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VOL. 13, NO. 1 • JANUARY 2018

DALLASFED

Economic
Letter
Texas Job Growth Swings
More with Services than Oil
by Navi Dhaliwal, Soojin Jo and Mine Yücel

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ABSTRACT: As the Texas
economy diversified after
the 1980s oil bust, the link
between overall economic
growth and the oil and
gas sector weakened. The
sector’s connectedness
with the state economy
increased again with the
shale boom. However,
service sector employment,
especially in financial
activities and professional
business services, became
increasingly prominent
following the Great
Recession.

E

xpectations that Texas would
fall into recession after the oil
price collapse in 2014—just
as it did in the energy bust of
the 1980s—were not realized.
While growth slowed during the most
recent decline, the shock to the oil and
gas sector did not spread to other sectors
in a way that significantly weakened the
overall state economy.
The importance of oil and gas, which
drove Texas economic growth in the
1970s and 1980s, waned as the sector’s
share of both state gross domestic product and employment fell after the oil
bust.
The sector’s prominence rose once
again in the late 2000s with the shale
boom as its share of state employment
doubled from levels recorded during the
depths of the 1980s oil bust. Yet the oil
price shock in 2014, when crude prices
fell 50 percent, did not push Texas into
recession. To understand why Texas was
more resilient this time, it is helpful to
examine the interconnectedness of different sectors of the economy.
Although the upstream oil and gas
sector became more closely linked with
other sectors of the Texas economy in
the 2000s, it is less central to the Texas
economy today than it was during
energy’s previous heyday. Instead, service-providing industries—particularly

financial and business services—have
achieved outsized contributions to overall connectedness across the economy.
Furthermore, the oil and gas sector
is currently tied mainly to refining and
oilfield machinery manufacturing, while
financial and business services are linked
to a wide range of sectors. The diversification of the Texas economy since the
1980s toward service-providing industries, together with the greater linkages
of financial and business services, likely
helped insulate the Texas economy from
the latest oil price drop.

Measuring Connectedness
Analyzing the connectedness of various sectors of the economy provides a
way to gauge how sudden changes in
job growth in one sector might affect
growth in others. Specifically, it is helpful to empirically measure how much
swings in one sector spill over and cause
fluctuations in others, regardless of the
underlying source of those swings.1
We use monthly Texas employment
data for 13 distinct sectors. The sectors are (1) upstream oil and gas, (2)
construction, (3) refining and oilfield
machinery manufacturing, (4) other
manufacturing, (5) professional and
business services, (6) financial activities, (7) wholesale and retail trade, (8)
transportation and utilities, (9) health

Economic Letter
Table

Connectedness of Texas Employment by Sector:
January 2007–December 2016

1

(1)
(1)

Upstream oil/gas

(2)

Construction

(3)

Oil-related
manufacturing

(4)

Other manufacturing

8.7

(5)

Professional/business
services

(6)

(2)

(3)

(4)

(5)

(6)

(7)

(8)

(9)

(10) (11) (12) (13) FROM

2.5

4.0

5.7 11.9

3.4

0.3

0.3

0.4

0.8

0.1

4.0 42.3

5.1 19.4

0.7

8.8 20.2 19.4 17.0

2.1

0.7

2.0

3.4

0.7

0.5 80.6

0.7

0.6

0.4

2.5

1.5

0.1

0.1

6.9 87.6

1.6

8.1 28.3 10.9 22.6 14.2

0.5

1.9

0.1

0.2

0.0

2.8 71.7

4.9

4.6

1.1

4.2 28.4 24.2 10.0

4.0

4.7

4.1

9.6

0.0

0.3 71.6

Financial activities

1.7

4.1

0.1

2.5 16.7 35.0

7.1

5.2

6.2

7.7 12.9

0.0

0.9 65.0

(7)

Wholesale and retail
trade

2.1

6.0

0.1

3.7 19.3 27.2 19.8

2.1

4.3

5.1

9.5

0.3

0.5 80.2

(8)

