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177© The Editor(s) (if applicable) and The Author(s) 2016M. Stagars, Data Quality in Southeast Asia, DOI 10.1057/978-1-137-60063-9
The following fi gures compare the ten individual dimensions of data quality.
APPENDIX: RESULTS BY DIMENSIONS AND FACTORS
178 APPENDIX: RESULTS BY DIMENSIONS AND FACTORS
1.31.
72.3
2.3
2.3
2.32.
72.7
6.7
6.7
Brune
iMya
nmar
Cam
bodia
Laos
Singa
pore
Thailand
Malay
sia
Vietnam
Indo
nesia
Philip
pine
s
Fig.
1
Dim
ensi
on D
1, P
rofe
ssio
nal i
ndep
ende
nce
of s
tatis
tical
aut
hori
ties
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SEA
N m
embe
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untr
ies
APPENDIX: RESULTS BY DIMENSIONS AND FACTORS 179
2.0
3.0
3.5
4.5
4.5
5.0
5.0
5.0
5.5
6.0
Myanmar
Cambodia
Laos
Indonesia
Vietnam
Brunei
Malaysia
Thailand
Philippines
Singapore
Fig. 2 Dimension D2, Adequacy of resources for national statistics offi ces in ASEAN member countries
2.3
2.7
3.0
4.3
4.3
4.3
6.3
6.3
7.3
7.3
Myanmar
Laos
Cambodia
Brunei
Thailand
Vietnam
Philippines
Singapore
Indonesia
Malaysia
Fig. 3 Dimension D3, Impartiality and integrity of national statistics offi ces in ASEAN member countries
180 APPENDIX: RESULTS BY DIMENSIONS AND FACTORS
2.6
2.6
4.2
4.6
5.0
6.0
6.0
6.2
7.0
7.8
Cambodia
Myanmar
Laos
Brunei
Vietnam
Malaysia
Thailand
Philippines
Indonesia
Singapore
Fig. 4 Dimension D4, Sound methodology and procedures of national statistics offi ces in ASEAN member countries
2.0
2.3
2.3
2.7
4.7
4.7
6.3
6.7
7.0
7.0
Myanmar
Brunei
Laos
Cambodia
Thailand
Vietnam
Philippines
Indonesia
Malaysia
Singapore
Fig. 5 Dimension D5, Relevance and completeness of offi cial statistics in ASEAN member countries
APPENDIX: RESULTS BY DIMENSIONS AND FACTORS 181
2.0
2.0
2.5
2.5
3.5
3.5
5.5
6.0
6.0
6.0
Cambodia
Myanmar
Thailand
Vietnam
Brunei
Laos
Singapore
Indonesia
Malaysia
Philippines
Fig. 6 Dimension D6, Accuracy, errors, and omissions of offi cial statistics in ASEAN member countries
2.0
2.0
3.0
4.0
6.0
7.0
7.0
7.0
7.0
7.0
Cambodia
Myanmar
Laos
Brunei
Thailand
Indonesia
Malaysia
Philippines
Singapore
Vietnam
Fig. 7 Dimension D7, Timeliness and punctuality of offi cial statistics in ASEAN member countries
182 APPENDIX: RESULTS BY DIMENSIONS AND FACTORS
2.0
3.0
3.3
4.7
5.3
6.0
6.0
6.3
6.3
6.7
Myanmar
Laos
Cambodia
Brunei
Thailand
Malaysia
Philippines
Singapore
Vietnam
Indonesia
Fig. 8 Dimension D8, Consistency, coherence, and comparability of offi cial sta-tistics in ASEAN member countries
3.7
4.3
4.7
4.7
5.0
6.0
6.0
6.3
6.3
6.3
Cambodia
Myanmar
Brunei
Laos
Vietnam
Singapore
Thailand
Indonesia
Malaysia
Philippines
Fig. 9 Dimension D9, Level of detail of offi cial statistics in ASEAN member countries
APPENDIX: RESULTS BY DIMENSIONS AND FACTORS 183
2.0
2.5
2.5
3.0
3.8
4.0
4.5
6.0
6.3
7.0
Myanmar
Brunei
Cambodia
Laos
Vietnam
Thailand
Philippines
Indonesia
Malaysia
Singapore
Fig. 10 Dimension D10, Accessibility and clarity of offi cial statistics in ASEAN member countries
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National Statistics Centre (2006). The statistical system of Lao PDR – The present situation and challenges in the years ahead, 11th meeting of the heads of National Statistical Offi ces of East Asia countries. http://www.stat.go.jp/eng-lish/info/meetings/eastasia/pdf/3lpower.pdf . Accessed 13 Sept 2015.
