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

Kentucky and Indiana Continue To See
Brisk Employment Growth in Transportation and Manufacturing

Data Snapshot
County unemployment rates (SA, Q4-15)

4.7%

By Kevin L. Kliesen, Business Economist and Research Officer

Although a February survey of business contacts in the Louisville zone
showed a modest dip in optimism compared with three months
earlier, those expecting local economic conditions to improve this
year continued to outnumber those who expect economic conditions
to worsen.
Payroll employment growth in the Louisville MSA in the fourth
quarter exceeded the national rate for the seventh consecutive
quarter. Employment growth was especially brisk in Elizabethtown.
Kentucky and Indiana continue to register strong employment growth
in the transportation services and manufacturing sectors. Employment in the mining and logging sector continued to fall in Indiana and
Kentucky. Revisions released by the U.S. Bureau of Labor Statistics in
March 2016 showed that employment growth in the Louisville MSA in
2015 was much stronger than initially reported.
The Louisville zone’s unemployment rate remained at 4.7 percent in
the fourth quarter of 2015, as each of the zone’s MSA unemployment
rates was below the U.S. rate of 5.1 percent in the fourth quarter.
Commercial real estate activity registered healthy growth in the
fourth quarter, as asking rents increased and vacancy rates edged
lower in most segments. Single-family building permits increased in
most areas in the fourth quarter.
Per capita automotive loan balances in the Louisville zone advanced
at a sharply slower rate in the fourth quarter of 2015 compared with
the previous quarter.
Asset quality improved at Indiana and Kentucky banks in the fourth
quarter of 2015, but their profitability modestly trailed that of their
U.S. peers.

less than 5%
7% to 8%

5% to 6%
over 8%

Nonfarm payroll employment by industry
Percent change from one year ago (Q4-15)
-6 -4 -2 0
Total Nonfarm (100%)

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

Government (12%)
Manufacturing (12%)
Leisure and Hospitality
(10%)
Financial Activities (7%)
Nat. Res., Mining, and
Construction (5%)
Other Services (4%)

Information (1%)

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

6% to 7%

Louisville

US

2

4

6

8

First 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
February 2 and February 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

First Quarter 2016

Little Slack Remains in Regional Labor Markets
By Maria A. Arias, Senior Research Associate



Labor market conditions are positive across the
zone: The unemployment rate in all MSAs
remained below the national average, and overall
job growth was positive and at or above the
national rate in three of the five MSAs.



The zone continued to see a strong goodsproducing sector during the fourth quarter, with
employment growth in most MSAs significantly
outpacing the national rate. Service-sector
growth remains upbeat, with the exceptions of
Evansville and Bowling Green.



In Louisville, demand for labor is at it highest
point since data began to be collected in 2005,
backing anecdotal evidence of tightening labor
markets. At the end of 2015, there was only
about one unemployed person per job vacancy
(see figure).



Anecdotal evidence suggests demand for skilled
labor will continue to put upward pressure on
wage growth during the first half of 2016: Threequarters of almost 60 business contacts surveyed
reported wages in the first quarter were slightly
higher or higher than they were a year ago, while
the other quarter reported no change. Two-thirds
of contacts expect wages will continue to move
higher in the second quarter, with the remaining
third expecting they will remain about the same.

“The expansion of industry in the region is expected to
exert upward pressure on wages in the region.”
—Owensboro area business contact

“The pressure on wages increases as many industries
continue to have to offer higher wages in order to
attract and retain good workers.”
—Louisville area business contact

Demand for labor in Louisville higher than national average
Number of unemployed per advertised vacancy
7
Louisville

6

US

5
4
3
2
1

0
2007 2008 2009 2010 2011 2012 2013 2014 2015
Source: The Conference Board.

Louisville

Evansville

Bowling
Green

Elizabethtown Owensboro
▲

US

Unemployment rate (Q4-15) (%)

4.5

4.1

4.7

5.0

5.0

Nonfarm employment (Q4-15)

2.8

0.1

1.4

3.9

2.0

2.0

Goods-producing sector

4.5

0.3

6.2

11.4

0.0

1.0

Private service-providing sector

3.6

0.1

0.6

3.6

3.3

-4.2

-0.4

-1.0

-0.2

-1.0

Government sector

▼

▲

5.1

2.5
0.4

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

First Quarter 2016

Durable Goods Manufacturing Remains Strong, but Outlook Is Mixed
By Daniel Eubanks, Senior Research Associate

“Demand from appliance, HVAC, and auto
[manufacturers] is down across the board.”
– Southern Indiana manufacturer
“Canadian customers who pay in U.S. dollars are
struggling.”
– Louisville manufacturer

Manufacturing employment growth in KY continues to
outpace US average



Strong growth in durable goods manufacturing
employment in Kentucky offset weakness in
nondurable goods for an overall growth rate of
2.7 percent. Manufacturing employment in
Kentucky has grown faster than the national
average since late 2011 (see figure).



