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January 9, 2015
Gauging Inflation Expectations with Surveys, Part 3: Do Firms Know What They Don’t Know?
In the previous two macroblog posts, we introduced you to the inflation expectations of firms and argued that the question you ask matters a lot. In this week's final post, we examine another important dimension of our data: inflation uncertainty, a topic of some deliberation at the last Federal Open Market Committee meeting (according to the recently released minutes).
Survey data typically measure only the inflation expectation of a respondent, not the certainty surrounding that prediction. As a result, survey-based measures often use the disagreement among respondents as a proxy for uncertainty, but as Rob Rich, Joe Tracy, and Matt Ploenzke at the New York Fed caution in this recent blog post, you probably shouldn't do this.
Because we derive business inflation expectations from the probabilities that each firm assigns to various unit cost outcomes, we can measure the inflation uncertainty of a respondent directly. And that allows us to investigate whether uncertainty plays a role in the accuracy of firm inflation predictions. We wanted to know: Do firms know what they don't know?The following table, adapted from our recent working paper, reports the accuracy of a business inflation forecast relative to the firm's inflation uncertainty at the time the forecast was made. We first compare the prediction accuracy of firms who have a larger-than-average degree of prediction uncertainty against those with less-than-average uncertainty. We also compare the most uncertain firms with the least uncertain firms.
On average, firms provide relatively accurate, unbiased assessments of their future unit cost changes. But the results also clearly support the conclusion that more uncertain respondents tend to be significantly less accurate inflation forecasters.Maybe this result doesn't strike you as mind-blowing. Wouldn't you expect firms with the greatest inflation uncertainty to make the least accurate inflation predictions? We would, too. But isn't it refreshing to know that business decision-makers know when they are making decisions under uncertainty? And we also think that monitoring how certain respondents are about their inflation expectation, in addition to whether the average expectation for the group has changed, should prove useful when evaluating how well inflation expectations are anchored. If you think so too, you can monitor both on our website's Inflation Project page.
January 7, 2015
Gauging Inflation Expectations with Surveys, Part 2: The Question You Ask Matters—A Lot
In our previous macroblog post, we discussed the inflation expectations of firms and observed that—while on average these expectations look similar to that of professional forecasters—they reveal considerably more variation of opinion. Further, the inflation expectations of firms look very different from what we see in the household survey of inflation expectations.
The usual focal point when trying to explain measurement differences among surveys of inflation expectations is the respondent, or who is taking the survey. In the previous macroblog post, we noted that some researchers have indicated that not all households are equally informed about inflation trends and that their expectations are somehow biased by this ignorance. For example, Christopher Carroll over at Johns Hopkins suggests that households update their inflation expectations through the news, and some may only infrequently read the press. Another example comes from a group of researchers at the New York Fed and Carnegie Mellon They've suggested that less financially literate households tend to persistently have the highest inflation expectations.
But what these and related research assume is that whom you ask the question of is of primary significance. Could it be that it's the question being asked that accounts for such disagreement among the surveys?
We know, for example, that professional forecasters are asked to predict a particular inflation statistic, while households are simply asked about the behavior of "prices in general" and prices "on the average." To an economist, these amount to pretty much the same thing. But are they the same thing in the minds of non-economists?You may be surprised, but the answer is no (as a recent Atlanta Fed working paper discussed). When we asked our panel of firms to predict by how much "prices will change overall in the economy"—essentially the same question the University of Michigan asks households—business leaders make the same prediction we see in the survey of households: Their predictions seem high relative to the trend in the inflation data, and the range of opinion among businesses on where prices "overall in the economy" are headed is really, really wide (see the table).
But what if we ask businesses to predict a particular inflation statistic, as the Philly Fed asks professional forecasters to do? We did that, too. And you know what? Not only did a majority of our panelists (about two-thirds) say they were "familiar" with the inflation statistic, but their predictions looked remarkably similar to that of professional forecasters (see the table).
