Federal Reserve Bank of Cleveland
Economic Trends
August 2007
(Covering July 14, 2007, to August 9, 2007)
Table of Contents
- Economy in Perspective
- 08.20.07: Housing Haikus …
- Inflation and Prices
- 08.11.07: June Price Statistics
- Money, Financial Markets, and Monetary Policy
- 08.08.07: A Step Towards Neutral
- 07.27.07: When Did Inflation Persistence Change?
- 07.18.07: What Is the Yield Curve Telling Us?
- International Markets
- 08.07.07: The Dollar’s Depreciation and Inflation
- Economic Activity and Labor Markets
- 08.07.07: The Employment Situation
- 08.06.07: The Advance GDP Report
- 07.31.07: How Do Americans Spend Their Time?
- Regional Activity
- 08.07.07: The Cleveland Metropolitan Statistical Area
- 07.18.07: Fourth District Employment Conditions
- Banking and Financial Institutions
- 08.06.07: Foreign Banks in the United States
- 08.06.07: Business Loan Markets
08.20.07
The Economy in Perspective
Housing Haikus...
Global financiers
Can turn houses into gold
Till their own doors close.
— • —
Holding cash seems dense
Until margin calls require
Transparent assets.
— • —
Whose fault the defaults?
Diversification’s creed:
Spread it all around.
— • —
08.13.07
Inflation and Prices
June Price Statistics
The Consumer Price Index (CPI) increased 2.3 percent (annualized rate) in June, moderating significantly from May’s 8.4 percent surge and bringing the headline number under its 12-month percent change. The CPI excluding food and energy (core CPI) increased from 1.8 percent (annualized) in May to 2.8 percent (annualized) in June. This marks the first time that the core CPI has been above the headline number since January 2007. The same is true for the Producer Price Index (PPI), as finished goods less food and energy increased 3.8 percent (annualized), while the headline PPI fell 2.8 percent (annualized).
June Price Statistics
| Percent change, last | |||||||
|---|---|---|---|---|---|---|---|
| 1mo.a | 3mo.a | 6mo.a | 12mo. | 5yr.a | 2006 avg. | ||
| Consumer prices | |||||||
| All items | 2.3 |
5.2 |
5.0 |
2.7 |
3.0 |
2.6 |
|
| Less food and energy | 2.8 |
2.3 |
2.3 |
2.2 |
2.1 |
2.6 |
|
| Medianb | 2.5 |
1.9 |
2.5 |
3.0 |
2.6 |
3.6 |
|
| 16% trimmed meanb | 2.1 |
2.3 |
2.8 |
2.6 |
2.3 |
2.7 |
|
| Producer prices | |||||||
| Finished goods | 2.8 |
5.7 |
6.4 |
3.2 |
3.7 |
1.6 |
|
| Less food and energy | 3.8 |
2.0 |
2.3 |
1.8 |
1.5 |
2.1 |
|
a. Annualized.
b. Calculated by the Federal Reserve Bank of Cleveland.
Sources: U.S. Department of Labor, Bureau of Labor Statistics; and Federal Reserve Bank of Cleveland.
An investigation into the distribution of retail price changes is also suggestive of a downswing in the underlying trajectory of inflation. Only 44 percent of the components included in the overall CPI rose at a rate exceeding 3 percent in June, compared with 52 percent on average over the last 12 months. On the other side of the distribution, 39 percent of CPI components grew less than 1 percent for the month. During the 12 previous months, roughly 30 percent of the index’s components grew less than 1 percent.
The longer-run trend in inflation, as measured by the 12-month percent change in the CPI, core CPI, and the 16% trimmed-mean CPI, remained between 2¼ percent and 2¾ percent. The median CPI, which tracks the price movements of the middle component in the monthly price distribution, continues to decline, but at 3.0 percent (annualized) it is still above its five-year average of 2.6 percent. Inflation in core service prices continued to stay in the 3 percent to 4 percent range, while core goods (commodities less food and energy commodities) have been trending down since the third quarter of 2006 and are now 0.8 percent below last year’s level.
July’s average household expectations for short-run inflation held steady at 4.2 percent. Longer-term (5 to 10 years out) expectations have been holding just above the 10-year average of 3.4 percent since April and stand a 3.6 currently.
Professional forecasters (Blue Chip Panel of economists) predict that headline inflation will moderate over the short to medium term. Toward the end of 2008, the Blue Chip forecast has CPI inflation just north of 2 percent.
