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Taxation, Non-­‐‑Tax Revenue and Democracy 
Wilson 
Prichard 
Interna1onal 
Center 
for 
Tax 
and 
Development
Background 
• Large 
body 
of 
cross-­‐country 
econometric 
studies 
of 
the 
poli1cal 
resource 
curse 
-­‐ 
but 
conflic1ng 
results 
con1nue 
aAer 
more 
than 
a 
decade 
• Why 
such 
inconsistency? 
§ Imprecise 
indicators 
– 
most 
theories 
of 
resource 
curse 
focus 
on 
sources 
of 
government 
revenue 
as 
share 
of 
GDP, 
but 
most 
tests 
use 
total 
resource 
income 
§ Problema2c 
and 
variable 
data 
– 
most 
studies 
use 
‘custom’ 
datasets, 
many 
of 
which 
have 
major 
weaknesses 
§ Inconsistent 
methods 
– 
and 
evidence 
that 
capturing 
complex 
poli1cal 
rela1onships 
using 
cross-­‐country 
methods 
can 
be 
highly 
sensi1ve 
to 
methods 
§ Do 
not 
dis2nguish 
alterna2ve 
causal 
pathways, 
linked 
to 
tax 
and 
non-­‐tax 
revenue
Research Strategy 
1. Be=er 
indicators 
– 
drawing 
on 
ICTD 
GRD 
allows 
us 
to 
focus 
on 
government 
revenue 
from, 
respec1vely, 
non-­‐ 
resource 
taxes 
and 
non-­‐tax 
revenue 
(primarily 
non-­‐ 
renewable 
natural 
resources) 
2. Be=er 
data 
– 
Our 
data 
is 
more 
complete 
than 
earlier 
studies 
looking 
at 
government 
revenue 
3. Mul2ple 
econometric 
methods 
-­‐ 
Sys-­‐GMM, 
Mean-­‐Group, 
Random 
and 
Fixed 
Effects 
Logit, 
Error 
Correc1on 
Model 
4. Test 
mul2ple 
pathways 
– 
tax 
reliance, 
total 
tax 
revenue, 
total 
non-­‐tax 
revenue
Descriptive Data 
Tax Reliance and Polity, 1990-2010 
NONRLD 
FIN 
AUT AUS 
JPN 
KSV 
SWE SVN 
SVK 
SRB SLV 
PAN PER 
AFG 
AGO 
CYP IRL 
CRI 
CZE 
FRA 
ITA 
JAM 
CPV 
ALB 
ARE 
LTU 
BEL 
ARG 
ARM 
AZE 
BDI 
BEN 
BGD 
BFA 
BGR 
BHR 
BIH 
BLR 
BOL 
BRA 
BWA 
BTN 
CAF 
CHCEAN 
CHL 
UGA 
CHN 
CIV 
CMR 
COG 
COL 
COM 
DEU 
DJI 
DNK 
DOM 
DZA 
ECU 
EGY 
ERI 
ESP 
EST 
ETH 
FJI 
GAB 
GBR 
GEO 
GHA 
GIN 
GMB 
GNB 
GNQ 
GRC 
GTM 
GUY 
HND 
HRV 
HTI 
HUN 
IDN 
IND 
IRN 
IRQ 
ISR 
JOR 
KAZ 
KEN 
KGZ 
KHM 
KOR 
KWT 
LAO 
LBN 
LBR 
LBY 
LKA 
LSO 
LVA 
MAR 
MDA 
MDG 
MEX 
MKD 
MLI 
MMR 
MNE 
MNG 
MOZ 
MRT 
MUS 
MWI 
MYS 
NAM 
NER 
NGA 
NIC 
NPL 
NZL 
PAK 
PHL 
PNG 
POL 
PRT 
PRY 
QAT 
RUS ROM 
RWA 
SAU 
SDN 
SEN 
SGP 
SLB 
SLE 
SUR 
SWZ 
SYR 
TCD 
TGO 
THA 
TJK 
TKM 
TMP 
TTO 
TUN 
TUR 
TZA 
UKR 
URY 
USA 
UZB 
VEN 
VNM 
YEM 
ZAF 
ZAR 
ZMB 
ZWE 
