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Economic Growth Research
Levine-Loayza-Beck Data Set
Financial Intermediation and Growth: Causality and Causes
and Finance and the Sources of GrowthProgram: For the panel regressions in both Beck, Levine, and Loayza (2000) and Levine, Loayza, and Beck (2000) we use the following DPD run-file. This program can be run on Gauss using the DPD programs developed by Stephen Bond. The regression as described in the run-file is the regression in column (4) of Table 2 of Beck, Levine, and Loayza (2000). For the other regression slight modifications have to be made to the program.
The data sets used for Beck, Levine and Loayza (1999) and Levine , Loayza, and Beck (1999) are contained in the following Microsoft Excel file. This file contains 6 sheets:
Data6095 Data used for cross-sectional regressions 1960-95 Data8095 Data used for cross-sectional regressions 1980-95 Panel Data used for Panel regressions 1960-95 Saving regressions 7095 Data used for cross-sectional savings regressions 1970-95 Savings panel Data used for savings panel regressions 1970-95 Variables Description of variable names
Variable
Definition
Level and growth rate of real per capita GDP
Government size
Government expenditure as share of GDP
Openness to trade
Sum of real exports and imports as share of real GDP
Terms of Trade
Ratio of export price index to import price index
Growth rate of terms of trade
Log difference of the terms of trade, divided by five
Population growth rate
Log difference of the total population, divided by five
Inflation rate
Log difference of Consumer Price Index
Average years of schooling
Average years of schooling in the population over 25
Average years of secondary schooling
Average years of secondary schooling in the population over 15
Black market premium
Ratio of black market exchange rate and official exchange rate minus one
Liquid Liabilities
{(0.5)*[F(t)/P_e(t) + F(t-1)/P_e(t-1)]}/[GDP(t)/P_a(t)], where F is liquid liabilities (line 55l), GDP is line 99b, P_e is end-of period CPI (line 64) and P_a is the average annual CPI.
Commercial-Central Bank
DBA(t) / (DBA(t) + CBA(t)), where DBA is assets of deposit money banks (lines 22a-d) and CBA is central bank assets (lines 12 a-d).
Private Credit
{(0.5)*[F(t)/P_e(t) + F(t-1)/P_e(t-1)]}/[GDP(t)/P_a(t)], where F is credit by deposit money banks and other financial institutions to the private sector (lines 22d + 42d), GDP is line 99b, P_e is end-of period CPI (line 64) and P_a is the average CPI for the year.
Bank Assets
{(0.5)*[F(t)/P_e(t) + F(t-1)/P_e(t-1)]}/[GDP(t)/P_a(t)], where F is domestic assets of deposit money banks (lines 22a-d), GDP is line 99b, P_e is end-of period CPI (line 64) and P_a is the average CPI for the year.
Bank Credit
{(0.5)*[F(t)/P_e(t) + F(t-1)/P_e(t-1)]}/[GDP(t)/P_a(t)], where F is credit by deposit money banks to the private sector (lines 22d ), GDP is line 99b, P_e is end-of period CPI (line 64) and P_a is the average CPI for the year.
Legal origin
Dummy variables for British, French, German and Scandinavian legal origin
Accounting
Index created by examining and rating companies 1990 annual reports on their inclusion or omission of 90 items in balance sheets and income statements. The maximum is 90, the minimum 0.
Rulelaw
Measure of the law and order tradition of a country. It is an average over 1982-1995. It ranges from 10, strong law and order tradition, to 1, weak law and order tradition.
Conrisk
Measure of the risk that a government will modify a contract after it has been signed. It ranges from 10, low risk, to 1, high risk and is averaged over 1982-1995.
Enforce
Average of Rulelaw and Conrisk
Autostay, Manages, Secured1
AUTOSTAY equals one if a countrys laws impose an automatic stay on the assets of firms upon filing a reorganization petition, and zero otherwise. MANAGES equals one if firm managers continue to administer the firms affairs pending the resolution of reorganization processes, and zero otherwise. SECURED1 equals one if secured creditors are ranked first in the distribution of the proceeds that result from the disposition of the assets of a bankrupt firm, and zero otherwise.
Revolutions and Coups
A revolution is defined as any illegal or forced change in the top governmental elite, any attempt at such a change, or any successful or unsuccessful armed rebellion whose aim is independence from central government. Coup dEtat is defined as an extraconstitutional or forced change in the top government elite and/or its effective control of the nations power structure in a given year. Unsuccessful coups are not counted. Data are averaged over 1960-90
Assassinations
Number of assassinations per thousand inhabitants. Data are averaged over 1960-90
Ethnic fractionalization
Average value of five indices of ethnolinguistic fractionalization, with values ranging from 0 to 1, where higher values denote higher levels of fractionalization.
Bureaucratic efficiency
Average of three indices published by Business International Corporation (1984): efficiency of the judiciary system, red tape and corruption. The data are averages over the period 1980-83.
Corruption
Measure of corruption, with the scale readjusted to 0 (high level of corruption) to 10 (low level). Data are averaged over 1982-1995.
Index of state-owned enterprises
Measures the role of SOEs in the economy, ranging from 0 to 10, with data averaged over 1975-95. Higher scores denote countries with less government owned enterprises, which are estimated to produce less of the countrys output.
Property rights
Rating of property rights on a scale from 1 to 5. The more protection private property receives, the higher the score.
Cost of business regulation
Rating of regulation policies related to opening and keeping open a business. The scale is from 0 to 5, with higher scores meaning that regulations are straightforward and applied uniformly to all businesses and that regulations are less of a burden to business.
Risk of expropriation
Assessment of risk of outright confiscation or forced nationalization. It ranges from 0 to 10, with lower scores indicating a higher risk and data are averaged over 1982-1995.
Religious Composition
Percentage of the population that were (1) Roman Catholic, (2) Protestant, and (3) Muslim in 1980.
Distance from equator
The distance of the country from the equator, scaled between 0 and 1.
Capital growth rate
Growth rate of physical capital per capita
Productivity growth 1
Real per capita growth rate - 0.3*Capital growth rate
Productivity growth 2
Real per capita growth rate - 0.3*Capital growth rate - 0.5* Groth rate in average years of schooling
Productivity growth 3
[Real per capita growth rate - 0.3*Capital growth rate - 0.7*change in(average years of schooling*return on schooling)]/0.7
Level and growth rate of real per capita GPDI
Private Savings Rate
Ratio of gross private savings and GPDI. Gross private saving is measured as the difference between gross national saving (gross national product minus consumption expenditure, both measured at current prices) and gross public saving. GPDI is measured likewise as the difference between gross national disposable income (GNDI) and gross public disposable income (sum of public saving and consumption).
Government Saving/GPDI
Ratio of gross public saving and gross private disposable income
Real interest rate
ln[(1+i)/(1+p)], where i is the nominal interest rate and p the inflation rate. The inflation rate is the average of the current and year-ahead inflation
Old dependency ratio
Share of population over 65 in total population
Young dependency ratio
Share of population under 15 in total population
Urbanization ratio
Share of urban population in total population
Also available: abstract