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For use at 2:00 PM EST
Wednesday
October 19, 2022

The Beige Book
Summary of Commentary on Current Economic Conditions
By Federal Reserve District

October 2022

Federal Reserve Districts

Minneapolis

Boston
New York
Chicago

Cleveland

Philadelphia

San Francisco
Kansas City

Dallas

Alaska and Hawaii
are part of the
San Francisco District.

St. Louis

Richmond

Atlanta

The System serves commonwealths and territories as follows: the New York Bank serves the
Commonwealth of Puerto Rico and the U.S. Virgin Islands; the San Francisco Bank serves
American Samoa, Guam, and the Commonwealth of the Northern Mariana Islands.

This report was prepared at the Federal Reserve Bank of Dallas based on information collected on or
before October 7, 2022. This document summarizes comments received from contacts outside the
Federal Reserve System and is not a commentary on the views of Federal Reserve officials.

National Summary
Boston

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A-1

The Beige Book is a Federal Reserve System publication about current
economic conditions across the 12 Federal Reserve Districts. It characterizes regional economic conditions and prospects based on a variety
of mostly qualitative information, gathered directly from each District’s
sources. Reports are published eight times per year.

B-1

What is the purpose of the Beige Book?

First District

New York
Second District

Philadelphia

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Third District

Cleveland

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Fourth District

Richmond

E-1

Fifth District

Atlanta

F-1

Sixth District

Chicago

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Seventh District

St. Louis

H-1

Eighth District

Minneapolis

I-1

Ninth District

Kansas City

J-1

Tenth District

Dallas

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Eleventh District

San Francisco
Twelfth District

What is the Beige Book?

L-1

The Beige Book is intended to characterize the change in economic
conditions since the last report. Outreach for the Beige Book is one of
many ways the Federal Reserve System engages with businesses and
other organizations about economic developments in their communities. Because this information is collected from a wide range of contacts through a variety of formal and informal methods, the Beige Book
can complement other forms of regional information gathering. The
Beige Book is not a commentary on the views of Federal Reserve
officials.

How is the information collected?
Each Federal Reserve Bank gathers information on current economic
conditions in its District through reports from Bank and Branch directors, plus interviews and online questionnaires completed by businesses, community organizations, economists, market experts, and other
sources. Contacts are not selected at random; rather, Banks strive to
curate a diverse set of sources that can provide accurate and objective
information about a broad range of economic activities. The Beige
Book serves as a regular summary of this information for the public.

How is the information used?
The information from contacts supplements the data and analysis used
by Federal Reserve economists and staff to assess economic conditions in the Federal Reserve Districts. The qualitative nature of the
Beige Book creates an opportunity to characterize dynamics and identify emerging trends in the economy that may not be readily apparent in
the available economic data. This information enables comparison of
economic conditions in different parts of the country, which can be
helpful for assessing the outlook for the national economy.

The Beige Book does not have the type of information I’m looking
for. What other information is available?
The Federal Reserve System conducts a wide array of recurring surveys of businesses, households, and community organizations. A list of
statistical releases compiled by the Federal Reserve Board is available
here, links to each of the Federal Reserve Banks are available here,
and a summary of the System’s community outreach is available here.
In addition, Fed Listens events have been held around the country to
hear about how monetary policy affects peoples’ daily lives and livelihoods. The System also relies on a variety of advisory councils—
whose members are drawn from a wide array of businesses, non-profit
organizations, and community groups—to hear diverse perspectives on
the economy in carrying out its responsibilities.

National Summary
The Beige Book ■ October 2022

Overall Economic Activity
National economic activity expanded modestly on net since the previous report; however, conditions varied across
industries and Districts. Four Districts noted flat activity and two cited declines, with slowing or weak demand attributed
to higher interest rates, inflation, and supply disruptions. Retail spending was relatively flat, reflecting lower discretionary spending, and auto dealers noted sustained sluggishness in sales stemming from limited inventories, high vehicle
prices, and rising interest rates. Travel and tourist activity rose strongly, boosted by continued strength in leisure activity and a pickup in business travel. Manufacturing activity held steady or expanded in most Districts in part due to easing in supply chain disruptions, though there were a few reports of output declines. Demand for nonfinancial services
rose. Activity in transportation services was mixed, as port activity increased strongly whereas reports of trucking and
freight demand were mixed. Rising mortgage rates and elevated house prices further weakened single-family starts
and sales, but helped buoy apartment leasing and rents, which generally remained high. Commercial real estate
slowed in both construction and sales amid supply shortages and elevated construction and borrowing costs, and there
were scattered reports of declining property prices. Industrial leasing remained robust, while office demand was tepid.
Bankers in most reporting Districts cited declines in loan volumes, partly a result of shrinking residential real estate
lending. Energy activity expanded moderately, whereas agriculture reports were mixed, as drought conditions and high
input costs remained a challenge. Outlooks grew more pessimistic amidst growing concerns about weakening demand.

Labor Markets
Employment continued to rise at a modest to moderate pace in most Districts. Several Districts reported a cooling in
labor demand, with some noting that businesses were hesitant to add to payrolls amid increased concerns of an economic downturn. There were also scattered mentions of hiring freezes. Overall labor market conditions remained tight,
though half of Districts noted some easing of hiring and/or retention difficulties. Competition for workers has led to
some labor poaching by competitors or competing industries able to offer higher pay. Wage growth remained widespread, though an easing was reported in several Districts. Some businesses said elevated inflation and higher costs
of living were pushing wages up, coupled with upward pressure from labor market tightness. Contacts expect wage
growth to continue as higher pay remains essential for retaining talent in the current environment.

Prices
Price growth remained elevated, though some easing was noted across several Districts. Significant input price increases were reported in a variety of industries, though some declines in commodity, fuel, and freight costs were noted.
Growth in selling prices was mixed, with stronger increases reported by some Districts and a moderation seen in others. Some contacts noted solid pricing power over the past six weeks, while others said cost passthrough was becoming more difficult as customers push back. Looking ahead, expectations were for price increases to generally moderate.

Highlights by Federal Reserve District
Boston

New York

Business activity in the First District was up slightly,
employment increased modestly, and wage increases
were moderate. Prices were mostly flat and pricing pressures eased. Travel and tourism enjoyed robust growth,
while retail sales growth and manufacturing demand
slowed somewhat. Real estate markets weakened further on rising interest rates. The outlook turned more
pessimistic as recession fears spread.

Economic activity contracted at a modest pace, while
employment continued to grow modestly with labor
shortages easing somewhat. Pricing pressures remained
persistent, though wage growth slowed a bit. Tourism
remained strong, while consumer spending was flat and
manufacturing activity weakened slightly. Businesses
were increasingly pessimistic about the outlook.

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National Summary
Philadelphia

mand and increased price sensitivity, labor shortages
continued to restrict activity. Firms struggled to pass on
input price increases. Rising interest rates slowed homebuying activity and new construction. Contacts expect
little improvement in supply chain issues and consumer
demand in the upcoming months.

Business activity remained flat during the current Beige
Book period. Manufacturing, consumer spending, new
home construction, and existing home sales declined.
Employment grew slightly, but talk of a recession rose.
Firms reported wage pressures continued to subside, but
growth maintained a moderate pace. Price growth
slowed to a moderate pace. Hiring, supply chains, and
price growth remained key challenges for most firms.

Minneapolis
The region’s economy expanded slightly since August.
Employment grew slightly and wage pressures remained
high. Inflationary pressures eased but stayed strong.
Manufacturing growth continued, though some firms
reported a softening in incoming orders. Consumer
spending increased, but saw some weak spots. Home
construction and sales remained soft, while commercial
building and leasing activity improved slightly.

Cleveland
Business activity was generally flat in the District, though
reports varied considerably across sectors. Contacts
were less optimistic about the near-term outlook amid
persistent inflation and higher interest rates. Still, firms
plan to add workers in coming months, though more are
taking a wait-and-see attitude toward hiring. Upward cost
and price pressures eased further, but the relief was uneven.

Kansas City
The Tenth District economy expanded at a modest pace.
Employment grew moderately based on the momentum
of past job postings, but showed signs of cooling. Contacts reported an increase in the use of gig work to supplement household income amid rapidly rising prices.
Energy activity expanded at a robust pace. Drought
conditions adversely impacted crop harvests in some
District states, but financial conditions among farmers
remained strong.

Richmond
Economic activity was little changed as consumer
spending grew at a modest rate, but a number of sectors
reported flat to somewhat declining growth. Employment
grew moderately and the overall labor market remained
tight. Many firms continued to report labor shortages,
rising wages, and use of non-wage incentives to recruit
and retain staff. Prices grew strongly on a year-over-year
basis, but growth moderated slightly in recent weeks.

Dallas
Modest economic growth in the district continued overall,
though declines were seen in retail sales, home sales,
and lending. Employment grew solidly but wage growth
eased slightly. Selling price growth eased slightly as
well. Outlooks were generally pessimistic outside of the
energy industry, with contacts voicing concern about
inflation, labor shortages, and weakening demand.

Atlanta
Economic activity expanded slightly. Labor markets improved, but wage pressures continued. Some nonlabor
costs moderated. Year-over-year retail sales were flat.
Leisure travel activity softened while business travel
strengthened. Housing demand declined. Commercial
real estate conditions were mixed. Manufacturing activity
was strong. Transportation demand remained mixed.
Banking conditions were steady.

San Francisco
Economic activity expanded modestly. Hiring activity
grew at a modest pace amid tight labor market conditions. Wages and prices increased further, albeit at a
slower pace. Retail sales grew and demand for services
strengthened. Conditions improved modestly in the
manufacturing sector but worsened somewhat in the
agriculture sector. Residential real estate activity eased
further, and lending activity dropped slightly.

Chicago
Economic activity was little changed. Employment increased moderately, business spending was up slightly,
consumer spending was little changed, manufacturing
declined slightly, and construction and real estate activity
moved down modestly. Wages rose rapidly, as did most
prices. Financial conditions tightened moderately. Agriculture profit expectations for 2022 remained positive.
Inflation continued to put pressure on household budgets.

St. Louis
Economic conditions have declined slightly since our
previous report. Although firms reported softening de-

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Federal Reserve Bank of

Boston

The Beige Book ■ October 2022

Summary of Economic Activity
Business activity in the First District was up slightly on balance, and employment increased modestly. Wage increases
were moderate on average, but wages stabilized in many cases. Prices were mostly flat, and many contacts noted an
easing of cost pressures. Travel and tourism contacts enjoyed robust summer activity. Retail revenue growth slowed
modestly or missed expectations but did not turn negative. Demand slowed on balance among manufacturers, although
revenues still grew in most cases owing to earlier price increases; demand for semiconductor chips fell precipitously,
however. Commercial real estate activity slowed moderately, and warning signs flashed on the financing side. Home
sales remained down sharply on a year-over-year basis as home prices levelled off. The outlook turned more pessimistic, as recession fears spread, but many contacts remained at least cautiously optimistic for their own businesses.