0 20 40 60 80 100 
Level of Decmoracy (Polity2) 
0 .2 .4 .6 .8 1 
Tax Reliance 
Total Tax Revenue and Polity, 1990-2010 
AGO 
AFG 
SLB 
SVK 
SLV SRB 
THA 
ALB 
ARE 
JPN 
ARG 
ARM 
AUATUS 
PPAENR 
MEX 
TJK 
COG 
AZE 
BDI 
BEL 
BEN 
BFA 
BGD 
PRT 
MDA 
BGR 
BHR 
BIH 
BLR 
BOL 
BRA 
BTN 
BWA 
CAF 
CHE CAN 
CHL 
KGZ 
KEN 
CIV 
CHN 
CMR 
COL 
COM 
CPV 
CRI 
CUB 
CYP 
CZE 
DEU 
DJI 
DNK 
DOM 
DZA 
ECU 
EGY 
ERI 
ESP 
EST 
ETH 
FIN 
FJI 
FRA 
GAB 
GBR 
GEO 
GHA 
GIN 
GMB 
GNB 
GNQ 
GRC 
GTM 
GUY 
HND 
HRV 
HTI 
HUN 
IDN 
IND 
IRL 
IRN 
IRQ 
ISR 
ITA 
JAM 
JOR 
KAZ 
KHM 
KOR 
KSV 
KWT 
LAO 
LBN 
LBR 
LBY 
LKA 
LSO 
LTU 
LVA 
MAR 
MDG 
MKD 
MLI 
MMR 
MNE 
MNG 
MOZ 
MRT 
MUS 
MWI 
MYS 
NAM 
NGANER 
NIC 
NOLDR 
NPL 
NZL 
PAK 
PHL 
PNG 
POL 
PRY 
QAT 
ROM RUS 
RWA 
SAU 
SDN 
SEN 
SGP 
SLE 
SUR 
SVN SWE 
SWZ 
SYR 
TCD 
TGO 
TKM 
TMP 
TTO 
TUN 
TUR 
TZA 
UGA 
UKR 
URY 
USA 
UZB 
VEN 
VNM 
YEM 
ZAF 
ZAR 
ZMB 
ZWE 
0 20 40 60 80 100 120 
Level of Decmoracy (Polity2) 
0 10 20 30 40 50 
Total Tax Revenue as % of GDP 
NZL 
Total Non Tax Revenue and Polity, 1990-2010 
CRICYP 
SVN AUASUT 
USA 
IRL 
DNK 
SWE 
NNLDOR 
JPN 
MUS 
BEL 
CZE 
PRT 
MNE 
SVK 
MDA 
MKD 
URY 
DOM 
FRA 
KSV 
POL 
SLV HND 
NAM 
SRB 
MNG 
THA 
PHL 
CPV 
NIC 
PER PAN 
KOR 
PNG 
HRV 
BEN 
MEX 
LBN 
MDG 
PRY 
SEN 
MLI 
NPL 
KHM 
BGD 
PAK 
GMB 
GNB 
MOZ 
KGZ 
LBR 
MWI 
ZMB 
KEN 
UGA 
CIV 
AFG 
AGO 
BOL 
ALB 
ARE 
ARG 
ARM 
AZE 
BDI 
BFA 
BGR 
BHR 
BIH 
MRT 
BLR 
BRA 
BTN 
BWA 
CAF 
CCHAEN 
CHL 
CHN 
CMR 
COG 
COL 
COM 
DEU 
DJI 
DZA 
ECU 
EGY 
ERI 
ESP 
EST 
ETH 
FIN 
FJI 
GAB 
GBR 
GEO 
GHA 
GIN 
GNQ 
GRC 
GTM 
GUY 
HTI 
HUN 
IDN 
IND 
IRN 
IRQ 
ISR 
ITA 
JAM 
JOR 
KAZ 
KWT 
LAO 
LBY 
LKA 
LSO 
LTU 
LVA 
MAR 
MMR 
MYS 
NER NGA 
QAT 
ROM RUS 
RWA 
SAU 
SDN 
SGP 
SLB 
SLE 
SUR 
SWZ 
SYR 
TCD 
TGO 
TJK 
TKM 
TMP 
TTO 
TUN 
TUR 
TZA 
UKR 
UZB 
VEN 
VNM 
YEM 
ZAF 
ZAR 
ZWE 
0 20 40 60 80 100 
Level of Decmoracy (Polity2) 
0 20 40 60 80 
Total Tax Collection as % of GDP
Model Specification 
• Data 
from 
ICTD 
GRD 
1990-­‐2010, 
to 
maximize 
completeness 
and 
accuracy 
• Three 
independent 
variables: 
tax 
reliance 
(tax/ 
total 
rev), 
total 
tax 
% 
of 
GDP, 
total 
non-­‐tax 
% 
of 
GDP 
• Dependent 
variable 
is 
democracy: 
Con1nuous 
variable 
based 
on 
Polity 
IV 
for 
Sys-­‐GMM, 
MG 
and 
ECM 
es1mates, 
binary 
variable 
based 
on 
Cheibub 
et 
al. 
