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Burgundy Book
A report on economic conditions in the Louisville zone
Fourth Quarter 2016
The Louisville zone of the Federal Reserve comprises southern Indiana and western
Kentucky and a total population of approximately 3.4 million people, including the
almost 1.3 million who live in the Louisville MSA.

Current Economic Conditions Remain
Strong, Business Optimism On the Rise

Data Snapshot
County unemployment rates (SA, Q3-16)

4.6%

By Charles S. Gascon, Regional Economist

The outlook of business contacts has considerably improved relative
to one year ago. Fifty-seven percent of contacts expect local economic
conditions to be better or somewhat better in 2017 relative to 2016.
This is a 10-percentage-point increase from one year ago, when
contacts were asked about their outlook for 2016 relative to 2015.
Labor market conditions have remained strong. Payroll employment
growth continued to exceed the nation’s growth in most areas of the
zone in the third quarter, and unemployment rates remain below the
national rate in all the metropolitan areas. Business contacts generally
expect continued employment growth into the first quarter of 2017.
Real estate conditions in the zone remain strong. While the pace
home sales slowed in the third quarter, growth remains stronger than
the national rate. Real estate contacts report strong demand, and
house prices have continued to increase at a moderate pace.
Households financial positions generally improved. Per capita personal income growth slowed a bit; growth remains strong in Indiana and
fairly modest in Kentucky. Mortgage debt growth contracted between
the second and third quarters while credit card and auto loan growth
increased.
According to banking contacts, loan demand remained unchanged in
the fourth quarter relative to the same time last year, a slowdown in
business lending was offset by stronger demand for consumer loans.
Crop production estimates have changed considerably since our
previous report, as Kentucky and Indiana corn production was marked
lower while soybean production was marked up in both states.
Note to readers: This will be the final Burgundy Book. Starting in 2017, zone-specific
anecdotal information will be included in a supplement to the redesigned Beige Book.
The Beige Book is released eight times per year, and the next release will be January
18. The regional economic data contained in the report is available in the St. Louis
Fed’s FRED database and may be accessed through the Eighth District Economy
webpage: research.stlouisfed.org/regecon.

This report is published by the Federal Reserve Bank of St. Louis

less than 5%
7% to 8%

5% to 6%
over 8%

6% to 7%

Nonfarm payroll employment by industry
Percent change from one year ago (Q3-16)
-10

-5

0

Total Nonfarm (100%)
Trade, Trans., and Utilities
(22%)

Education and Health
(14%)
Prof. and Business Services
(13%)
Government (11%)

Manufacturing (12%)
Leisure and Hospitality
(11%)
Financial Activities (7%)
Nat. Res., Mining, and
Construction (4%)
Other Services (4%)

Information (1%)
Louisville

US

5

10

Fourth Quarter 2016

How to read this report

Table of Contents

Unless otherwise noted, city names refer
to the metropolitan statistical areas
(MSAs), which are geographic areas that
include cities and their surrounding
suburbs, as defined by the Census Bureau.

Labor Markets ........................................................................... 3

Statistics for the Louisville zone are based
on data availability and are calculated as
weighted averages of either the 88
counties in the zone or the five MSAs. As of
2012, approximately 60 percent of the
zone’s labor force was located in an MSA.
Specifically: 39 percent in Louisville, 11
percent in Evansville, 4 percent in Bowling
Green, 4 percent in Owensboro, and 3
percent in Elizabethtown; 40 percent of
the zone’s labor force was located in nonmetropolitan areas.

Banking and Finance ................................................................. 7

Arrows in the tables are used to identify
significant trends in the data. The direction
of the arrow indicates the sign (up/down)
and the color indicates the economic
significance (green = good, red = poor).
Arrows appear only when the change from
the previous quarter is greater than 1
standard deviation. For example, the
standard deviation of the change in the
U.S. unemployment rate is 0.4 percent. If
the U.S. unemployment rate declined from
8.4 percent to 8.2 percent, no arrow would
appear; but if it declined from 8.4 percent
to 7.9 percent, a green down arrow would
appear in the table.
Selected variable definitions are located in
the appendix.