Labor Markets

Prices

Employment was up modestly, and wage growth was
mixed. Labor markets remained tight but hiring and
retention difficulties abated for some contacts and were
stable, if still elevated, for most. Travel industry contacts
engaged in a limited amount of hiring and their headcounts were roughly stable at desired levels. One retailer
increased headcounts moderately in anticipation of a
strong holiday season, and mostly reached their hiring
targets. Manufacturers engaged in modest hiring on
balance, but one instituted a hiring freeze in anticipation
of a 2023 recession. Among software and IT services
contacts headcounts increased moderately, and all but
one contact experienced decreased turnover (another
saw higher attrition). Hospitality industry contacts reported average wage increases of 15 percent from a year
earlier, with most of the growth occurring in recent
months. Software and IT firms held wages steady or
offered selected wage increases and bonuses, rather
than permanent raises for all. A clothing retailer paused
wage increases, having implemented substantial raises
earlier in the year, but expects to offer signing bonuses
to attract more seasonal hires. Manufacturing wage
growth ranged from flat to above average. The hiring
outlook was mixed, and some contacts expressed concerns about adding too many workers in the lead-up to a
possible downturn.

Prices were mostly stable, with isolated exceptions. A
clothing retailer posted high single-digit markups in response to earlier cost pressures. Average nightly hotel
room rates in the Boston area fell roughly 13 percent
from May to August but remained up 20 percent from
August 2021. Manufacturing contacts said that cost
pressures had stabilized or eased slightly in recent
months and that their output prices were mostly unchanged from last quarter. For retailers as well as manufacturers, supply chain issues appeared to be relenting
and inventories approached desired levels. Half of software and IT firms increased their prices this year, by
modest to above-average margins, while other IT firms
had stable prices. Most contacts expected to hold prices
firm moving forward based on having made significant
price hikes earlier in 2022, but a select few said that their
prices still lagged relative to their costs and planned to
make at least modest increases in the coming months.

Retail and Tourism
First District retail contacts reported somewhat softer
sales while tourism contacts saw strong increases in
activity. A clothing retailer experienced modestly slower
over-the-year revenue growth compared with second
quarter results. Cape Cod retailers drew weaker than
expected summer revenues and attributed that outcome
to too few rainy days (which push customers into the
stores), but nonetheless the season’s sales results were

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Federal Reserve Bank of Boston
described as “good.” Airline passenger traffic through
Boston, both domestic and international, increased
steadily in the summer months. As of August, international passenger volume had reached 85 percent of its
2019 level. Advance airline bookings for the fall showed
further gains in all types of travel. Cruise ship activity
increased substantially, surpassing operators’ expectations. The Greater Boston hotel occupancy rate roughly
doubled in the past six months, and as of August 2022
stood at nearly 80 percent of its comparable prepandemic level. Convention activity also accelerated,
with attendance nearing 90 percent of pre-pandemic
levels. Contacts in Cape Cod reported another recordsetting season for its hospitality industry. Retail contacts
expected a strong holiday season and tourism contacts
were very optimistic for further recovery.

and was expected to remain flat in coming months.
Contacts expected steady demand during the next quarter and expressed positive outlooks for their respective
companies. However, they raised concerns about external downside risk factors such as inflation, financial
market instability, labor cost pressures, and rising
COVID-19 cases.

Commercial Real Estate
Commercial real estate activity slowed moderately in the
First District. Contacts reported scant office leasing
activity, with low rents and high vacancy rates that were
nonetheless roughly stable. Work-from-home policies
continued to depress daytime office occupancy well
below seasonal expectations. Vacancy rates for industrial space remained historically low, in the low single
digits, and rents stayed high. However, multiple contacts
reported a larger number of acquisition and leasing
contracts falling through. Retail leasing and acquisition
markets were little changed, and retail remains a
“tenant’s market,” according to one contact. Across
property types, lessors boosted their renovation budgets
to retain existing tenants, and rising borrowing costs
deterred new construction. Contacts were uniformly
pessimistic about the outlook for commercial real estate.
Rising interest rates and recession fears were expected
to continue to restrain both leasing and investment activity. Contacts expected property valuations to fall in the
coming months, possibly steeply. The outlook for the
office market was particularly bleak, with contacts anticipating weaker demand, negative absorption rates, and
increased foreclosure rates.

Manufacturing and Related Services
Revenue growth for manufacturers was mixed in the
latest cycle and forecasts for 2023 turned much more
pessimistic. Five of the seven firms we talked to reported
higher sales in dollars, but in three of those cases sales
by units were down. Two contacts said that revenue
growth had slowed as their customers worked through
inventories that had been accumulated earlier in the year
in what was described as panic buying. Demand for
semiconductor chips dropped sharply as a result of this
dynamic, and upstream demand for semiconductor
manufacturing equipment has “fallen off a cliff,” according to one contact. Capital expenditures were steady
from one year earlier, even for firms who recently made
significant downward revisions to their 2023 growth
forecasts. A common theme was that the tight labor
market was pushing manufacturers to look for ways to
automate more tasks. Most contacts remained optimistic
about 2023 but two said they were explicitly planning for
a recession. One contact was particularly worried about
the semiconductor industry and foresaw that major new
capital investments, motivated by the shortages in 2021
and 2022, would lead to a supply glut by the end of
2023.

Residential Real Estate
Prices began to level off in the First District’s residential
real estate markets in August as higher mortgage rates
cooled demand. While prices were up over-the-year (to
August) in all reporting markets, those increases were
substantially smaller than the over-the-year increases to
July, except in the case of condo markets in Maine and
New Hampshire, which had stable price growth. Inventory fell year-over-year in all reporting markets except for
Boston’s single-family homes. Relative to the previous
report, that fact translates to moderately lower inventories in all markets except Maine. Closed sales decreased
over-the-year to August, albeit by somewhat smaller
percentages than were reported in July. Contacts across
the region remarked that buyer demand had cooled,
shifting the negotiating power to buyers.■

Software and IT Services
Demand and revenue growth were stable or somewhat
higher in the third quarter among First District software
and IT contacts. Positive results were attributed to their
offering products that emphasize cost-cutting and efficiency, as well as to the ongoing recovery of their business clients’ end markets. Profits and margins were
roughly stable on balance. In terms of strategy, two
contacts mentioned that their services help clients to
mitigate the impact of rising employment costs. For most
firms, capital and technology spending was unchanged

For more information about District economic conditions visit:
www.bostonfed.org/regional‐economy

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Federal Reserve Bank of

New York
The Beige Book ■ October 2022

Summary of Economic Activity
Economic activity in the Second District continued to contract at a modest pace in the latest reporting period, amidst
ongoing but somewhat less severe worker shortages and supply disruptions. Business contacts have become more
pessimistic about the near-term outlook. Increases in both selling prices and input prices have persisted, while wage
growth has shown signs of slowing. Businesses continued to hire, albeit at a somewhat slower pace than in recent
months, and there have been scattered reports of layoffs. Manufacturing activity weakened slightly. Consumer spending
remained flat, while tourism has been increasingly robust. The home sales market continued to soften, and the rental
market appears to have leveled off, as concerns about housing affordability persist. Commercial real estate markets
were slightly weaker overall, and construction activity continued to trend lower. Conditions in the broad finance sector
deteriorated, and regional banks reported widening loan spreads and weakening loan demand.

Labor Markets

as in the prior report. However, construction and transportation sector contacts indicated some slowing in the
pace of cost increases. There were also scattered reports of price declines for certain products, such as
lumber and fuel. Contacts across most major sectors
expect continued widespread escalation in costs.

Employment continued to increase modestly, with some
signs that labor shortages have eased a bit. One upstate
New York employment agency noted that hiring activity
has remained steady, led by solid demand for tech workers, while the supply of available job candidates has
increased somewhat. A New York City agency also reported steady demand for workers overall; despite some
layoff announcements, mostly in the finance sector, it has
yet to see any significant increase in available candidates. Leisure & hospitality firms reported a marked
pickup in hiring, and businesses in wholesale trade,
information, and professional & business services reported that they continued to hire, on net. Firms in almost all
industry sectors plan to add staff in the months ahead.

Selling price increases have slowed noticeably in the
manufacturing sector but not in the service sector. A
sizable and steady share of businesses in both sectors
said they plan to raise prices in the months ahead.

Consumer Spending
Consumer spending has been little changed in recent
weeks. Nonauto retailers reported that business has
picked up slightly, buoyed by the post-summer return to
the office and solid tourism, but are planning for tepid
holiday season sales. One retail contact noted that the
return to the office for some workers boosted sales of
formal wear, while sales of home goods and casual
apparel have been sluggish. Auto dealers in upstate
New York reported that sales of both new and used
vehicles were little changed at subdued levels in the
latest reporting period due to a combination of lack of
inventory and weaker demand. Inventory levels are
expected to increase somewhat in the coming months.
Consumer confidence across New York State remained
fairly high in September.

Contacts in the construction, transportation, and information industries reported some slowing in wage growth,
as did employment agencies in both upstate and downstate New York. In the education & health and leisure &
hospitality sectors, however, wage growth remains
strong. Businesses across all sectors continue to project
widespread wage hikes in the months ahead.

Prices
Most business contacts noted ongoing broad-based
escalation in the prices they pay, at about the same pace

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Federal Reserve Bank of New York

remained mostly steady at low levels, while real estate
contacts in upstate New York reported a slight increase.

Manufacturing and Distribution
Following a sharp decline in the prior reporting period,
manufacturing activity declined slightly in recent weeks,
and wholesale trade businesses reported a slight dip in
activity for the first time this year. In contrast, transportation & warehousing firms reported a pickup in growth.
Manufacturers reported that supply disruptions have
diminished slightly, while contacts in the distribution
industries report more marked improvement. Looking
ahead, businesses in all these sectors have grown increasingly pessimistic and do not expect much of a
pickup in the months ahead, though they do expect
supply disruptions to ease further.

Residential rental markets, which had been growing increasingly tight for most of the past year, appear to have
leveled off in recent weeks, though at elevated levels.
Rental vacancy rates across New York City have risen
modestly.
Commercial real estate markets have been mostly flat, on
balance, since the last report. Office markets were steady
to slightly firmer, with vacancy rates little changed but rents
rising modestly across most of the District. The industrial
market, on the other hand, has weakened: vacancy rates
rose, albeit from very low levels, and rents leveled off.
Retail rents were flat, while vacancy rates rose modestly
from already high levels.

Services
Activity in the service sector has continued to weaken
since the last report. Professional & business service
firms report fairly widespread declines in activity, and
contacts in the education & health and information sectors indicated slight weakening. Businesses in these
sectors have become somewhat less optimistic about
the near-term outlook and anticipate little or no growth in
the months ahead.

Contacts in real estate and construction continued to report deteriorating business conditions and expressed
increasingly widespread pessimism about the near-term
outlook. New multi-family construction starts have been
steady to somewhat lower, while new commercial construction has been moribund. There is a moderate volume
of ongoing construction—both multi-family and commercial—but that too has trended down.

In contrast, leisure & hospitality businesses reported a
marked pickup in activity and expressed mild optimism
about the outlook. Tourism in New York City has continued to show strength, buoyed by high attendance at
recent major events—notably UN General Council, Climate Week, and Comicon. Hotel occupancy rates are at
or above pre-pandemic levels, running around 90 percent in September, room rates are at record highs, and
year-ahead bookings have steadily trended up. An industry expert noted that companies that have gone fully
remote have increasingly been using conferences and
trade shows to bring people together. Attendance at
Broadway shows has climbed, and a record 19 new
shows are opening this season.