186 APPENDIX: RESULTS BY DIMENSIONS AND FACTORS
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189© The Editor(s) (if applicable) and The Author(s) 2016M. Stagars, Data Quality in Southeast Asia, DOI 10.1057/978-1-137-60063-9
INDEX
A academia , 28, 60 academic , 1, 2, 15, 93, 113 accessibility . See data quality
dimensions, accessibility accessible , 5, 8, 63, 65 accountability , 5, 14, 61, 174 accuracy . See data quality dimensions,
accuracy accurate , 3–5, 21, 25, 27, 29 adequacy of resources . See data quality
dimensions, adequacy of resources ASEAN , 2–5, 8, 11, 13–18, 21, 25,
29, 30, 167–74 ASEAN Community Statistical
System (ACSS) , 4, 7, 13–15, 20–22, 25, 167, 170 ; Code of Practice (see Code of Practice of the ACSS ) ; comparison with ESS , 15 ; Data Quality Assessment , 14
ASEAN Economic Community (AEC) , 15, 175
ASEAN Framework of Cooperation in Statistics , 13
ASEAN Political Security Community (APSC) , 15
ASEAN Socio-Cultural Community (ASCC) , 15
ASEANstats , 14, 15 data quality of member countries,
comparison , 168–70, 172, 174
member states , 2, 3 national statistics offi ces, URLs of ,
29 statistical capacity , 17, 18
Asian Development Bank (ADB) , 30, 39, 42, 52, 63, 75, 97, 108, 114, 118, 133, 136, 147, 154, 155, 157, 174
B benchmark , 7, 16 big data , 167, 174
190 INDEX
Brunei , 2, 5, 110–19, 171, 172 Brunei Darussalam Standard
Industrial Classifi cation (BDSIC) , 114, 117, 118
Department of Economic Planning and Development (DEPD) , 110, 113, 115
Department of Statistics (DOS) , 110 ; head of , 110 ; independence, lack of , 110 ; mission , 117 ; responsibility , 115, 116 ; staff , 112 ; URL , 29
freedom of the press , 113 GDP per capita , 112 ICT standards , 119 language barrier , 113, 115, 119 National Statistics Coordinating
Committee (NSCC) , 110, 115 National Vision , 172 Open Data , 110, 113, 119 ratings for dimensions of statistical
data quality , 111 statistical capacity , 114, 115 statistics act , 110, 111 ( see also
statistics law ) statistics law , 111, 113 sultan of , 110
Busan Action Plan for Statistics , 7
C Cambodia , 2, 5, 17, 18, 29, 138–49,
173, 174 annual public spending , 141 constitutional monarchy , 139 Corruption Perceptions Index , 143 freedom of the press , 143 GDP per capita , 139, 141 ICT standards , 145, 149 line ministries , 139, 144, 155 Ministry of Planning (MoP) , 139 National Bank of Cambodia , 139
National Institute of Statistics (NIS) , 139, 142, 143, 145 ; budget , 141, 142 ; head of , 141 ; independence, uncertainty of , 140 ; URL , 29
Offi cial Development Aid (ODA) , 141
ratings for dimensions of statistical data quality , 139
statistical capacity , 18, 143–5, 147 Statistical Master Plan for Cambodia
(SMP) , 140 statistics law , 139, 142, 146 technical assistance , 141
checks and balances , 27, 28 clarity . See data quality dimensions,
clarity climate change , 5, 167, 175 Code of Practice , 7, 15, 22
of the ASEAN Community Statistical System (ACSS) , 13–16, 21, 22, 170
comparison between ESS and ACSS , 15
of the European Statistical System (ESS) , 11–12, 21, 22, 170
coherence . See data quality dimensions, coherence