Transportation/utilities

3.3

4.3

1.0

5.8 20.9 26.2

4.4 18.1

5.0

3.2

7.3

0.5

0.2 81.9

(9)

Health

0.0

4.8

2.1

1.4 12.5

9.2

0.7

7.6 31.9 10.7 17.0

1.4

0.6 68.1

(10) Educational services

0.1

2.4

0.1

0.2

9.7 14.5

3.2

4.5 15.7 34.2 14.3

0.7

0.4 65.8

(11) Leisure/hospitality

1.4

7.8

0.2

0.3 17.4 15.4

5.8

5.3 13.8 10.0 22.1

0.1

0.4 77.9

(12) Information

0.1

1.3

2.4 11.3

5.0 21.5 16.1

0.1

1.5

4.9

0.4 33.5

2.0 66.5

(13) Government

0.4 11.0

1.7

6.0

0.8

3.1

0.5

2.2

0.5 68.7 31.3

92.8 52.1 21.6 46.6 155.1 194.3 83.7 32.9 59.7 50.2 77.7

4.5 19.5 68.5

57.7

65.0

TO
NET

1.6 12.4

2.0

4.8

8.9

3.5

1.8

50.5 –28.5 –66.1 –25.1 83.5 129.3

1.3

3.5 –49.0 –8.4 –15.6 –0.2 –62.0 –11.8

NOTE: Results are from a vector autoregression using three lags and its associated 12-step-ahead variance decomposition.
SOURCES: Authors’ calculations; Bureau of Labor Statistics; Federal Reserve Bank of Dallas.

Chart

1

Some Sectors Contribute to Job Growth Fluctuations;
Others Are Recipients
Financial activities (6.1%)

Professional and business services (12.9%)
Upstream oil and gas (2.1%)
Wholesale and retail trade (15.8%)

Net contributors
Leisure and hospitality (10.0%)
Health services (11.5%)
Government (16.9%)

Net recipients

Educational services (1.5%)
Non-oil-related manufacturing (7.3%)
Construction (5.7%)
Transportation and utilities (4.1%)
Information (1.9%)
Oil-related manufacturing (0.6%)

–150

–100

–50
0
50
Net spillovers (percentage points)*

100

150

*Percentage-point contribution to variance of all other sectors’ growth, minus share of own variance explained by other
sectors.
NOTES: Positive (negative) values indicate a sector is a net contributor to (recipient of) growth variations from all other
sectors. Percentages in parentheses are shares of each sector’s employment in total Texas employment, rounded to one
decimal place.
SOURCES: Authors’ calculations; Bureau of Labor Statistics; Federal Reserve Bank of Dallas.

2

services, (10) educational services, (11)
leisure and hospitality, (12) information
and (13) government.
Refining and oilfield machinery manufacturing are termed oil-related, while
other manufacturing is non-oil-related.
Together, this mix covers more than 95
percent of total Texas employment.2

Service Sector Fluctuations
Table 1 offers a snapshot of the 2007–
16 period. Across rows, each cell shows
the share of variation in one sector’s job
growth influenced by fluctuations in job
growth of the sector in the corresponding
column. For example, 65 percent of the
variation in oil-related manufacturing is
coming from fluctuations in the oil and
gas sector.
By contrast, each column shows how
much one sector transmits volatility to
other sectors’ job growth. Finally, the
shaded value in the bottom right corner
of Table 1 presents the total connectedness of the Texas economy.
The To row of Table 1 sums a given
sector’s contributions to the volatility of
jobs in all other sectors. During this period, financial activities, professional and
business services, and upstream oil and
gas contribute the most to fluctuations
in other sectors’ employment growth.
However, some sectors’ contributions to
other sectors are dispersed, while others
are more concentrated.
For example, oil and gas plays a large
role, primarily because it contributes
heavily to one specific sector: oil-related
manufacturing. Financial activities
and professional and business services, meanwhile, are large contributors
because they broadly affect many other
areas. They contribute 10–20 percent to
the variance in job growth of most other
sectors. While they might not be the
source of a shock to the economy themselves, these sectors transmit shocks to
nearly all other sectors.
The From column of Table 1 is the
total variance in each sector’s job growth
that can be explained by other sectors;
higher values indicate a sector’s volatility
arises more from fluctuations in other
sectors’ employment growth. Outside
of the government sector, oil and gas
receives the smallest spillovers from
other sectors. In contrast, oil-related