Banking and Finance
Regional bankers reported declines in loan demand across
all loan segments, and almost all respondents indicated
lower rates of refinancing activity. Credit standards generally remained unchanged across all loan categories. Loan
spreads widened, most notably for business loans, and
deposit rates continued to rise. Delinquency rates were
unchanged across all loan categories.

Community Perspectives
Inflation remains a major concern among many people in
the District. Community leaders worry that many residents
will have difficulty affording heat and other utilities as winter approaches. Housing affordability and food insecurity
remain ongoing concerns in the region, especially in light
of rising utility costs. Communities, school districts, and
tribal territories across some of the rural parts of the District indicated the need for adequate broadband access,
though targeted programs have provided some relief. ■

Real Estate and Construction
The home sales market continued to cool in September,
and the rental market showed signs of leveling off.
Across the District, both buyer traffic and sales volume
have diminished, bidding wars have reportedly become
less prevalent, and price reductions have grown more
common. In New York City, both sales volume and
signed contracts have declined markedly over the last
couple months but are at fairly normal levels. The inventory of homes on the market across New York City has

For more information about District economic conditions visit:
https://www.newyorkfed.org/regional‐economy

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Federal Reserve Bank of

Philadelphia
The Beige Book ■ October 2022

Summary of Economic Activity
On balance, business activity in the Third District has continued to hold steady since the prior Beige Book period. Consumer spending on food and manufacturing declined modestly, while most other sectors were little changed. Activity in a
few sectors remained below pre-pandemic levels. Employment continued to grow slightly. Wages and prices grew at a
moderate pace – a slower pace of growth in prices compared with the prior period. Firms continued to indicate that
wage and price pressures were, in fact, easing, but remained a challenge. Firms also cited some easing of the ongoing
challenges in hiring and supply chains. On balance, expectations for economic growth over the next six months increased for nonmanufacturing firms. Among manufacturers, expectations improved but remained negative. Expectations
for all firms remained well below their nonrecessionary historical averages. On average, sentiment appeared more
positive in the Greater Philadelphia region compared with the outlying areas of the Third District.

Labor Markets

veys, the share of nonmanufacturing firms reporting
higher wage and benefit costs per employee edged
down below 50 percent – the first time this share fell
below 50 percent since September 2021. No firms reported lower compensation.

Employment continued to grow slightly. Contacts described a heightened expectation of a recession, and
businesses intensified preparations for a downturn:
Multiple firms instituted a hiring freeze, others initiated
planning for layoffs if business conditions did not improve, and one firm noted broad-based layoffs were
already under way. While the share of firms reporting
employment increases declined for the second consecutive period, the share remained near 25 percent for
nonmanufacturing firms and near 15 percent for manufacturing firms.

Prices
On balance, prices rose moderately over the period –
slower than in the prior period. Several contacts noted
the rate of price increases had relented. However, price
growth remained widespread. The share of manufacturers reporting higher prices for factor inputs declined,
while those receiving higher prices for their own products
edged higher. The share of nonmanufacturers reporting
higher prices for their inputs rose, as did the share receiving higher prices from consumers for their own
goods and services.

Overall, most firms still describe hiring and retention as a
top concern. Most firms – 90 percent of manufacturing
and 83 percent of nonmanufacturing – reported labor
supply as constraining business operations to some
extent in the third quarter of 2022. Several contacts
noted firms were hesitant to lay off employees, given the
difficulty they have experienced hiring workers in recent
years.

About 60 percent of the manufacturing contacts continued to report they expect to pay higher prices over the
next six months, and just over half continued to expect to
receive higher prices for their own goods.

Firms continued to note that wage growth subsided in
recent months. One staffing firm noted that recent yearover-year wage growth – at about 8.5 percent – was
down nearly half (from 16 percent in December). However, wage inflation remains widespread and appears to
have maintained a moderate pace. In our monthly sur-

Manufacturing
On average, current manufacturing activity appeared to
decrease modestly – following a slight decline in the
prior period. The index for new orders fell from an already negative reading. The shipments index also

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Federal Reserve Bank of Philadelphia
declined, but remained positive, as firms worked through
backlogs.

ately during the period. Inflation is contributing more to
the growth during the current year relative to past years.

Despite the decline in manufacturing activity from the
prior period, a majority of the firms estimated increased
total production growth for the third quarter of 2022
compared with the second quarter. Nearly all firms reported labor supply and supply chains as constraints to
capacity utilization.

Loan volumes continued to grow at a moderate pace for
home mortgages, with multiple contacts noting an increase in volume of adjustable-rate mortgages. Volumes
also grew moderately for commercial and industrial
loans, in part reflecting a return to banks from borrowers
who previously relied on the bond market for funding,
according to a lender. Credit card volumes continued
growing moderately – a pace typically experienced this
season of the year.

Manufacturing firms’ expectations remained subdued.
The indexes for future activity and new orders trended
higher but remained well below historical averages for
nonrecessionary periods; the index for future activity
remained negative. About one-quarter of the firms expect supply chain disruptions to improve over the next
three months, while one-fifth expect them to worsen.

Real Estate and Construction
Homebuilders reported that contract signings for new
homes were down slightly – contract signings declined
modestly in the prior period. Furthermore, contacts noted
that traffic of prospective buyers also slowed noticeably
in recent weeks.

Consumer Spending
On balance, retailers (nonauto) and restaurateurs reported overall sales declined modestly from the prior period,
during which sales held steady. Contacts attributed the
decline in sales to both a slowdown in customer traffic
and smaller purchases per visit.

Existing home sales continued to fall slightly. While
prices continued to rise on a year-over-year basis, contacts noted that the percentage of houses selling for
more than the asking price declined, and the average
number of days houses are on the market increased.
Housing affordability remained a challenge, and rents
remained high. The share of 211 calls that sought assistance for housing have edged lower since the prior period, to 34 percent of total calls – 41 percent of those were
for rental assistance. Calls for help with utility bills edged
up to 21 percent, and calls regarding employment and
income edged up to 8 percent.

Auto dealers reported little change to the weak level of
sales observed during the prior period, and sales remain
significantly below the levels in 2019. Contacts noted
that inventories have improved slightly but remained
extremely low. While constrained supply makes it difficult
to observe demand, one contact reported that high prices and rising interest rates appeared to reduce demand
by pricing some potential customers out of the market.

On balance, construction activity and leasing activity for
commercial real estate continued to hold steady. The
markets for industrial/warehouse space and institutional
projects remained strong. Rents for multifamily housing
and industrial/warehouse space were little changed.
Contacts noted that high input prices remain a challenge
for construction, even as price growth continued to slow.
Multiple contacts reported that long-term land development and multifamily projects have been delayed as
interest rates rise and inflation concerns persist. ■

Overall, tourism continued to grow slightly. Business
travel continued its recovery but remains well below
2019 levels. Bookings for domestic leisure travel remained strong, particularly at shore and resort locations.
However, one contact noted that the amount of money
guests spend at their leisure destinations declined modestly in recent months.

Nonfinancial Services
On balance, nonmanufacturing activity appeared to
continue growing slightly. The indexes for general activity at the firm level, sales, and new orders increased from
the prior period. The share of firms reporting increases in
general activity increased, while the share of firms that
reported decreases was relatively stable.

Financial Services
The volume of bank lending (excluding credit cards)
grew moderately during the period (not seasonally adjusted) – at a faster pace than in the prior period, and
comparable with the same period in 2019. Growth was
balanced, as all loan segments grew modestly to moder-

For more information about District economic conditions visit:
www.philadelphiafed.org/regional-economy

C-2

Federal Reserve Bank of

Cleveland
The Beige Book ■ October 2022

Summary of Economic Activity
Fourth District business activity changed little in recent weeks, on balance, though it varied considerably by sector. On
the one hand, contacts said that higher interest rates dampened demand in rate sensitive sectors such as automobile
sales, residential real estate, and nonresidential construction. On the other hand, manufacturers experienced increased
demand with some reportedly benefitting from inventory replenishment and easing supply chain disruptions (which have
not yet normalized), and professional and business services firms reported further increases in demand from already
high levels. Looking forward, firms were generally more pessimistic about the near-term outlook than during the prior
reporting period, a situation which likely contributed to lowered capital spending plans as well. Labor demand was solid,
although fewer contacts reported adding staff to their payrolls than in the previous period. While cost and price pressures remained high, contacts again reported modest relief in recent weeks.

ther in recent weeks. The share of contacts reporting
higher costs was unchanged from the prior reporting
period, but the share reporting a decline in input costs
was at its highest in more than two years. Among the
latter was a national retailer who said that product costs
were still high, but lower than in the early spring and
summer. Freight costs, which have been a pain point for
most firms, continued to fall. In many cases in which
firms’ overall input costs rose, the rate of increase
slowed. As one manufacturer stated, “material prices
have leveled off and we are not seeing the large increases we were seeing in the first and second quarters.”

Labor Markets
Employment continued to increase, albeit at a slower
pace. Slower employment growth in recent cycles is
mostly a function of fewer firms adding to their staffing
levels and more holding steady. A much larger share of
contacts (roughly 60 percent, on average) indicated that
staffing levels were unchanged in the SeptemberOctober timeframe, compared to the share in the first
quarter, when roughly 40 percent reported the same.
One logistics contact said, “We would normally be hiring
more people at this time but economic uncertainty has
put our expansion plans on hold.” A small (15 percent)
but increased share of contacts reported reducing their
staffing levels, and nearly half of these were in construction. Looking forward, the net share of contacts planning
to add staff in coming months remained positive, but
smaller than during prior periods.

Selling price pressures remained elevated though they
too lessened further recently. The share of contacts
reporting an increase in selling prices dipped below 50
percent for the first time since April 2021. However, the
relief was uneven. One manufacturer acknowledged that
the firm was raising prices for smaller customers more
so than for large companies, and a freight hauler noted
that prices were falling in some regions while rising in
others. In addition, a national discount retailer said that
prices had come down in areas where demand had
fallen, even as its costs remained higher.

Wage pressures remained elevated. After trending down
through much of the year, the percentage of contacts
reporting higher wages was unchanged in recent weeks,
at a little more than 50 percent. Contacts indicated that
wage increases remained necessary to retain talent
amid a shallow pool of labor, which one described as
“more of a puddle than a pool.” Several contacts said
that labor markets are still tight and likely to remain so,
keeping upward pressure on wages for the near future.

Consumer Spending
Retailers reported weaker sales as consumers cautiously managed their budgets because of rising food and gas
prices. One general merchandiser noted consumers
continued trading down on items, most recently to

Prices
Cost pressures remained high, though they eased fur-

D-1

Federal Reserve Bank of Cleveland
canned goods from fresh foods. On balance, restauranteurs and tourism contacts reported that sales increased from those during the summer months. Still,
some reported guest counts had slowed, and that consumers had less spending power because of inflation.
Auto dealers reported flat or decreasing sales, noting
that consumers had become wary of higher payments
because of increased interest rates and higher vehicle
prices.

rates continued to dampen demand for new residential
mortgages and refinancing, and for auto loan originations. Lenders indicated that delinquency rates for commercial and consumer loans were still low, although a
few bankers noted a slight uptick in delinquencies on
auto and small-business loans. Contacts reported that
consumer deposit balances decreased slightly, and
some bankers indicated that customers were moving
deposits to higher-yield accounts. Bankers expected
overall loan demand to decline in the near term because
of interest rate expectations.