Manufacturing and Transportation ........................................... 4
Real Estate and Construction .................................................... 5
Household Sector ...................................................................... 6

Agriculture and Natural Resources ........................................... 8
Appendix ................................................................................... 9

Join Our Panel of Business Contacts
The anecdotal information in this report was provided by
our panel of business contacts, who were surveyed between
November 8 to November 16.
If you’re interested in becoming a member of our panel, follow this
link to complete a trial survey:
http://research.stlouisfed.org/outlooksurvey

Selected quotes from business contacts
are generally verbatim, but some are
lightly edited to improve readability.

or email us at beigebook@stls.frb.org.

For more information contact the St.
Louis office:
Charles Gascon
charles.s.gascon@stls.frb.org
Media inquiries:
mediainquiries@stls.frb.org

Views expressed do not necessarily reflect official positions of
the Federal Reserve System.

Federal Reserve Bank of St. Louis — Louisville Zone

2

Labor Markets

Fourth Quarter 2016

Louisville Zone Labor Market Conditions Strong with Exception of Evansville
By Paul Morris, Research Associate



Labor market conditions have remained strong
since the third quarter. Unemployment rates in
each of the five MSAs remained below the
national rate, and employment growth exceeded
the national rate in every MSA but Evansville. In
addition, half of business contacts surveyed
reported that fourth quarter employment has
been higher or slightly higher than it was a year
ago.



Performance in the goods-producing sector was
generally strong. Despite exceeding the national
rate in every MSA but Evansville, growth did slow
in Louisville, Evansville, and Elizabethtown
relative to the pace experienced a year ago.



Service-sector performance remained strong,
with the strongest growth in Louisville, Elizabethtown, and Owensboro and moderate growth in
Bowling Green. Evansville continued to see
negative growth in both the goods-producing and
service-providing sectors for the third consecutive
quarter (see figure).



Anecdotal evidence suggests that the labor
market remains tight, as Louisville-area contacts
in manufacturing, transportation, and information technology continue to report difficulties
hiring qualified employees. About two-thirds of
contacts surveyed reported that wages have been
higher or slightly higher in the fourth quarter than
the same period a year ago.

“The pressure to find, add, and retain workers in the
Louisville area continues and is a significant contributor to the pressures on wages.”
—Louisville area business contact

“We have been having difficulties hiring qualified employees as they are in such high demand.“
—Louisville area information technology contact

Evansville employment growth continues to dip
Sector contributions to employment growth, percent change from year ago
4
3
2
1
0

-1
-2

Government

-3

Service providing

-4

Goods producing

-5

Nonfarm Employment

-6

2009

2010

2011

2012

2013

2014

2015

2016

Source: BLS

Louisville

Evansville

Bowling
Green

Elizabethtown

Owensboro

US

Unemployment rate (Q3-16) (%)

4.2

4.3

4.1

4.5

4.3

4.9

Nonfarm employment (Q3-16)

2.5

-0.9

1.9

3.6

2.5

1.7

Goods-producing sector

1.8

-1.1

4.8

3.7

2.7

0.2

Private service-providing sector

3.3

-1.1

1.8

3.0

3.0

2.2

0.2

-1.1

4.6

0.0

0.7

Government sector

-1.5

▲

Note: Unless otherwise noted, values are percent change from one year ago. Arrows indicate a significant (± 1 standard deviation) change from the
previous quarter. See appendix for notes and sources.

Federal Reserve Bank of St. Louis — Louisville Zone

3

Manufacturing and Transportation

Fourth Quarter 2016

Manufacturing Remains Strong in Louisville
By Daniel Eubanks, Senior Research Associate

Durable goods sector drives manufacturing employment
growth in Louisville



Manufacturing employment continued to grow at
a strong pace in the Louisville MSA even as
manufacturing employment decreased nationwide. Employment in the sector increased by 4.6
percent year-over-year in the third quarter,
compared with 3.7 percent last quarter and 2.8
percent two quarters ago. The durable goods
sector drove almost all of the employment
growth (see figure).