In Louisville, durable goods manufacturing
employment growth accelerated and is up 5.1
percent from one year ago.



Despite the growth in employment, manufacturing exports from Kentucky declined 6.6 percent
from one year ago. Declines were spread across a
broad range of industries, but the most significant
contributors were transportation equipment and
computer and electronic products.



Manufacturing contacts reported a decline in
demand from a range of industries in the fourth
quarter. Other contacts reported that exchange
rates and conditions abroad could reduce demand in the future (see quote).



Employment growth in the transportation sector
remains robust, outpacing the national rate
despite a modest slowdown since our last report.

Percent change from one year ago

8

7
6

Kentucky

US

5
4
3

2
1

0
2011

2012

2013

2014

2015

Source: BLS

Louisville

Kentucky

Indiana

US
▲

Transportation employment (Q4-15)

3.7

3.3

3.4

Manufacturing employment (Q4-15)

4.0

2.7

1.3

0.4

Durable goods

5.1

4.1

1.1

-0.1

Nondurable goods

1.9

0.2

1.9

1.0

--

-6.6

-5.8

-9.0

Manufacturing exports (Q4-15)

2.8

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

First Quarter 2016

Louisville’s Commercial Real Estate Activity Strengthened
By Usa Kerdnunvong, Research Associate

“Multifamily investment has reached a historic high in
2015, with a 36 percent year-on-year increase in volume.”



In the last quarter of 2015, commercial real estate
activity strengthened. Vacancy rates dropped in
all sectors, except for the apartment sector, which
stabilized. Rent growth has rebounded, with the
apartment sector leading in the rate of growth
and the office sector showing modest growth (see
figure).



Commercial construction activity remained strong
in this quarter, with over $135 million worth of
projects currently in construction or announced to
begin.



Residential real estate activity continued to grow
modestly. For the fourth quarter in a row, year-todate home sales in Louisville increased faster than
the national pace. Home prices in three of the
four major MSAs in the zone increased from a
year ago, although growth is still below the
national rate (see table).



Residential construction activity continued to
grow modestly in most MSAs in the zone. In
Louisville, the number of building permits was 8.5
percent higher than one year ago, just shy of the
national rate of 9.5 percent.

— Northwest Kentucky business contact
“We expect more people to rent apartments as the
twenty-somethings move out of their parents’ homes.
We are seeing more retail leasing activity. We are seeing more office leasing activity.”
— Louisville area business contact

Commercial real estate rent growth rebounding
Percent change from one year ago

4
3
2
1
0
-1

Office
Retail
Apartment

-2
Q1-12
Q1-13
Source: Reis.com.

Q1-14

Q1-15

Non-residential market (Louisville, Q4-15)

Apartment

Vacancy rate (%)
Asking rent

Office

Retail

5.5

14.4

9.8

3.3

0.3

2.5

4.9
▲

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 DTZ.

Residential market (Q4-15)

Louisville

Clarksville

Elizabethtown

Industrial

Evansville

-4.6

US

CoreLogic Home Price Index

3.2

-0.8

2.5

3.9

5.5

Single-family building permits

8.5

-9.2

29.5

8.4

9.5

New and existing home sales

12.4

--

--

--

7.4

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

First Quarter 2016

With Faster Income Growth, Debt Balances Rise
By Joseph McGillicuddy, Research Associate

“Housing demand is up slightly [which is affecting consumer borrowing decisions at my business].”



Year-over-year growth in auto debt balances
within the zone dropped sharply by more than 3
percentage points to 8.3 percent in the fourth
quarter. This growth rate is consistent with that of
Indiana and Kentucky but more than a full
percentage point below the national rate.



Over the past two quarters, zone total debt per
capita has experienced its fastest growth since the
end of the recession, growing faster than the
national rate but at a relatively modest rate
compared with the pre-recession period (see
figure). This growth corresponds to an increase in
zone mortgage debt over the past two quarters. A
local commercial banker contact indicated a slight
increase in housing demand recently (see quote).



Credit card debt balances in the zone were nearly
identical relative to levels from one year ago.



Zone delinquency rates were largely unchanged
compared with the previous quarter. All three
rates remained below the national averages.
However, statewide auto delinquency rates
remain elevated.



Third-quarter personal income growth in Indiana
and Kentucky accelerated slightly. Both rates
exceeded the U.S. average.

—Southwest Indiana commercial banker

“Convention business fell short of expectations so far in
the first quarter.”
—Louisville hospitality contact

Zone household debt balances increase modestly
Percent change in debt balances from one year ago
15
Louisville Zone
10

US

5
0
-5

-10
2007

2009

2011

2013

2015

Source: FRBNY Consumer Credit Pa nel and Equifax.