Manufacturing
On balance, demand for manufactured goods strengthened, with several contacts noting that sales had increased compared with those of previous months. Some
reportedly benefitted from inventory replenishment and
easing supply chain disruptions. Still, the largest share of
contacts said demand was unchanged. Supply chain
disruptions persisted, and while some contacts indicated
that these disruptions had eased somewhat, they remained far from normal. Manufacturers’ expectations for
the coming months were mixed, with some expecting
continued easing of supply chain issues that would boost
demand and others predicting a decline in activity.

Nonfinancial Services
Demand for professional and business services remained strong while demand for freight services weakened further. Professional and business services firms
reported that demand for digital authentication services
and software solutions remained robust. In particular,
one contact noted an increased need for fraud prevention systems. Contacts anticipated demand for their
firms’ products and services would remain strong going
forward. Freight contacts reported a decline in demand
and overall orders. One freight contact attributed the
softening in demand to clients having caught up on their
order backlogs. Freight firms expected demand will
decline further.

Real Estate and Construction
Residential construction and real estate activity declined
further as interest rates increased and buyer confidence
weakened. One real estate agent noted that increased
mortgage rates have greatly impacted entry-level homebuyers, while declines in the stock market have reduced
the amount of funds available for higher-income homebuyers. Residential construction contacts reported that
new home sales also continued to fall. One homebuilder
stated that, “I think we are seeing the downturn we have
been expecting and hearing of elsewhere for some time.”
Contacts did not expect demand to recover anytime
soon because interest rates were expected to continue
rising.

Community Conditions
According to a semiannual survey of nonprofit service
providers, low- and moderate-income households saw
modest deterioration in their financial wellbeing and
affordable housing conditions over the past six months.
Roughly one-third of respondents said inflation contributed to the decline in financial wellbeing, with one respondent stating that higher prices “caused families to
make different decisions regarding expenses, particularly
food and travel.” Several contacts noted that affordable
housing options were being lost to out-of-town investors
who were buying existing rental properties and increasing rents. In eastern Kentucky, contacts noted that the
scarcity in affordable housing was exacerbated by July’s
flood. Job availability remained elevated even though a
slightly higher share of survey respondents indicated that
it had eased somewhat. ■

Demand for nonresidential construction and real estate
also weakened amid rising interest rates and elevated
construction costs. One general contractor noted that his
firm’s clients have begun to delay plans for new projects
as interest rates and inflation continued to rise. Despite a
slowdown in construction and sales activity, leasing
activity has remained strong, particularly for industrial
space. Going forward, contacts anticipated demand
would continue to decline as interest rates increase
further and consumers reduce spending.

Financial Services
Overall growth in lending stalled during the reporting
period. While bankers noted that commercial lending
remained strong, contacts reported that high interest

For more information about District economic conditions visit:
www.clevelandfed.org/en/region/regional-analysis

D-2

Federal Reserve Bank of

Richmond
The Beige Book ■ October 2022

Summary of Economic Activity
Economic activity in the Fifth District was little changed, on balance, with varied reports of growth across sectors. Manufacturing activity was unchanged as new orders softened, allowing producers to work through their backlogs. District
ports saw strong activity, partially due to ships being diverted from West Coast ports. Trucking companies, on the other
hand, reported a decline in demand leading to increased capacity and lower spot rates. Retail spending rose modestly
although there were some reports that customers were pulling back spending on nonessential goods. Travel and tourism declined slightly, on balance, as leisure travel experienced a typical seasonal slowdown while business travel
picked up. Residential real estate activity slowed, and inventories remained very low. Commercial real estate activity
also slowed overall despite continued growth in the industrial and multifamily segments. Loan demand softened modestly although demand for auto loans held up. Nonfinancial services reported mild but flattening growth and continued to
report labor challenges, leading some to look to invest in labor saving technology. Overall, employment grew moderately
since our last report and firms continued to report challenges finding workers. Wage growth continued but some firms
said they were nearing the top of what they could raise wages to while others looked to incentive programs to retain
workers. Prices continued to grow strongly on a year-over-year basis but price growth eased slightly off recent peaks.

Labor Markets

Manufacturing

Since the last report, the Fifth District labor market remained tight while employment grew moderately. Firms
were worried that the lack of labor was impacting their
customer experience. A quick service restaurant reported
service interruptions in food deliveries, trash collection,
and landscaping. Additionally, some firms reported
reaching a ceiling on wage increases to attract and retain
workers. One firm implemented productivity incentives to
retain workers that could pay out up to $36,000 a year.
High school and college students returning to school has
been especially impactful this year. One firm reported
losing 40-50% of its workforce when the high school
opened, further straining their ability to maintain consistent hours of operation.

Fifth District manufacturing activity was unchanged this
period. Overall, the lack of qualified workers continued to
be a significant issue for manufacturers. Survey contacts
reported high labor turnover as employees often switch
back-and-forth between companies depending on who is
paying more. The supply chain was showing some improvements as shipments were up and backlogs have
improved. Manufactures were able to clear backlogs as
the volume of new orders decreased. Manufactures,
especially in retail, reported pessimism about future
economic conditions as they expect consumers to pullback somewhat on discretionary spending.

Ports and Transportation
Fifth District ports indicated that demand was strong this
period due to ship diversions related to continued labor
negotiations at West Coast ports. Imports again outpaced exports with some improvement in loaded exports; however, exports of commodities and rolling stock
trended lower. Import volumes at the ports continued to
be led by heavy equipment and furniture. There was
higher than normal dwell time of containers due to inland
constraints. Spot shipping rates continued to decline as
carriers had some freed-up capacity. Air freight volumes
remained low due to reduced overall capacity and rates
also declined slightly this period.

Prices
Prices continued to rise strongly in recent weeks albeit at
a slightly slower pace of growth compared to recent
months. According to our most recent surveys, manufacturers reported robust year-over-year increases in prices
received from customers, but growth eased somewhat
from the peak set a few months ago. Likewise, service
providers continued to report strong year-over-year price
growth and a slight easing from the peak in August.
Firms in both sectors saw a moderation in input price
growth with several contacts noting that freight and energy prices have come down somewhat in recent weeks.

E-1

Federal Reserve Bank of Richmond
Trucking companies indicated that demand slowed, and
capacity had loosened up slightly. Spot market rates
decreased moderately this period, but contract rates
remained the same or increased slightly. Several contacts stated that they felt like they no longer had an
ability to raise rates with their customers. Trucking firms
reported that they were not having trouble hiring or
retaining drivers, but still had an issue getting parts to
maintain existing fleet and that the cost of parts had
increased dramatically. Delivery of new equipment was
delayed as manufacturers continued having difficulty
completing orders due to supply chain disruptions.

trial and multifamily segments, which continued to experience strong leasing demand, low vacancy rates, and
increasing rental rates. Market activity for Class A office
space, especially in suburban markets, remains strong
with rental rates unchanged. Retail vacancy rates were
good, but issues around high construction costs had put
a constraint on new projects. Capital market activity
diminished, and sale prices declined due to increased
capitalization rates. Overall, new commercial real estate
construction continued to suffer from supply chain disruptions for materials and difficulty finding skill workers.

Retail, Travel, and Tourism

Loan demand weakened modestly across all commercial
loan types, with interest rates and cash flow concerns
driving demand lower. Residential mortgage demand
continued to drop due to rising rates. Auto loan demand,
especially used autos, remained stable with inventory
issues still plaguing the new car market. Deposit growth
was slowing with some respondents noting inflationary
pressures on depositors driving this trend. Some institutions continued to note that delinquency rates were still
moving upward, although at a measured pace, and
mainly in the consumer portfolio. Loan quality continued
to be stable with no changes noted by institutions.

Banking and Finance

Retailers in the Fifth District saw modest growth in sales
and revenue in recent weeks despite lower foot traffic.
Although total retail sales were up, several contacts
noted that big ticket sales were down slightly. There
were a few reports that consumers were pulling back
spending on nonessential goods like artwork, home
décor, and higher-end beauty and wellness products. A
small consumer appliance producer said that sales were
down slightly compared to previous months but were still
very strong compared to pre-pandemic levels. Overall,
inventories declined modestly.

Travel and tourism declined slightly, overall. Leisure
travel declined modestly, however business travel reportedly picked up. A hotelier in South Carolina said that
the decline in leisure travel was typical for the time of
year, but revenue remained strong because average
room rates were up compared to last year. Several food
service contacts reported mild sales declines in recent
weeks. One restaurant group added that they were
struggling to maintain their typical hours due to staffing
challenges.

Nonfinancial Services
Nonfinancial service providers were starting to report
flattening growth and demand. Contacts continued to
note that increasing costs and finding employees are
major concerns to their firms. One respondent noted that
they are investing more in capital expenditures and
business processes to combat these trends. Firms also
mentioned rising wages continued to be a challenge to
both hiring and retaining employees. Some firms were
resorting to non-traditional compensation schemes to
remain competitive as well. Rising interest rates and
inflation pressures continued to be a top focus of respondents. ■

Real Estate and Construction
Respondents indicated that as interest rates rose, market activity for housing decreased while housing inventory for sale, both new and existing, were at all-time lows.
In the last month, both closed and pending sales were
down and sales prices had decreased modestly. Conversely, demand remained strong in some urban markets that had strong job growth. There were no issues
with buyers qualifying for mortgages, but more buyers
again were considering adjustable-rate mortgages. In
terms of residential construction, sales decreased dramatically this period; some builders were now offering
incentives, price reductions and free upgrades to sell
existing new home inventory.
Commercial real estate activity market activity slowed
this period with weakening demand except in the indus-

For more information about District economic conditions visit:
www.richmondfed.org/research/data_analysis

E-2

Federal Reserve Bank of

Atlanta
The Beige Book ■ October 2022

Summary of Economic Activity
Economic activity in the Sixth District grew slightly from mid-August through September. Labor market pressures continued to ease, but labor availability largely remained tight. While wage pressures persisted, some easing was reported,
and firms continued to offer a variety of incentives to employees. Certain commodity costs moderated while other nonlabor costs, such as freight and fuel, rose. Many firms reported continued pricing power. Retailers reported flat year-overyear unit sales. Demand for automobiles increased, and inventory levels grew. Leisure travel activity softened, but business and convention bookings continued to improve. Demand for housing slowed amid persistently high prices and
rising mortgage interest rates. Commercial real estate activity remained mixed. Manufacturing activity was robust,
though demand for certain discretionary products slowed. Transportation activity was mixed. At District banks, overall
loan growth improved, but deposit growth slowed further since the previous report. Hurricane Ian made landfall in
southwest Florida at on September 28, too late to collect input from business contacts for this report. The storm devastated many communities across the state, and its impact will inform reporting in the coming months.
reports), labor, and fuel. Some contacts noted strong
pricing power as buyers hedged against future price
hikes and/or uncertainty around supply availability. The
Atlanta Fed’s Business Inflation Expectations survey
showed year-over-year unit cost growth decreased to 4.1
percent, on average, from 4.3 percent in August. Firms'
year-ahead inflation expectations decreased to 3.3 percent, on average, from 3.5 percent in August.