2010 
• Controls 
from 
earlier 
studies: 
Log 
GDP, 
Civil 
War, 
Democra1c 
Diffusion, 
Growth 
per 
capita, 
popula1on 
size
Core Results 
Sys-­‐ 
GMM 
Sys-­‐ 
GMM 
CCE-­‐MG 
CCE-­‐MG 
FE 
Logit 
FE 
Logit 
RE 
Logit 
RE 
Logit 
ECM 
ECM 
Tax_Rel 
15.87*** 
20.60*** 
7.66** 
1.51 
10.34 
(5.26) 
(7.62) 
(3.3890) 
(1.04) 
(10.45) 
Total 
Tax 
-25.56* 
51.76 
21.69 
-6.27* 
-34.38 
(15.22) 
(35.15) 
(15.80) 
(3.74) 
(26.86) 
Total 
Non-­‐tax 
-29.8*** 
-155.2** 
-15.05 
-12.59** 
-36.0*** 
(10.1) 
(66.4) 
(10.09) 
(5.36) 
(13.25) 
Groups 
152 
152 
149 
144 
28 
28 
157 
157 
153 
153 
Obs 
2536 
2536 
2634 
2604 
458 
458 
2305 
2305 
2539 
2539
Core Results 
Sys-­‐ 
GMM 
Sys-­‐ 
GMM 
CCE-­‐MG 
CCE-­‐MG 
FE 
Logit 
FE 
Logit 
RE 
Logit 
RE 
Logit 
ECM 
ECM 
Tax_Rel 
15.87*** 
20.60*** 
7.66** 
1.51 
10.34 
(5.26) 
(7.62) 
(3.3890) 
(1.04) 
(10.45) 
Total 
Tax 
-25.56* 
51.76 
21.69 
-6.27* 
-34.38 
(15.22) 
(35.15) 
(15.80) 
(3.74) 
(26.86) 
Total 
Non-­‐tax 
-29.8*** 
-155.2** 
-15.05 
-12.59** 
-36.0*** 
(10.1) 
(66.4) 
(10.09) 
(5.36) 
(13.25) 
Groups 
152 
152 
149 
144 
28 
28 
157 
157 
153 
153 
Obs 
2536 
2536 
2634 
2604 
458 
458 
2305 
2305 
2539 
2539
Core Results 
Sys-­‐ 
GMM 
Sys-­‐ 
GMM 
CCE-­‐MG 
CCE-­‐MG 
FE 
Logit 
FE 
Logit 
RE 
Logit 
RE 
Logit 
ECM 
ECM 
Tax_Rel 
15.87*** 
20.60*** 
7.66** 
1.51 
10.34 
(5.26) 
(7.62) 
(3.3890) 
(1.04) 
(10.45) 
Total 
Tax 
-25.56* 
51.76 
21.69 
-6.27* 
-34.38 
(15.22) 
(35.15) 
(15.80) 
(3.74) 
(26.86) 
Total 
Non-­‐tax 
-29.8*** 
-155.2** 
-15.05 
-12.59** 
-36.0*** 
(10.1) 
(66.4) 
(10.09) 
(5.36) 
(13.25) 
Groups 
152 
152 
149 
144 
28 
28 
157 
157 
153 
153 
Obs 
2536 
2536 
2634 
2604 
458 
458 
2305 
2305 
2539 
2539
Robustness Checks 
Te 
sts 
Results 
Longer 
Lags 
on 
Revenue 
Variables 
More 
significant 
and 
higher 
magnitude 
– 
including 
the 
disappearance 
of 
nega1ve 
coefficients 
on 
the 
total 
tax 
variable 
for 
Sys-­‐GMM 
and 
RE 
Logit 
Alterna1ve 
measures 
of 
democracy 
Significant 
in 
most 
specifica1ons, 
but 
not 
for 
MG 
es1mator 
Different 
country 
groups 
Results 
weakened, 
but 
generally 
s1ll 
significant, 
without 
OPEC. 
Results 
stronger 
without 
OECD. 
