The Economy Gets Back on Track: but Once Again Leaves Many Workers Behind

January 01, 2004

Historically, economic growth has been much faster shortly after the end of a recession than it is during any other time in the business cycle. This burst of activity, which is generically termed the economic "recovery," generally leads to relatively large increases in employment and to falling unemployment. But the recoveries that followed the 1990-91 and 2001 recessions were uncharacteristically lackluster both in terms of economic growth and job creation. Indeed, the most popular moniker given to these two recoveries has been "jobless."

Are there common threads between these two recoveries? Moreover, has the slow growth reflected weakness in certain sectors of the economy or in certain regions of the country, or has the U.S. economy fundamentally changed, resulting in a different pattern of growth during recoveries? Although there is evidence that labor markets have experienced some significant structural changes in the past 15 to 20 years, which may have contributed to the lack of job growth in the last two recoveries, there is as yet no conclusive evidence that future economic recoveries will be "jobless." Instead, the last two recoveries have been marked by much weaker than average real GDP growth, which importantly determines job growth.

Economic Recoveries and the Labor Market

Fluctuations in the demand for goods and services, and in the supply of capital goods and other inputs devoted to the production of these goods and services, mean that economic growth varies over the business cycle. During recessions, as spending on goods and services by the private sector wanes, real GDP declines and unemployment increases. As the recession ends and the recovery period commences, unemployed labor and capital are re-employed, resulting in larger than normal increases in employment, spending and income. Shortly thereafter, when capital and labor are roughly fully employed, the growth of the economy (on average) tends to equal its potential rate of growth until the next downturn.1 In this article, I will arbitrarily define the economic recovery as the period of activity during the first six quarters of the expansion.

Cyclical vs. Structural Changes in Labor Demand

During the business cycle, the churning of the labor market (job creation and destruction) reflects either "cyclical" or "structural" effects. At times, one effect may be more dominant, but both tend to be present given the "creative destruction" aspects of our dynamic, market-driven economy. Cyclical changes in the demand for labor, such as in recessions, are inherently temporary. (The average recession in the post-World War II era lasts about 11 months.) During a recession, for example, most firms see their revenue reduced and profit margin cut. To minimize losses, firms will cut costs, which usually means reductions in hours worked and/or reductions in their workforce.

As aggregate economic growth resumes, workers who became unemployed during the recession are recalled or find new jobs as firms ramp up production. Moreover, output (real GDP) and employment growth tend to be strongest during the initial stages of an economic expansion, when profit and investment opportunities for business are plentiful, and inflation and interest rates tend to be relatively low.

The second type of labor market turnover is more permanent, what economists call "structural" job losses or gains. Structural unemployment occurs, for example, when new technologies lead to new labor-saving production processes or lead to new types of goods and services that replace existing products. In manufacturing and agriculture, for instance, industries have continually taken advantage of technological innovations that have lessened their demand for labor. The result is that fewer workers are needed to produce the same amount of output, and the firms and workers who remain in these industries are more productive. For example, from 1992 to 2002, the number of motor vehicles produced in the United States rose from 9.7 million to 12.5 million, while the number of production workers declined by about 5 percent to 222,000. "Big-box" retailers like Sam's, Costco and Best Buy have fueled dramatic changes in the distribution and warehousing of goods. The information technology revolution has played an important role in this retail revolution.2 Although structural changes tend not to be the cause of recessions, they may nonetheless be a contributing factor to a jobless recovery.

Comparing Jobless Recoveries

During the average post-WW II (hereafter post-war) recovery, it took about 21 months for nonfarm payroll employment to surpass its previous peak. This interval was much longer after the 1990-91 and 2001 recessions.3 Prior to the 1990-91 recession, growth of nonfarm payroll employment during the first six quarters of the post-war expansions averaged 5.6 percent. But by the third quarter of 1992, which was a year and a half (six quarters) after the trough of the 1990-91 recession (March 1991), nonfarm payroll employment had only risen by 0.1 percent. It was not until February 1993 (32 months later) that nonfarm employment surpassed its June 1990 peak. Employment gains since the end of the 2001 recession in November 2001 have been even more elusive: Between the fourth quarter of 2001 and the second quarter of 2003 (six quarters), nonfarm payroll employment actually declined by 0.7 percent. Moreover, as of November 2003, nonfarm employment was still about 1.75 percent below its previous peak, seen in February 2001 (a span of 33 months). Not surprisingly, the lack of job growth has precluded the drop in unemployment that typically occurs during the recovery period, as seen in Table 1.