Labor Markets
Labor market pressures modestly eased since the previous report; turnover rates held steady or had improved
by most accounts. However, conditions remained tight
as many firms remained understaffed and continued to
backfill open positions, particularly among healthcare,
manufacturing, and commercial construction firms. Some
contacts noted that there was greater availability of
hourly workers; however, most firms indicated that workers were resistant to overtime scheduling. Employers
continued to focus on efforts to attract and retain workers
through increased wages and bonuses, and enhancements to benefits. To address labor shortages and save
costs, several contacts reported offshoring positions in
addition to continued investments in automation.

Consumer Spending and Tourism
Retailers reported flat unit sales compared to the same
time period last year. Auto inventories improved and
automobile dealerships reported healthy demand for new
vehicles. Retail and auto contacts remain cautiously
optimistic for the remainder of the year.
Demand for leisure travel was described as normalizing
down to pre-pandemic levels. Business and convention
travel was noted as healthy with strong bookings for the
Fall season.

Most employers reported upward wage pressures,
although several indicated that pressure had eased in
recent months. Bonuses for retention, performance, sign
-on and referral continued to be reported. Several contacts said that wage increases would be more targeted
going forward and many indicated a greater focus on
enhancements to benefits including attractive scheduling, flexible work arrangements, expanded healthcare
coverage, and more vacation.

Construction and Real Estate

Prices
District contacts noted moderation in some commodity
costs like aluminum and resin over the reporting period,
but supply chain imbalances remained an issue for
planning and contract negotiations. Even as some input
costs eased, a few contacts mentioned increasing costs
for freight (a reversal of sentiment from the previous two

F-1

Residential real estate contacts reported continued
slowing in housing demand throughout the District as
record high home prices and rapidly rising interest rates
pushed more potential buyers out of the market. Home
sales in most areas throughout the District declined
sharply on a year-over-year basis. Though rising, inventory levels remained low in many markets, leading to still
record high, year-over-year price appreciation in places
like Tampa, Nashville, and Orlando. The share of
homes on the market with a reduced asking price continued to rise over the reporting period. New home builders
reported further moderation in activity since the previous

Federal Reserve Bank of Atlanta
delinquencies trended higher.

report. Buyer traffic at new subdivisions declined, contract cancellations rose, and more builders offered incentives to attract buyers.

Energy
Energy contacts indicated that oil and gas production
was strong; however, getting products to market continued to be constrained by limited pipeline capacity. Refiners described high utilization and solid overall demand,
although it has fallen from its summer peak. Broadly,
contacts continued to report upward pressure on input
costs, including operating expenses, parts and equipment, and services, and described very little easing of
supply chain bottlenecks. Utility providers reported rising
demand for power among commercial, residential, and
industrial customers. Many energy contacts continued to
report increasing their investment portfolio in renewables, particularly solar, wind, and biodiesel.

Commercial real estate (CRE) activity was mixed. Multifamily and industrial market conditions were stable,
though some contacts voiced concerns that negative
sentiment associated with a potential economic slowdown curbed some activity over the reporting period.
Demand for lower-tier office and some segments of retail
slowed somewhat. More firms returning to the office
appeared to be mitigating some of the downward trend in
the office sector; however, heightened levels of sublease
space remained an impediment to market recovery.
Contacts reported increasing concerns about possible
declining CRE values amid a widening bid-ask spread
and expectations for potential negative net operating
income. There were more instances of buyers seeking
greater concessions, shrinking pools of buyers, and
declining prices in some of the less robust property
types.

Agriculture
Agricultural conditions in the District were mixed. Cotton
growers noted some softening, which was attributed to
slowing demand for textiles. Cattle ranchers reported
strong sales and increased prices for livestock. Demand
for chicken was strong amid reports of domestic consumers trading down from other protein sources; however, poultry exports weakened due to concerns by foreign
importers over avian flu outbreaks. Row crop production
remained solid, but farmers were hesitant to invest in
equipment amidst concerns over future crop demand. ■

Manufacturing
District manufacturers reported solid activity, on balance,
over the reporting period. According to the Atlanta Fed’s
Business Inflation Expectations Survey, manufacturers’
sales levels increased slightly, and profit margins widened somewhat. However, a softening of demand was
noted by producers of certain discretionary consumer
products. Shortages of certain inputs and employee
turnover continued to hold back production for some
manufacturers.

Transportation
Transportation activity remained mixed. District ports
continued to experience substantial year-over-year increases in container volumes; however, shipments of
auto imports remained below 2019 levels. Trucking
contacts saw increases in freight tonnage compared with
year-earlier levels, citing rising industrial demand and a
rebound in retail sales since the previous report. Year-todate total rail traffic fell slightly from 2021 levels and
intermodal freight was flat. Air cargo carriers reported a
slowdown in activity, but revenues remained well above
pre-pandemic levels.

Banking and Finance
Conditions at District financial institutions were similar to
the previous report. Including residential mortgages, loan
growth for a majority of portfolios was positive. However,
growth in consumer loans, particularly vehicle loans,
slowed. Deposit growth declined and institutions increased borrowing as a source of funding. Additions to
securities portfolios slowed and unrealized losses increased. Asset quality remained healthy, but near-term

For more information about District economic conditions visit:
www.atlantafed.org/economy‐matters/regional‐economics

F-2

Federal Reserve Bank of

Chicago
The Beige Book ■ October 2022

Summary of Economic Activity
Economic activity in the Seventh District was little changed overall in late August and September. Contacts expected
slow growth in the coming months, with many expressing concerns about the potential for a recession. Employment
increased moderately, business spending was up slightly, consumer spending was little changed, manufacturing declined slightly, and construction and real estate activity moved down modestly. Wages rose rapidly, as did most prices,
while financial conditions tightened moderately. Agriculture profit expectations for 2022 remained positive. Nonbusiness
contacts reported that inflation continued to put pressure on household budgets.

Labor Markets

slowed across many categories. Consumer prices generally moved up robustly due to solid demand and
passthrough of higher costs. However, fuel costs were
down, and contacts noted a greater number of promotions on a range of retail products.

Employment increased moderately in late August and
September, and contacts expected a similar pace of
growth over the next 12 months. Contacts reported
difficulty finding workers across sectors and skill levels,
though there were also reports that difficulties had eased
some. A manufacturer noted poaching of salaried employees, but also somewhat easier hiring conditions for
lower-skilled workers. A staffing firm indicated that demand from clients had slowed, though it remained at a
high level. And a contact in healthcare saw an increase
in the supply of nurses in their area as some who had
taken temporary travel positions returned home. Overall,
wage and benefit costs moved up strongly and were
aimed both at attracting new workers and retaining existing talent. In addition to labor market tightness, contacts
cited high inflation as an impetus for workers requesting
wage increases.

Consumer Spending
On balance, consumer spending was little changed over
the reporting period. Nonauto consumer spending increased slightly, and retailers indicated that back-toschool shopping had met their expectations. Consumers
continued to shift purchases toward essential, less premium items and away from discretionary spending.
Spending on pet supplies, food, and seasonal items
increased, while spending on apparel declined. Leisure
and hospitality activity was down some. Light vehicle
sales edged down but spending on auto parts and services increased noticeably.

Business Spending

Prices

Business spending increased slightly in late August and
September. Capital expenditures were up modestly, with
contacts highlighting the role of replacement demand for
equipment and software. Commercial and residential
energy consumption increased modestly, while demand
for industrial energy consumption was down slightly.
Retail inventories were elevated overall, and contacts

Most prices rose rapidly in July and early August, though
some commodity prices fell, notably for fuel. Contacts
expected the pace of price increases to slow over the
next 12 months. Aside from declines in certain commodities, producer prices continued to rise, spurred by
passthrough of higher overall costs for raw materials,
labor, and shipping. That said, growth in producer prices

G-1

Federal Reserve Bank of Chicago
said retailers were reducing orders and ramping up
promotions to help pare them down. Auto inventories
were stable and above their pandemic lows, but still well
below pre-pandemic levels. In manufacturing, inventories
were moderately elevated, partly because contacts were
holding on to nearly completed products as they waited
for missing parts and materials to arrive.

gage and auto lending in the face of higher interest
rates. Consumer loan quality decreased some and
standards were slightly tighter.

Agriculture
Income expectations for agricultural producers in 2022
were unchanged over the reporting period, with a profitable year expected for most despite elevated input costs.
Contacts were optimistic that corn and soybean yields
would be better than had been expected this summer,
even with drought in parts of the District. Corn and soybean prices moved higher during the reporting period.
Shipping costs, however, were elevated due to reduced
barge capacity from low river levels. Dairy prices, most
notably for butter, and egg prices, were up as well. Hog
and cattle prices declined.

Construction and Real Estate
Construction and real estate activity decreased modestly
on balance over the reporting period, and contacts pointed to higher interest rates as a key factor. Residential
construction decreased slightly, and homebuilders expected a further slowdown over the coming year. Residential real estate activity decreased moderately, though
home prices were up modestly due to limited supply.
Residential rents increased moderately. Nonresidential
construction was little changed over the reporting period,
as was pricing. Long lead times for some materials persisted. Commercial real estate activity decreased modestly on weaker demand for office and retail space. In
contrast, demand for industrial space remained robust.
Prices were down slightly overall, and rents decreased
modestly, while vacancy rates and sublease space availability moved up modestly.

Community Conditions
Community development organizations and public administrators reported some step-down in economic activity, especially in the housing market, though overall, the
level of activity remained solid. Inflationary pressures
continue to present challenges for low- and moderateincome individuals and families, as well as small businesses. State government officials again saw healthy
growth in tax revenues over the reporting period. Unemployment insurance filings remained low. Small business
development organizations said clients were borrowing
not for growth, but to offset higher input prices. Nonprofits assisting low- and moderate-income households
indicated that while fuel prices have eased, high grocery
prices and elevated rents continue to strain household
budgets, leading to strong demand for social services
and other support. Childcare and early education providers reported ongoing elevated staffing vacancies due to
the tight low wage labor market. ■

Manufacturing
Manufacturing demand was down slightly in late August
and September. Contacts again reported that with slowing new orders, they were making headway on filling
their large order backlogs. Output moved up modestly as
manufacturers continued to struggle with labor availability and supply chain disruptions. Steel production decreased slightly overall, as demand slowed across a
range of sectors. Fabricated metals demand was flat,
with higher orders from the defense, medical, and aerospace industries offsetting declines in several other
segments. Auto production was unchanged amid continued tight labor and supply chain issues, while heavy
truck production picked up a bit as supply constraints in
that segment of the industry eased. There was a small
decrease in demand for heavy machinery.

Banking and Finance
Financial conditions tightened moderately over the reporting period. Participants in the equity and bond markets reported lower asset values and higher volatility.
Business loan demand fell modestly, with contacts pointing to higher borrowing rates and elevated uncertainty as
contributing to the slowdown. One contact highlighted a
decline in lending to food and retail companies. Business
loan quality was down slightly, and loan standards tightened slightly. In consumer markets, loan volumes decreased modestly, with contacts reporting drops in mort-

For more information about District economic conditions visit:
chicagofed.org/cfsec

G-2

Federal Reserve Bank of

St. Louis
The Beige Book ■ October 2022

Summary of Economic Activity
Economic conditions have declined slightly since our previous report. While there were anecdotal reports of easing in
the labor market, firms continued to report difficulties recruiting and retaining employees and wage pressures persisted.
In the services sector, firms reported softer demand but many were still unable to operate at desired volumes due to a
lack of workers. Many firms reported difficulties passing on input price increases due to increased consumer pushback.
Homebuying slowed in the real estate sector, and demand for rental properties rose. While supply chain issues eased
slightly, new construction decreased as builders focused on working through backlogs. Overall banking conditions remained unchanged, though contacts expect non-residential loan growth to begin to level out soon.

ability to pass through costs to consumers. A contact in
the catfish industry, however, noted that they were hesitant to increase prices due to consumer pushback. Other
sectors, like healthcare, food service, and nonprofits,
were unable to pass on costs to consumers and instead
cut services or reduced margins. A contact in the car
industry reported no transfer of costs to consumers due
to low demand for new cars. However, a contact in the
hotel industry reported increased consumer prices of 1520% due to increased labor costs and renegotiated
contracts with suppliers.

