of Health Insurance Coverage,” 2014, using data from the National Health Interview Survey and other surveys. Data sources for the light lines: 1976-86 are from Marc Miringoff and Margue-Luisa Miringoff, The Social Health of the Nation, Oxford University Press, 1999, p. 198, using Center for National Health Program Studies data; 1987-99 and 1999-2012 are from Carmen DeNavas-Walt, Bernadette D. Proctor, Jessica C. Smith, “Income, Poverty, and Health Insurance Coverage in the United States: 2013,” Current Population Reports P60-245, US Census Bureau, 2013, table C-1, using Current Population Survey (CPS) data; 2008-15 are from Jessica C. Barnett and Marina S. Vornovitsky, “Health Insurance Coverage in the United States: 2015,” Current Population Reports P60-257, US Census Bureau, figure 2, using American Community Survey (ACS) data.

The 2010 healthcare reform, the Affordable Care Act, has made a significant dent in the problem. Beginning in 2014, when the reform’s full set of provisions took effect, we see a sharp fall in the uninsured share. The Affordable Care Act is expected to eventually reduce that share to perhaps 6-8%. That would be a substantial improvement in economic security, but it will still leave us well short of where we could be, and where every other affluent nation has been for some time.

Figure 4 understates vulnerability to a large medical expense in two respects. First, these data capture the average share of Americans who are uninsured at a given point during a year. If we instead ask how many are uninsured at any point during a year or two, the figure is larger. The Lewin Group estimates that during the two-year period of 2007 and 2008, 29% of Americans lacked health insurance at some point.27

Second, it isn’t only the uninsured who are insecure. Some Americans have a health insurance policy that is inadequate.28 Each year 20% of Americans say they or a member of their family have put off medical treatment for a serious condition because of the extra cost they would have to pay.29 They can indeed end up with a large out-of-pocket medical expense if they get treated. In a survey by the Commonwealth Fund, 29% of American adults aged 19 to 64 who had health insurance throughout the year reported that they had outstanding medical debt, had trouble paying medical bills, were contacted by a collection agency for unpaid medical bills, or had to alter their way of life in order to pay medical bills.30 And a survey by the Kaiser Foundation and the New York Times found that “while insurance may protect people from having medical bills problems in the first place, once those problems occur the consequences are similar regardless of insurance status. Among those with medical bill problems, almost identical shares of the insured (44%) and uninsured (45%) say the bills have had a major impact on their families.”31 About one-quarter of Americans who file for bankruptcy do so mainly because of a large medical bill, and among those with medical bill problems, bankruptcy is just as likely for those with health insurance as for those without it.32 Bankruptcy filings increased from an average of 0.2% of the population each year in the 1980s to 0.4% in the 1990s to 0.5% in the 2000s.

WEALTH AS A BACKSTOP?

A large income decline or a large unanticipated expense will be less problematic for a household that has assets it can use to replace the lost income or to pay the expense. But several pieces of evidence suggest that this helps only a small share of those who experience these types of economic insecurity.

First, the bottom 40% of Americans have virtually no wealth. From 1983 (the first year of reliable data) through 2007, average net worth among this group was just $2,000. In 2010 and 2013, the two most recent years in which data were collected, it was negative $10,000.33 Second, studies regularly find that about one in four Americans don’t have enough wealth to replace 25% of their income.34 Third, the Economic Security Index team headed by Jacob Hacker has calculated the share of Americans who experience an income drop from one year to the next of 25% or more and who don’t have enough liquid assets to cover that loss. According to their estimates, taking wealth into account does reduce the incidence of this type of insecurity, but only by one percentage point.35

SUMMARY

Economic security is about more than having a decent income. Experiencing a large income decline or a large unanticipated expense can be just as damaging as persistent low income.

The best available data suggest that in any given year approximately 10% to 20% of Americans suffer a significant income decline, and the share experiencing a year-to-year loss of that magnitude at some point in a decade is 20% to 40%. Only a small fraction of these households have sufficient assets to cover that loss.

