SlideShare una empresa de Scribd logo
1 de 16
Abdulla Gozalov, UNSD
Aguascalientes, 20 October 2016
 December 2015: Interagency and Expert
Group for SDG Indicators (IAEG-SDGs)
submits its report to the 47th United Nations
Statistical Commission
 March 2016: UNSC agrees the SDGs indicator
framework
 April 2016: UNSD requests SDGs data from
specialized agencies
 May 2016: SDGs indicator data begin to arrive
 18 July 2016: SDGs report and database due
to be released
May 2016: SDGs data
begin to arrive
18 July 2016:
Release database
?
 April 2016: No certainty over indicators and
disaggregation to be received even in the short
term; relative clarity only reached in June
 To be completed in less than two months:
◦ Receive and catalogue the data
◦ Carry out data entry
◦ Validate and release the data
 To be developed:
◦ SDGs database
◦ Data entry tools
◦ Data validation tools
◦ Data dissemination
 Because of time pressure, traditional data
systems development would not work
 SDMX tools had the promise of making it
possible to configure a database system from
building blocks, with little or no software
development involved
 MDG DSD was used as a foundation for the
SDGs database
 Concepts and dimensionality were retained
 Code lists were replaced to match the SDGs
dataset
 The DSD had to be updated multiple times
throughout the exercise as data arrived and
codes had to be added for indicators and
their breakdowns, units of measure, etc.
 IStat Loader was used to create the SDGs
database
◦ Automatically creates a database from a DSD
◦ Automatically configures mappings in SDMX
Reference Infrastructure for dissemination
 The internal SDGs DSD was fed to Istat Loader
to create and update the database
 Eurostat’s SDMX Converter used for data
entry
 Excel data entry spreadsheets were created
and mappings configured between their cells
and the SDGs DSD
 The data entry team copied SDGs data from
loosely formatted incoming Excel files to the
data entry spreadsheets and added codes for
series, dimensions, etc
 SDMX Converter was used to retrieve data
from the Excel data entry spreadsheets and
format it as SDMX messages
 Istat Loader was used to upload the SDMX
messages to the database
 Eurostat’s SDMX Reference Infrastructure
(SDMX-RI) was used to retrieve data from the
database
 Istat loader configures SDMX-RI mappings
automatically
 SDMX-ML Data retrieved from the database was
then converted to JSON, from which presentation
was built for the SDGs Data and Visualization
Platform
 Dissemination at UNSD’s UnData Platform was
configured by adapting procedures developed for
data exchange with UNESCO, which used a DSD
with the same concepts as MDG
 SDMX dissemination through UnData API will be
available shortly
◦ And will then be used to power the Data and
Visualization Platform
SDMX
Converter
IStat
Loader
SDMX
RI
 Issues with special characters and extended
Latin characters in the tools used
◦ Sometimes took a lot of effort to investigate and
resolve
 Updating the database from an updated DSD
was tedious and error-prone
 These are teething problems, likely to be
overcome soon
 Data processing and content validation had to
be done in Excel, outside of the system
◦ Validation and Transformation Language will
address this issue
 Conversion from SDMX-ML to JSON had to be
developed manually using a non-standard
JSON format
◦ Will be resolved when SDMX-JSON support is added
to SDMX-RI
 A high-profile database system was created
in a few weeks and populated with over
300,000 observations
 Technology already exists to set up data
systems from building blocks
 Dramatically lower cost of development,
dramatically higher productivity
 Promise of more to come
Thank you!
http://unstats.un.org/sdgs
http://data.un.org/SdmxBrowser
http://data.un.org/Explorer.aspx?d=SDGs

Más contenido relacionado

La actualidad más candente

2016 SDMX Experts meeting, Building Together
2016 SDMX Experts meeting, Building Together2016 SDMX Experts meeting, Building Together
2016 SDMX Experts meeting, Building TogetherStatsCommunications
 
2016 SDMX Experts meeting, SDMX for statistical data and metadata modelling, ...
2016 SDMX Experts meeting, SDMX for statistical data and metadata modelling, ...2016 SDMX Experts meeting, SDMX for statistical data and metadata modelling, ...
2016 SDMX Experts meeting, SDMX for statistical data and metadata modelling, ...StatsCommunications
 
2016 SDMX Experts meeting, SDMX Design & Modelling, Daniel Suranyi
2016 SDMX Experts meeting, SDMX Design & Modelling, Daniel Suranyi2016 SDMX Experts meeting, SDMX Design & Modelling, Daniel Suranyi
2016 SDMX Experts meeting, SDMX Design & Modelling, Daniel SuranyiStatsCommunications
 
2016 SDMX Experts meeting, National Accounts business case (validation, data ...
2016 SDMX Experts meeting, National Accounts business case (validation, data ...2016 SDMX Experts meeting, National Accounts business case (validation, data ...
2016 SDMX Experts meeting, National Accounts business case (validation, data ...StatsCommunications
 