Louisville Zone
Per capita personal income (Q3-15)

Indiana

Kentucky

US

--

4.2

4.7

3.9

Mortgage

1.5

1.2

0.4

-0.5

Credit card

0.0

1.9

0.9

2.7

Auto loan

8.3

8.3

8.1

9.5

Per capita debt balances (Q4-15)

▼

90+ day delinquency rates (Q4-15) (%)
Mortgage

1.5

1.6

1.5

1.9

Credit card

6.0

5.8

6.4

7.3

Auto loan

2.9

3.6

3.2

3.1

▼

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

First Quarter 2016

Banking Conditions Steady in Louisville Zone
By Michelle Neely, Economist, and Hannah Shell, Senior Research Associate

“Louisville, Lexington, and Cincinnati suburbs are doing
well and loan volume from those communities continues to grow.”



Half of bankers surveyed reported loan demand
was higher in the first quarter relative to the same
time last year. Most respondents expect loan
demand to be higher in the second quarter than it
was during the same period last year.



Consumer lending slowed slightly in the first
quarter. All respondents but one reported auto
loan demand was unchanged or lower in the first
quarter compared with the same period in 2015.
Demand for credit cards was unchanged. Several
respondents noted that demand was lower for
consumer loans overall.



Return on average assets (ROA) held steady at
Kentucky and Indiana banks in the fourth quarter,
increasing just 1 basis point at both sets of banks.
The average net interest margins at Kentucky and
Indiana banks were also essentially unchanged in
the fourth quarter, explaining the lack of movement in ROA.



Asset quality improved again in the Louisville zone
in the fourth quarter. The ratio of nonperforming
loans to total loans fell 8 basis points at Kentucky
banks and 5 basis points at Indiana banks from
their third-quarter levels.



More than half of survey respondents reported
that delinquencies were about the same in the
first quarter as they were at the same time last
year; the rest said they were lower. Bankers
expect asset quality in the second quarter to be
unchanged from its year-ago levels.

—Louisville banker
“Lower rates may be helping the home mortgage
business, but they are not driving significant amounts
of additional consumer spending.”
— Western Kentucky banker
“Borrowing decisions appear to be carefully considered
as consumers are choosing to pay down debt and not
increase debt obligations.”
—Western Kentucky banker

Net interest margins flat in the fourth quarter
Net interest margin at commercial banks, percent
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

Source: FRED.

Kentucky

Indiana

8th District

US Peer Banks

Return on average assets

1.03

1.08

1.05

1.11

Net interest margin

3.80

3.67

3.78

3.81

Nonperforming loans / total loans

1.11

0.92

1.04

1.07

115.32

133.70

120.19

122.43

Banking performance (Q4-15 )

Loan loss reserve coverage ratio

Note: Va l ues a re percenta ge poi nts . 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

7

Agriculture and Natural Resources

First Quarter 2016

Indiana Winter Wheat Planting Moves Against Trend
By Jonas C. Crews, Research Analyst

“We have seen some coal mining layoffs due to EPA
restrictions and low natural gas prices.”



While most of the country, including Kentucky,
has been transitioning away from winter wheat
because of low prices, Indiana farmers planted
44.8 percent more acres in 2016 than they did in
2015. December flooding may have damaged the
crop, but the extent of the damage will be unclear
until the plants come out of dormancy and can be
analyzed.



The effects of low crop prices and tightened profit
margins are seen elsewhere for both states in the
zone. With the hope of receiving higher prices
when market supply falls between harvests,
farmers have held significantly more corn in
storage from the three harvests following the
2013 corn price drop than from the three harvests
before it (see figure).



Although falling red meat prices during 2015
balanced out the earlier fall in input prices, both
states in the zone surpassed their 2014 red meat
production levels. For Kentucky, the increase of
8.8 percent comes after six consecutive years of
production declines.



Coal production and mining and logging employment continued to fall in the zone during the last
quarter of 2015, and many contacts are noting
that environmental regulations and low alternative fuel prices remain hindrances on demand.

—Kentucky Agricultural Banker

“The net effect of reduced grain prices and reduced
fuel prices is unclear at this time.”
—Southern Kentucky contact

Corn storage levels have remained high since price drop
Index of stored BU, Dec 2010=100
160
140

Indiana

120

Kentucky

100
80

60
40
20
0
Dec 2010 Dec 2011
Source: USDA-NASS.

Dec 2012

Dec 2013

Dec 2014

Dec 2015

Indiana

Kentucky

US

Natural resources (Q4-15)
Mining and logging employment
Coal production
Red meat production (2015)
Share of national production
Winter wheat, area planted (2016)

-7.9
-19.3

-19.6

-14.1 ▼

-23.6 ▼

-18.4 ▼

2.9

8.8

2.3 ▲

3.8

1.2

100

-1.8

-7.2

44.8 ▲

Note: Va l ues (except for producti on s ha res ) 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.

First 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

First 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)
Red meat production, corn storage, and winter wheat estimates.

Federal Reserve Bank of St. Louis — Louisville Zone

10