The chief large unanticipated expense experienced by Americans is a medical one. The most vulnerable are those who lack health insurance, and that share increased from the late 1970s to 2010. The 2010 Affordable Care Act is expected to reduce that share, but likely only to around 8%. The United States is alone among the world’s affluent longstanding democracies in failing to provide health insurance to all of its citizens.


  1. This draws in part from Lane Kenworthy, Social Democratic America, Oxford University Press, 2014, ch. 2. 
  2. Lane Kenworthy, “A Decent and Rising Income Floor,” The Good Society. 
  3. US Financial Diaries Project, “Households Broadly Prefer Stability to Higher Income.”  
  4. David A. Moss, When All Else Fails: Government as the Ultimate Risk Manager, Harvard University Press, 2002; Francis G. Castles, Stephan Leibfried, Jane Lewis, Herbert Obinger, and Christopher Pierson, eds., The Oxford Handbook of the Welfare State, Oxford University Press, 2010. 
  5. Paul Osterman, Securing Prosperity, Princeton University Press, 1999. 
  6. Louis Uchitelle, The Disposable American, Knopf, 2006. 
  7. Jacob S. Hacker, The Great Risk Shift, Oxford University Press, 2006. See also Hacker “Working Families at Risk: Understanding and Confronting the New Economic Insecurity,” in Old Assumptions, New Realities: Economic Security for Working Families in the 21st Century, edited by Robert D. Plotnick, Marcia K. Meyers, Jennifer Romich, and Steven Rathgeb Smith, Russell Sage Foundation, 2011. 
  8. Peter Gosselin, High Wire, Basic Books, 2008. 
  9. Jacob S. Hacker, Philipp Rehm, and Mark Schlesinger, “Standing on Shaky Ground,” Economic Security Index, 2010, figure 4; “Marketplace-Edison Economic Anxiety Index Research Poll,”, marketplace.org, February 2016, questions 7B, 8, 24. 
  10. Osterman, Securing Prosperity; William J. Baumol, Alan S. Blinder, and Edward N. Wolff, Downsizing in America, Russell Sage Foundation, 2003; Neil Fligstein and Taek-Jin Shin, “The Shareholder-Value Society,” Indicators, 2003; Uchitelle, The Disposable American; Alan S. Blinder, “How Many U.S. Jobs Might Be Offshorable?,” World Economics, 2009; Henry S. Farber, “Job Loss and the Decline in Job Security in the United States,” in Labor in the New Economy, edited by Katharine G. Abraham, James R. Spletzer, and Michael Harper, University of Chicago Press, 2010; Arne Kalleberg, Good Jobs, Bad Jobs, Russell Sage Foundation, 2011; Heather Boushey and Bridget Ansel, “Working by the Hour: The Economic Consequences of Unpredictable Scheduling Practices,” Washington Center on Equitable Growth, 2016; Lawrence F. Katz and Alan B. Krueger, “The Rise and Nature of Alternative Work Arrangements in the United States, 1995-2015,” 2016. 
  11. Gosselin, High Wire. 
  12. Bruce Western, Dierdre Bloome, Benjamin Sosnaud, and Laura Tach, “Economic Insecurity and Social Stratification,” Annual Review of Sociology, 2012; Lane Kenworthy, “Families,” The Good Society. 
  13. Jacob S. Hacker, “Privatizing Risk without Privatizing the Welfare State: The Hidden Politics of Social Policy Retrenchment in the United States,” American Political Science Review, 2004. 
  14. Richard Layard, Happiness, Penguin, 2005. 
  15. Stephen J. Rose and Scott Winship, “Ups and Downs: Does the American Economy Still Promote Upward Mobility?,” Economic Mobility Project, 2009, figure 6. 