Nonfarm payroll employment, as reported in the establishment survey, measures the number of jobs in the economy. However, it is but one of two measures of employment that economists look at to gauge trends in employment. Table 1 shows the other measure, civilian employment. Briefly, civilian employment, as reported in the household survey, is a broader measure that includes agricultural workers, the self-employed, unpaid family workers and private household workers—groups that are not counted in the establishment survey.4

As seen in Table 1, civilian employment actually increased by 1 percent in the current recovery, while nonfarm payroll employment fell by 0.7 percent: We have a jobless recovery by one measure but not by the other. Different patterns of growth were also seen in the 1991-92 recovery, when growth of civilian employment was greater than the growth of nonfarm employment. In both cases, though, civilian employment gains in each recovery were weaker than normal. Some economists believe that the household survey is a more-accurate measure of employment gains early in a recovery because the establishment survey cannot accurately account for new business creations or the increases in self-employment.5 The Bureau of Labor Statistics has recently made a significant effort to improve its coverage of job gains in this area. And while both measures tend to move together over time, economists tend to give greater weight to the establishment survey because its estimates are based on a much larger sample, which means a smaller sampling error. Hence, the remainder of the article will focus on the establishment survey.

Why have employment gains been so tepid after the 1990-91 and 2001 recessions? The principal reason arises from the fact that job growth and real GDP growth are highly correlated. Table 1 shows that economic growth has been much weaker during the last two economic recoveries than during earlier recoveries. Was there something unusual about the last two recoveries?

A National Perspective

The 1991-92 recovery was unique because it was the first episode without a surge in employment and in output. Such a surge had usually occurred during the post-war period. In attempting to explain this development, some economists have pointed to the following factors:6

  • Over-building in the commercial real estate sector in the 1980s, along with a heightened caution among lenders, meant that the construction sector, which is usually an important contributor to the growth in recoveries, was a drag on the economy.
  • Government slowed down spending, as seen in the defense cutbacks after the Cold War ended, the Budget Enforcement Act of 1990 and the large fiscal imbalances at the state and local level.
  • Excessive levels of debt accumulated by businesses and households meant a higher level of saving (reduced consumption and investment) to service the debt.

As seen in Table 1, many of these explanations seemed to bear out. First, on the one hand, real business (nonresidential) fixed investment in structures in the 1991-92 recovery only rose by 3.5 percent vs. a gain of 14.3 percent during the first year and a half of the average recovery. On the other hand, growth of real residential fixed investment was only moderately less robust than average. Second, real expenditures by the federal government declined in the recovery, and the growth of spending by state and local governments was appreciably weaker than usual. Third, growth of real consumer spending, while positive, was much weaker than normal. Another noteworthy feature of the 1991-92 episode was that the growth of real exports was stronger than average, and spending on imports was weaker than average, because the value of the dollar by the second quarter of 1992 had actually declined by about 5.5 percent from two years earlier.

While the 2001-03 jobless recovery bears some of the same similarities as the previous episode, there are several key differences. The most notable similarity is the weakness in real business (nonresidential) fixed investment: Between the end of the 2001 recession and the second quarter of 2003, growth of real business fixed investment remains negative (−1.1 percent). Real residential fixed investment, like business investment, is also usually a key driver of growth during recoveries. Although housing has been a source of strength during the 2001-03 recovery (new home sales have surged to record levels in 2003), its growth during this recovery lags behind the average by a substantial margin. The relatively strong performance of the housing sector during the 2001 recession probably stymied the burst in housing activity that normally occurs during a recovery.