2016 SDMX Experts meeting, Making data discoverable in SDMX, Andreas Hake
2016 SDMX Experts meeting, Making data discoverable in SDMX, Andreas Hake2016 SDMX Experts meeting, Making data discoverable in SDMX, Andreas Hake
2016 SDMX Experts meeting, Making data discoverable in SDMX, Andreas HakeStatsCommunications
 
2016 SDMX Experts meeting, Checklist for SDMX Design Projects, Daniel Suranyi...
2016 SDMX Experts meeting, Checklist for SDMX Design Projects, Daniel Suranyi...2016 SDMX Experts meeting, Checklist for SDMX Design Projects, Daniel Suranyi...
2016 SDMX Experts meeting, Checklist for SDMX Design Projects, Daniel Suranyi...StatsCommunications
 
Experimental transformation of ABS data into Data Cube Vocabulary (DCV) form...
Experimental transformation of  ABS data into Data Cube Vocabulary (DCV) form...Experimental transformation of  ABS data into Data Cube Vocabulary (DCV) form...
Experimental transformation of ABS data into Data Cube Vocabulary (DCV) form...Alistair Hamilton
 
Data as a service
Data as a serviceData as a service
Data as a serviceZoltan Nagy
 
DataGraft: Data-as-a-Service for Open Data
DataGraft: Data-as-a-Service for Open DataDataGraft: Data-as-a-Service for Open Data
DataGraft: Data-as-a-Service for Open Datadapaasproject
 
OpenDataForge - SledgeHammer EDDI 2013 presentation
OpenDataForge - SledgeHammer EDDI 2013 presentationOpenDataForge - SledgeHammer EDDI 2013 presentation
OpenDataForge - SledgeHammer EDDI 2013 presentationPascal Heus
 
Population genomics is a data management problem
Population genomics is a data management problemPopulation genomics is a data management problem
Population genomics is a data management problemStavros Papadopoulos
 
DKAN: The Drupal Open Data Distribution (presented at SANDCamp San Diego Drup...
DKAN: The Drupal Open Data Distribution (presented at SANDCamp San Diego Drup...DKAN: The Drupal Open Data Distribution (presented at SANDCamp San Diego Drup...
DKAN: The Drupal Open Data Distribution (presented at SANDCamp San Diego Drup...Andrew Hoppin
 
BDE-SC6 Hangout - “Insight into Virtual Currency Ecosystems”
BDE-SC6 Hangout - “Insight into Virtual Currency Ecosystems”BDE-SC6 Hangout - “Insight into Virtual Currency Ecosystems”
BDE-SC6 Hangout - “Insight into Virtual Currency Ecosystems”BigData_Europe
 
Relational Databases
Relational DatabasesRelational Databases
Relational Databasesritaester
 
BDE SC6 workshop - introduction 2016
BDE SC6 workshop - introduction 2016BDE SC6 workshop - introduction 2016
BDE SC6 workshop - introduction 2016BigData_Europe
 
How to use R in different professions: R In Finance (Speaker: Gabriel Foix, M...
How to use R in different professions: R In Finance (Speaker: Gabriel Foix, M...How to use R in different professions: R In Finance (Speaker: Gabriel Foix, M...
How to use R in different professions: R In Finance (Speaker: Gabriel Foix, M...Zurich_R_User_Group
 
20141030 LinDA Workshop echallenges2014 - State of the art in open data infra...
20141030 LinDA Workshop echallenges2014 - State of the art in open data infra...20141030 LinDA Workshop echallenges2014 - State of the art in open data infra...
20141030 LinDA Workshop echallenges2014 - State of the art in open data infra...LinDa_FP7
 
HDL - Towards A Harmonized Dataset Model for Open Data Portals
HDL - Towards A Harmonized Dataset Model for Open Data PortalsHDL - Towards A Harmonized Dataset Model for Open Data Portals
HDL - Towards A Harmonized Dataset Model for Open Data PortalsAhmad Assaf
 
Tomas Knap: UnifiedViews in COMSODE pilot projects
Tomas Knap: UnifiedViews in COMSODE pilot projectsTomas Knap: UnifiedViews in COMSODE pilot projects
Tomas Knap: UnifiedViews in COMSODE pilot projectsSemantic Web Company
 
Profile slideshare
Profile slideshareProfile slideshare
Profile slideshareCensus (r)
 

La actualidad más candente (20)

2016 SDMX Experts meeting, Building Together
2016 SDMX Experts meeting, Building Together2016 SDMX Experts meeting, Building Together
2016 SDMX Experts meeting, Building Together
 
2016 SDMX Experts meeting, SDMX for statistical data and metadata modelling, ...
2016 SDMX Experts meeting, SDMX for statistical data and metadata modelling, ...2016 SDMX Experts meeting, SDMX for statistical data and metadata modelling, ...
2016 SDMX Experts meeting, SDMX for statistical data and metadata modelling, ...
 