“We’ve seen increased demand for HVAC products.”
– Southern Indiana manufacturer

In Kentucky, growth in the durable goods sector
offset the decline in the nondurable goods sector.
However, the durable goods sector grew more
slowly than in the previous quarter, while the
pace of job losses accelerated in the nondurable
goods sector. Overall, manufacturing employment increased slightly.



Manufacturing exports from Kentucky increased
even as total manufacturing exports from the U.S.
decreased. The increase was driven almost
entirely by increased exports of transportation
equipment.



Employment growth in the transportation sector
slowed across the Louisville zone. In the Louisville
MSA, the pace of transportation sector job
growth has decreased for eight consecutive
quarters and is now at its slowest pace since
2013. Growth also slowed in Kentucky, Indiana,
and in the nation overall.

Percent change from one year ago

16
14
12
10
8
6
4
2
0
-2

Durable goods
contribution
Nondurable goods
contribution
Total manufacturing

2013

2014

2015

2016

Source: BLS

Louisville

Kentucky

Indiana

US

Transportation employment (Q3-16)

1.3

2.8

2.3

0.9

Manufacturing employment (Q3-16)

4.6

0.9

-0.9

-0.4

Durable goods

6.8

3.2

-2.2

-1.1

Nondurable goods

0.1

-3.3

2.4

0.8

--

12.4

-1.3

-3.7

Manufacturing exports (Q3-16)

Note: Values are percent change from one year ago. Arrows indicate a significant (± 1 standard deviation) change from the previous quarter; see
appendix for notes and sources.

Federal Reserve Bank of St. Louis — Louisville Zone

4

Real Estate and Construction

Fourth Quarter 2016

Office Vacancy Rates Tick Up; Construction Activity Remains Strong
By Joseph McGillicuddy, Senior Research Associate



Louisville home sales growth has declined slightly
since the previous quarter, but outpaced the
national rate. Local contacts continued to report
strong demand but indicated that sales have been
hampered by limited inventory.



House prices continued to increase in all four
major MSAs within the zone but at rates below
the national average. Still, the Louisville metro
area experienced relatively robust growth of
around 5 percent for a third consecutive quarter.



The Louisville office vacancy rate has ticked up in
the past two quarters after declining for most of
the past four years. This increase can be attributed to a large jump in the vacancy rate for Class A
office properties, the result of new inventory
coming online (see figure).



“Homebuyer demand remains very strong. However the
amount of acceptable inventory remains low.”

Louisville construction activity strengthened in the
third quarter. Local contacts reported seeing an
increase in speculative building for a variety of
property types. The amount of industrial space
under construction remained nearly double that
of a year ago.

—Louisville real estate contact
“Speculative industrial warehouse construction is
approaching record levels for the Louisville Metro.”
—Louisville real estate contact
“Industrial speculative construction is on-going with
leasing activity staying constant.”
—Louisville real estate contact
Louisville Class A office vacancy rates tick up
Percent
18

16

14

12

Overall
10
2012

2013

Class A
2014

Classes B and C
2015

2016

Source: Reis.com.

Non-residential market (Louisville, Q3-16)

Apartment

Vacancy rate (%)

4.8

Asking rent

Office

Retail

14.7
▼

3.1

▼

8.6

0.9

Industrial

3.3

Percent change from one year ago
Note: Apartment, office, and retail values are from Reis.com. Industrial values are estimates from Cushman & Wakefield.

Residential market (Q3-16)

Louisville

Clarksville

Elizabethtown

Evansville

6.2
0.5

US

CoreLogic Home Price Index

4.8

0.9

1.9

3.9

5.8

Single-family building permits

19.8

10.9

-0.4

8.9

8.3

New and existing home sales

7.7

--

--

--

4.1

Note: Sales and permits data are year-to-date percent change. Prices are percent change from one year ago. Arrows indicate a signficant (±1 standard
deviation) change from the previous quarter. See appendix for notes and sources.

