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An analysis of COFOG expenditures in former Yugoslavian countries
Article | Year: 2023 | Pages: 233 - 254 | Volume: 47 | Issue: 2 Received: June 1, 2022 | Accepted: January 16, 2023 | Published online: June 12, 2023
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FULL ARTICLE
FIGURES & DATA
REFERENCES
CROSSMARK POLICY
METRICS
LICENCING
PDF
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Total expenditures
|
General
public services
|
Defence
|
Public order
and safety
|
Economic
affairs
|
Environmental
protection
|
Intercept
|
4.35
(1.55)
|
0.77
(1.8)*
|
0.22
(2.47)**
|
0.1
(1.18)
|
2.96 (3.93)***
|
0.05
(1.55)
|
Et-1
|
-0.11
(1.67)
|
-0.11 (1.8)*
|
-0.21 (2.92)***
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-0.06 (1.6)
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-0.54 (4.25)***
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-0.16 (2.21)**
|
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Housing and
community amenities
|
Health
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Recreation,
culture and religion
|
Education
|
Social
protection
|
Intercept
|
0.04
(0.61)
|
0.95 (2.28)**
|
0.08 (2.11)**
|
0.17
(0.92)
|
0.84
(1.47)
|
Et-1
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-0.04
(0.75)
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-0.17 (2.35)**
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-0.1 (2.98)***
|
-0.06
(1.36)
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-0.07 (1.74)*
|
Obs.: 53; Method: OLS. Note: ***, **, * indicate statistical significance at 1%, 5% and 10%, respectively. T-statistics computed using OLS residuals is reported in parenthesis.
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Total
Expenditures
|
General
public services
|
Defence
|
Public
order and safety
|
Method
|
OLS
|
GMM
|
OLS
|
GMM
|
OLS
|
GMM
|
OLS
|
GMM
|
Output gap
|
-0.55 (-3.01)***
|
-0.67 (-4.11)***
|
-0.12
(-1.56)
|
-0.14 (-2.28)**
|
0.02 (1.4)
|
0.03
(1.49)
|
-0.02
(-1.24)
|
-0.03
(-2.41)**
|
Lagged
endogenous
|
0.37 (3.11)***
|
0.33 (7.33)***
|
0.5
(4.73)***
|
0.66 (3.71)***
|
0.77
(10.21)***
|
0.74 (7.84)***
|
0.63 (6.55)***
|
0.61
(3.14)***
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R2
|
0.85
|
|
0.87
|
|
0.82
|
|
0.93
|
|
Individual
fixed effects
|
Yes
(0.0009)
|
|
Yes
(0.008)
|
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Yes
(0.0717)
|
|
Yes
(0.0297)
|
|
Period fixed
effects
|
No
|
|
No
|
|
Yes
(0.0772)
|
|
No
|
|
Wald
|
0.0118
|
|
|
|
|
|
|
|
Pesaran CD
|
0.1350
|
|
|
|
|
|
|
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B-G test
|
0.8532
|
|
|
|
|
|
|
|
Hansen test
|
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0.3052
|
|
0.6803
|
|
0.6356
|
|
0.7494
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A-B AR(2)
|
|
0.3101
|
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0.6226
|
|
0.1620
|
|
0.1576
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Observations
|
64
|
58
|
64
|
58
|
64
|
58
|
64
|
58
|
|
|
|
|
|
|
|
|
|
|
Economic
affairs
|
Environmental
protection
|
Housing
and community amenities
|
Health
|
Method
|
OLS
|
GMM
|
OLS
|
GMM
|
OLS
|
GMM
|
OLS
|
GMM
|
|
Output gap
|
-0.07
(-0.48)
|
0.06
(0.51)
|
0.002
(0.22)
|
0.001
(0.15)
|
-0.01
(-0.45)
|
0.01
(0.27)
|
-0.07
(-2.57)**
|
-0.1
(-5.61)***
|
|
Lagged
endogenous
|
0.2
(1.59)
|
0.1
(0.68)
|
0.24
(2.16)**
|
0.48 (3.09)***
|
0.35
(3.13)***
|
0.3
(1.79)*
|
0.42
(3.56)***
|
0.12
(0.82)
|
|
R2
|
0.45
|
|
0.88
|
|
0.94
|
|
0.79
|
|
|
Individual
fixed effects
|
Yes
(0.0128)
|
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Yes
(0.0000)
|
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Yes
(0.0000)
|
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Yes
(0.0029)
|
|
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Period fixed
effects
|
No
|
|
No
|
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No
|
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No
|
|
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Hansen test
|
|
0.8943
|
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0.0810
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0.1551
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0.2843
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A-B AR(2)
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|
0.2414
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0.2150
|
|
0.8262
|
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0.1292
|
|
Observations
|
64
|
58
|
64
|
46
|
64
|
58
|
64
|
58
|
|
|
|
|
|
|
|
|
|
|
|
|
Recreation,
culture and religion
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Education
|
Social
protection
|
|
Method
|
OLS
|
GMM
|
OLS
|
GMM
|
OLS
|
GMM