  16. Rose and Winship 2009, figure 2. For additional estimates based on the PSID data, see Peter Gosselin and Seth Zimmerman, “Trends in Income Volatility and Risk, 1970-2004,” Urban Institute, 2008; Jacob S. Hacker and Elizabeth Jacobs, “The Rising Instability of American Family Incomes, 1969-2004,” Economic Policy Institute, 2008; Shane T. Jensen and Stephen H. Shore, “Changes in the Distribution of Income Volatility,” 2008; Karen Dynan, “The Income Rollercoaster: Rising Income Volatility and Its Implications,” Pathways, 2010; Karen E. Dynan, Douglas W. Elmendorf, and Daniel E. Sichel, “The Evolution of Household Income Volatility,” B.E. Journal of Economic Analysis and Policy, 2012. 
  17. Scott Winship, “Bogeyman Economics,” National Affairs, 2012, figure 1. For additional estimates based on the SIPP data, see Gregory Acs, Pamela Loprest, and Austin Nichols, “Risk and Recovery: Understanding the Changing Risks to Family Incomes,” Urban Institute, 2009. 
  18. Congressional Budget Office, “Recent Trends in the Variability of Individual Earnings and Household Income,” 2008, figure 5, p. 10. 
  19. Jacob S. Hacker, Gregory A. Huber, Austin Nichols, Philipp Rehm, Mark Schlesinger, Rob Valletta, Stuart Craig, “The Economic Security Index: A New Measure for Research and Policy Analysis,” Review of Income and Wealth, 2013. See also economicsecurityindex.org. 
  20. See also Karen E. Dynan, Douglas W. Elmendorf, and Daniel E. Sichel, “The Evolution of Household Income Volatility,” B.E. Journal of Economic Analysis and Policy, 2012. 
  21. Elizabeth Jacobs, personal communication. 
  22. Elaine Pofeldt, “Is the Job of the Future a Freelance One?,” CNBC, 2014. 
  23. General Social Survey (GSS), sda.berkeley.edu, series wrksched; Lonnie Golden, “Irregular Work Scheduling and Its Consequences,” Briefing Paper 394, Economic Policy Institute, 2015. 
  24. Katz and Krueger, “The Rise and Nature of Alternative Work Arrangements in the United States, 1995-2015”; Sara Horowitz, “Help for the Way We Work Now,” New York Times, 2015. 
  25. Jonathan Morduch and Rachel Schneider, “Spikes and Dips: How Income Uncertainty Affects Households,” US Financial Diaries, 2014; US Financial Diaries Project, “Hardest for Poorest Households to Predict Income and Expenses.” 
  26. Morduch and Schneider, “Spikes and Dips,” p. 6. 
  27. Families USA, “Americans at Risk: One in Three Uninsured,” 2009. 
  28. Elizabeth Rosenthal, “Insured, But Not Covered,” New York Times, 2015. 
  29. Andrew Dugan, “Cost Still Delays Healthcare for About One in Three in U.S.,” Gallup, 2015. See also Board of Governors of the Federal Reserve System, “Report on the Economic Well-Being of U.S. Households in 2014,” 2015, p. 19. 
  30. Sara R. Collins, Petra W. Rasmussen, Michelle M. Doty, and Sophie Beutel, “The Rise in Health Care Coverage and Affordability Since Health Reform Took Effect: Findings from the Commonwealth Fund Biennial Health Insurance Survey, 2014,” The Commonwealth Fund, 2015, p. 6. See also Liz Hamel et al, “The Burden of Medical Debt: Results from the Kaiser Family Foundation/New York Times Medical Bills Survey,” Kaiser Family Foundation, 2016. 
  31. Hamel et al, “The Burden of Medical Debt,” p. 14. 
  32. Melissa Jacoby, “Financial Fragility, Medical Problems, and the Bankruptcy System,” in Working and Living in the Shadow of Economic Fragility, edited by Marion Crain and Michael Sherraden, Oxford University Press, 2014; Hamel et al, “The Burden of Medical Debt,” pp. 21-22. 
  33. Lane Kenworthy, “Income Inequality,” The Good Society. 
  34. Asa Caner and Edward Wolff, “Asset Poverty in the United States, 1984-1999,” Challenge, 2004, using Survey of Consumer Finances data; Corporation for Enterprise Development, “Asset Poverty,” 2013, using Survey of Income and Program Participation (SIPP) data. 
  35. Economic Security Index, “The ESI: Contributions of Income, Medical Costs, Debt, and Wealth, 1986-2011.”