economic assignment due in 36 hours
Review
What are the three “wake up call” questions when you encounter a national product statistics for China?
Outline
I. National Product: Growth and Level
A. Measurement issues √
B. GDP growth & level
II. Structural Change
III. Productivity
IV. Human Development, Quality of Life
Readings: II.B
GDP growth & level lecture material: see Overview Tables file on course website
Outline
I. National Product: Growth and Level √
A. Measurement issues √
B. GDP growth & level √
II. Structural Change
III. Productivity
IV. Human Development, Quality of Life
Structural Change
Want to know not just whether the economy has grown, but whether growth has been accompanied by underlying changes in the economy associated with development
One important area of change: Economic Structure
Different aspects of economic structure:
Production: GDP = Primary + Secondary + Tertiary
Expenditure: GDP = C + I + G + (EX - IM)
Employment: Primary/Secondary/Tertiary, Formal vs. Informal, Rural vs. Urban
Production Structure
In class: Structure of production
Some discussion of other aspects of structure in readings.
Additional research exists on other aspects of economic structure, e.g., *Perkins, “Rapid Growth and Changing Economic Structure: The Expenditure Side Story…,” China Economic Review, 2010.
Changes in Production Structure during Econ Development
Most countries follow a similar pattern
Early/First Stage: Industrialization
IND sector leads growth, its share increases
AG share declines
S no clear pattern
Late(r)/Second Stage: Service Economy
S share increases, surpassing IND share
AG share continues to decline
Note: Sectors with shrinking shares still grow in absolute terms
China’s Production Structure: Measurement Issues
Standard approach: Calculate value added by sector, divide by GDP: % of GDP produced by sector
NMP vs. GDP: Give different sectoral shares
GDP revisions following censuses: Big impact on sectoral shares
To look at trends in sectoral shares, should use constant prices
Prices & Sectoral Shares
See Naughton, ch. 6, pp. 11-14.
In Maoist era, IND products overpriced relative to AG and S
IND sector share looked big (overstated)
AG, S sector shares looked small (understated)
Since 1978, price distortions gradually eliminated
Falling relative prices for IND products
Rising relative prices for AG and S products
If use recent prices, sector shares are more reasonable
Trends over time: should be calculated with constant prices
Rapid growth in IND has been offset by falling prices; vice versa for AG
So, makes it look like there has been less structural change than is really so
China’s Production Structure: Trends
Long Term Trends in China’s GDP Structure, 1955-2012 (Based on NBS official GDP data; constant 1990 prices)
Source: Wu 2014, Table F-7
Trends in China’s GDP structure, 1978-2014 (Based on official NBS GDP statistics, converted to constant 2004 prices using the implicit deflators; Naughton Ch6, p12)
Trends: Conclusions
GDP structure in China has undergone marked structural change
Early 1950s: Agrarian economy
Maoist Era: Industrialization
Reform Era
Share of AG continues to decline
Share of Services has grown
Share of Industry has also grown
Where does that leave China now?
China’s Production Structure with Int’l Comparisons, 2014 (%) World Bank WDI, 2012, accessed Sep 26, 2016. Current prices.
Current Structure: Conclusions
China has to some degree followed the usual pattern
AG share is small (<10%)
Share of IND and S are similar (40-50%)
BUT: China’s economic structure is still unusual
IND share is enlarged
Mostly due to enlarged manufacturing share
S share is relatively small
Why?
Why the unusual structure?
Historical legacy from Maoist era
S low priority sector in the planned economy, did not receive much investment or resources
Ongoing institutions & policies
State policies still emphasize IND
Financial system supports high investment in fixed capital
S businesses continue to
Not to be supported by policies and institutions
Have less access to loans and investment funds
Tend to be small, informal, less capital intensive
Since 1990s IND growth boosted by China’s entry into world markets
More recently: Boom in construction (housing, infrastructure)
May also be due to measurement problems for S
Consequences: Was China’s growth efficient?
Outline
I. National Product: Growth and Level √
A. Measurement issues √
B. GDP growth & level √
II. Structural Change √
III. Productivity
IV. Human Development, Quality of Life
Productivity
In evaluating economic performance, care not just about growth, but about the sources of that growth
Does growth reflect increased productivity?
If so, can grow without increasing inputs (intensive growth)
If not, then growth requires more and more inputs of K and L (extensive growth)
Sources of Productivity Growth
What are some sources of productivity growth?