08.08.07
Money, Financial Markets, and Monetary Policy
A Step Toward Neutral
The Federal Open Market Committee kept rates unchanged at the August 7 meeting; the federal funds rate has remained at 5.25 percent since July 2006. While the committee did not change rates, it changed the postmeeting statement to acknowledge that “Financial markets have been volatile in recent weeks, credit conditions have become tighter for some households and businesses, and the housing correction is ongoing.” Still, the committee maintained that growth is likely to continue at a moderate pace, citing “solid growth in employment and incomes” and “a robust global economy” in support of that view.
The committee acknowledged an increase in the downside risks to growth while maintaining that its “predominant policy concern remains the risk that inflation will fail to moderate as expected.” While the increased discussion of the downside risks to growth was seen by many as a step toward neutral, the implied probability of a rate cut in either September or October actually fell slightly following the meeting. These declines occurred as the probability of no change in both September and October increased.
Judging from the behavior of implied probabilities of federal funds futures, the market had already factored in a possible change in the statement language, since in the weeks leading up to the FOMC meeting, the probability of a rate cut increased. On July 26 the probability that the fed would cut rates in September increased 15 percent, sparked by a particularly disappointing release on new home sales. June new home sales were down 22 percent from June 2006 and 6.6 percent from the previous month. Markets now place nearly a 40 percent probability on the possibility that the Fed will cut rates by the October meeting.
The volatility of financial markets was mentioned in the statement, after the S&P 500 fell almost 6 percent in the slightly over two-week period leading up to the meeting. This decline was primarily influenced by concerns about subprime failures and credit-risk repricing. While the market has undeniably been volatile on a daily basis over the past two weeks, this volatility rapidly disappears when the market is averaged over even a weekly basis. On a weekly basis, the current volatility in the S&P 500 is not particularly different from the movement of the market over the last several years.
Nevertheless, the market bears watching in light of the drop over the last couple of weeks. Large drops in the stock market are correlated with oncoming recessions. As it now stands, the declines have only reversed the gains the market had achieved over the previous two months. However, if these declines were to continue, concerns about a future recession may increase.
07.27.07
Money, Financial Markets, and Monetary Policy
When Did Inflation Persistence Change?
Policymakers and academics have noticed that the inflation process in the United States and other countries has changed markedly. Two formerly characteristic features of the process have been deviating from their historical norms. First, inflation persistence—the degree to which current inflation depends on past inflation—appears to have declined. Second, the relationship between current inflation and the output gap has also fallen. (The output gap is the percent by which actual output deviates from its potential.)
The timing of this decline suggests that something else may be going on. Before 2000, every percentage point in the previous year’s inflation was associated with almost a 1 percentage point increase in current inflation. Six quarters later, that number had fallen to 0.4. This roughly coincides with the period of time in which the decline in inflation that had been occurring more or less steadily since the early 1990s had abated and leveled off.
To the extent that the steady decline in inflation until 2000 reflected a lowering of the Fed’s implicit long-run inflation target, the timing of the change in inflation persistence may be mismeasured. A sustained decrease in long-term inflation would artificially increase measured inflation persistence since it would be picking up the declining trend in long-term inflation. Thus, the actual decline in inflation persistence may have occurred much earlier. Survey data also suggest that over this period of time, professional forecasters were expecting inflation over the next 10 years to fall.
To correct for this effect we need some measure of long-run inflation. Unfortunately, the Fed’s implicit long-term inflation target is not directly observable. We address this problem by smoothing the data. By smoothing the data, we are left with a measure of the underlying trend in inflation. This gives us a reasonable measure of long-term inflation.
By filtering out the high frequency (eg., quarterly and annual movements) we have a relationship that best captures whether inflation persistence would be declining in a period where long-term inflation is constant, as appears to be true during the current period. We also have a better measure of how the output gap affects inflation in such an environment. While the current decline in inflation persistence is historically unusual, the decline in the gap-inflation trade-off does not seem unusual. This coefficient has declined but the decline is modest and its current value is not low by historical standards. The impact of the output gap on inflation is currently (and is typically) very small.
Comparing our estimates of inflation persistence and the inflation-gap relationship for both the raw inflation data (“constant long-run inflation”) and where the monetary authority’s implicit long-term inflation target changes over time (“variable long-term inflation”), we see some interesting differences. The decline in inflation persistence is more pronounced and has been pushed back to around 1990.