Federal Reserve Bank of St. Louis — Louisville Zone

5

Household Sector

Fourth Quarter 2016

Households Reduce Their Mortgage Debt After a Year of Expanding Their Balances
By Rodrigo Guerrero, Research Associate



The mortgage debt growth rate dropped by over 3
percentage points, with households reducing their
balances for the first time since the second
quarter of 2015. This decline is consistent with the
national trend (see figure). Meanwhile, mortgage
delinquency rates remained largely unchanged
and close to the national rate.



Reports from auto dealers on sales halfway
through the fourth quarter were mixed, with
some reporting slightly lower year-over-year sales
and others indicating that sales exceeded expectations. Though still elevated and slightly above
the national rate, auto debt growth decelerated in
the third quarter. Auto delinquency rates in the
zone remained largely unchanged and slightly
below the national rate.



The credit card debt growth rate was slightly
positive and over a percentage point lower than
the national rate. Credit card delinquency rates in
the zone, Indiana, and Kentucky remained below
the national rate.



“Gas prices and interest rates, which continue to be
lower than expected, as well as new model launches
had a positive impact on sales, exceeding our initial
projections.”

Real per capita income growth decreased in
Indiana, Kentucky, and the U.S. as a whole. While
Kentucky’s rate continued to be above the
national rate, Indiana’s rate remained below it.

—Louisville auto dealer

“The market is slowing down for auto sales.”
—Northwest Kentucky auto dealer

Mortgage debt balances fall in the zone and the nation
Percent change from one year ago
2

Louisville Zone
US

0
-2
-4
-6
-8
-10
Sep-11

Sep-12

Sep-13

Sep-14

Sep-15

Sep-16

Source: FRBNY Consumer Credit Panel and Equifax.

Louisville Zone
Per capita personal income (Q2-16)

--

Indiana

Kentucky

2.0

US

1.1

1.4

Per capita debt balances (Q3-16)
▼

-1.3

▼

-2.0

▼

Mortgage

-1.9

-1.5

Credit card

0.3

1.1

1.6

1.7

Auto loan

6.6

6.2

6.6

6.2

Mortgage

1.3

1.3

1.3

1.4

Credit card

5.8

5.6

6.1

7.0

Auto loan

3.1

3.7

3.6

▼

3.4

90+ day delinquency rates (Q3-16) (%)

Note: Unl es s otherwi s e noted, va l ues a re percent cha nge from one yea r a go. Arrows i ndi ca te a s i gni fi ca nt (±1 s ta nda rd devi a ti on)
cha nge from the previ ous qua rter. See a ppendi x for notes a nd s ources .
Future releases of these data are available in The Quarterly Debt Monitor . See appendix for a link to the report.

Federal Reserve Bank of St. Louis — Louisville Zone

6

Banking and Finance

Fourth Quarter 2016

Consumer Borrowing Growth Offsets Slowing Commercial Lending in Louisville
By Michelle Neely, Economist, and Evan Karson, Research Associate

Asset quality improves across Louisville zone
Nonperforming loan ratio at commercial banks, percent

According to banking contacts, overall loan
demand across the Louisville zone remained
unchanged in the fourth quarter relative to yearago levels. A slowdown in lending to businesses
offset an increase in demand for consumer loans,
according to contacts. However, expectations
among zone bankers are that commercial and
industrial loan (C&I) demand will rise in the first
quarter of 2017 on a year-over-year basis.



Contacts indicated that, in the fourth quarter, the
creditworthiness of applicants for C&I loans
weakened slightly compared with last year.
However, credit standards for loan approvals in
the fourth quarter remained stable relative to
year-ago levels across all loan categories and are
not expected to waver in the first quarter of 2017,
according to survey respondents.
Compared with year-ago levels, return on average
assets (ROA) in the third quarter declined slightly
at banks in Indiana due in part to a 10-basis-point
drop in the average net interest margin (NIM).
ROA at Kentucky banks rose 5 basis points from its
year-ago level, while NIM remained unchanged
over the same period.



“Uncertainty about the stability of local industry and
declines in gross revenues from agricultural production
are hampering overall lending.”
— Louisville banker





“Low mortgage rates have caused an increase in new
construction loans for housing, giving us a good
opportunity to expand our construction-to-permanent
offerings.”
— Southwest Indiana banker

Asset quality in the zone improved slightly during
the third quarter relative the previous quarter.
The ratio of nonperforming loans to total loans fell
4 basis points at Kentucky banks and 5 basis
points at Indiana banks, which was consistent
with national trends.

