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Vol. 7, No. 8 • AUGUSt 2012­­

DALLASFED

Economic
Letter
China’s Slowdown May Be Worse
Than Official Data Suggest
by Janet Koech and Jian Wang

To get a more
accurate picture of
China’s economy,
economists examine
other measures of
activity that closely
track growth but are
less prone to political
interference than
output data.

I

n the months following the
2008–09 economic crisis,
emerging-market economies
robustly rebounded. Output
in China and India expanded more than
10 percent in 2010, and Brazil’s gross
domestic product (GDP) growth of 7.5
percent was its best performance in
25 years. Emerging-market economies
retraced their precrisis level of industrial
production by 2009, while advanced
economies remained below their precrisis levels in 2012 (Chart 1).
But the strong emerging-market
rebound—most significantly in China—
hasn’t endured. When China’s average
GDP growth remained above 9 percent
in 2011, hopes rose that a sustained
recovery would prop up the world
economy amid the European sovereign
debt crisis and subpar growth in the
U.S. However, China’s economy deteriorated rapidly in 2012, with GDP growth
slowing to 8.1 percent in the first quarter from 8.9 percent at year-end 2011.
Second quarter GDP growth slid further,
to 7.6 percent, the lowest reading since
the height of the global financial crisis in
early 2009.
Even with the decline, there is speculation that these figures may still understate economic slowing. Economists have

long doubted the credibility of Chinese
output data. For example, some studies
indicate that GDP growth was overstated
during the 1998–99 Asian financial crisis,
when official figures reported that China’s
GDP grew on average 7.7 percent annually. Alternative estimates using economic
activity measures such as energy production, air travel and trade data ranged from
2 percent to 5 percent.1
The dubious character of the official
figures is no secret in China. Senior government officials, including Vice Premier
Li Keqiang, dismiss official GDP data as
“man-made” and “for reference only”
because of political influence, particularly
at the local level, on data reporting.2

Data Reliability
To get a more accurate picture of
China’s economy, economists examine
other measures of activity that closely
track growth but are less prone to political
interference than output data. Industrial
electricity consumption, a major production input, serves as such a proxy. If
industrial output grows at a slower pace,
electricity consumption should behave
similarly. China’s year-over-year growth
rates of industrial electricity consumption and industrial production are shown
for 2011 and 2012 in Chart 2.3 Red dots,

Economic Letter

Chart

Industrial Production Rebounds in Emerging Economies,
Lags in Advanced Economies

1

Index, 2000 = 100
260

Index, 2000 = 100
115

Emerging economies

230

Advanced economies

110

26.9% above
precrisis peak

8.2%
below
precrisis
peak

105

200

100
170
95

Back to precrisis
level in July 2009

140

90

110
80

Peak-to-trough
decline = 19%

85

’00

’03

’06

’09

80

’12

’00

’03

’06

’09

’12

SOURCE: Netherlands Bureau for Economic Policy Analysis/Haver Analytics.

Chart

China’s Electricity Consumption and Industrial Production
Strongly Correlated

2

Change in industrial electricity consumption (percent, year/year)
20
2012

16

2011

12

2011 trend

8
March
May
June

4

April
2011 and 2012 trend
0

4

5

6

7
8
9
10
11
12
13
Change in industrial production (percent, year/year)

14

15

16

NOTE: January and February 2012 data are excluded as outliers. See note 3.
SOURCES: National Bureau of Statistics of China; China Electricity Council; authors’ calculations.

illustrating 2012 activity, are below the
blue dots, depicting 2011, which indicates that the growth rate of industrial
electricity consumption is relatively lower
this year. This is consistent with China’s
recent economic slowdown.
The chart also shows fitted linear
trends—a way of extrapolating activity

2

over a longer period—computed using
2011 data only (solid line) and 2011 and
2012 data (dashed line). This depiction
relies on just these two years because of
limited electricity-consumption reporting
by the China Electricity Council. Hence,
these results should be viewed with
caution.