comparability . See data quality dimensions, comparability
comparable , 5, 14, 25, 168, 173 completeness . See data quality
dimensions, completeness complexity , 2, 7, 167 consistency . See data quality
dimensions, consistency consistent , 8, 16, 25, 173 cooperation , 9, 24 corruption , 54, 87 Corruption Perceptions Index ,
37, 48, 58, 69, 91, 103, 131, 143, 153
INDEX 191
D data , 1–5, 7–13, 16, 17, 21, 26,
28–31, 167, 170, 171, 174 collection , 2, 11, 14 dissemination , 168 see also (IMF
Data Dissemination Standards ) driven , 3 fi nancial , 8, 11 gathering , 1 journalism , 1, 3, 5 meta- (see metadata ) open (see Open Data ) policy , 21, 167 processing , 2, 174 producer , 15 public data , 1, 9, 28, 172 quality (see data quality ) reporting , 11, 16, 25, 174 revolution , 1, 174 sharing , 1, 2 socio-demographic , 2, 8, 10, 12 source data , 16, 25, 27 sources , 2, 9, 16, 21, 25, 29–31,
174 user , 1, 3–5, 14–16, 23, 25, 28 ;
defi nition , 28 validation , 25, 27
data quality , 1–5, 7–9, 11, 13, 14, 21–3, 25, 28, 31, 167–74, 177
assessment of , 7, 14 comparison of countries in the
ASEAN , 167–73 dimensions of (see data quality
dimensions ) factors of (see data quality factors ) indicators , 4, 16, 17, 21–31, 167,
170 monitoring , 14, 25, 27, 28 rating , 4, 21, 22, 26–31, 167–73
data quality dimensions , 4, 5, 14, 16, 17, 21–6, 167, 168, 171, 177
accessibility , 5, 13, 26, 171, 173
accuracy , 5, 12, 25, 27, 173, 181 adequacy of resources , 11, 23, 179 clarity , 13, 15, 26, 183 coherence , 13, 25, 182 comparability , 5, 13, 14, 25, 182 completeness , 16, 25, 180 consistency , 9, 25, 182 errors and omissions , 25, 181 expertise , 24 impartiality , 11, 23, 170, 179 independence of statistical
authorities , 11, 16, 23, 170–72 integrity , 14, 23, 171, 179 level of detail , 26, 182 methodology , 12, 24, 30, 180 procedures , 4, 9, 12, 23, 24, 173,
180 punctuality , 12, 25, 181 rating of (see data quality rating ) relevance , 12, 14, 25, 170, 180 timeliness , 5, 9, 12, 14, 16, 25, 181
data quality factors , 3–5, 21, 22, 167–9, 174, 177
institutional environment , 11, 14, 21–3, 167, 169, 173, 174
rating of (see data quality rating ) statistical output , 4, 5, 12, 14, 17,
21, 22, 25–7, 167–9, 172, 173 statistical processes , 4, 12, 14, 21,
22, 24, 26, 167–9, 172–4 digital form , 26 Dissemination Standards Bulletin
Board . See IMF Data Dissemination Standards, bulletin board
E economic development , 1, 5, 9, 30 effi ciency , 9 e-GDDS . See IMF Data Dissemination
Standards, e-GDDS
192 INDEX
e-government , 167, 172 emerging markets , 2, 7, 172 errors and omissions . See data quality
dimensions European
Central Bank (ECB) , 15 Commission (EC) , 8 Statistical Forum (ESF) , 15 Statistical Advisory Committee
(ESAC) , 15 Statistical Governance Advisory
Board (ESGAB) , 15 Statistical System (ESS) , 4, 7, 11,
13–15 ; Quality Assurance Framework (ESS-QAF) , 13 ; comparison with ACSS , 15
Statistics Code of Practice (see Code of Practice of the European Statistical System )
System of Central Banks (ESCB) , 15 Union External Action Service
(EEAS) , 30 Eurostat , 15, 36 expertise . See data quality dimensions,