Note that since these are 10-year rolling windows, any possible change that may have led to the decline in inflation persistence could conceivably have occurred anywhere between 1980 and 1990. Two obvious suspects, both of which occurred in the early 1980s, come to mind: the sharp decline in output variability (the so-called “Great Moderation”) and the change in the central bank’s operating procedure. Since 1983 the operating procedure has de-emphasized monetary targets and reacted much more aggressively to control inflation than it did in earlier periods.
07.18.07
Money, Financial Markets, and Monetary Policy
What Is the Yield Curve Telling Us?
Since last month, the yield curve has flattened, with short rates rising and long rates falling. Even so, long rates remain higher than short rates, and the movement was not enough to return the curve to inversion. One reason for noting this is that the slope of the yield curve has achieved some notoriety as a simple forecaster of economic growth. The rule of thumb is that an inverted yield curve (short rates above long rates) indicates a recession in about a year, and yield curve inversions have preceded each of the last six recessions (as defined by the NBER). Very flat yield curves preceded the previous two, and there have been two notable false positives: an inversion in late 1966 and a very flat curve in late 1998. More generally, though, a flat curve indicates weak growth, and conversely, a steep curve indicates strong growth. One measure of slope, the spread between 10-year bonds and 3-month T-bills, bears out this relation, particularly when real GDP growth is lagged a year to line up growth with the spread that predicts it.
The yield curve had been giving a rather pessimistic view of economic growth for a while, but with the inversion gone, this view is less pronounced. The spread has turned positive, with the 10-year rate at 5.10 percent and the 3-month rate at 4.96 percent (both for the week ending July 13). The spread stands at 14 basis points, down considerably from June's 54 basis points, but still well above May’s negative 23 basis points. Projecting forward using past values of the spread and GDP growth suggests that real GDP will grow at about a 2.3 percent rate over the next year. This prediction is on the low side of other forecasts, in part because the quarterly average spread used here remains negative.
While such an approach predicts when growth is above or below average, it does not do so well in predicting the actual number, especially in the case of recessions. Thus, it is sometimes preferable to focus on using the yield curve to predict a discrete event: whether or not the economy is in recession. Looking at that relationship, the expected chance of a recession in the next year is 24 percent, up from June’s 15 percent, but still down from May’s value of 35 percent and April’s 38 percent.
Of course, it might not be advisable to take this number quite so literally, for two reasons. First, this probability is itself subject to error, as is the case with all statistical estimates. Second, other researchers have postulated that the underlying determinants of the yield spread today are materially different from the determinants that generated yield spreads during prior decades. Differences could arise from changes in international capital flows and inflation expectations, for example. The bottom line is that yield curves contain important information for business cycle analysis, but, like other indicators, should be interpreted with caution.
For more detail on these and other issues related to using the yield curve to predict recessions, see the Commentary “Does the Yield Curve Signal Recession?”
08.07.07
International Markets
The Dollar’s Depreciation and Inflation
By Owen F. Humpage and Michael Shenk
Factors underlying the dollar’s depreciation may be changing in a manner that could put upward pressure on U.S. prices, should they continue. Nevertheless, dollar depreciations do not cause inflation. Inflation is a purely home-grown, monetary phenomenon.
Since early February 2002, the U.S. dollar has depreciated nearly 31 percent on a trade-weighted basis against the currencies of the major industrialized countries and has also depreciated more than 6 percent on a similar basis against the currencies of key developing countries. On a real basis—that is, after controlling for the effects of domestic and foreign inflation—the dollar has depreciated nearly 26 percent against the major industrialized countries’ currencies and almost 7 percent against the key developing countries’ currencies.
Economists have always found explaining movements in exchange rates difficult, even in hindsight, but comparing movements in the dollar with broad changes in the current-account deficit can provide some insight. Between early 2002 and late 2005, the dollar depreciated as the current-account deficit widened, suggesting that an expansion of U.S. aggregate demand motivated both events. U.S. economic growth at the time was not obviously faster than economic growth elsewhere across the globe, but between mid-2003 and late 2005, U.S. output converged on, and eventually surpassed, potential output quicker than was generally the case abroad. Americans consumed and invested more than they produced domestically. A small part of the dollar’s depreciation against the currencies of the major industrialized countries reflected a slightly higher rate of inflation in the United States than in many other large industrialized countries. At best, this seems to explain only about 5 percentage points of the overall depreciation against our large trading partners; it describes none of the dollar’s depreciation against the key developing countries.