One significant difference between the two recoveries is that real U.S. exports grew at a much weaker pace in 2001-03. Key reasons for this are the global economic slowdown in 2001 and 2002 and a nearly 13 percent rise in the real trade-weighted value of the dollar from late 1999 to early 2002. Another difference is the behavior of the stock market. While equity-price increases in the 1991-92 recovery were below par, over the first six quarters of the current recovery equity prices have declined rather sharply, a little more than 15 percent, instead of rising strongly as is more typical. The weak stock market exacerbated the decline in business investment because falling stock prices meant that firms were less willing to issue stock to finance planned capital expenditures.

The final major difference between the two jobless recoveries was the number of unexpected developments that increased uncertainty among consumers, businesses and investors. These events included the terrorist attacks on Sept. 11 and the wars in Afghanistan and Iraq, which caused federal government spending in the 2001-03 recovery to be both stronger than in the previous recovery and much stronger than normal. The threat of additional terrorist attacks, coupled with the corporate governance scandals, also may have caused businesses to postpone new investment projects and expand their payrolls.

A Regional Perspective

Table 2, which lists the regional growth of nonfarm payroll employment during the last five economic recoveries, suggests that the last two jobless recoveries were not the result of inordinately weak growth in one part of the country. Rather, all regions generally experienced much weaker job growth in the last two recoveries compared with the previous three recoveries. Nonetheless, Table 2 reveals there was some fairly significant regional variation in employment growth in the 1991-92 jobless recovery. In that period, job growth was negative in the New England, Middle Atlantic and Pacific regions, but positive everywhere else. Falling employment in these areas probably reflected the aforementioned weakness in the commercial real estate sector and the cuts in outlays for national defense, both of which seemed to affect the Northeast and the Pacific regions of the country more than other areas.7

In the current recovery, weak job growth seems to be more of a national phenomenon and with less variation in growth across regions. Still, job declines have been more pronounced in the New England (-1.5 percent), East North Central (-1.4 percent) and West North Central (-1.1 percent) regions.

A couple of other interesting patterns are evident from Table 2. First, job growth in the Middle Atlantic States has been exceptionally weak during all but one of the five economic recoveries. In contrast, job growth in economic recoveries generally seems to be the strongest in the Mountain, East South Central and South Atlantic regions. This pattern continued to some degree in the current recovery, as the Mountain and South Atlantic regions were the only areas to exhibit positive employment gains since the end of the recession.

Can We Explain It?

For economic policy-makers, it would be helpful to know whether the current jobless recovery largely reflects temporary disturbances that might be more easily offset by countercyclical monetary and fiscal policies, or whether it is the result of a series of disturbances that are more permanent (what economists call "shocks") that might require a different set of policies (or perhaps no response at all).

Cyclical Explanations?

The discussion from Table 1 suggests that the current and previous jobless recoveries stemmed importantly from much weaker-than-normal real GDP growth. In attempting to explain the root factors behind this relatively weak output growth, a survey of forecasters in Blue Chip Economic Indicators (September 2003) found that the following five factors were probably important:

  • Excess investment by businesses in the late 1990s led to over-capacity; investment spending has remained weak while firms whittle away at this excess capacity.
  • A mild recession tends to be followed by a weak recovery because there is little pent-up demand.
  • The economy suffered a series of shocks, including Sept. 11, the corporate governance scandals and the war with Iraq.
  • The more-than-three-year bear market in stocks sapped consumer confidence and reduced firms' willingness to boost capital outlays.
  • The weak labor market hurt consumer confidence and consumer spending.

Looking at this list, it becomes apparent rather quickly that disentangling cyclical from structural effects can be a fairly daunting endeavor. For example, was the stock market and investment boom a reflection of the New Economy, or was it a euphoria that got detached from fundamentals ("irrational exuberance")? Another difficulty is one of disentangling cause from effect. In this case, was the weak economy responsible for weak investment, or was the reluctance of firms to invest a product of falling stock prices, which reduced consumer wealth and, hence, consumer spending? Or maybe firms were reluctant to invest because of war or terrorist-related uncertainty?