expertise
F fi nancial sector , 1, 2, 4, 10, 12, 28 Freedom of the Press , 37, 48, 58,
69, 91, 103, 113, 131, 143, 153, 171
frontier market , 2, 99, 127, 139, 150, 173
G General Data Dissemination Standard
(GDDS) . See IMF Data Dissemination Standards, GDDS
Generic Statistical Business Process Model , 71
geospatial data , 66 governance , 13, 15, 171
I IMF , 8, 10–13, 16, 30
Data Dissemination Standards , 8 ; bulletin board , 8, 17, 30 ; comparison , 11–13 ; enhanced General Data Dissemination Standard (e-GDDS) , 8, 10, 11, 13, 24, 173 ; General Data Dissemination Standard (GDDS) , 8, 10, 11, 13, 24, 173 ; Special Data Dissemination Standard (SDDS) , 8, 11–13, 16, 24, 30, 172, 173
Data Quality Reference Site (DQRS) , 8
impartiality . See data quality dimensions
incomplete , 173 independence of statistical authorities .
See data quality dimensions, independence
independent , 15, 16, 23, 27, 28 Indonesia , 2, 11, 17, 18, 29, 33–44,
168, 173 Badan Pusat Statistik (BPS),
Indonesian for: Statistics Indonesia , 33, 34, 39, 41 ; budget , 36, 37 ; grants , 35 ; head of (see Chief Statistician ) ; independence , 34, 35 ; mission , 42 ; revenue , 35 ; staff , 36 ; URL , 29
Chief Statistician , 35, 39, 40 Community Forum for Statistics , 39 Corruption Perception Index , 37 freedom of the press , 37 ICT standards , 36, 43
INDEX 193
Institute of Statistics (STIS) , 39 language barrier , 37, 44 National Statistical System (NSS) , 33 Open Data , 44 population census , 41 ratings for dimensions of statistical
data quality , 34, 35 statistical capacity , 38, 39, 41 statistics act (see statistics law ) statistics law , 34, 36, 37, 39, 40 technical assistance , 39 whistleblowing system , 37
institutional environment . See data quality factors
intergovernmental organization , 3, 8, 29
integrity . See data quality dimensions, integrity
International Standard Industrial Classifi cation (ISIC) , 24
J Japan International Cooperation
Agency (JICA) , 30, 39, 141, 155
L Laos , 2, 5, 10, 17, 18, 29, 127–49,
173, 174 Chief Statistician , 130 communist regime , 127 Corruption Perceptions Index , 131 freedom of the press , 131 ICT standards , 138 language barrier , 130, 136, 137 Lao Statistics Bureau (LSB) , 127,
129 ; head of (see Chief Statistician ) ; independence, lack of , 129 ; staff , 130 ; URL , 29
Ministry of Planning and Investment (MPI) , 129
National Statistics Center (NSC) , 127 ratings for dimensions of statistical
data quality , 128 statistical capacity , 132, 133 statistics law , 129, 130, 133–7
least developed countries (LDCs) , 5, 127, 139, 150
legal mandate , 26–8 level of detail . See data quality
dimensions, level of detail Linked Open Data (LOD) , 174
M Malaysia , 2, 11, 17, 18, 29, 66–77,
110, 168, 173 budget expenditure , 68 Chief Statistician , 67, 71 Corruption Perceptions Index , 69 Department of Statistics Malaysia
(DoSM) , 66–9, 72, 73 ; duties , 66 ; independence, lack of , 68 ; staff , 68 ; URL , 29 ; values , 69
freedom of the press , 69 GDP per capita , 66 ICT standards , 76 ISO certifi cation , 71, 73 language barrier , 75 Main User Committee , 67, 68, 72 Malaysia Standard Industrial