Economic Letter • Federal Reserve Bank of Dallas • January 2018

Economic Letter
manufacturing, construction, trade,
transportation and utilities, and leisure
and hospitality are buffeted significantly
by other sectors of the economy.
Total connectedness—the average of
the To row (or the From column) across
industries—is 68.5 from 2007 to 2016.
This implies that close to 70 percent of
the unexpected fluctuation in employment growth within the Texas economy
is explained by spillovers of shocks
across different sectors. The remainder—
slightly more than 30 percent—is due to
sector-specific swings.
Finally, the Net row in Table 1 is the
difference between the To and From
indexes—the resulting value indicates
whether, on net, each sector is a contributor to or recipient of fluctuations
in job growth of all others. Sectors with
values less than zero are net recipients,
while sectors greater than zero are net
contributors. These sectors’ contributions are also depicted in Chart 1. Oil and
gas, a large net contributor, is noteworthy
given how small the sector is relative to
others. Oil and gas constituted only 2.1
percent of total Texas employment on
average during 2007–16.

Chart

2

Job Growth Connectedness Rises Across Texas Economy

Total connectedness (percent)*
90

85

August 1983
telecom strike

80
75
70
65
60
55
50
45

1980

1984

1988

Analyzing subsamples or using
rolling time periods are useful ways to
assess how connectedness has changed.
Chart 2 shows how the total connectedness of Texas job growth across sectors
has varied over time.
The large spike observed in August
1983 likely relates to the national telecommunications strike, in which more
than 500,000 information sector workers
left their jobs. Apart from that anomaly,
connectedness largely fell until June 1993
and then rose fairly steadily until relatively recently.
We can also examine changes in the
To index of each sector over time; higher
values of a sector’s To index will lead to
an increase in the total connectedness,
assuming no other changes. Of particular interest is how much oil and gas job
growth has contributed to the job growth
variance of other sectors (Chart 3).
Spillovers from oil and gas job growth
were largest in the 1980s, peaking in 1986
when oil prices plummeted. These spillovers remained high in the early 1990s

1996

2000

2004

2008

2012

2016

*Percent of total variation in employment growth explained by cross-sector variance contributions.
NOTES: The shaded bars indicate Texas recessions, defined by the Texas coincident index.
SOURCES: Authors’ calculations; Bureau of Labor Statistics; Federal Reserve Bank of Dallas.

Chart

3

Oil and Gas Spillovers to Other Sectors
Fall After Early 1990s, Rise with Shale Boom

Spillovers to other sectors (percentage points)*
180

Dollars per barrel (2016 dollars)
180

April 1986 Saudi Arabia
floods oil market

160

Changes in Connectedness

1992

Real refiners’ 160
acquisition
cost of crude oil 140

140
Spillovers
from oil and
gas to all
other sectors

120
100

120
100

80

80

60

60

40

40

20
0
1980

20

August 1983
telecom strike
1984

1988

1992

1996

2000

2004

2008

2012

0
2016

*Sum of percentage points contributed to the variance of employment growth in other sectors.
NOTES: The shaded bars indicate Texas recessions, defined by the Texas coincident index.
SOURCES: Authors’ calculations; Bureau of Labor Statistics; Federal Reserve Bank of Dallas.

but subsided as the tech boom became
a major driver of state growth. The next
shift occurred in late 2009, around the
start of the shale oil boom and end of
the Great Recession. Spillovers from oil
and gas job growth rose again during the
latest boom period and spiked when oil
prices collapsed at the end of 2014.
One explanation for increasing spillovers from oil and gas during the shale

boom may be the sector’s employment
expansion into new geographic areas,
such as the Eagle Ford in South Texas.
Demand for construction and general
services in those areas rose, prompting
job growth in several sectors.
Another explanation is that shale
drilling boosted oilfield machinery
demand, affecting manufacturing job
growth.