Structural Changes?

There is some evidence that there have been some significant structural changes in the economy and the way that firms compete for and use workers in the labor market. According to a recent study published by the Federal Reserve Bank of Kansas City, firms have increasingly adopted "just-in-time" workforce practices, such as hiring workers through temporary employment agencies, using part-time workers and adjusting overtime. A more-flexible workforce, in this sense, enables firms to respond more rapidly to changes in product demand and, perhaps, reduce costs.8

Related to this argument is the assertion that the U.S. economy has undergone some significant structural changes in the past couple of decades because of improvements in production technologies (increased use of high-tech capital goods), inventory management practices (just-in-time inventories) or increased global competition. In this view, firms (or even industries) that have failed to adapt to these changes have been forced to pare their workforce or go out of business altogether. A recent study published by the Federal Reserve Bank of New York presents some evidence that a proportionately larger share of the employment losses following the 1990-91 and 2001 recessions have been structural rather than cyclical compared with the 1970s and 1980s.9

An additional piece of evidence showing that the labor force is undergoing structural change is the percentage of the unemployed who are classified as on "permanent" layoff (those workers not expected to be called back to their former place of employment). It has been much higher after the past three recessions than in the three previous post-war recessions. (The data begin in 1967.) During the past three recoveries, the percentage of those classified as permanently unemployed has risen to about 43 percent, much higher than the roughly 33 to 36 percent seen after the 1970-71 and 1973-75 recessions.

Is the United States Deindustrializing?

Another reason some analysts cite to explain the current jobless recovery is the alleged deindustrialization of the United States through international trade. This includes the movement of production facilities to countries where labor costs are lower, such as China, and the closure of firms in the United States because their goods or services ostensibly cannot compete with lower-priced imports. A quick look at the data suggests that the number of job losses arising from these trade effects is a very small percentage of total unemployment.

According to the Bureau of Labor Statistics' report Extended Mass Layoffs, the number of layoffs occurring from "overseas relocation" and "import competition" increased from 18,100 in 1996 to 32,400 in 1999.10 These layoffs then declined modestly in 2000, before rising to 43,700 in 2001. Although the rate of so-called trade-related layoffs moderated in 2002 (falling to about 32,500), the pace has quickened somewhat in 2003; layoffs totaled a little more than 19,800 through the first two quarters (an annual rate of about 40,000). Still, at their peak in 2001, trade-related layoffs represented only 0.6 percent of total unemployment. Indeed, in congressional testimony in October 2003, Douglas Holtz-Eakin, director of the Congressional Budget Office, argued that "only about 90,000" lost jobs in the manufacturing sector from 1998 to 2002 could be attributed directly to the import of goods from China.

A More-Productive Workforce

When demand grows at a slower than normal pace, firms are reluctant to hire new workers to boost production; instead, the firms prefer to meet existing product demand out of inventories (which helps explain why inventory investment was much weaker than usual in the past two recoveries) or by making their employees more productive. In the current recovery, firms have been able to get more out of their existing workforce because they are still reaping the gains from the surge in capital investment in the late 1990s and into early 2000, which, combined with the aforementioned technological improvements, significantly improved the productivity of their workforce. As seen in Table 1, output per hour (labor productivity) in the nonfarm business sector increased by 6.7 percent in the 2001-03 recovery, faster than the 1991-92 recovery and the post-war average. However, the growth of output per hour in the current recovery is all the more impressive given that labor productivity growth remained rapid through the recession. During recessions, output per hour tends to fall (growth turns negative) as real GDP declines by more than employment or hours worked.

In the seven post-war recoveries prior to the 1991-92 episode, gains in labor productivity and hours worked contributed about equally to the gain in economic growth (nonfarm business output). But in the past two recoveries, hours worked has declined, meaning that all of the gain in output has stemmed from labor productivity growth. Hence, the recent rapid productivity growth has obviated the need for firms to expand their payrolls to the extent they usually do during an economic recovery.11 Eventually, though, higher productivity growth means higher income, higher spending and increased employment. In short, this is why we see real GDP continuing to increase while labor input (hours and employment) has not.