Different 
Time 
Periods 
Results 
gradually 
lose 
significant 
going 
back 
to 
1980, 
consistent 
with 
lower 
quality 
data 
and 
the 
rela1onship 
becoming 
stronger 
over 
1me 
Central 
government 
data 
All 
significant, 
but 
magnitude 
and 
significance 
diminished 
with 
less 
good 
data
Conclusions 
Strong 
evidence 
of 
resource 
curse: 
Nega1ve 
impact 
of 
either 
tax 
reliance 
or 
non-­‐tax 
revenue 
on 
democracy 
in 
all 
specifica1ons 
and 
methods 
Ambiguous 
evidence 
on 
tax 
and 
democracy: 
Rela1onship 
is 
some1mes 
posi1ve, 
but 
most 
oAen 
insignificant. 
May 
reflect 
greater 
complexity 
of 
causal 
processes. 
Rela2onship 
operates 
in 
levels, 
not 
year-­‐to-­‐year 
varia2on: 
Results 
are 
stronger 
with 
es1mators 
that 
focus 
on 
longer-­‐term 
changes 
in 
composi1on 
of 
government 
revenue, 
rather 
than 
short-­‐term 
varia1on. 
Be=er 
Data 
Ma=ers: 
All 
results 
are 
much 
stronger 
using 
ICTD 
Government 
Revenue 
Data 
than 
when 
using 
Haber 
and 
Menaldo 
data 
on 
resource 
income, 
and 
post-­‐1990 
data 
that 
accounts 
for 
federal 
states. 
Cau2on 
and 
Transparency 
are 
Key: 
Different 
methods 
yield 
significant 
vola1lity, 
as 
do 
different 
data, 
making 
comprehensive, 
transparent, 
approached 
cri1cal
Marginal Effects from RE Logit
Results with three and five year lags 
Sys-­‐GMM 
(3) 
Sys-­‐GMM 
(5) 
Sys-­‐GMM 
(3) 
Sys-­‐GMM 
(5) 
RE 
Logit 
(3) 
FE 
Logit 
(5) 
RE 
Logit 
(3) 
RE 
Logit 
(5) 
Tax_Rel 
19.4390** 
23.8694** 
4.4561*** 
7.2327*** 
(7.9695) 
(10.0033) 
(1.6442) 
(2.0780) 
Total 
Tax 
7.0397 
22.2667 
-2.3642 
7.8482 
(31.2309) 
(39.0345) 
(5.0183) 
(6.7844) 
Total 
Non-­‐ 
tax 
-39.0786** 
-35.7187 
-16.4260*** 
-20.2697*** 
(17.1580) 
(32.7934) 
(5.7189) 
(6.9277) 
Groups 
155 
152 
155 
152 
156 
152 
156 
152 
Obs 
2308 
2024 
2308 
2024 
2025 
1730 
2025 
1730
Taxation, non tax revenue and democracy
Taxation, non tax revenue and democracy

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Taxation, non tax revenue and democracy

  • 1. Taxation, Non-­‐‑Tax Revenue and Democracy Wilson Prichard Interna1onal Center for Tax and Development
  • 2. Background • Large body of cross-­‐country econometric studies of the poli1cal resource curse -­‐ but conflic1ng results con1nue aAer more than a decade • Why such inconsistency? § Imprecise indicators – most theories of resource curse focus on sources of government revenue as share of GDP, but most tests use total resource income § Problema2c and variable data – most studies use ‘custom’ datasets, many of which have major weaknesses § Inconsistent methods – and evidence that capturing complex poli1cal rela1onships using cross-­‐country methods can be highly sensi1ve to methods § Do not dis2nguish alterna2ve causal pathways, linked to tax and non-­‐tax revenue
  • 3. Research Strategy 1. Be=er indicators – drawing on ICTD GRD allows us to focus on government revenue from, respec1vely, non-­‐ resource taxes and non-­‐tax revenue (primarily non-­‐ renewable natural resources) 2. Be=er data – Our data is more complete than earlier studies looking at government revenue 3. Mul2ple econometric methods -­‐ Sys-­‐GMM, Mean-­‐Group, Random and Fixed Effects Logit, Error Correc1on Model 4. Test mul2ple pathways – tax reliance, total tax revenue, total non-­‐tax revenue