|
|
Output gap
|
-0.004
(-0.33)
|
-0.01
(-2.7)**
|
-0.03
(-1.68)*
|
-0.03
(-2.23)**
|
-0.21
(-3.65)***
|
-0.27
(-1.96)*
|
|
Lagged
endogenous
|
0.59 (5.08)***
|
0.34 (4.04)***
|
0.72 (9.04)***
|
0.74
(14.52)***
|
0.5
(4.45)***
|
0.23
(0.86)
|
|
R2
|
0.92
|
|
0.94
|
|
0.93
|
|
|
Individual
fixed effects
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Yes
(0.0513)
|
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Yes
(0.0484)
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Yes
(0.0051)
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|
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Period fixed
effects
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No
|
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No
|
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No
|
|
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Hansen test
|
|
0.0921
|
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0.0662
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0.4226
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A-B AR(2)
|
|
0.3618
|
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0.5178
|
|
0.1556
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Observations
|
64
|
46
|
64
|
58
|
64
|
46
|
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Note: Redundancy F-test p-values for individual fixed effects and period fixed effects is reported in respective parenthesis. ***, **, * indicate statistical significance at 1%, 5%
and 10%, respectively. T-statistics computed using OLS residuals is reported in parenthesis. Instruments in GMM are constructed for the lagged dependent variable from the
second and third lagged values in the form of differences in all estimates, except for Health, Environmental protection and Recreation, culture and religion where we use the
third and fourth lagged values. Additionally, third and fourth lagged values in the form of levels are applied as instruments for Recreation, culture and religion, Environmental
protection and Social Protection. Lastly, period fixed effects are applied in the case of Housing and community amenities, Environmental protection and Social Protection.
Dependent
variable
|
Independent
variable of interest
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Controls
|
Source
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education
(ratio of education expenditures to total public expenditures)
health (same) and composition (ratio of education and health expenditures to
total public expenditures).
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decentralization
(share of local to total exp)
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Population
population density
age structure
gross domestic product (GDP) per capita
openness to international trade
OECD membership dummy
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del Granado,
Martinez-Vazquez and McNab. (2018)
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expenditure
share in total expenditures
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corruption
convictions
|
log of state
population
the log of real state gross domestic product (GDP) per capita
the percentage of state population aged 25+ with at least a high school
diploma
the percentage of state population between ages 0-17
|
Cordis (2014)
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expenditures
share of total expenditures
|
corruption
perception index
|
interest rate
on government bonds
the population density
the age-dependency ratio
the log of real GDP per capita
and the unemployment rate
regional dummies for the South, the Midwest, and the West
|
Hessami
(2014)
|
total
expenditure / COFOG category
|
real GDP in
national currency
election years
|
lagged
dependent
population
openness
the age structure (share of young and elderly in total population)
unemployment rate growth rate of total expenditures
|
Enkelmann and
Leibrecht (2013)
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Expenditure
(share of GDP)
|
ln(population)
ln(GDP per capita)
openness
OECD membership
index of ethnic fractionalization
fraction of population over 65
|
|
Ferreiro,
Garcia-Del-Valle and Gomez (2009)
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government
transfers to households
|
party linkage
|
lagged
dependent
age
unemployment
total expenditures
federalism dummy
district magnitude
|
Lago-Peñas and
Lago-Peñas (2009)
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education
expenditures
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corruption
index
|
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Mauro (1998)
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Source: Authors’ literature review.
