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Burgundy Book
A report on economic conditions in the Louisville zone
Third 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.

Business Contacts in the Louisville Zone
See Healthy Labor Demand and Upward
Pressure on Wages

Data Snapshot
County unemployment rates (SA, Q2-16)

4.7%

By Kevin L. Kliesen, Business Economist and Research Officer

Similar to three months earlier, an August survey of business contacts
indicated that a majority expect local economic conditions in 2016 to
be better than a year earlier.
Payroll employment growth exceeded the nation’s growth in most
areas of the Louisville zone in the second quarter. Employment
growth was especially brisk in the Elizabethtown, Owensboro, and
Louisville MSAs. Business contacts reported that the demand for labor
is putting upward pressure on wages and salaries.
In the second quarter, the zone’s unemployment rate averaged 4.7
percent, unchanged from the first quarter. The unemployment rate
was below the national average in each of the zone’s five MSAs.
Single-family building permits increased sharply in the second quarter
in the Louisville, Clarksville, and Evansville MSAs, but fell modestly in
Elizabethtown. Real estate contacts report vigorous construction
activity in the industrial space, which may be partially attributable to
the Ohio River Bridges Project.
Per capita automotive debt balances in the zone continue to rise at
rates that exceed the national rate. Real per capita personal income
growth in Indiana and Kentucky was appreciably stronger than the
national average in the first quarter.
A survey of bankers suggested that loan demand in the third quarter
was unchanged from a year earlier; similar conditions are expected in
the fourth quarter. Commercial bank asset quality at Indiana and
Kentucky banks declined slightly in the second quarter.
This year’s corn crop in Kentucky is expected to be a bin buster, near
the record high registered in 2014. Indiana’s corn crop is projected to
be the second largest on record.
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 (Q2-16)
-4

-2

0

2

Total Nonfarm (100%)

Trade, Trans., and Utilities
(22%)
Education and Health (14%)
Prof. and Business Services
(13%)

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

Information (1%)
Louisville

US

4

6

8

Third 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
August 9 to August 23.
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

Third Quarter 2016

Education and Health Services Surging in Louisville
By Paul Morris, Research Associate



Labor market conditions across the zone were
strong: The unemployment rate in each of the
five MSAs was below the national rate, and
employment growth exceeded the national
average in four of the five MSAs.



Performance in the goods-producing sector was
strong, as job growth exceeded that of the nation
in four of the five MSAs. Service-sector growth
remained positive but more mixed, with the
strongest growth in Louisville and Elizabethtown,
modest growth in Owensboro and Bowling Green,
and negative growth in Evansville.



The fastest-growing sector in Louisville was
education and health services, with employment
up 6.2 percent from one year ago (see figure).
Preliminary statewide data from the first quarter
suggest this growth rate could be revised down
closer to the national average.



Louisville-area contacts in construction, manufacturing, and wholesale trade reported difficulty in
filling vacant positions, citing either a shortage of
applicants or candidates lacking the necessary
skills.



Anecdotal evidence suggests that the demand for
labor continued to put upward pressure on
wages: Nearly 80 percent of Louisville contacts
reported that wages were slightly higher or
higher than they were a year ago, and over 70
percent of contacts expect wages to continue to
move higher in the fourth quarter.

“Hiring qualified professionals is very challenging.”
—Louisville area wholesale trade contact

“Employment issues continue. Unfortunately, we still
find it difficult to find plant and technical workers.”
—Evansville area technology manufacturing contact

Education and health growth accelerates in Louisville
Education and health employment growth, Percent change from year ago

7
6

Louisville

5

US

4
3
2
1
0
-1
-2
2008
2009
Source: BLS.

2010

2011

2012

2013

2014

Louisville

2015

Evansville

Bowling
Green

Elizabethtown Owensboro

US

Unemployment rate (Q2-16) (%)

4.4

4.5

4.3

4.6

4.6

4.9

Nonfarm employment (Q2-16)

2.7

-1.1

1.9

3.7

2.6

1.8

Goods-producing sector

3.2

-1.0

5.6

5.1

Private service-providing sector

3.6

-1.2

1.1

3.4

-3.1

-1.0

0.5

3.5

Government sector

▼
▲

4.5

▲

0.3

2.9

2.3

-1.4

0.6

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 .