  • 4. Descriptive Data Tax Reliance and Polity, 1990-2010 NONRLD FIN AUT AUS JPN KSV SWE SVN SVK SRB SLV PAN PER AFG AGO CYP IRL CRI CZE FRA ITA JAM CPV ALB ARE LTU BEL ARG ARM AZE BDI BEN BGD BFA BGR BHR BIH BLR BOL BRA BWA BTN CAF CHCEAN CHL UGA CHN CIV CMR COG COL COM DEU DJI DNK DOM DZA ECU EGY ERI ESP EST ETH FJI GAB GBR GEO GHA GIN GMB GNB GNQ GRC GTM GUY HND HRV HTI HUN IDN IND IRN IRQ ISR JOR KAZ KEN KGZ KHM KOR KWT LAO LBN LBR LBY LKA LSO LVA MAR MDA MDG MEX MKD MLI MMR MNE MNG MOZ MRT MUS MWI MYS NAM NER NGA NIC NPL NZL PAK PHL PNG POL PRT PRY QAT RUS ROM RWA SAU SDN SEN SGP SLB SLE SUR SWZ SYR TCD TGO THA TJK TKM TMP TTO TUN TUR TZA UKR URY USA UZB VEN VNM YEM ZAF ZAR ZMB ZWE 0 20 40 60 80 100 Level of Decmoracy (Polity2) 0 .2 .4 .6 .8 1 Tax Reliance Total Tax Revenue and Polity, 1990-2010 AGO AFG SLB SVK SLV SRB THA ALB ARE JPN ARG ARM AUATUS PPAENR MEX TJK COG AZE BDI BEL BEN BFA BGD PRT MDA BGR BHR BIH BLR BOL BRA BTN BWA CAF CHE CAN CHL KGZ KEN CIV CHN CMR COL COM CPV CRI CUB CYP CZE DEU DJI DNK DOM DZA ECU EGY ERI ESP EST ETH FIN FJI FRA GAB GBR GEO GHA GIN GMB GNB GNQ GRC GTM GUY HND HRV HTI HUN IDN IND IRL IRN IRQ ISR ITA JAM JOR KAZ KHM KOR KSV KWT LAO LBN LBR LBY LKA LSO LTU LVA MAR MDG MKD MLI MMR MNE MNG MOZ MRT MUS MWI MYS NAM NGANER NIC NOLDR NPL NZL PAK PHL PNG POL PRY QAT ROM RUS RWA SAU SDN SEN SGP SLE SUR SVN SWE SWZ SYR TCD TGO TKM TMP TTO TUN TUR TZA UGA UKR URY USA UZB VEN VNM YEM ZAF ZAR ZMB ZWE 0 20 40 60 80 100 120 Level of Decmoracy (Polity2) 0 10 20 30 40 50 Total Tax Revenue as % of GDP NZL Total Non Tax Revenue and Polity, 1990-2010 CRICYP SVN AUASUT USA IRL DNK SWE NNLDOR JPN MUS BEL CZE PRT MNE SVK MDA MKD URY DOM FRA KSV POL SLV HND NAM SRB MNG THA PHL CPV NIC PER PAN KOR PNG HRV BEN MEX LBN MDG PRY SEN MLI NPL KHM BGD PAK GMB GNB MOZ KGZ LBR MWI ZMB KEN UGA CIV AFG AGO BOL ALB ARE ARG ARM AZE BDI BFA BGR BHR BIH MRT BLR BRA BTN BWA CAF CCHAEN CHL CHN CMR COG COL COM DEU DJI DZA ECU EGY ERI ESP EST ETH FIN FJI GAB GBR GEO GHA GIN GNQ GRC GTM GUY HTI HUN IDN IND IRN IRQ ISR ITA JAM JOR KAZ KWT LAO LBY LKA LSO LTU LVA MAR MMR MYS NER NGA QAT ROM RUS RWA SAU SDN SGP SLB SLE SUR SWZ SYR TCD TGO TJK TKM TMP TTO TUN TUR TZA UKR UZB VEN VNM YEM ZAF ZAR ZWE 0 20 40 60 80 100 Level of Decmoracy (Polity2) 0 20 40 60 80 Total Tax Collection as % of GDP
  • 5. Model Specification • Data from ICTD GRD 1990-­‐2010, to maximize completeness and accuracy • Three independent variables: tax reliance (tax/ total rev), total tax % of GDP, total non-­‐tax % of GDP • Dependent variable is democracy: Con1nuous variable based on Polity IV for Sys-­‐GMM, MG and ECM es1mates, binary variable based on Cheibub et al. 2010 • Controls from earlier studies: Log GDP, Civil War, Democra1c Diffusion, Growth per capita, popula1on size
  • 6. Core Results Sys-­‐ GMM Sys-­‐ GMM CCE-­‐MG CCE-­‐MG FE Logit FE Logit RE Logit RE Logit ECM ECM Tax_Rel 15.87*** 20.60*** 7.66** 1.51 10.34 (5.26) (7.62) (3.3890) (1.04) (10.45) Total Tax -25.56* 51.76 21.69 -6.27* -34.38 (15.22) (35.15) (15.80) (3.74) (26.86) Total Non-­‐tax -29.8*** -155.2** -15.05 -12.59** -36.0*** (10.1) (66.4) (10.09) (5.36) (13.25) Groups 152 152 149 144 28 28 157 157 153 153 Obs 2536 2536 2634 2604 458 458 2305 2305 2539 2539