So when we ask firms to answer the same question asked of professional forecasters, we got back something that was very comparable to responses given by professional forecasters. But when you ask firms the same question typically asked of households, we got back responses that looked very much like what households report.
Moreover, we dug through the office file cabinets, remembering a related table adapted from a joint project between the Cleveland Fed and the Ohio State University that was highlighted in a 2001 Cleveland Fed Economic Commentary. In August 2001, a group of Ohio households were asked to provide their perception of how much the Consumer Price Index (CPI) had increased over the last 12 months, and we compared it with how much they thought "prices" had risen over the past 12 months.The households reported that the CPI had risen 3 percent—nearly identical to what the CPI actually rose over the period (2.7 percent). However, in responding to the vaguely worded notion of "prices," the average response was nearly 7 percent (see the table). So again, it seems that the loosely defined concept of "prices" is eliciting a response that looks nothing like what economists would call inflation.
So it turns out that the question you ask matters—a lot—more so, evidently, than to whom you ask the question. What's the right question to ask? We think it's the question most relevant to the decisions facing the person you are asking. In the case of firms (and others, we suspect), what's most relevant are the costs they think they are likely to face in the coming year. What is unlikely to be top-of-mind for business decision makers is the future behavior of an official inflation statistic or their thoughts on some ambiguous concept of general prices.
In the next macroblog post, we'll dig even deeper into the data.
January 5, 2015
Gauging Inflation Expectations with Surveys, Part 1: The Perspective of Firms
Central bankers measure inflation expectations in more than a few ways, which is another way of saying no measure of inflation expectations is entirely persuasive.
Survey data on inflation expectations are especially hard to interpret. Surveys of professional economists, such as the Federal Reserve Bank of Philadelphia's Survey of Professional Forecasters, reveal inflation expectations that, over time, track fairly close to the trend in the officially reported inflation data. But the inflation predictions by professional forecasters are extraordinarily similar and call into question whether they represent the broader population.
The inflation surveys of households, however, reveal a remarkably wide range of opinion on future inflation compared to those of professional forecasters. Really, really wide. For example, in any particular month, 13 percent of the University of Michigan's survey of households predicts year-ahead inflation to be more than 10 percent, an annual inflation rate not seen since October 1981. Even in the aggregate, the inflation predictions of households persistently track much higher than the officially reported inflation data (see the chart). These and other curious patterns in the household survey data call into question whether these data really represent the inflation predictions on which households act.
Even if you're unfamiliar with the literature on this subject, the above observations may not strike you as particularly hard to believe. Economists are, presumably, expert on inflation, while households experience inflation from their own unique—some would suggest even uninformed—perspectives.
We have yet another survey of inflation expectations, one from the perspective of businesses leaders. We think this may be an especially useful perspective on future inflation since business leaders, after all, are the price setters. Our survey has been in the field for a little more than three years now—just long enough, we think, to step back and take stock of what business inflation expectations look like, especially in comparison to the other survey data.
Our initial impressions are reported in a recent Atlanta Fed working paper, and the next few macroblog posts will share some of our favorite observations from this research.
We have been asking firms to assign probabilities to possible changes in their unit costs over the year ahead. From these probabilities, we compute how much firms think their costs are going to change in the coming year and how certain they are of that change (see the table). What we find is that the inflation expectations of firms, on average, look something like the inflation predictions of professional forecasters, but not so much like the predictions of households.
But we also find that there is a significant range of opinion among firms, more so than the range of opinions that forecasting professionals express. Some of the variation among firms appears to be related to their particular industries and are broadly correlated with the uneven cost pressures shown in similar industrial breakdowns of the Producer Price Index from the U.S. Bureau of Labor Statistics (see the table).