Classifi cation (MSIC) Open Data , 77 ratings for dimensions of statistical
data quality , 67 statistical capacity , 70–72 statistics act (see statistics law ) statistics law , 68, 69, 72, 77 Statistics Steering Committee , 67,
68, 72 Strategic Plan , 72, 75
metadata , 9–11, 26 method , 4, 21, 22
194 INDEX
methodology . See data quality dimensions, methodology
Myanmar , 2, 5, 17, 18, 29, 150–159, 173, 174
Central Statistical Organization (CSO) , 150 ; independence, lack of , 151 ; URL , 29
Corruption Perceptions Index , 153 freedom of the press , 153 GDP ; growth, reservations about ,
152 ; per capita , 150 ICT standards , 158, 159 Ministry of National Planning and
Economic Development (MNPED) , 150
Offi cial Development Aid (ODA) , 150 ratings for dimensions of statistical
data quality , 150, 151 statistical capacity , 154, 155 statistics law , 152, 156 technical assistance , 152, 155, 157
N national statistics offi ce (NSO) , 1, 2,
5, 7, 13, 15, 16, 30, 31, 168, 174
O OECD , 8 Open Data , 1, 5, 26, 44, 50, 54, 64,
66, 77, 99, 110, 113, 119, 138, 149, 167, 172, 174
Open Government , 167, 174
P PARIS21 , 7, 30 Philippines , 2, 11, 17, 18, 29, 54–66,
168, 173 Citizen’s Charter , 61
Corruption Perceptions Index , 58
freedom of the press , 58 ICT standards , 65 Philippine Standard Industrial
Classifi cation (PSIC) , 63 Philippine Statistical Development
Program (PSDP) , 56, 60, 65
Philippine Statistical Research and Training Institute (PSRTI) , 60
Philippine Statistics Authority (PSA) , 54–7 ; budget , 57 ; head of (see National Statistician ) ; independence, partial , 55, 56 ; merger , 54 ; staff , 57 ; Transparency Seal , 57 ; URL , 29
Philippine Statistical System (PSS) , 55
statistical capacity , 57–60 National Economic and
Development Authority (NEDA) , 55
National Statistician , 56, 57 Open Data , 64, 66 ratings for dimensions of statistical
data quality , 55, 56 statistics law , 55, 57, 58,
60–62 policy , 1 . See also data policy private sector , 1, 2, 4, 23, 28, 89, 91,
98, 115 procedures . See also data quality
dimensions, procedures public data . See data, public data public sector, effi ciency and
transparency of , 167, 174 punctuality . See data quality
dimensions, punctuality
INDEX 195
Q quality . See data quality
R rating scale . See data quality, rating raw data , 25 relevance . See data quality dimensions,
relevance reporting lines , 15 research , 1, 2, 5, 28
S Singapore , 2, 5, 11, 29, 44–54,
168–70, 173 Chief Statistician , 45–8 Corruption Perception Index , 48 Dengue fever , 51 Department of Statistics (DOS) , 44,
46, 48 ; guiding principles , 47, 50, 51, 54 ; head of (see Chief Statistician ) ; independence, lack of , 46, 171 ; staff , 47 ; URL , 29
freedom of the press , 48 GDP per capita , 44 government budget , 46 ICT standards , 54 Ministry of Trade and Industry
(MTI) , 46, 54 mobile applications , 53 nation building , 171 Open Data , 54 ratings for dimensions of statistical
data quality , 45 research and statistics units (RSU) ,
44, 46 Standard Industrial Classifi cation
(SSIC) , 49, 52 statistics act , 45–8, 51