  • 7. Core Results Sys-­‐ GMM Sys-­‐ GMM CCE-­‐MG CCE-­‐MG FE Logit FE Logit RE Logit RE Logit ECM ECM Tax_Rel 15.87*** 20.60*** 7.66** 1.51 10.34 (5.26) (7.62) (3.3890) (1.04) (10.45) Total Tax -25.56* 51.76 21.69 -6.27* -34.38 (15.22) (35.15) (15.80) (3.74) (26.86) Total Non-­‐tax -29.8*** -155.2** -15.05 -12.59** -36.0*** (10.1) (66.4) (10.09) (5.36) (13.25) Groups 152 152 149 144 28 28 157 157 153 153 Obs 2536 2536 2634 2604 458 458 2305 2305 2539 2539
  • 8. Core Results Sys-­‐ GMM Sys-­‐ GMM CCE-­‐MG CCE-­‐MG FE Logit FE Logit RE Logit RE Logit ECM ECM Tax_Rel 15.87*** 20.60*** 7.66** 1.51 10.34 (5.26) (7.62) (3.3890) (1.04) (10.45) Total Tax -25.56* 51.76 21.69 -6.27* -34.38 (15.22) (35.15) (15.80) (3.74) (26.86) Total Non-­‐tax -29.8*** -155.2** -15.05 -12.59** -36.0*** (10.1) (66.4) (10.09) (5.36) (13.25) Groups 152 152 149 144 28 28 157 157 153 153 Obs 2536 2536 2634 2604 458 458 2305 2305 2539 2539
  • 9. Robustness Checks Te sts Results Longer Lags on Revenue Variables More significant and higher magnitude – including the disappearance of nega1ve coefficients on the total tax variable for Sys-­‐GMM and RE Logit Alterna1ve measures of democracy Significant in most specifica1ons, but not for MG es1mator Different country groups Results weakened, but generally s1ll significant, without OPEC. Results stronger without OECD. Different Time Periods Results gradually lose significant going back to 1980, consistent with lower quality data and the rela1onship becoming stronger over 1me Central government data All significant, but magnitude and significance diminished with less good data
  • 10. Conclusions Strong evidence of resource curse: Nega1ve impact of either tax reliance or non-­‐tax revenue on democracy in all specifica1ons and methods Ambiguous evidence on tax and democracy: Rela1onship is some1mes posi1ve, but most oAen insignificant. May reflect greater complexity of causal processes. Rela2onship operates in levels, not year-­‐to-­‐year varia2on: Results are stronger with es1mators that focus on longer-­‐term changes in composi1on of government revenue, rather than short-­‐term varia1on. Be=er Data Ma=ers: All results are much stronger using ICTD Government Revenue Data than when using Haber and Menaldo data on resource income, and post-­‐1990 data that accounts for federal states. Cau2on and Transparency are Key: Different methods yield significant vola1lity, as do different data, making comprehensive, transparent, approached cri1cal
  • 12. Results with three and five year lags Sys-­‐GMM (3) Sys-­‐GMM (5) Sys-­‐GMM (3) Sys-­‐GMM (5) RE Logit (3) FE Logit (5) RE Logit (3) RE Logit (5) Tax_Rel 19.4390** 23.8694** 4.4561*** 7.2327*** (7.9695) (10.0033) (1.6442) (2.0780) Total Tax 7.0397 22.2667 -2.3642 7.8482 (31.2309) (39.0345) (5.0183) (6.7844) Total Non-­‐ tax -39.0786** -35.7187 -16.4260*** -20.2697*** (17.1580) (32.7934) (5.7189) (6.9277) Groups 155 152 155 152 156 152 156 152 Obs 2308 2024 2308 2024 2025 1730 2025 1730