Sources of Productivity Growth
Technical change
Adopting better, existing technologies
Innovation: developing new technologies
Improved allocative efficiency
Movement of resources from lower return activities to higher return activities
Improved institutions: financial, legal, etc., that provide incentives and facilitate allocative efficiency
Human capital investment (maybe an input)
Measures of Productivity
Partial measures:
Q/L = output per unit labor
Q/K = output per unit capital
Full measure: Total Factor Productivity (TFP)
TFP = output divided by sum of all inputs
TFP Growth: Measurement
Begin with a production function
Q = A F(L,K)
Q is output
A is a productivity parameter
K is capital input
L is labor input
Graph of Productivity Increase
Q0 Q = A0F(K0,L)
I
L0 L
Productivity change occurs when A increases
A increases from A0 to A1
Can produce more output with the same inputs
Graph of Productivity Increase
Q = A1F(K0,L)
Q1
Q0 Q = A0F(K0,L)
I
L0 L
TFP Growth: Measurement
From the production function Q = A F(L,K)
We know that growth in Q is a function of growth in A, L and K
gQ = gA F(gL , gK)
gA is growth in total factor productivity (TFP)
F(gL , gK) is growth in output due to growth in inputs
TFP Growth: Measurement
If production function satisfies certain conditions (e.g., Cobb Douglas), growth relationship can be written as
gQ = gA + αgL + βgK
From this, we get:
gA = gQ – αgL – βgK = TFP growth
TFP growth (gA) = gQ – αgL – βgK
Growth in TFP = growth in GDP minus a weighted sum of growth in L and K
Usual application:
Find data for GDP, L and K
Calculate their growth rates (gQ , gL , gK)
Find some values for α and β
Note: α and β are elasticities
E.g., 1% growth in L will cause α% growth in Q
Then: calculate gA as a residual
TFP example
TFP equation: gA = gQ – αgL – βgK
Values of variables:
Annual GDP growth = 10%
Annual labor input growth = 2%
Annual capital input growth (I/K) = 12%
α = 0.6 and β = 0.4
What is TFP growth?
gA = .10 – .6*.02 – .4*.12 = .04
TFP growth is 4%
TFP example, cont.
How much of GDP growth is due to growth in TFP vs. growth in inputs?
Due to TFP growth
gA/gQ = .04/.10 = .40 (40%)
Due to L growth
αgL/gQ = (.6*.02)/.10 = .12 (12%)
Due to K growth
βgK/gQ = (.4*.12)/.10 = .48 (48%)
TFP: another example
TFP equation: gA = gQ – αgL – βgK
Values of variables:
GDP growth = 5%
Labor growth = 1%
Capital stock growth (I/K) = 9%
α = 0.5, and β = 0.5
What is TFP growth (gA)?
How much of GDP growth is due to TFP growth? L growth? K growth?
Answer: TFP growth is -1%
31
gA = gQ – αgL – βgK
Some measurement issues:
Measuring growth in output (GDP)
Measuring growth in inputs (L and K)
L: should be hours but usually is number of workers
What about education/human capital?
Separate input? Or, just counted as part of the residual gA?
K: Growth in K is I/K
Not hard to get data on I
Very difficult to estimate K, value of existing K stock
What values to use for α and β?
Can estimate using regression and data for Q, L and K
Make a reasonable guess
Estimates of TFP Growth for China
Different researchers use different approaches to resolving these measurement problems
Depending on approach, will obtain different estimates of productivity growth
I will show you some different estimates, so you will see the range
Note: Sources of TFP estimates presented in class:
Holz (2006) “Measuring Productivity Growth...”
Wu (2014) “China’s Growth and Productivity…”
Perkins & Rawski (2008), reported in Naughton, ch6
Notes to previous slide:
Top table is from Holz (2006), tables 31 and 32. TFP growth is calculated by weighting employment growth by 0.58 from 1953‐78 and 0.60 from 1978‐2005, and capital growth by 0.42 and 0.40, respectively. Does not incorporate changes in human capital.
Bottom table is from Wu (2014), table 13. Weights are based on input‐ output tables and change over time, for labor from about 0.6 in the 1950s to 0.4 in the 2000s (capital the opposite). Wu incorporates changes in human capital.
Both Holz and Wu use their own estimates of GDP growth, not the official NBS numbers.
Perkins and Rawski use official GDP data but an alternate GDP deflator approach and constant 2000 prices. They also use an alternate series for capital stock and adjust labor for changes in human capital. They do not explain their choice of weights, but it appears that they use K/L weights of 4.3/5.7 for 1952‐78 and 4.4/5.6 for 1978‐2005.
Summary of China TFP Growth
1950s-1970s: Negative or very slow TFP growth.
1980s-2005/08: Positive TFP growth, but estimates vary
Most studies: 3‐4%
Wu’s estimate: about 1%
mainly due to his lower alternative estimate of GDP growth
also due to his higher estimate of growth in K
Summary of China TFP Growth, cont.