As expected, Chart 2 shows that there
is a tight relationship between industrial
electricity consumption and industrial
output. As industrial production growth
expands, China’s industries consume
more electricity, and vice versa. However,
a closer look at the chart raises questions.
Consider a scenario in which electricity consumption doesn’t increase. To
illustrate this, we extend the linear trend
lines to the horizontal axis (representing
no change in electricity consumption).
The lines intercept the axis at 5 and 7.5,
implying that China’s industrial production continues to grow 5 percent or 7.5
percent annually (depending on which
trend line we use) even when electricity
consumption remains constant. Although
heightened electricity consumption efficiency could induce positive industrial
production growth, a 7.5 percent growth
rate seems too large to attribute to efficiency gains alone.
The solid line computed using just
2011 data is flatter than the dashed line
computed using both 2011 and 2012
data. Extrapolating from the trend line
that includes just 2011 data points yields
a lower, more reasonable industrial production growth rate of about 5 percent
when the electricity consumption growth
rate is zero.
The same data are shown in Chart 3,
with only the 2011 trend line depicted.
Suspiciously, all 2012 data (red dots)
lie below the trend line. This suggests
that given the amount of electricity consumed, China’s official industrial production figures for 2012 are higher than
those implied by the 2011 data trend.
For instance, China’s industrial electricity consumption grew 5.6 percent on a
year-over-year basis in March 2012. Using
the trend from 2011 data, the estimate
for March’s industrial production growth
is about 9.3 percent rather than the 11.9
percent reported in the official data. This
discrepancy could be due to unintentional, random survey errors. However,
it is hard to imagine that all available
2012 data erred on the side of overstating
industrial production growth. Rather, it
suggests that China might have overstated its 2012 industrial production data to
mask the economy’s weakness. In other

Economic Letter • Federal Reserve Bank of Dallas • August 2012

Economic Letter

words, the slowdown in China could be
worse than the official data indicate.

Composition of Production
Of course, other factors may explain
why all red dots lie below the trend line
in Chart 3. For example, growth of industrial production varied across sectors
whose consumption of electricity per unit
of output differs. For a unit of output, a
company involved in steel production
will generally consume more electricity than a factory making T-shirts. If the
growth rate of the steel industry slowed
more than that of the textile industry, we
would expect to see the growth in electricity consumption decline faster than
the growth of total industrial output.
To address this industry composition
effect, we include output growth of two
different sectors in our data: the heavy
and light industrial sectors. The heavy
industrial sector (for example, the steel
industry) usually consumes more electricity than the light sector (the textile
industry). The relationship between electricity consumption and industrial output
can be more accurately estimated by analyzing the two sectors separately than by
using aggregate industrial output data.
Accounting for the sectoral difference
yields more sensible results when 2011
data are analyzed. When industry electricity consumption remains constant—that
is, it shows a zero growth rate—light
industrial sectors grow at an annual rate of
2.8 percent, a much smaller reading than
the 5 percent for aggregate output. On the
other hand, the heavy industrial sectors
contract 1.9 percent, reflecting this industry’s relatively heavy reliance on electricity.
Chart 4 plots actual electricity consumption growth in China (purple line)
together with estimated electricity consumption using 2011 output data for
light and heavy industries (orange line).
The two lines track each other closely,
indicating a tight relationship between
electricity consumption and output in the
heavy and light industries. The blue line
shows the forecast growth of electricity
consumption in 2012, computed from the
relationship estimated from 2011 data.
The official industrial production data
square well with electricity consump-

Chart

3

China’s Electricity Use Suggests Weak Industrial Activity

Change in industrial electricity consumption (percent, year/year)
20
2012

16

2011

12

2011 trend

8
March
June

4

May
April

0

11.9

9.3
4

5

6

7
8
9
10
11
12
13
Change in industrial production (percent, year/year)

14

15

16

NOTE: January and February 2012 data are excluded as outliers. See note 3.
SOURCES: National Bureau of Statistics of China; China Electricity Council; authors’ calculations.