4.5
4.0

US

3.5

Indiana

3.0

Kentucky

2.5
2.0
1.5
1.0
0.5
0.0

2008

2009

2010

2011

2012

2013

2014

2015

2016

Source: FRED.

Banking performance (Q3-16 )

Kentucky

Indiana

8th District

US Peer Banks

Return on average assets

1.07

1.05

1.12

1.09

Net interest margin

3.78

3.58

3.70

3.80

Nonperforming loans / total loans

1.03

0.86

0.94

1.01

119.42

131.40

121.28

123.76

Loan loss reserve coverage ratio

Note: Values are percentage points. Arrows indicate a significant ( ± 1 standard deviation) change from the previous quarter. See appendix for notes
and sources.

Federal Reserve Bank of St. Louis — Louisville Zone

7

Agriculture and Natural Resources

Fourth Quarter 2016

Soybean Yields at Record Levels; Agricultural Land Value Growth Slowing
By Jonas C. Crews, Research Associate



The zone’s crop production estimates vary
significantly from expectations reported in the
previous report. The estimated changes in
Kentucky and Indiana corn production from last
year were each more than 10 percentage points
below expectations.



In contrast, Kentucky and Indiana soybean
production growth were 4 percentage points and
8 percentage points higher than expectations,
respectively. The change is a result of yield
estimates that are significantly better than
expectations. In particular, the estimated Kentucky soybean yield is equal to the state record,
while the Indiana yield estimate is three bushels
higher than the state record (see figure).



Strong yields are helping create another year of
large U.S. grain supply, which contacts note will
keep prices low heading into the next crop
season. With crop prices remaining low, agricultural land price growth is slowing in the zone, and
contacts believe that farmland prices could
delcine if the crop price environment does not
improve soon.



“Yields are excellent and the weather was good. All the
extra grain means more stock, which means crop
prices stay low.”

Declines continue for zone coal production and
related employment in mining and logging.
However, year-over-year, Kentucky coal production declined significantly more slowly in the third
quarter than in the second quarter (see table).

—Kentucky agricultural goods producer

“We could see farmland prices falling if things stay the
way they are.”
—Kentucky agricultural goods producer

Indiana and Kentucky soybean yields at record levels
Bushels per acre
60
50

40
30
20

Indiana
Kentucky

10
0
1950 1957 1964 1971 1978 1985 1992 1999 2006 2013
Source: USDA-NASS.

Indiana
Natural resources (Q3-16)
Mining and logging employment
Coal production
Estimated production (2016)
Corn
Cotton
Rice
Sorghum
Soybean

Kentucky

US

-9.5

-18.9

-14.9

-17.1

-20.3

16.5
---21.9

-0.5
---0.9

▲

-13.8
11.9
25.4
22.1
-22.6
11.0

▲

▲
▲

Note: Va l ues a re percent cha nge from one yea r a go. Arrows i ndi ca te a s i gni fi ca nt (± 1 s ta nda rd devi a ti on) cha nge from the
previ ous qua rter or yea r. See a ppendi x for notes a nd s ources .

Federal Reserve Bank of St. Louis — Louisville Zone

8

Appendix
Cover Page
Sources
Bureau of Labor Statistics
Unemployment rate, nonfarm payroll employment.

Fourth Quarter 2016
turing); 313 (Textile Mills); 314 (Textile Product Mills); 315 (Apparel
Manufacturing); 316 (Leather and Allied Product Manufacturing); 322
(Paper Manufacturing); 323 (Printing and Related Support Activities);
324 (Petroleum and Coal Products Manufacturing); 325 (Chemical
Manufacturing); and 326 (Plastics and Rubber Products Manufacturing).