Federal Reserve Bank of St. Louis — Louisville Zone

3

Manufacturing and Transportation

Third Quarter 2016

Manufacturing and Transportation Conditions Are Mixed in the Louisville Zone
By Daniel Eubanks, Senior Research Associate

“The automotive sector is slowing down and the market for our product is becoming more competitive.”
– Southern Indiana manufacturer
“In our rail transportation business, sales have trended
down the first 6 months due to lower coal and oil shipments by all Class I railroads.”
— Louisville area transportation executive



Employment growth in the manufacturing sector
was mixed. In the Louisville MSA, growth accelerated from 2.8 percent to 3.7 percent. In Kentucky,
growth was unchanged at 1.5 percent. In Indiana,
growth was slightly negative at –0.2 percent. In
the U.S. overall, manufacturing declined for the
first time since the third quarter of 2010.



In the nondurable goods manufacturing sector,
which includes food and beverage products,
wood products, and paper products, employment
in Kentucky was 2.3 percent below its level one
year ago, the second consecutive quarter of
decline and the largest year-over-year decrease in
the sector in the past five years. In the Louisville
MSA, growth in nondurable goods employment
slowed but remained positive. In contrast, growth
in the sector accelerated in Indiana and nondurable goods employment in the state has returned
to 2008 levels.



Manufacturing exports from Kentucky increased
by 6.3 percent from one year ago, despite a
decline in manufacturing exports from the U.S.
overall. Statewide growth was driven by increased exports of transportation equipment and
chemical products.



Employment growth in the transportation sector
continued to slow in the Louisville MSA: Contacts
in rail transportation reported that sales are
down as a result of reduced shipments of energy
products (see quote).

Nondurable goods employment sharply declines in KY
Percent change from one year ago

8
6

4
2

0
Nondurable
Durable
Total

-2

-4
2013

2014

2015

2016

Source: BLS

Louisville

Kentucky

Indiana

US

Transportation employment (Q2-16)

2.6

3.4

3.0

1.2

Manufacturing employment (Q2-16)

3.7

1.5

-0.2

-0.3

Durable goods

5.1

3.7

-1.2

-1.0

Nondurable goods

0.9

-2.3

2.4

0.9

--

6.3

-0.2

-6.0

Manufacturing exports (Q2-16)

▼

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; s ee a ppendi x for notes a nd s ources .

Federal Reserve Bank of St. Louis — Louisville Zone

4

Real Estate and Construction

Third Quarter 2016

Residential Market Remains Strong; Industrial Construction Picks Up
By Joseph McGillicuddy, Senior Research Associate

“Sales fell short of expectations due to a lack of
inventory.”



Growth in Louisville home sales declined significantly during the second quarter but continued to
outpace that of the nation. Several Louisville real
estate contacts reported that sales have fallen
short of expectations recently as a result of
limited inventory of existing homes for sale.



The growth rate of Louisville house prices has
converged with that of the nation over the past
two quarters. The two rates followed similar paths
after the Great Recession but diverged in 2012
when U.S. house prices saw a significant increase
in growth compared with Louisville (see figure). In
the other major MSAs, house prices either
increased modestly or remained flat.



The Louisville retail market tightened in the
second quarter, as the vacancy rate saw a moderate decrease and asking rents continued to
increase steadily.



The amount of industrial space under construction
in the second quarter is nearly double that of a
year ago, and several Louisville real estate
contacts have reported an increase in industrial
speculative development. Some of this increase in
construction may be due to the expected completion of the Ohio River Bridges Project at the end of
the year, which will open up new industrial
opportunities on both sides of the river.

— Louisville real estate contact
“Single-family home demand is strong on the buying
side but supply is low.”
— Louisville real estate contact
“Speculative industrial development has grown
significantly.”
— Louisville real estate contact

House price growth converges with that of the nation
CoreLogic Housing Price Index (HPI), percent change from a year ago

12
10

Louisville

8

US

6

4
2

0
-2

-4
-6
2010

2011

2012

2013

2014

2015

2016

Source: CoreLogic.