Labor Markets
Employment has remained unchanged since our previous report. Contacts across the region continued to
report difficulty filling positions and retaining workers.
Some employers reported that increased flexibility and
benefit policies implemented to improve retention are
starting to bring about improved retention. However,
there were still widespread reports of skilled tradespersons and technicians being poached by competitors.
Contacts noted particular difficulty staffing weekend and
late-night shifts. To improve recruiting and retention,
some employers have focused on post-secondary institutions; one freight contact reported that the number of
firms at a training center’s career fair had tripled as firms
sought to sign-on students prior to graduation.

Consumer Spending
District general retailers, auto dealers, and hospitality
contacts reported mixed business activity and a mixed
outlook. Retailers in the District noted that customers are
changing shopping patterns due to high inflation; customers are becoming less brand loyal and are purchasing less on average. An auto dealer in Little Rock reported their sales are strong, especially in pre-owned cars;
while they have a positive outlook for the upcoming
months, they noted that customers are starting to have
affordability issues because there is less inventory of
lower-cost pre-owned cars. Hospitality contacts reported
mixed business activity for this past month, with one St.
Louis contact noting that inflation continues to hurt their
customer base.

Wages across the District have grown moderately since
our previous report. Healthcare contacts reported raising
wages by 7-10% this year, but the rate of wage growth
has begun to slow recently. A recent survey of Arkansas
firms noted 90% of trucking fleets raised their pay an
average of 11% over the past year.

Prices
Prices have continued to increase moderately since our
previous report. Although input costs have increased
across the board, contacts reported mixed results in their

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Federal Reserve Bank of St. Louis
Manufacturing

report.

Manufacturing activity has remained unchanged since
our previous report. Firms have reported slight upticks in
production but slight downticks in new orders. Production
has remained stable despite the drop in new orders due
to the large order backlog. Input costs have remained
high, and manufacturers have lost some of their sales
volume when raising sales prices. Firms also continued
to struggle in maintaining adequate staffing. One agricultural equipment manufacturing company noted that they
have been selling more equipment to individual households lately, as it appears household improvement projects are on the rise. Supply chain conditions have improved slightly since our previous report, but manufacturers expect shortages and delays to remain a significant
constraint for the next 6 months.

Residential and industrial construction has slowed as
interest rates have increased and banks are less willing
to lend. Commercial real estate construction remains
extremely slow. Supply chain issues and lead times have
lessened since our previous report. Some contacts are
continuing to order supplies in advance to avoid future
disruptions. One hotel construction contact recently
ordered 100 toilets 15 months in advance of project
completion and is storing them in a warehouse.

Banking and Finance
Banking conditions in the District are largely unchanged.
Real estate lending activity remains low since interest
rates have increased, but overall loan demand has increased slightly compared with a year ago. Memphisarea banking contacts expect overall loan growth to start
slowing soon. Since last quarter, commercial and industrial loans have seen growth, while consumer loan
growth is roughly the same. Credit quality remains
strong, as past-due and problem loans remain at historic
lows. Banks reported that upward pressure on deposit
rates is increasing. One Memphis contact reported receiving a growing number of calls from deposit customers regarding rates, which have reached as high as 2%.

Nonfinancial Services
Activity in the nonfinancial services sector has decreased slightly since our previous report. Transportation
contacts reported that labor remains a critical issue,
especially in transportation facility security and regional
aviation. One Louisville-area contact reported canceling
of passenger services due to shortages of low-skilled
labor. As input costs and the cost of borrowing funds
have increased, the affordability of transportation has
decreased across the District, driving low-income consumers out of the market for vehicles and tickets. Across
the District, rural medical facilities are cutting services,
notably labor and delivery services, due to increased
costs of labor, equipment, and pharmaceuticals. While
demand for travel nurses has leveled off, healthcare
contacts do not expect the nursing shortage to subside.
One nursing school in Missouri experienced a 30-40%
reduction in enrollment as well as a shortage of nursing
educators.

Agriculture and Natural Resources
District agriculture conditions have declined modestly
since our previous report. Production and yield forecasts
declined for corn, rice, and soybeans from August to
September. Crop yields have remained stable for corn,
fallen for rice and soybeans, and improved for cotton
from August to September. However, crop yields have
fallen consistently compared with 2021. District production and yields have been affected by extreme weather
conditions such as drought, flood, strong winds, and hail.

Real Estate and Construction

Agriculture contacts remain concerned about rising input
prices, global supply chain disruptions, and the extremely competitive nature of the current labor market. Fertilizer prices are up 30% in 2022 after increasing 80% in
2021. Supply chain issues have continued to be a challenge, with one grain processer reporting waits of 48-50
weeks for packaging materials. Contacts do not foresee
these conditions changing for the next 6 months. ■

The real estate market has slowed since our previous
report. In commercial real estate, vacancies remain high
for office and retail space. Small floorplan suburban
office space is in high demand, but elsewhere demand
for office space remains low. Since our previous report,
residential and industrial real estate markets continued
to have low inventory, inventory has increased, and
pending home sales have decreased. Multiple contacts
reported companies offering to sell entire subdivisions at
discount prices due to concerns about future demand.
Elevated prices and rising mortgage rates have driven
some prospective home buyers to renting, which has led
to further increases in rental rates since our previous
report. Still, the speed at which residential and industrial
rental rates are increasing has slowed since our previous

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Federal Reserve Bank of

Minneapolis
The Beige Book ■ October 2022

Summary of Economic Activity
Ninth District economic activity increased slightly over the reporting period. Employment grew slightly, though the volume of job openings moderated. Wage pressures remained high. Price pressures eased slightly but remained elevated.
Activity increased in consumer spending, tourism commercial construction and real estate, and manufacturing. Residential construction and real estate activity lagged further behind year-ago levels. Agricultural conditions generally remained
strong heading into the harvest season. Minority- and women-owned business enterprises reported mixed conditions.

Labor Markets

Prices

Employment grew slightly since the last report. Total job
openings have moderated; firms have reportedly
reconsidered some job openings due to recession
concerns or extreme difficulties in filling them. But recent
surveys continued to find healthy overall demand;
recruiting and staffing contacts concurred. Labor supply
remained tight, however. Asked about operating
challenges, a Minnesota manufacturer commented, “If I
could check the labor availability box twice, I would.”
Turnover was also problematic, often for nonwage
reasons, such as schedule flexibility, said a staffing
contact. “Many are losing more out the back door than
they can bring in.” Sources suggested that applicant
volume had improved slightly, but candidate quality did
not. One contact noted that a recent applicant had held
seven food or retail jobs in the past 10 months, yet had
been promoted to supervisor in the previous two jobs. “It
shows how desperate some employers are getting.”

Price pressures eased slightly since the last report, but
remained elevated. Two-thirds of respondents to a
September survey of District firms reported that their
nonlabor input prices increased from a month earlier.
About 40 percent had slightly increased their prices
charged to customers, a decreasing share from recent
months, while about 10 percent of firms said their selling
prices went down. Firms’ outlooks for prices over the
coming month moderated slightly. The wholesale price
component of a regional manufacturing conditions index
slowed in September to a level that, while still
inflationary, was at its lowest since August 2020.
Contacts reported that paper prices levelled off recently
and lumber prices fell briskly. Retail fuel prices in District
states rebounded slightly in recent weeks to levels
similar to the previous report. Prices received by farmers
increased in August from a year earlier for all major
Ninth District crops and animal products.

Wage pressures remained high. A large share of
employers reported that compensation costs increased
compared with the previous month, and that trend was
expected to continue. A North Dakota contact said
workers considering switching jobs for higher pay often
saw higher counteroffers from existing employers. A
Wisconsin firm said wage pressure was growing again
with the start of holiday hiring. A retailer reported strong
acceleration in entry level pay, but stopped offering signon and retention bonuses due to ineffectiveness.

Worker Experience
Higher prices continued to put pressure on many lowand mid-income workers, according to several contacts.
A labor contact in the hospitality sector said that a less
cash-dependent, post-COVID economy was affecting
tipped workers negatively and pushing them away from
the industry. In Minnesota, a labor contact said that
major hospitals were offering high salaries and attractive
incentives to recruit new staff but were not making the

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Federal Reserve Bank of Minneapolis
same investments to retain existing staff. The number of
travel nurses also remained high, but it was beginning to
decrease, raising hopes that some may return to full-time
employment. A public sector labor representative
reported that several employers were holding back hiring
“until there was a major need for it,” while some others
were merging departments to leverage existing staff.

Residential real estate continued to lag due to higher
mortgage rates. Increases in median sales value have
also begun to moderate.

Manufacturing
Manufacturing activity increased modestly overall since
the previous report. A regional index of manufacturing
conditions indicated increased activity in Minnesota,
North Dakota, and South Dakota in September from a
month earlier. About half of manufacturing respondents
to a September survey of District firms reported that
orders decreased from the previous month, but the
outlook for October orders was positive. Some
manufacturing contacts noted that supply chain
pressures had eased recently (for example, shipping
containers were more widely available), though they
remained a challenge. An electronics producer said their
backlog of orders was large enough to last through 2023
even if new business slowed significantly. A printing firm
reported new orders dipped slightly after a few very
strong months. However, a packaging producer said new
orders were “very soft” and a metal products producer
noted substantially lower quoting activity for early 2023,
which halted all their capital investment plans.

Consumer Spending
Consumer spending grew slightly since the last report.
Tourism contacts reported decent overall activity,
particularly for accommodation businesses, with
occupancy surpassing pre-pandemic levels in some
places. A resort owner in northern Minnesota said, “It’s
been so busy I’m looking forward to resting” during the
fall shoulder season. Recent airline travel grew modestly
in much of the District year over year, with the exception
of Montana, where the continued closure of Yellowstone
entrances has reduced the number out-of-state travelers.
Visits to national parks elsewhere in the District were
also down. However, end-of-summer fairs and festivals
reported strong attendance and spending. Retail
contacts reported softer revenues during the last month,
but were optimistic about future sales. A Montana
vehicle dealership with multiple offices said truck and car
sales were flat in August and September and slow
overall, as the industry has completed a calendar-lap of
slower sales stemming from inventory shortages. Sales
of recreational and marine vehicles have also slowed
due to economic concerns and higher financing costs.

Agriculture, Energy, and Natural Resources
District agricultural conditions improved modestly and
remained strong overall heading into harvest season,
even as elevated input costs bit into producer margins.
Early indications pointed to solid harvests and good crop
conditions throughout most of the District, with the
exception of portions of Montana heavily affected by
drought. District oil and gas exploration activity was
unchanged since the last report but well above levels
from a year ago.