So what we have now are three surveys of inflation expectations, each yielding very different inflation predictions. What accounts for the variation we see across the surveys? Our survey allows us to experiment a bit, which was one of the motivations for conducting it. We didn't just want to measure the inflation expectations of firms; we wanted to learn about those expectations. In the next few macroblog posts, we'll tell you a few of the things we've learned. And we think some of our initial findings will surprise you.
August 18, 2014
Are You Sure We're Not There Yet?
In recent macroblog posts, our colleagues Dave Altig and John Robertson have posed the questions Getting There? and Are We There Yet?, respectively. "There" in these posts refers to "full employment." Dave and John conclude that while we may be getting there, we're not there yet.
Not everyone agrees with that assessment, of course. Among the recent evidence some observers cite in defense of an approaching full-employment and growing wage pressures is the following chart. It shows a rather strong correlation between survey data from the National Federation of Independent Business (NFIB) on the proportion of firms planning to raise worker compensation over the next three months and lagged wage and salary growth (see the chart). (This recent post from the Dismal Scientist blog and this short article from the Dallas Fed also discuss this assessment.)
OK, no people brave enough to weigh in on this issue are actually saying they know for certain where the line is that separates rising wage pressures from just more of the same. But if you are looking for a sign of impending wage pressure, the chart above certainly looks compelling. Well, except that a pretty large gap has opened up between the behavior of the NFIB survey data and the actual growth trend in compensation since 2011. We'll have more on that in a moment.
The Federal Reserve Bank of Atlanta also conducts a survey of businesses, and among the things we occasionally ask our panel is how much they expect to adjust their compensation of workers (including benefits) in the year ahead. But our survey data aren't showing the same rise in compensation expectations that we see in the NFIB survey data (see the tables).
Of the 210 business respondents who answered the compensation question in our August survey, 81 percent expect to increase compensation over the next 12 months, compared with 4 percent who expect to reduce compensation for the next 12 months. In other words, on net, 77 percent of the businesses in our panel expect to raise compensation during the next 12 months. This share is a shade less than the proportion of firms that expected to increase compensation in May 2013.
Our survey data are not directly comparable to the NFIB since the NFIB survey asks firms about their plans during the next three months, and we ask about plans during the coming 12 months. Moreover, the NFIB surveys small businesses—roughly 75 percent of the businesses in the NFIB survey employ fewer than 20 workers, and about 60 percent employ fewer than 10.
So we cut our survey to isolate the smaller firms. The first observation we note is that as the size of the firm shrinks, so does the proportion of small firms planning to increase wages. This result isn't especially surprising since the small firms in our panel report considerably worse prevailing business conditions than do the large firms. But more to the point, we still fail to pick up a rise in expected wage pressure. On net in August, 53 percent of the firms in our panel that employ fewer than 20 workers expect to raise worker compensation during the next 12 months. That percent is down from 69 percent of similarly sized firms in May 2013.
Further, the average amount that firms expect to increase wages (2.7 percent) is also about unchanged from 15 months ago (2.8 percent), and this result is rather consistent by firm size and industry. If anything, our panel of businesses reports less expected compensation pressure in the year ahead than when we last asked them in May 2013. So no matter how we cut our panel data, we have trouble confirming the story that firms are anticipating significantly more wage pressure today than a year or so ago.
But maybe this is missing the big point of the figure that kicked off this post. Since about 2011, there appears to be a growing discrepancy between the recent trend in the NFIB survey on compensation increases and actual compensation increases. One could interpret that observation in two very different ways. The first is that the growing gap between the NFIB survey data and actual wage growth suggests pressure on compensation that will soon break loose. Perhaps. But another interpretation is that the relationship between the NFIB survey and actual wage increases has broken down recently. Correlation is different than causation, and many correlations coming from the labor market in recent years appear to be deviating from their historical norms. Isn't that the takeaway of the two earlier macroblog posts?
We're not brave enough to say that we know for certain that the economy isn't on the verge of an accelerated pace of compensation growth. But, if we were brave enough, we'd say our survey data indicate that such acceleration is unlikely.
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