Variable
|
Definition
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Description
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Source
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PGGA
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Public goods and general administration
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Aggregation of General public services,
Defence, Public order and safety, and Environmental protection, measured in
GDP %
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National Financial Institutions, Eurostat
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SE
|
Social expenditure
|
Aggregation of Housing and community
amenities, Health, Recreation, culture and religion and Social protection,
measured in GDP %
|
National Financial Institutions, Eurostat
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PE
|
Productive expenditure
|
Aggregation of Economic affairs and
Education, measured in GDP %
|
National Financial Institutions, Eurostat
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ELECTIONS
|
Parliamentary elections
|
Dummy variable taking value of 1 for
parliamentary election year, and 0 for other
|
National Election Commissions
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PARTY_NAT
|
Party nationalization index
|
The party nationalization index calculated
as per Bochsler (2010), where politically decentralized countries are
described with a lower index value
|
National Election Commissions
|
CORRUPT
|
Corruption perception index
|
The corruption perception index, where
less corrupt countries are described by a higher index value
|
Transparency International
|
GDPEUR
|
Gross Domestic Product
|
Gross Domestic Product in millions of
euros, at current market prices
|
Eurostat
|
OPEN
|
Trade openness
|
Trade openness index, where higher values
are described for more open economies
|
Eurostat
|
UNEM
|
Unemployment rate
|
Percentage of population aged over 15
years that is unemployed
|
International Labour Organization
|
TOTEXP
|
Total expenditures
|
Total expenditures, measured in GDP %
|
National Financial Institutions, Eurostat
|
Variable
|
Mean
|
Median
|
Std. dev.
|
Maximum
|
Minimum
|
Observations
|
PGGA
|
10.71
|
9.94
|
2.97
|
19.35
|
6.8
|
70
|
PE
|
10.2
|
10.06
|
2.67
|
21.7
|
5.3
|
70
|
SE
|
22.94
|
23.38
|
3.14
|
29.1
|
17.8
|
70
|
ELECTIONS
|
0.27
|
0
|
0.45
|
1
|
0
|
70
|
PARTY_NAT
|
0.8
|
0.8
|
0.11
|
0.92
|
0.54
|
70
|
CORRUPT
|
4.55
|
4.2
|
0.94
|
6.7
|
3.2
|
70
|
GDPEUR
|
26,949.2
|
34,376.4
|
16,582.47
|
54,237.9
|
3,125.1
|
70
|
OPEN
|
1.07
|
1.03
|
0.23
|
1.61
|
0.66
|
70
|
UNEM
|
16.59
|
16.16
|
7.8
|
32.18
|
4.37
|
70
|
TOTEXP
|
43.85
|
44.91
|
5.28
|
60.3
|
33.1
|
70
|
|
SE
|
PE
|
C
|
12.8484 (2.1)** [1.67]
|
-32.065 (-3.2)*** [-2.62]**
|
ELECTIONS
|
0.498 (2.25)** [2.09]**
|
-0.3541
(-0.98)
[-0.83]
|
PARTY_NAT
|
16.8527 (3.49)*** [3.21]***
|
-4.8893 (-0.62) [-0.56]
|
CORRUPT
|
-0.3769 (-1.2)
[-1.13]
|
0.2448 -0.48 [0.46]
|
GDPEUR
|
-0.0001
(-1.66) [-1.88]*
|
0.0001 -0.92 [1.28]
|
OPEN
|
-0.8379 (-0.39) [-0.38]
|
0.1487 -0.04 [0.05]
|
UNEM
|
-0.1432 (-3.05)*** [-3.17]***
|
0.2187 (2.84)*** [2.46]**
|
TOTEXP
|
0.0992 (2.09)** [1.94]*
|
0.8844 (11.39)*** [10.77]***
|
Observations
|
70
|
70
|
Individual fixed effects
|
>0.0001
|
>0.0001
|
Period fixed effects
|
>0.0001
|
0.003
|
B-G test
|
0.66
|
0.16
|
R-squared
|
0.97
|
0.91
|
Note: Robust t-statistics computed using panel corrected standard errors (PCSE) are reported in brackets, whereas t-statistics computed using OLS residuals are reported in parenthesis. ***, **, * indicate the statistical significance at 1%, 5% and 10%, respectively. Redundancy F-tests for individual fixed effects and period fixed effects are reported in respective rows. B–G test denotes the Breusch-Godfrey test of AR(1) autocorrelation. Estimates are performed using EViews 9.5.
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June, 2023 II/2023
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