Construction and Real Estate
Commercial construction rose slightly since the last
report. Industry data indicated that both new and active
projects were higher over the most recent four-week
period (ending mid-September) compared with a year
earlier, after having declined for much of the summer.
Industrial and multifamily segments continued to drive
overall activity. Anecdotal reports were more pessimistic,
but large firms generally were performing much better
than small ones. One firm said it was not seeing activity
decline but was getting more calls from subcontractors
looking for work. Residential housing remained subdued,
with single-family permitting below year-ago levels in
most parts of the District.

Minority- and Women-Owned Business Enterprises
Activity among minority- and women-owned business
enterprises (MWBEs) in the District was mixed. An
almost equal number of firms reported higher sales and
profits as those who did not in the latest monthly
business survey. Demand for workers remained elevated
and hiring challenges persisted. An entrepreneur in the
construction industry expressed concern that more
skilled workers were being “absorbed” by larger
employers and leaving smaller firms scrambling for
talent. A Minnesota contact reported productivity had
declined because many new hires were “just getting the
work done and not going above and beyond.” ■

Commercial real estate grew slightly. Multifamily and
industrial sectors continued to see healthy demand, and
retail vacancy rates improved thanks to sustained
consumer demand and low levels of new construction.
Office vacancy rates remained high. The share of inoffice workforce continued to rise slowly, and leasing
interest has reportedly seen small improvements, though
concessions remained high to attract new lessees.

For more information about District economic conditions visit:
minneapolisfed.org/region-and-community

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Federal Reserve Bank of

Kansas City
The Beige Book ■ October 2022

Summary of Economic Activity
Economic growth in the Tenth District was modest, though employment growth maintained momentum as prior job openings were filled. However, contacts highlighted several indications of cooling labor demand, including less willingness to
replace workers who leave, less willingness to post new positions and a slight deceleration of wage growth from recent
highs. More households reportedly turned to gig work or other contract work to supplement their income amid rising prices. Most businesses reported expectations that growth in cost pressures will persist, and also reported better ability to
pass on those costs to customers. In healthcare, contacts suggested upcoming negotiations of reimbursement rates could
lead to an acceleration of price growth for health services. Spending on leisure travel was robust, but overall consumer
spending held steady over the past month. Manufacturing production growth continued to decelerate. Still, few businesses reported plans to reduce their production capacity or cancel existing expansion plans. Contacts expected energy markets to remain tight due to past periods of underinvestment, which drove increases in employment within the sector in
several District states.

Labor Markets

Prices

Employers in the Tenth District continued to add jobs at
a moderate pace during September, as momentum from
past job openings kept hiring activity elevated. However,
commentary from a broad set of contacts pointed to
signs of cooling labor demand. For example, businesses
in several industries reported they would be much less
likely to backfill positions, if workers were to leave. Many
other businesses reported that they do not plan to post
new job openings in coming months, indicating uncertainty about the outlook in slowing planned hiring. Reports from residential real estate, venture capital and
start-up sectors stood out as areas where worker layoffs
were evident and labor demand was declining. Hardly
any District businesses indicated they were hoarding
excess labor.

Prices continued to increase at a robust pace. Most
businesses indicated an improved ability to pass on
higher prices to customers over the past few months,
particularly for hospitality and retail businesses. Most
contacts expect cost pressures to remain persistent over
the next six months, broadly citing financing, energy,
labor and shipping and transportation costs. Additionally,
contacts in healthcare noted an upside risk to persistent
price pressures over the coming months stemming from
upcoming healthcare contract renegotiations. As an
exception, contacts expected cost pressures for building
materials to further diminish over the coming months.

Consumer Spending
Household spending was mostly unchanged over the
past month. Hoteliers in the District indicated that leisure
travel grew solidly from already elevated levels, even as
room prices picked up significantly across locations.
Contacts in the hospitality sector indicated this past
September was the best on record, although parts of
Wyoming still felt the effects of heavy rains earlier in the
summer that dampened leisure travel to the area. Car
sales remained subdued across District states. While
auto sales were previously held back by supply constraints, the primary headwind to sales shifted recently to
rising interest rates.

Contacts reported expectations that wage growth is likely
to slow to a moderate pace in coming months. Although
wage growth is expected to slow from recent highs, most
businesses indicated the increase in labor costs being
budgeted for in the coming year remains well-above
historical norms. Moreover, manufacturers indicated they
continue to expect wage growth to exceed historical
levels, even though overall demand growth has become
more sluggish.

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Federal Reserve Bank of Kansas City
Community Conditions

Community and Regional Banking

Several contacts reported a recent rise in the number of
low- and moderate-income workers seeking nontraditional employment arrangements – gig work or other
contract work. Reports were mixed on drivers. Many
contacts suggested individuals are increasingly taking on
multiple jobs via app-based work or have adopted “sidehustle” microbusinesses to augment their incomes amid
rising household expenses. Alternatively, other reports
indicated more people eschewed formal employment in
pursuit of flexible work schedules. Access to affordable
child care and reliable transportation have worsened
recently due to inflationary pressures, particularly for low
-to-moderate income households. Several contacts
suggested gig work provided greater opportunities to
remain engaged in the labor force.

Loan demand weakened modestly in the past month
amidst rising economic uncertainty and borrowing costs.
Bankers noted particular weakness in demand for commercial and industrial Ioans and commercial real estate
loans, as businesses pared back their borrowing in the
face of economic headwinds. Credit quality remained
unchanged, but contacts continued to expect deterioration over the next six months against the backdrop of
inflation and higher repayment costs. Deposit balances
declined due to rate competition and investment opportunities outside depository institutions.

Energy
Tenth District energy activity expanded at a moderate
pace. Business contacts reported an expansion in drilling
activity, revenues, and profits. Additionally, energy businesses continued to hire and expressed an ongoing
willingness to grow their work force in coming months.
However, filling open positions remained challenging,
especially for skilled labor. Contacts continued to express optimism around prospects for their businesses,
anticipating that energy markets will remain tight due to
past underinvestment within the oil and gas sector. Cost
pressures remain an issue, although input costs are
increasing at a slower pace than earlier this year. Higher
costs of capital, labor, and equipment drove a robust
increase in the reported energy commodity prices needed to meaningfully expand drilling activity. Similarly, the
prices for upstream oilfield services firms rose moderately. Despite these persistent cost pressures, most contacts reported a willingness to add additional capital
expenditures and expand their businesses amidst still
elevated energy prices.

Manufacturing and Other Business Activity
Manufacturing activity decelerated further over the past
month, primarily due to declines among durable goods
and fabricated materials manufacturers. Despite slowing
growth in overall manufacturing activity, few contacts
indicated any plans to reduce their production capacity in
coming months. Most businesses reported they intend to
follow through on any existing plans for market expansion or capital plans to increase their scale of production.
Several contacts noted rising interest rates are weighing
heavily on expected future capital expenditures, as some
prospective projects no longer “pencil out.” Activity
among service businesses remained firm as contacts
reported moderate growth through September. The
majority of businesses in both service and manufacturing
sectors indicated they did not hold excess inventories of
production materials. Few contacts indicated they plan to
expand their inventories in coming months, as they seem
“right-sized” or somewhat too large given their current
outlook.

Agriculture
Financial conditions remained strong due to still elevated
crop prices. However, contacts reported several adverse
developments tied to drought and input costs. At the
start of the fall harvest season, nearly one-third of corn
and soybean crops were in very poor condition in some
District states, heightening concerns about reduced
yields. Exceptionally dry conditions also contributed to
lower river levels, higher transportation costs, and lower
crop prices in some areas in September. In the livestock
sector, hog prices declined moderately over the past
month, but remained slightly above year-ago levels.
Cattle prices continued to increase alongside reports of
additional herd liquidations, due, in large part, to higher
feed and transportation costs. ■

Real Estate and Construction
Single family housing construction declined at a moderate pace, compounding previous declines, which contacts attributed to higher interest rates. Existing home
sales and brokerage activity also fell swiftly. In contrast,
the new development, new construction and level of
transaction activity for multifamily housing all continued
to grow at a solid pace across the District. Contacts
indicated that housing shortages are driving persistent
rental price pressures, and suggested that excess demand for multifamily housing construction will persist
over the medium term. Several contacts noted that building material prices eased in recent months, further supporting ongoing construction in multifamily housing projects.

For more information about District economic conditions visit:
www.KansasCityFed.org/research/regional-research

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Federal Reserve Bank of

Dallas

The Beige Book ■ October 2022

Summary of Economic Activity
Growth in the Eleventh District economy continued at a modest pace overall. Expansion in manufacturing activity picked
up a bit while service sector expansion eased slightly. Retail and home sales fell. Loan demand declined for the first
time in nearly two years, amid rising interest rates. The energy sector continued to expand but growth was constrained
by equipment and labor shortages. Local nonprofits reported increased demand for assistance as household costs rose.
Drought conditions eased but the relief came too late in the growing season for row crop producers. Solid employment
growth continued, though some contacts reported a hiring slowdown. Wage growth remained elevated but eased slightly. Selling price growth eased slightly as well, amid reports of greater difficulty passing on cost increases to customers.
Outlooks were generally pessimistic outside of the energy industry, and uncertainty remained elevated. Contacts primarily voiced concern about inflation, labor shortages, and weakening demand.

they were seeing a lot of workers switching jobs to attain
higher wages.

Labor Markets
Solid employment growth continued, with a slight pickup
seen in the energy sector. There were, however, scattered reports of a slowdown in hiring amid weaker demand and recession fears. Labor markets nevertheless
remained quite tight. Commercial truck and bus drivers
were in very short supply, as were healthcare workers.
Several contacts noted an inability to find skilled tradespeople. Industries that require onsite work were having
difficulty competing for workers with industries that can
offer remote work and flexible hours. Some employers
have rebranded undesirable positions to attract workers.
A few contacts noted a higher degree of apathy among
workers towards attendance and work quality. Some
contacts said their growth plans were being constrained
by an inability to bring on and retain sufficient staff.
Among 384 Texas business executives responding to a
Dallas Fed September survey, nearly half cited labor
shortages as a primary concern around their firm’s outlook.

Prices
Input costs continued to climb at about the same elevated pace as during the prior period, while growth in selling
prices continued to ease. Manufacturers reported higher
raw materials prices driven by supply-chain constraints,
particularly from overseas suppliers. Services firms
commented that the ripple effect of inflation was a challenge, and numerous contacts noted greater difficulty
passing on cost increases to customers. A restaurant
said their biggest concern was customer pushback on
menu price increases. Retailers also said customers
were starting to push back on pricing. Fuel prices moved
lower over the past six weeks, but airlines noted increases in ticket prices amid solid demand and higher labor
and non-fuel costs.

