This dataset was compiled from the Penn World Tables and other sources
by Adalmir Marquetti, April 18, 2004.
How to Use the Data
When you click on the "Download" link, the file will be
downloaded to your browser. At this point save the file to your hard disk in a
directory and with a name you choose.
The data files are text files representing spreadsheets in
"text" form. Each row of the spreadsheet ends with a carriage return,
and the individual entries are separated by tabs. Once you have downloaded the
file to your own computer, most spreadsheet programs will open these files
directly. In some cases you may have to "import" the spreadsheet.
Each row of the spreadsheet contains the following variables:
1. Id_ Country identifier
2. Country _ Country in the
data set. The countries included are: ANGOLA, ARGENTINA, AUSTRALIA, AUSTRIA,
BANGLADESH, BARBADOS, BELGIUM, BENIN, BOLIVIA, BOTSWANA, BRAZIL, BURKINA FASO, BURUNDI, CAMEROON, CANADA, CAPE VERDE IS.,
CENTRAL AFR. R., CHAD, CHILE, CHINA, COLOMBIA, COMOROS, CONGO, CONGO (DEM.
REPUBLIC), COSTA RICA, COTE d' IVOIRE, CYPRUS, DENMARK, DOMINICA, DOMINICAN
REP., ECUADOR, EGYPT, EL SALVADOR, ETHIOPIA, FIJI, FINLAND, FRANCE, GABON,
GAMBIA, GERMANY, GHANA, GREECE, GRENADA, GUATEMALA, GUINEA, GUINEA-BISSAU,
GUYANA, HAITI, HONDURAS, HONG KONG, HUNGARY, ICELAND, INDIA, INDONESIA, IRAN,
IRELAND, ISRAEL, ITALY, JAMAICA, JAPAN, JORDAN, KENYA, KOREA (REP. of), LESOTHO, LUXEMBOURG,
MADAGASCAR, MALAWI, MALAYSIA, MALI, MAURITANIA, MAURITIUS, MEXICO, MOROCCO,
MOZAMBIQUE, NAMIBIA, NEPAL, NETHERLANDS, NEW ZELAND, NICARAGUA, NIGER, NIGERIA,
NORWAY, PAKISTAN, PANAMA, PAPUA N. GUINE, PARAGUAY, PERU, PHILIPPINES, POLAND,
PORTUGAL, ROMANIA, RWANDA, SENEGAL, SEYCHELLES, SIERRA LEONE, SINGAPORE, SOUTH
AFRICA, SPAIN, SRI LANKA, St.
VINCENT & GRENADINES, SWEDEN, SWITZERLAND, SYRIA, TAIWAN, TANZANIA,
THAILAND, TOGO, TRINIDAD & TOBAGO, TUNISIA, TURKEY, UGANDA, UNITED KINGDOM,
URUGUAY, USA, VENEZUELA, ZAMBIA, and ZIMBABWE.
3. Year_ Years covered in the data set.
4. Quality_ Quality rating of the country data in PWT.
5. Pop(000s)_ Population in thousands [1000].
6. N_ Number of employed workers.
7. Fertility_ Total
fertility rate per woman.
8. Birth_ Crude birth rate [per 1000 population].
9. Mortality_ Crude death rate [per 1000 population].
10. X_ Real Gross Domestic Product
in 1996 purchasing power parity (Chain Index).
11. K_ Our estimated net fixed standardized capital stock.
12. D_ Estimated depreciation from our net fixed standardized capital
stock.
13. Delta(%)_ Depreciation rate.
14. d_ Estimated depreciation per worker.
15. k_ Capital-labor ratio.
16. x_ Labor productivity expressed in real GDP in 1996 purchasing power
parity per worker.
17. rho_ Productivity of capital (output-capital ratio).
18. x(fc) _ Labor productivity corrected for the business cycle.
19. rho(fc)_ Productivity of capital corrected for the business cycle.
20. ws_ Wage share in the GDP.
21. w_ Average real wage.
22. v(%)_ Gross profit
rate.
23. i_ Investment per worker-year.
24. c_ Social consumption per worker-year.
25. gX(%)_ Growth rate of GDP calculated between the year t and the year
t-5
26. chi(%)_ Growth rate of capital productivity calculated between the
year t and the year t-5.
27. gamma(%)_ Growth rate of labor productivity calculated between the
year t and the year t-5.
Appendix: Data Source and Methodology
This appendix presents the data source and a description of the
methodology used to calculate the data set. The aim is to allow its users not
only to reproduce the data but also to make improvements to it. The data source
utilized is, basically, the Penn World Table 6.1 _ PWT 6.1. The PWT 6.1
displays for 168 countries a basic set of national accounts, relative prices,
and demographic data which allows comparisons between countries and over time.
The PWT 6.1 covers the 1950-2000 period for some countries and for
others it starts after 1950 and/or finishes before 2000. For the list of
variables and the exposition of the PWT methodology, see Summers, Heston, Aten
(2001). The PWT 6.1 was downloaded from http://pwt.econ.upenn.edu on
11/22/2003.
The procedures to calculate the variables that compose this data set and
are not obtained directly in the PWT 6.1 are described below.
The variable N represents the number of workers. It is obtained dividing
the variable X by the real GDP per worker, RGDPW, in the PWT 5.v.6.
The variable fertility is the total fertility rate per woman. The
variable birth is the crude birth rate per 1000 population. The variable
mortality is the crude death rate per 1000 population. The source for these
variables are:
United Nations. World Population Prospects: the 1998 Revision. New York:
United Nations, v. 1, 1999.