Last year, however, the situation seemed to change. The dollar continued to depreciate, but the current-account deficit narrowed from a record 6.8 percent of GDP in the fourth quarter of 2005 to 5.7 percent of GDP in the first quarter of 2007. This pattern of exchange-rate and current-account movements, along with myriad anecdotal reports, tentatively suggests that foreign investors are becoming somewhat reluctant to acquire U.S. financial claims, although they are not outright dumping dollars.
Many analysts have been anticipating such a development. The United States has financed its persistent string of current account deficits by issuing financial claims to the rest of the world. As a consequence of this process, the world now holds financial claims amounting to $3.5 trillion against the United States, or 26 percent of our GDP. (Our negative net international investment position measures this.) Economists have long argued that the stock of outstanding financial claims could not grow continuously relative GDP (a comparison which indicates our ability to service and repay the claims). At some point, they argued, foreigners would become reluctant to add dollar-denominated assets to their portfolios. When this point was reached—and economists did not know when that might be—the dollar would depreciation and real interest rates in the United States might also rise to coax foreigners into holding additional dollar-denominated assets. The broad-based dollar depreciation since late 2005 is certainly consistent with this story.
The relative thrust of U.S. and foreign monetary policies may be encouraging international investors to diversify. Since June 2006, the FOMC has kept the federal funds target rate at 5.25 percent, while other key central banks have tightened. Markets do not expect the Federal Reserve to change policy anytime soon, but the chances are better than not that other central banks will move their key policy rates upward.
A dollar depreciation exerts upward pressure on U.S. prices through a couple of different channels, but how a depreciation affects the overall inflation rate depends on the stance of U.S. monetary policy. Inflation is, after all, purely a monetary phenomenon. A dollar depreciation lowers the foreign-currency prices of U.S. made goods and services, making our exports more attractive to foreigners. The resulting increase in foreign demand for U.S.–made traded goods raises their dollar prices. Similarly, a dollar depreciation increases the dollar prices of foreign-made goods and services. Many of these are consumer goods, and as their prices rise, U.S. consumers look for domestic substitutes, thereby also putting upward pressure on the prices of domestically produced alternatives. In addition, to the extent that imported goods enter into the production of domestically made goods and services, the dollar depreciation will raise the costs of domestic production. The bottom line is that a dollar depreciation will raise the relative price of all traded goods and any nontrade substitutes in this country, as well as domestic goods with a high import component in their manufacture. But this is not inflationary.
As long as U.S. monetary authorities have not caused the dollar depreciation because of an excessively easy monetary policy, and as long as U.S. monetary policymakers do not subsequently accommodate a dollar depreciation with an easier monetary policy, the price effects of a dollar depreciation will not lead to a general inflation in the United States . The dollar depreciation from 2002 through 2005 appears to have been a response to U.S. developments, including the stance of U.S. monetary policy. Import prices advanced apace with prices overall, and relative export prices rose only a bit faster than the consumer price index. The depreciation over the last year, however, seems foreign in origin. It has not had a price impact as of yet, but should it continue, this foreign-sourced dollar depreciation could complicate the conduct of monetary policy as it shifts worldwide demand towards the United States, but it will not cause inflation. That depends of the FOMC.
08.07.07
Economic Activity and Labor
The Employment Situation
Nonfarm payrolls grew by 92,000 jobs in July—slower than expected and below the average monthly increase reported during the first six months of 2007 (144,000). A nominal loss in the goods-producing sector trimmed 12,000 jobs from the total, while the service-providing sector added 104,000 to it. Changes were more muted in both sectors this past month than the monthly average in 2007; on average the goods-producing sector has dropped 13,300 jobs each month this year, and the service-providing sector has added an average 149,700. Although employment growth has been moderating, the labor market remains firm: The monthly unemployment rate (4.6 percent) is similar to its average during the first half of 2007, and except for government, which experienced large employment declines, most sectors’ employment grew in July at about the same rates as in recent months.