NOTE: The recovery period is arbitrarily defined as the six quarters following the trough of the business cycle as determined by the National Bureau of Economic Research. Averages exclude the short 1980 recession and recovery. Change in the unemployment rate is in percentage points. Figures may not add up because of rounding. Last updated Oct. 24, 2003.

Thomas A. Pollmann provided research assistance.


  1. The U.S. economy's potential rate of growth is usually defined as the sum of the growth of its labor inputs (hours worked) and its labor productivity (output per hour) in the private, nonfarm business sector. [back to text]
  2. See McKinsey Global Institute (2001). [back to text]
  3. See Schweitzer (2003). [back to text]
  4. Their formal designations are the Current Employment Statistics Survey (establishment) and the Current Population Survey (household). [back to text]
  5. See Kitchen (2003). [back to text]
  6. See the 1993 Economic Report of the President. [back to text]
  7. See Lown and Wenninger (1994) and ibid. [back to text]
  8. See Schreft and Singh (2003). Firms that employ temporary or part-time workers are not forced to pay benefits like health insurance or pension contributions as they are for their full-time workers. [back to text]
  9. See Groshen and Potter (2003). [back to text]
  10. An extended mass layoff occurs when 50 or more initial claims for unemployment compensation are filed during a consecutive five-week period, and with 50 or more workers separated from their job for more than 31 days. See [back to text]
  11. See recent remarks by Mankiw (2003) and Kohn (2003). [back to text]


Council of Economic Advisers. Economic Report of the President, U.S. Government Printing Office (January 1993).

Groshen, Erica L. and Potter, Simon. "Has Structural Change Contributed to a Jobless Recovery?" Federal Reserve Bank of New York Current Issues in Economics and Finance, Vol. 9, No. 8, August 2003.

Kitchen, John. "A Note on the Observed Downward Bias in Real-Time Estimates of Payroll Jobs Growth in Early Expansions." Manuscript, Committee on the Budget, U.S. House of Representatives, August 2003.

Kohn, Donald L. "Productivity and Monetary Policy." Remarks at the Federal Reserve Bank of Philadelphia monetary seminar, Sept. 24, 2003.

Lown, Cara and Wenninger, John. "The Role of the Banking System in the Credit Slowdown," in Studies on Causes and Consequences of the 1989-92 Credit Slowdown, Federal Reserve Bank of New York, February 1994, pp. 69-112.

Mankiw, N. Gregory. Remarks of the Chairman of the Council of Economic Advisers at the annual meeting of the National Association of Business Economists, Atlanta, Ga., Sept. 15, 2003.

McKinsey Global Institute. U.S. Productivity Growth 1995-2000: Understanding the Contribution of Information Technology Relative to Other Factors, Washington, D.C., 2001.

Schreft, Stacey L. and Singh, Aarti. "A Closer Look at Jobless Recoveries," Federal Reserve Bank of Kansas City Economic Review, Second Quarter, 2003, pp. 45-73.

Schweitzer, Mark. "Another Jobless Recovery?" Federal Reserve Bank of Cleveland Economic Commentary, March 1, 2003.

About the Author
Kevin Kliesen
Kevin L. Kliesen

Kevin L. Kliesen is a business economist and research officer at the Federal Reserve Bank of St. Louis. His research interests include business economics and monetary and fiscal policy analysis. He joined the St. Louis Fed in 1988. Read more about the author and his research.

Kevin Kliesen
Kevin L. Kliesen

Kevin L. Kliesen is a business economist and research officer at the Federal Reserve Bank of St. Louis. His research interests include business economics and monetary and fiscal policy analysis. He joined the St. Louis Fed in 1988. Read more about the author and his research.

Views expressed in Regional Economist are not necessarily those of the St. Louis Fed or Federal Reserve System.

For the latest insights from our economists and other St. Louis Fed experts, visit On the Economy and subscribe.

Email Us

Media questions

Back to Top