Labor Markets

Real Estate and Construction

Table Sources

Table Sources

Bureau of Labor Statistics

CoreLogic

Unemployment rate. Nonfarm employment and contributions
by sector.
Notes
Goods-producing sector comprises the manufacturing and natural
resources, mining, and construction sectors.
Private service-providing sector includes the following sectors:
Trade, Transportation, and Utilities; Information; Financial Activities;
Professional and Business Services; Education and Health Services;
Leisure and Hospitality; and Other Services.
Unemployment rate data are seasonally adjusted.
Average hourly earnings are in current dollars.

Home price index, including distressed sales.
Census Bureau
Year-to-date single-family building permits.
Greater Louisville Association of Realtors
Year-to-date new and existing home sales.
Notes
Asking rent is the publicized asking rent price. Data are in current
dollars.
Vacancy rate is the percentage of total inventory physically vacant as
of the survey date, including direct vacant and sublease space.
New and existing home sales consists of single-family home sales.

Manufacturing and Transportation
Table Sources

Household Sector

Bureau of Labor Statistics

Table Sources

Transportation employment: includes transportation and
warehousing industries.
Manufacturing employment: total, durable, and nondurable
goods.
World Institute for Strategic Economic Research
Manufacturing exports: dollar value.
Notes
Transportation employment in Louisville covers transportation,
warehousing, and utility industries. About 90 percent of the reported
jobs are contributed by transportation and warehousing industries.
Manufacturing exports are defined as the total dollar amount of
exports by the manufacturing industries.
Durable goods manufacturing sector is defined by the Bureau of
Labor Statistics as industries with a NAICS classification code of 321
(Wood Product Manufacturing); 327 (Nonmetallic Mineral Product
Manufacturing); 331 (Primary Metal Manufacturing); 332 (Fabricated
Metal Product Manufacturing); 333 (Machinery Manufacturing); 334
(Computer and Electronic Product Manufacturing); 335 (Electrical
Equipment, Appliance, and Component Manufacturing); 336
(Transportation Equipment Manufacturing); 337 (Furniture and
Related Product Manufacturing); and 339 (Misc. Manufacturing).

Equifax based on authors’ calculations
All figures are based on a 5 percent sample of individual credit
reports. Balances are geographic averages of various debt
categories. The mortgage category includes first mortgages and
home equity installment loans, but home equity lines of credit
are omitted. Auto loans include those financed by finance
company or bank loans. Credit cards are revolving accounts at
banks, bankcard companies, national credit card companies,
credit unions, and savings and loan associations.
See The Quarterly Debt Monitor for future releases
https://www.stlouisfed.org/publications/quarterly-debt-monitor
Haver Analytics
Per capita income.

Notes
Delinquency rates are calculated as the percentage of payments past
due by more than 90 days, weighted by the dollar value of the loan.

Nondurable goods manufacturing sector is defined by the Bureau of
Labor Statistics as industries with a NAICS classification code of 311
(Food Manufacturing); 312 (Beverage and Tobacco Product Manufac-

Federal Reserve Bank of St. Louis — Louisville Zone

9

Appendix

Fourth Quarter 2016

Banking and Finance
Table Sources
Federal Financial Institutions Examination Council
Return on average assets: USL15ROA. Net interest margin:
USL15NIM. Nonperforming loans: USL15NPTL. Loan loss reserve/
Total loans: USL15LLRTL. Net loan losses/Average total loans:
USL15LSTL.
Note: The data available in the table can be found in FRED.
Notes
Loan loss provisions are expenses banks set aside as an allowance for
bad loans.
Nonperforming loans are those loans managers classify as 90 days or
more past due or nonaccrual, which means they are more likely to
default.
Loan loss coverage ratio is loan loss reserves divided by nonperforming loans.
US peer banks are those commercial banks with assets of less than
$15 billion.
Due to the seasonal nature of bank return on average assets and net
interest margin, the arrows in the table denote significant changes
from one year ago.

Agriculture and Natural Resources
Sources
Energy Information Administration (EIA)
Coal production. Note: Production trends identified in report
may be inconsistent with previous reports due to data revisions.
Bureau of Labor Statistics (BLS)
Mining and logging employment.
United States Department of Agriculture (USDA)
Production and yield estimates.

Federal Reserve Bank of St. Louis — Louisville Zone

10