Non-residential market (Louisville, Q2-16)

Apartment

Vacancy rate (%)
Asking rent

Office

Retail

5.0

14.6

9.1

3.7

0.7

3.7

Industrial
▼

5.4
-0.5

Percent change from one year ago
Note: Apa rtment, offi ce, a nd reta i l va l ues a re from Rei s .com. Indus tri a l va l ues a re es ti ma tes from Cus hma n & Wa kefi el d.

Residential market (Q2-16)

Louisville

Clarksville

CoreLogic Home Price Index

5.1

0.2

Single-family building permits

21.6

27.6

New and existing home sales

9.9

▼

--

▼

Elizabethtown

Evansville

US

0.2

3.6

5.4

-1.2

16.7

10.1

--

--

5.3

Note: Sa l es a nd permi ts da ta a re yea r-to-da te percent cha nge. Pri ces a re percent cha nge from one yea r a go. Arrows i ndi ca te a
s i gnfi 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 .

Federal Reserve Bank of St. Louis — Louisville Zone

5

Household Sector

Third Quarter 2016

Zone Debt Balances Continue To Rise and at a Faster Pace
By Rodrigo Guerrero, Research Associate

“While I believe the market has peaked, I do not necessarily agree there will be a huge downturn.”



Zone mortgage debt growth increased compared
with the previous quarter, to nearly double the
U.S. rate. Meanwhile, the mortgage delinquency
rate continues to fall, though at a slower pace
than the U.S. average.



Reports from auto dealers halfway through the
third quarter were mixed, with some reporting
slightly higher year-over-year sales and others
reporting sales fell short of expectations. Auto
debt growth ticked up in the second quarter after
decelerating for two consecutive quarters (see
figure) and is now higher than the U.S. rate.



The zone’s credit card debt growth rate is slightly
positive and a percentage point lower than the
nation’s. The credit card delinquency rate has
decreased relative to the first quarter in the zone,
Indiana, Kentucky, and the U.S. as a whole.



Real income per capita growth increased in
Indiana, and continues to be above the national
rate. Growth slowed in Kentucky but remained
above the national rate as well.

—Louisville auto dealer

“Public retailers are pulling back on expansion plans.
The retail recovery has matured.”
—Northwest Kentucky business contact

Mortgage, auto, and credit card debt growth rates increase
Percent change in debt balances from one year ago
15

Mortgage
Auto
Credit Card

10
5
0
-5
-10

-15
Mar-08

Mar-10

Mar-12

Mar-14

Mar-16

Source: FRBNY Consumer Credit Pa nel and Equifax.

Louisville Zone
Per capita personal income (Q1-16)

Indiana

Kentucky

US

--

3.4

3.5

2.6

Mortgage

1.3

0.9

0.5

0.7

Credit card

0.6

1.3

1.8

1.6

Auto loan

8.2

7.3

8.4

7.7

Mortgage

1.2

1.3

1.2

1.5

Credit card

5.9

5.7

6.2

7.1

Auto loan

3.1

3.7

3.5

3.2

Per capita debt balances (Q2-16)

90+ day delinquency rates (Q2-16) (%)
▼

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 tanda rd devi a tion)
cha nge from the previ ous qua rter. See a ppendi x for notes a nd s ources .

Federal Reserve Bank of St. Louis — Louisville Zone

6

Banking and Finance

Third Quarter 2016

Banking Conditions Mixed in Louisville Zone
By Michelle Neely, Economist, and Evan Karson, Research Associate

“Lower grain prices are holding down farmers from
increasing borrowing and purchasing new equipment.”
— Southwest Indiana banker
“The potential movement of interest rates continues to
push mortgage lending. Borrowers are still seeing
lower rates as an opportunity to purchase or refinance.”
— Louisville banker

Net interest margins at Indiana banks remain below peers
Net interest margin at commercial banks, percent



Surveyed bankers indicated that loan demand in
the Louisville zone was largely unchanged in the
third quarter compared with year-ago levels.
Respondents anticipate that loan demand will also
be unchanged in the fourth quarter relative to
2015:Q4.