A drop of 28,000 in government payrolls accounted for some of the weakness in the report; it was the first loss for the sector since January 2006 (−34,000). More than half of the drop was due to a decline in local government education. Employment in temporary help services is often used as an indicator of business confidence and overall demand conditions for labor, as businesses can adjust to new conditions by changing their orders for temporary workers. While the decline in temporary help services may be an indication of softening employment, the magnitude of the change is about the same as in recent months. In contrast, other parts of the service-providing sector remained solid and mostly on par with recent months: Education and health services added 39,000 jobs, financial activities added 27,000, and professional and business services added 26,000. Financial activity, boosted by credit intermediation and related activities (+11,000), experienced its strongest payroll increase since September 2006.
The loss of goods-producing jobs was held to 12,000 in July. Construction, which lost 12,000 jobs, contributed most of the losses to this sector. July’s construction payroll reduction also exceeds the industry’s average monthly payroll change since the start of 2007 (−4,000). However, the employment losses in this sector remain relatively small compared to the sharp contraction recently observed in homebuilding activity. Since last August, employment in construction has declined less than 1 percent. During the same period, total housing starts declined 30.4 percent. If these differing trends reflect the lagged adjustment of employment to slowing activity in this sector, overall employment growth in the coming months may decline further. The loss of manufacturing jobs, which numbered only 2,000, was well above the manufacturing industry’s average monthly loss of 13,000 jobs so far in 2007.
Labor Market Conditions
| Average monthly change | |||||||||
|---|---|---|---|---|---|---|---|---|---|
| (thousands of employees, NAICS) | |||||||||
| 2004 | 2005 | 2006 | Jan-Jun 2007 | July 2007 | |||||
| Payroll employment | 172 |
212 |
189 |
144 |
92 |
||||
| Goods-producing | 28 |
32 |
9 |
−14 |
−12 |
||||
| Construction | 26 |
35 |
11 |
−4 |
−12 |
||||
| Manufacturing | 0 |
−7 |
−7 |
−13 |
−2 |
||||
| Durable goods | 8 |
2 |
0 |
−12 |
3 |
||||
| Nondurable goods | −9 |
−9 |
−6 |
−1 |
−5 |
||||
| Service-providing | 144 |
180 |
179 |
157 |
104 |
||||
| Retail trade | 16 |
19 |
−3 |
10 |
−1 |
||||
| Financial activitiesa | 8 |
14 |
16 |
4 |
27 |
||||
| PBSb | 38 |
57 |
42 |
18 |
26 |
||||
| Temporary help svcs. | 11 |
18 |
−1 |
−8 |
−7 |
||||
| Education and health svcs. | 33 |
36 |
41 |
49 |
39 |
||||
| Leisure and hospitality | 25 |
23 |
38 |
33 |
22 |
||||
| Government | 14 |
14 |
20 |
24 |
−28 |
||||
| Average for period (percent) | |||||||||
| Civilian unemployment rate | 5.5 |
5.1 |
4.6 |
4.5 |
4.6 |
||||
a.Financial activities include the finance, insurance, and real estate sector and the rental and leasing sector.
b. PBS is professional business services (professional, scientific, and technical services, management of companies and enterprises, administrative and support, and waste management and remediation services.
Source: U.S. Department of Labor, Bureau of Labor Statistics.
08.06.07
Economic Activity and Labor
The Advance GDP Report
by Tim Dunne and Brent Meyer
Real Gross Domestic Product (GDP) grew at a 3.4 percent annual rate in the second quarter of 2007, according to the advance estimate released by the Bureau of Economic Analysis (BEA). The acceleration from first quarter’s four-year low (0.6 percent) reflected strong increases in private nonresidential investment and exports, a decline in imports, and some slowing in the recent losses in residential fixed investment. A decrease in personal consumption expenditures in the second quarter—from 3.7 percent to 1.3 percent—partly offset the gains seen in the other components. The decrease in personal consumption expenditures was primarily due to a drop in demand for durable and nondurable goods, which fell from 8.8 percent to 1.3 percent and 3.0 percent to −0.8 percent, respectively.