Chart

4

Actual and Estimated Electricity Consumption Diverge in 2012

Percent change, year/year
16
14
12
10
8
6

Actual electricity consumption

4

2012 out-of-sample forecasts

2011 estimated electricity consumption (in-sample forecasts)

2
0

Mar. ’11

May ’11

July ’11

Sept. ’11

Nov. ’11

Mar. ’12

May ’12

NOTE: January and February 2012 data are excluded because industrial production data for light and heavy industries for
these months were not reported by the National Bureau of Statistics of China.
SOURCE: Authors’ calculations.

tion in March 2012; predicted consumption data almost perfectly match the
reported data. During March, growth in
heavy industries declined sharply to 11.2
percent from 13 percent in December
2011, while growth in the light industries increased to 13.9 percent from 12.6
percent over the same period. The difference in growth between the heavy
and light industries explains the overall
sharp decline in electricity consumption,

while overall industrial output growth
remained strong in March 2012.
In the subsequent months, however,
the out-of-sample forecasts diverge substantially from the actual data. Given the
official industrial production numbers,
our model suggests that China should
have consumed about twice as much
electricity as it actually did. This is not
surprising after closer examination of the
data. From April to June, growth in the

Economic Letter • Federal Reserve Bank of Dallas • August 2012

3

Economic Letter

light industries declined more than in the
heavy industries, a reversal of March’s
activity. Given such a pattern in China’s
official industrial production data, electricity consumption growth should have
dropped only moderately. However,
China’s actual electricity consumption
continues to decline sharply from April to
June, raising doubts about the accuracy of
the official industrial production figures.4

Improving Data Reporting
Although China’s economic growth
has slowed sharply in recent months, evidence suggests that the situation may be
worse than reported. Several factors contributed to China’s slowdown. Demand
for China’s exports in Europe and the
U.S. has weakened amid the deepening
European sovereign debt crisis and sluggish U.S. economic activity.
Additionally, China’s policy response
following the global financial crisis is having unintended effects on its economy.
China loosened monetary policy and
undertook a massive fiscal stimulus
program in response to 2008–09 developments. These policies, which cushioned
the economy from the impact of falling
demand for exports, had the unintended
consequence of generating higher inflation and rising asset prices, particularly
in the real estate sector. These developments forced China to reverse course and
institute tighter monetary policy last year,
creating another round of effects on the
economy that continue this year.
China’s abrupt policy changes during the past two years are not historically
unusual and have been criticized as a

DALLASFED

source of the country’s big economic
swings, which hurt long-run growth.
Future policymakers will need more,
high-quality quantitative (as opposed to
qualitative) economic research to avoid
overshooting policy targets and to better
stabilize the economy.
A critical first step is acquiring highquality economic data, a process already
in the works. China’s National Bureau of
Statistics started a new data-collecting
system under which businesses report
industrial production data online directly
to the national statistics agency in Beijing,
reducing the chance of manipulation by
local authorities. As the world’s secondlargest economy, China plays an increasingly important role in the global economy. Acquiring accurate economic data is
not only useful to China’s policymaking,
but also helpful to other nations, allowing them to better understand China’s
current economic conditions and design
their policies accordingly.

Notes
Economists such as Thomas Rawski estimate China’s growth rate
during the Asian financial crisis at about 2 percent, while Arthur
Kroeber of GK Dragonomics, a research firm in Beijing, estimates
that the GDP growth rate was around 5 percent in the 1998–99
period.
2
“Chinese Leader Called Data ‘Man-Made’,” by Andrew Batson,
Wall Street Journal, Dec. 6, 2010.
3
January and February 2012 data are excluded because they are
substantially different from the data in other months. We believe
this discrepancy is caused by the effects of the Chinese New Year,
which falls in one of these two months. The data were not adjusted
to account for this.
4
Industrial production is reported by the National Bureau of
Statistics of China, a government agency that has been more prone
to political influence than the China Electricity Council, which has
less incentive to misreport electricity consumption.
1

Koech is an assistant economist and Wang is a
senior research economist in the Research Department at the Federal Reserve Bank of Dallas.

Economic Letter

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