1950s-1970s: Growth mainly through investment but also some due to L growth
K growth contributes ≈ 80%
L growth contributes ≈ 25%
TFP growth: contribution is small or negative
1980s-2005/08: Investment still important, but (maybe) productivity increases, too
K growth contributes 45-70% (Wu)
L growth contributes 10-15%
TFP growth contributes 15% (Wu) to 40%
What about other countries? How does China Compare?
| Country | Period | Output Growth | TFP Growth (incl. human K) |
| China1 | 1978-05/08 | 7-10% | 1.1-4.1% |
| India2 | 1978-04 | 5.4 | 1.6 |
| East Asia2 | 1960-80 | 7.0 | 1.2 |
| East Asia2 | 1980-03 | 6.1 | 0.9 |
| U.S. 3 | 1950-92 | 3.2 | 1.1 |
| Japan3 | 1960-93 | 5.5 | 2.0 |
| Rep. of Korea3 | 1960-93 | 8.6 | 2.1 |
Sources:
1. Holz, Perkins & Rawski, Wu.
Bosworth and Collins (2007). Their estimates for China, which take into account
human capital, show TFP growth of 3.8% for 1978-2004.
3. World Bank, China 2020: Development Challenges in the New Century, p. 5.
China’s Productivity Growth in International Perspective
TFP growth of 1 to 2% is respectable by int’l standards
1950s-1970s: China’s TFP performance was poor by int’l standards
1980s-2000s: China’s TFP performance was respectable or good by int’l standards
China’s Economic Performance: Summary
1. China achieved respectable or high rates of growth in nat'l product, depending on the period
2. Substantial structural change, altho’ somewhat distorted in favour of industry, especially before the reforms
3. Slow productivity growth until the reform period; positive productivity growth since—views vary on how positive.
Outline
I. National Product: Growth and Level √
A. Measurement issues √
B. GDP growth & level √
II. Structural Change √
III. Productivity √
IV. Human Development, Quality of Life
Agriculture
Industry
Total Manu.
Services
CHINA
9
43
30
48
Low income (2010)
31
21
8
48
lower middle upper middle
16 7
31 36
16 21
52 57
High income (2010)
1
25
15
74
Agriculture
Industry
Total Manu.
Services
CHINA
9
43
30
48
Low income (2010)
31
21
8
48
lower middle
upper middle
16
7
31
36
16
21
52
57
High income (2010)
1
25
15
74
|
|
Agriculture |
Industry Total Manu. |
Services |
|
|
CHINA |
9 |
43 |
30 |
48 |
|
Low income (2010) |
31 |
21 |
8 |
48 |
|
lower middle upper middle |
16 7 |
31 36 |
16 21 |
52 57 |
|
High income (2010) |
1 |
25 |
15 |
74 |
Holz Estimates
Period
Output
Growth
Contributions of Inputs
(input growth multiplied by
weights)
TFP
Growth
Capital
Labor
1953-78
6.1
5.1
1.6
-0.6
1978-05
9.7
4.6
1.0
4.1
Wu Estimates
Period
Output Growth
Contributions of Inputs (input growth multiplied by
weights)
TFP Growth
Capital
Labor
Human Capital
1952-78
4.3 3.3 1.0 0.5
-0.5
1978-08
7.2 5.2 0.2 0.5
1.1
Perkins and Rawski Estimates
Period
Output Growth
Contributions of Inputs (input growth multiplied by
weights)
TFP Growth
Capital
Labor
1953-78
4.4
2.5
1.4
0.5
1978-05
9.5
4.2
1.5
3.8
Holz Estimates
|
Period
|
Output Growth
|
Contributions of Inputs (input growth multiplied by weights) |
TFP Growth
|
|
|
|
|
Capital |
Labor |
|
|
1953-78 |
6.1 |
5.1 |
1.6 |
-0.6 |
|
1978-05 |
9.7 |
4.6 |
1.0 |
4.1 |
Wu Estimates
|
Period |
Output Growth |
Contributions of Inputs (input growth multiplied by weights) |
TFP Growth |
||
|
|
|
Capital |
Labor |
Human Capital |
|
|
1952-78 |
4.3 |
3.3 |
1.0 |
0.5 |
-0.5 |
|
1978-08 |
7.2 |
5.2 |
0.2 |
0.5 |
1.1 |
Perkins and Rawski Estimates
|
Period
|
Output Growth
|
Contributions of Inputs (input growth multiplied by weights) |
TFP Growth
|
|
|
|
|
Capital |
Labor |
|
|
1953-78 |
4.4 |
2.5 |
1.4 |
0.5 |
|
1978-05 |
9.5 |
4.2 |
1.5 |
3.8 |