Economic Letter • Federal Reserve Bank of Dallas • January 2018

3

Economic Letter

Chart

4

Financial, Business and Other Services Get Bigger Roles
in Texas Economy

Professional and Business Services
Percentage points*
250

Wholesale and Retail Trade
Percentage points*
250

200

200

150

150

100

100

50

50

0
’80 ’85 ’90 ’95 ’00 ’05 ’10 ’15 ’20

0
’80 ’85 ’90 ’95 ’00 ’05 ’10 ’15 ’20
Upstream Oil and Gas

Financial Activities
Percentage points*
250

Percentage points*
250

200

200

150

150

100

100

50

50

0
’80 ’85 ’90 ’95 ’00 ’05 ’10 ’15 ’20

0
’80 ’85 ’90 ’95 ’00 ’05 ’10 ’15 ’20

job expansion, though its relative importance has diminished. An oil and gas
downturn would largely affect oil-related
manufacturing while spilling over relatively less to other economic sectors.
By comparison, service-providing
industries have been key catalysts for
connectedness. A dramatic increase in
service-providing industry job growth
has been spurred mainly by the professional and business services and financial activities sectors since the financial
crisis of the late 2000s.
This may be because financial, legal,
administrative and business functions
are critical to the operation of companies across sectors. It may also owe to
the broad nature of these core serviceproviding industries. They may move
more closely with business cycles or
reflect shocks that are more general to
the macroeconomy rather than specific
to sectors.

*Sum of percentage points contributed to the variance of employment growth in other sectors.
SOURCES: Authors’ calculations; Bureau of Labor Statistics; Federal Reserve Bank of Dallas.

However, this approach only identifies changes in sectoral connectedness,
without isolating any causal factors.
During the shale bust, as oil prices
once again plunged as they did in 1986,
there was less spillover. This is partially
because other sectors contribute to overall connectedness much more now than
they did during the 1980s.

sional and business service sectors’
spillovers have increased the most. For
instance, the oil and gas sector’s role is
less than half of the financial sector’s role
in dispersing shocks during 2007–16.
Other service-providing industries, such
as retail and wholesale trade, have also
played a role in increasing total connectedness within Texas.

Changing Relationships

Greater Interconnectivity

Chart 4 shows how the connectedness of four large contributing sectors to
all other sectors has changed. It is clear
that the financial activities and profes-

Over the past few decades, Texas job
growth across sectors has become more
interconnected. Oil and gas job growth is
still central to oil-related manufacturing

DALLASFED

Economic Letter

is published by the Federal Reserve Bank of Dallas.
The views expressed are those of the authors and
should not be attributed to the Federal Reserve Bank
of Dallas or the Federal Reserve System.
Articles may be reprinted on the condition that
the source is credited to the Federal Reserve Bank
of Dallas.
Economic Letter is available on the Dallas Fed
website, www.dallasfed.org.

Dhaliwal was a research assistant, Jo is a
senior research economist and Yücel is a
senior vice president and senior research
advisor in the Research Department at the
Federal Reserve Bank of Dallas.

Notes
See Financial and Macroeconomic Connectedness: A
Network Approach to Measurement and Monitoring, by
Francis X. Diebold and Kamil Yilmaz, Oxford Scholarship
Online, 2015. Diebold and Yilmaz have also written
several related papers using their measures of connectedness. These papers can be accessed at
www.financialconnectedness.org.
2
The log of first differences of each employment series is
used to capture growth rates.
1

Marc P. Giannoni, Senior Vice President and Director of Research
Jim Dolmas, Executive Editor
Michael Weiss, Editor
Kathy Thacker, Associate Editor
Ellah Piña, Graphic Designer

Federal Reserve Bank of Dallas
2200 N. Pearl St., Dallas, TX 75201