Statistics Singapore (SingStat) see (Department of Statistics (DOS) )
user feedback , 54 Southeast Asia , 2, 5, 175 Special Data Dissemination Standard
(SDDS) . See IMF Data Dissemination Standards, SDDS
Standard International Trade Classifi cation (SITC) , 24, 37, 41, 48, 52, 58, 60, 63, 70, 91, 97, 103, 107, 108, 114, 117, 118, 131, 137, 143, 148, 153, 157
statistical capacity , 7, 18 building , 11, 21, 174 indicator (see also World Bank,
Statistical Capacity Indicator ) utilization of , 17
statistical output . See data quality factors, statistical output
statistical processes . See data quality factors, statistical processes
statistician , 2, 4 statistics , 1–5, 7–10, 13–17, 21, 23,
25–7, 29, 170, 174 act (see statistics, law ) audit , 15, 130 code of practice (see Code of Practice ) global comparison , 170 inaccuracy of , 3, 4, 172, 174 law , 27 offi ce (see national statistics offi ce ) offi cial , 1–5, 7–11, 16, 21, 26,
29–31, 167, 171, 174, 175 quality of (see data quality ; data
quality dimensions ) reliable , 7, 8 standard menu , 2 timely , 7, 8, 13, 17, 29, 173 vital , 2, 16
System of National Accounts (SNA) , 8, 19, 24, 171
196 INDEX
T Thailand , 2, 11, 17, 18, 87–99, 168,
171, 173 Buddhist calendar , 96 Corruption Perceptions Index , 91 freedom of the press , 91 ICT standards , 93, 98 information act , 89 language barrier , 96, 97, 99, 171 National Statistical Commission
(NSC) , 89, 93 National Statistics Offi ce (NSO) ,
87, 89, 91 ; budget , 90 ; independence, lack of , 89 ; staff , 90 ; URL , 29
Open Data , 99 ratings for dimensions of statistical
data quality , 88, 89 statistical capacity , 92, 93 statistics act (see statistics law ) statistics law , 89–91, 93–5 Thai Statistical Master Plan (TSMP) ,
88, 89, 91, 93, 94 timeliness . See data quality dimensions,
timeliness time-sensitive data , 26 total quality rating . See data quality,
rating trust , 9
U UNESCO , 16, 60, 103, 153 United Nations , 5, 16
Economic and Social Commission for Asia and the Pacifi c (ESCAP) , 30
Economic Commission for Europe (UNECE) , 30, 141
Fundamental Principles of Offi cial Statistics , 7–9, 48
Standard International Trade Classifi cation (SITC) (see Standard International Trade Classifi cation (SITC) )
Statistical Division (UNSD) , 30, 72 urbanization , 2, 5, 167, 175
V validation . See data, validation Vietnam , 2, 17, 18, 99–110, 171,
172, 173 Corruption Perceptions Index , 103 freedom of the press , 103 General Statistics Offi ce (GSO) ,
100, 101 ; independence, lack of , 101 ; responsibility , 104 ; staff , 101 ; URL , 29
ICT standards , 109 Ministry of Planning and
Investment (MPI) , 100, 101 ratings for dimensions of statistical
data quality , 99, 100 statistical capacity , 104, 105, 107,
108 statistics act (see statistics law ) statistics law , 104–6 Vietnamese Standard Industrial
Classifi cation (VSIC) , 103, 107, 108
Vietnam Statistical System (VSS) , 99 Vietnam Statistical Development
Strategy (VSDS) , 101, 104
W WHO , 16 World Bank , 3, 7, 8, 16–18, 171
Statistical Capacity Indicator , 1, 16, 18, 30, 171 ; shortcoming , 17
Virtual Statistical System , 7