According to survey respondents, demand for
auto loans was slightly weaker in the third quarter
compared with the same time last year. Bankers
predict that demand for auto loans will also
remain lower in the fourth quarter of 2016 than it
was a year ago.



Return on average assets for banks was largely
unchanged in the second quarter, decreasing by 3
basis points at banks in Kentucky and increasing by
2 basis points at banks in Indiana. The average net
interest margin was stable at Kentucky banks,
showing no change from its year-ago level.



The ratio of nonperforming loans to total loans
(NPTL) at banks in Kentucky and Indiana rose
slightly in the second quarter. Coverage ratios fell
by an average of 8 percentage points at Kentucky
banks and 12 percentage points at Indiana banks.
Nevertheless, on average, banks in both states
have more than a dollar reserved for each dollar of
nonperforming loans.



Survey respondents indicated that delinquencies
were unchanged across all loan categories in the
third quarter. More than half of bankers surveyed
predict that commercial and industrial loan
delinquencies will be higher in the fourth quarter
relative to 2015:Q4.

4.6
4.4
4.2
4.0

3.8
3.6

US

3.4

Kentucky
Indiana

3.2

2007 2008 2009 2010 2011 2012 2013 2014 2015 2016
Source: FRED.

Banking performance (Q2-16 )

Kentucky

Indiana

8th District

US Peer Banks

Return on average assets

1.06

1.03

1.10

1.07

Net interest margin

3.78

3.59

3.69

3.79

Nonperforming loans / total loans

1.07

0.91

0.97

1.05

115.89

125.27

121.65

121.90

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

Third Quarter 2016

Strong Yields May Push Corn Production Levels to New Records
By Jonas C. Crews, Research Associate

“Corn could be a huge crop this year.”



Production is expected to increase for both of
Indiana’s major crops, while Kentucky’s two
biggest crops are projected to go in different
directions. All three cases of expected production
increases in the zone are much more attributable
to yield improvements than added acreage.
Specifically, all of the forecasted significant
increase in Indiana corn production is attributable
to a projected yield increase. Meanwhile, the
expected fall in Kentucky soybean production is a
result of an expected yield decline that will, if
realized, negate a small acreage increase for the
crop.



The projected corn production levels will be
historically large if they come to fruition. Indiana
will possibly experience its second-largest recorded crop, with only the 2014 yield greater than the
expectation for this year. Meanwhile, Kentucky
production is projected to be the largest in
recorded history (see figure and first quote).



The zone, which is the largest mining zone in the
District, continues to experience large declines in
both coal production and mining employment.
Contacts are reporting that firms are continuing to
downsize and that, accordingly, related capital
spending remains extremely low (see second
quote). They also note that there is little evidence
that the downward trend will reverse.

—Kentucky contact

“A mining equipment supplier reports that sales are
down 25 percent from last year.”
—Indiana contact

Corn production expected to be near historic 2014 levels
Index of bushels, 2010=100
160
140

Indiana

Kentucky

120
100
80
60
2010
2011
2012
Source: USDA-NASS.

2013

2014

2015

2016

Indiana
Natural resources (Q2-16)
Mining and logging employment
Coal production
Estimated production (2016)
Corn
Cotton
Rice
Sorghum
Soybean

Kentucky

US

-10.7

-19.1

-16.0

-30.0

-35.9

-27.2

9.5
----3.1

11.4
23.2
27.0
-20.5
3.3

27.6
---13.6

▲

▲
▲

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.

Third 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

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.

Transportation employment in Louisville covers transportation,
warehousing, and utility industries. About 90 percent of the reported
jobs are contributed by transportation and warehousing industries.

Haver Analytics

Manufacturing exports are defined as the total dollar amount of
exports by the manufacturing industries.

Notes

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).

Per capita income.

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

Third 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 estimates.

Federal Reserve Bank of St. Louis — Louisville Zone

10