Manufacturing
Texas manufacturing output increased moderately during the reporting period, picking up pace from the more
modest expansion seen over the summer. Growth was
led by durable goods manufacturing such as machinery
and high tech. New orders for manufactured goods
continued to weaken, however, with contacts citing customer concerns surrounding inflation and potential reces-

Wage growth eased slightly but remained high. Employees continued to demand higher pay, and companies
responded in an effort to recruit and retain employees.
Some contacts noted losing employees to competitors or
other industries offering higher pay. A staffing firm said

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Federal Reserve Bank of Dallas
sion. A luxury product manufacturer said they expect
sales to fall as customers cut discretionary spending,
and a personal electronics manufacturer said they also
expect weakness going forward. Manufacturing tied to
the upstream energy sector continued to experience
rising demand over the past six weeks, while petrochemical companies and refineries reported slowing demand.
The energy crisis in Europe is expected to boost demand
for Texas petrochemical producers and refineries,
though it has prompted some new supply-chain shortages of components produced there. Overall manufacturing
outlooks were more pessimistic than optimistic, with
contacts pointing to rising interest rates and a weaker
business climate as headwinds.

years, and overall loan volume decreased over the past
six weeks. Volume declines were seen in all loan categories, but the steepest came in residential real estate
lending. Loan nonperformance varied by category but
was largely unchanged overall. Loan pricing continued to
rise notably, with 85 percent of contacts reporting an
increase—the largest share since the survey began in
2017. Credit standards and terms tightened further.
Looking six months ahead, contacts expressed greater
pessimism than in the prior period and expect loan demand and general business activity to decrease and loan
delinquency to increase.

Energy
Energy activity continued to expand. The Eleventh District rig count was mostly flat over the past six weeks
while well completions ticked up. Demand for oilfield
services was high, but the industry was constrained by
equipment and labor shortages. Outlooks were strong,
with contacts expecting oil and natural gas prices to
remain high enough to prompt an upward trend in energy
activity for the foreseeable future.

Retail Sales
Retail sales declined over the past six weeks, as inventories continued to build. Auto sales weakened, hampered in part by vehicle production delays, labor shortages, and high prices. One contact said new vehicle inventory bottomed out in August and has begun to rise, and
continuous improvement is expected in the fourth quarter. Overall outlooks worsened, with some concern about
rising interest rates and compressed profit margins.

Agriculture
Significant rainfall early in the reporting period greatly
improved drought conditions across much of the district,
though soil moisture has begun worsening again in
recent weeks. Many areas experienced little-to-no row
crop production as a result of the drought, causing fields
to be plowed under. Significant culling of cattle herds
continued, though the pace slowed slightly as muchneeded rainfall greened up pastures.

Nonfinancial Services
Service sector activity expanded at a more modest pace
during the reporting period. Revenue growth was broad
based, though some contacts noted weaker demand.
Transportation services firms reported higher cargo
volumes and ridership. Airlines noted unseasonably
strong leisure travel in the third quarter. Staffing services
firms reported strong demand, with increases in requests
for both low and high-skill workers. However, several
contacts noted a pullback in customer activity amid
recession worries. Service sector outlooks were largely
unchanged overall.

Community Perspectives
Nonprofits reported increased demand for services
among the communities they serve over the past six
weeks. Utilization of food assistance rose, and multiple
contacts noted seeing increased use by middle-income
individuals seeking to subsidize their household budgets
amid rising inflation and rent. Demand for utility assistance spiked. Contacts were mixed on childcare assistance—some noted a lack of demand while others noted
a lack of affordable childcare options, as many daycare
centers closed down during the pandemic or cannot
operate at full capacity because of labor shortages.
Contacts reported an uptick in demand for English language classes and workforce training to help workers
obtain higher-paying jobs. ■

Construction and Real Estate
Activity in the housing market remained weak. Sales
slipped further and contract cancellations were highly
elevated in part due to rising mortgage rates pricing
more buyers out of the market. Buyer incentives increased, putting downward pressure on home prices and
builders’ margins. Outlooks worsened, with contacts
expecting further deterioration in sales and starts. Apartment leasing moderated, though year-over-year rent
growth remained solid. Office leasing ticked up, but
uncertainty was elevated. Fundamentals in the industrial
market stayed solid. Contacts noted that the higher cost
of capital was pushing investors to the sidelines.

Financial Services

For more information about District economic conditions visit:
www.dallasfed.org/research/texas

Loan demand declined for the first time in nearly two

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Federal Reserve Bank of

San Francisco
The Beige Book ■ October 2022

Summary of Economic Activity
Economic activity in the Twelfth District expanded modestly during the mid-August through September reporting period.
Hiring activity grew at a modest pace, and wages rose further amid tight labor market conditions. Inflation remained
elevated, albeit with some indication of slight moderation. Retail sales grew moderately, and activity in the consumer
and business services sectors was reportedly strong. Manufacturing output grew modestly, while conditions in the agriculture and resource-related sectors worsened somewhat. Residential real estate activity eased further but demand for
multifamily housing remained strong. Activity in commercial real estate was flat on balance. Lending activity decreased
slightly over the reporting period. Communities across the Twelfth District were challenged by housing affordability and
elevated living costs. Looking ahead, contacts expected overall economic conditions to weaken and highlighted their
increasingly uncertain outlook, with several respondents citing a possible economic downturn in Europe as a significant
headwind.

Labor Markets
Hiring activity grew at a modest pace during the reporting period as labor markets remained tight across most
sectors. Reports indicated increased employment levels
despite difficulty attracting workers in manufacturing,
health care, retail, professional services, and skilled
trades. Real estate and construction firms as well as
financial services providers reported further easing of
labor supply constraints, partly due to slower activity in
the housing market. Employment in leisure and hospitality remained far below target levels despite some reported increase in job applications. Airlines have adjusted
their schedules in recent months to better reflect crew
availability and continued to develop in-house training
programs to help meet future demand. Some contacts
reported continued investment in automation to address
persistent labor shortages. Reports indicated some
improvement in employee retention, but many employers
continued to highlight persistently high turnover rates.
Several contacts noted that worsening housing affordability has made it more difficult for firms to fill entry-level
positions in urban areas. One contact reported a notable
uptick in applications for evening shifts as people sought
a second job to supplement their income. Due to an
increasingly uncertain outlook, many contacts narrowed
down their future hiring plans to critical positions.
Wages continued to grow, albeit at a slower pace. Reports indicated that elevated costs of living, particularly
for essential expenses such as food and rent, continued
to drive wage pressures upward. Employees across a
range of sectors continued to demand more comprehensive benefits, flexible work arrangements, and up-front
hiring incentives. However, there were several reports of

hourly workers favoring higher pay over expanded benefits amid elevated price inflation.

Prices
Price levels remained highly elevated despite reported
moderation in the rate of increase. Reports noted persistent inflation across industries and products, including
prices for food, insurance, health care, legal services,
packaging, and some manufacturing products, such as
plastic and cardboard, due to continued cost pressures
from materials and labor. Lumber prices also rose recently but were still significantly below their pandemic
highs. Energy prices, although notably down since June,
ticked up in recent weeks, and several contacts said fuel
surcharges were still widespread in freight and manufacturing. Nevertheless, cooling overall demand helped
alleviate some price pressures, and contacts noted more
stable prices for used vehicles, construction materials,
and airfares. Contacts generally expected cost pressures
to persist over the coming months.

Community Conditions

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Housing affordability, homelessness, and food insecurity
continued to challenge communities across the district.
Contacts emphasized the uneven impact of ongoing
inflationary pressures and overall economic uncertainty
on lower-income households and communities. Nonprofit
organizations reported challenges meeting demand for
behavioral health and substance misuse services. Contacts also reported an undersupply of basic shelter
needs which have increased due to hiring difficulties and
a notable drop in donations in recent months. Several
contacts also raised concerns about worsened academic

Federal Reserve Bank of San Francisco
performance during the pandemic across all groups,
particularly among lower-income students.

continued to hinder production, especially for cherries,
pears, and apples. Weaker global activity and an appreciating dollar reduced demand in international markets
for domestic agricultural products, especially wheat,
nuts, raisins, and tree logs. One producer mentioned that
increased energy costs in Europe have prevented European farmers from refrigerating and storing fresh fruit,
increasing their immediate supply in the region and
heightening competition in export markets. Capital
spending in the logging sector remained strong, but one
contact in the Pacific Northwest mentioned that persistently high timberland valuations hindered production.

Retail Trade and Services
Retail sales grew moderately on balance. High tourism
volumes in large metropolitan areas supported strong
demand for retail goods, while other parts of the District
saw signs of cooling due to further declines in consumers’ discretionary spending. Reports indicated that demand has picked up for home improvement goods as
homeowners invested more in their homes. Tight labor
supply continued, although retention rates in some retail
sectors reportedly increased. Supply chain disruptions
continued easing, improving delivery times and allowing
some retailers to realign inventory to more optimal levels. Contacts from across the District reported low retail
vacancy numbers.

Real Estate and Construction
Residential real estate activity softened further. Demand
softened for single-family homes due to increasing mortgage rates, and elevated costs for some materials added
strain for new home construction projects. Home prices
remained high but fell in some areas, such as in parts of
Nevada. Housing inventories were still low, especially in
Alaska, but started to rise in some other areas. The
search for affordable housing has kept demand for multifamily units strong and rental rates high. Despite some
easing, ongoing labor and supply shortages continued to
delay construction projects. One contact in Arizona
specifically raised concerns about the availability of
refrigeration and air conditioning equipment.

Conditions in the consumer and business services sectors continued to improve. The leisure and hospitality
industry saw improvements as COVID-19 travel restrictions eased further for visitors from abroad. A Las
Vegas contact highlighted record growth in air travel
volumes, while contacts from Southern California and
Hawaii noted strong demand for hospitality services.
Demand for other services, including food and legal
services, picked up, and activity in the health care and
wellness sectors continued to be robust.

Activity in the commercial real estate market was flat on
balance. Construction of industrial and warehouse facilities remained strong, especially in the Mountain West.
One contact in Utah mentioned additional demand for
public facilities such as airports and prisons. Conversely,
demand for office space was weak throughout the District, and vacancies rose. Contacts attributed this weakness to ongoing remote work arrangements and general
economic uncertainty.

Manufacturing
Manufacturing activity grew modestly during the reporting period. Demand increased for many products, including packaging equipment, renewable energy equipment,
manufactured foods, personal care products, outdoor
gear, and some building materials. Meanwhile, metal
production and recycling slowed down somewhat. Capacity utilization inched upward on net, while some capital spending plans were deferred due to perceived economic uncertainty. Input and transportation costs remained elevated. Supply chain disruptions and the war
in Ukraine continued to hinder manufacturing, especially
production of aluminum. Nonetheless, supply issues
continued to ease, improving access to raw materials. A
metal fabricator noted that backlogs have become more
manageable, and overtime has become less necessary.
One contact in the energy sector mentioned that energy
use by manufacturers largely held steady over the reporting period.

Financial Institutions
Lending activity decreased slightly over the reporting
period. Loan demand softened, chiefly due to decreased
applications for single-family mortgage origination and
refinancing on account of higher interest rates. Demand
for multifamily and industrial construction loans was
more resilient. Economic uncertainty has reportedly led
businesses to approach borrowing more cautiously,
reducing originations for corporate loans. Demand for
auto loans remained elevated. Credit quality remained
high, although a few contacts observed some slight
deterioration, and competition for loans remained brisk.
Liquidity was elevated, but deposits moderated somewhat despite paying higher rates. Financiers in the private equity and venture capital space reported overall
declines in investment and valuations, including in clean
energy markets.■

Agriculture and Resource-Related Industries
Conditions in the agriculture and resource-related sectors worsened somewhat. Overall demand for produce,
fruits, and seafood was unchanged. However, labor
shortages, transportation delays, elevated input prices,
drought conditions, and wide temperature fluctuations

L-2