Real GDP and Components 2007:IIQ
| Change, billions of 2000$ | Annualized percent change, last: | ||||
|---|---|---|---|---|---|
| Quarter | Four quarters | ||||
| Real GDP | 95.3 |
3.4 |
1.8 |
||
| Personal consumption | 25.7 |
1.3 |
2.9 |
||
| Durables | 5.0 |
1.6 |
5.0 |
||
| Nondurables | −4.8 |
−0.8 |
2.4 |
||
| Services | 25.2 |
2.2 |
2.7 |
||
| Business fixed investment | 25.9 |
8.1 |
3.4 |
||
| Equipment | 5.9 |
2.3 |
0.1 |
||
| Structures | 14.5 |
22.2 |
11.5 |
||
| Residential investment | −12.1 |
−9.2 |
−15.9 |
||
| Government spending | 20.9 |
4.3 |
2.0 |
||
| National defense | 11.2 |
9.4 |
3.0 |
||
| Net exports | 34.2 |
— |
— |
||
| Exports | 21.2 |
6.4 |
6.8 |
||
| Imports | −13.1 |
−2.6 |
2.0 |
||
| Change in business inventories | 3.5 |
— |
— |
||
Source: Bureau of Economic Analysis.
Looking at the contribution of individual components to the percent change in real GDP, we see that business fixed investment added 0.8 percent to real GDP growth, doubling its average contribution of 0.4 percent over the last four quarters. Also, the free fall in residential fixed investment abated somewhat, and this component took away only 0.5 percentage point of growth, compared to 0.9 over the last four quarters. Exports grew in the second quarter almost as strongly as they had over the past year, adding 0.7 percentage point; and imports actually fell for the first time since 2003, boosting real GDP growth by one-half of a percentage point.
Real GDP growth for the second quarter came in slightly above expectations and its 30-year average of 3.2 percent. The July 10 Blue Chip forecast had predicted second-quarter growth of 3.0 percent. Looking ahead to the next four quarters, expectations are for growth to average 2.8 percent.
It is important to note that the most recent data are from the advance estimate and are subject to further revisions that may significantly change our current perceptions. Not only does the BEA revise current data, once a year (usually in July) it also “benchmarks” historical data to “incorporate newly available and more comprehensive source data, as well as improve estimating methodologies.” The most recent benchmark revised the data back to 2004, considerably changing what we thought we knew about the economy over the past few years.
The estimates were almost exclusively revised down. In fact, the estimate for the average annualized percent change of real GDP in 2004 was revised down to 2.7 percent from 3.0 percent. The revisions were just as striking for personal consumtion expenditures and private fixed investment. Annualized average growth of personal consumption expenditures dropped to 3.3 percent from 3.6 percent, and private fixed investment dropped from 3.6 to 3.2 on average. An implication of these downward revisions in real GDP growth is that productivity growth may not have been as robust as previously thought. However, the revisions to the productivity growth series will also depend upon upcoming revisions that the BLS makes to the payroll series. If payrolls are also revised downward, then the net effect on the productivity numbers remains uncertain.
07.31.07
Economic Activity and Labor
How Do Americans Spend Their Time?
The American Time Use Survey (ATUS), which has been sponsored by the Bureau of Labor Statistics and conducted by the U.S. Census Bureau since 2003, provides information about how people in the United States spend their time on an average day 1. By including valuable information about what activities people do during the day and how much time they spend doing each, the survey creates a larger picture of employment. For instance, on an average day in 2006, people spent 3.40 hours working. However, only about 45 percent of the entire population (51 percent of men and 39 percent of women) worked on an average day. Among the civilian population, the average daily number of work hours was 7.59 (8.04 hours for men and 7.04 for women).
Not surprisingly, sleeping was the most time-consuming daily activity for the civilian population as a whole. Leisure and sports came next, with 5.09 hours; much of their leisure time was spent watching television (about 2.58 hours a day).
It is important to recognize that time allocation can differ significantly among subgroups within the civilian population. Consider, for instance, that the average workday for employed adults aged 25 to 54 with children was eight hours in 2005. This subgroup used significantly less time for sleeping (7.6 hours) and leisure (2.6 hours) than the civilian population as a whole, seemingly to compensate for the extra hours spent working.
ATUS data also provide information about the timing and location of certain activities. For instance, we can see how many people work on weekends or at home. It turns out that in 2003–05, about 32 percent of employed people worked on an average weekend day. Among those holding more than one job, 57 percent worked weekends. More interestingly, 18 percent of single-job holders aged 15 and older worked at home on the average work day. For multiple-job holders, this proportion is 32 percent. The proportions working at home are higher for self-employed workers (47 percent) and those with a bachelor’s degree or higher (33 percent).
























