The variable X ($/year) represents the GDP in 1996 purchasing power
parity (1996 PPP). It is obtained multiplying the variables population and the
real GDP per capital in 1996 PPP (chain index), respectively, pop
(000s) and rgdpch in
PWT 6.1. The result is multiplied
by 1000.
The
variable K ($/year) is our
estimated net fixed standardized capital stock. It is obtained
by the Perpetual Inventory Method (PIM) using the investment series computed
from the variable real investment share (ki) of GDP
presented in the PWT 6.1. There are two major problems in our attempt to
estimate the capital stock that involves strong simplifications. First, the
investment data is not presented by categories of gross fixed capital formation
and it includes the gross residential capital formation as well as change in
stocks. Second, the investment variable is reported for a short period of time.
The solution for these problems is to consider not only that all categories of
gross capital formation have the same asset life, but also that the asset life
is very short.
The PIM procedure employed follows Charles Hulton and Frank Wycoff
(1981). The depreciation takes a geometric form. Hulton and Wycoff (1981, p.
94) calculated the rate of depreciation (d) with the expression (d= R/T) where
R is the factor that defines the degree of declining balance due to
depreciation, and T is the average asset life. The average value found by
Hulton and Wycoff (1981) for R is 1.65 for equipment categories, and 0.91 for
structure categories. The R employed for us is 1.05. It was calculated
considering that equipment categories represent 20 percent and structure
categories 80 percent of the gross capital formation. The asset life considered
was 14 years, hence the depreciation rate was 7.5 percent. The net capital
stock was computed using the expression
, i = 1, Š, 14, where I is the investment series calculated from the
variables real investment share of GDP, real GDP per capita in constant dollars
(chain index), and population in the PWT 6.1. The first observation for capital
stock is 1963 for countries whose first observation for investment is 1950.
Our capital stock estimate is the cumulated, depreciated sum of the past
aggregate investment. Certain problems are inherent in this attempt to extend
the PWT data. First, there is the problem of data quality on investment of the
PWT table. Srinivasan (1995) calls the attention for this problem. Second, our
methodological procedure implies in considering a common and high rate of
depreciation across countries. However, the assumption of common rate of
depreciation or common asset life is considered a first step to enhance
international comparability of capital stock estimates (Peter Groote, Ronald
Albers, and Herman de Jong, 1996). The effect of using a short service life is
to understate the size of capital stock and to increase the variance of the
capital stock growth rate. But, as Blades (1993, p. 404) remarks the "use
of erroneous service lives does not introduce any systematic bias into capital
stock growth rates".
The variable D is the estimated depreciation from our net fixed
standardized capital stock, calculated as Dt = Kt-1 +
It - Kt.
The variable delta(%) is calculated by the ratio between depreciation
and net capital stock.
The variable k is the capital labor ratio calculated as the ratio of the
estimated capital stock to the variable N.
The variable x represents labor productivity. It is the variable real
GDP per worker-year, RGDPW, in the PWT 6.1.
The variable "rho" is the productivity of capital
(output-capital ratio). It was obtained dividing X per the estimated capital
stock.
The variable x(fc) is the labor productivity corrected for the business
cycle. Local regression, a non-parametric method, was employed to filter the
data.
The variable "rho(fc)" is the productivity of capital
corrected for the business cycle. Local regression, a non-parametric method,
was employed to filter the data.
The wage share (WS) is share of the employee compensation in the Gross
Domestic Product. It was calculated in current prices of the local currency.
The computation of the wage share is based on the following sources:
for 1963-1980:
Yearbook of National Accounts Statistics 1980, Vol. II International
tables. United Nations: New York, 1982;
for 1970-1986:
National Accounts Statistics: Analysis of Main Aggregates, 1986. United
Nations: New York, 1989 and
National Accounts Statistics: Main Aggregates and Detailed Tables, 1986.
United Nations, 1989. New York;
for 1986-1990:
National Accounts Statistics: Main Aggregates and Detailed Tables, 1992.
United Nations, 1994;
for 1991-1998:
National Accounts Statistics: Main Aggregates and Detailed Tables, 1998.
United Nations, 2001.
The variable w is the real average wage. It is calculated multiplying
the wage share by X and then dividing by N.
The variable v(%) is the
profit rate calculated using our estimates of the capital stock. It is obtained
applying the following expression:
v = 100*(1 - WS)*rho
The variable i is the investment per worker. It is obtained
using the investment series computed from the variable real investment share (ki) of GDP
presented in the PWT 6.1. It is the total investment divided by N.
The variable c is the social consumption per worker. It is obtained as x
less i. The variable c includes the net government consumption and the net foreign
balance.
The variable gX(%) is the growth rate of GDP from year t to t-5.
The variable chi is the growth rate of capital productivity from year t
to t-5.
The variable gamma is the growth rate of labor productivity from year t
to t - 5.
References:
Blades, Derek. 1993. Comparing capital stocks. In Explaining economic
growth: essays in honor of Angus Maddison, eds. Adam Szirmai, bar Van Ark, and
Dirk Pilat. Amsterdam: North-Holland.
Groote, Peter, Ronald Albers, and Herman de Jong, 1996. A Standardised
Time Series of the Stock of Fixed Capital in the Netherlands, 1900-1995.
Research Memorandum, University of Groningen.
Hulton, Charles and Frank Wycoff (1981).
OECD. (2000). Historical
Statistics: 1970/1999. Paris.
Summers, Robert, Allen Heston. and Bettina Aten. 2001. Penn World Table
Version 6.1, Center for International Comparisons at the University of
Pennsylvania (CICUP), December 2001.