2016 SDMX Experts meeting, SDMX Design & Modelling, Daniel Suranyi
2016 SDMX Experts meeting, SDMX Design & Modelling, Daniel Suranyi2016 SDMX Experts meeting, SDMX Design & Modelling, Daniel Suranyi
2016 SDMX Experts meeting, SDMX Design & Modelling, Daniel Suranyi
 
2016 SDMX Experts meeting, National Accounts business case (validation, data ...
2016 SDMX Experts meeting, National Accounts business case (validation, data ...2016 SDMX Experts meeting, National Accounts business case (validation, data ...
2016 SDMX Experts meeting, National Accounts business case (validation, data ...
 
2016 SDMX Experts meeting, Making data discoverable in SDMX, Andreas Hake
2016 SDMX Experts meeting, Making data discoverable in SDMX, Andreas Hake2016 SDMX Experts meeting, Making data discoverable in SDMX, Andreas Hake
2016 SDMX Experts meeting, Making data discoverable in SDMX, Andreas Hake
 
2016 SDMX Experts meeting, Checklist for SDMX Design Projects, Daniel Suranyi...
2016 SDMX Experts meeting, Checklist for SDMX Design Projects, Daniel Suranyi...2016 SDMX Experts meeting, Checklist for SDMX Design Projects, Daniel Suranyi...
2016 SDMX Experts meeting, Checklist for SDMX Design Projects, Daniel Suranyi...
 
Experimental transformation of ABS data into Data Cube Vocabulary (DCV) form...
Experimental transformation of  ABS data into Data Cube Vocabulary (DCV) form...Experimental transformation of  ABS data into Data Cube Vocabulary (DCV) form...
Experimental transformation of ABS data into Data Cube Vocabulary (DCV) form...
 
Data as a service
Data as a serviceData as a service
Data as a service
 
DataGraft: Data-as-a-Service for Open Data
DataGraft: Data-as-a-Service for Open DataDataGraft: Data-as-a-Service for Open Data
DataGraft: Data-as-a-Service for Open Data
 
OpenDataForge - SledgeHammer EDDI 2013 presentation
OpenDataForge - SledgeHammer EDDI 2013 presentationOpenDataForge - SledgeHammer EDDI 2013 presentation
OpenDataForge - SledgeHammer EDDI 2013 presentation
 
Population genomics is a data management problem
Population genomics is a data management problemPopulation genomics is a data management problem
Population genomics is a data management problem
 
DKAN: The Drupal Open Data Distribution (presented at SANDCamp San Diego Drup...
DKAN: The Drupal Open Data Distribution (presented at SANDCamp San Diego Drup...DKAN: The Drupal Open Data Distribution (presented at SANDCamp San Diego Drup...
DKAN: The Drupal Open Data Distribution (presented at SANDCamp San Diego Drup...
 
BDE-SC6 Hangout - “Insight into Virtual Currency Ecosystems”
BDE-SC6 Hangout - “Insight into Virtual Currency Ecosystems”BDE-SC6 Hangout - “Insight into Virtual Currency Ecosystems”
BDE-SC6 Hangout - “Insight into Virtual Currency Ecosystems”
 
Relational Databases
Relational DatabasesRelational Databases
Relational Databases
 
BDE SC6 workshop - introduction 2016
BDE SC6 workshop - introduction 2016BDE SC6 workshop - introduction 2016
BDE SC6 workshop - introduction 2016
 
How to use R in different professions: R In Finance (Speaker: Gabriel Foix, M...
How to use R in different professions: R In Finance (Speaker: Gabriel Foix, M...How to use R in different professions: R In Finance (Speaker: Gabriel Foix, M...
How to use R in different professions: R In Finance (Speaker: Gabriel Foix, M...
 
20141030 LinDA Workshop echallenges2014 - State of the art in open data infra...
20141030 LinDA Workshop echallenges2014 - State of the art in open data infra...20141030 LinDA Workshop echallenges2014 - State of the art in open data infra...
20141030 LinDA Workshop echallenges2014 - State of the art in open data infra...
 
HDL - Towards A Harmonized Dataset Model for Open Data Portals
HDL - Towards A Harmonized Dataset Model for Open Data PortalsHDL - Towards A Harmonized Dataset Model for Open Data Portals
HDL - Towards A Harmonized Dataset Model for Open Data Portals
 
Tomas Knap: UnifiedViews in COMSODE pilot projects
Tomas Knap: UnifiedViews in COMSODE pilot projectsTomas Knap: UnifiedViews in COMSODE pilot projects
Tomas Knap: UnifiedViews in COMSODE pilot projects
 
Profile slideshare
Profile slideshareProfile slideshare
Profile slideshare
 

Similar a 2016 SDMX Experts meeting, Using SDMX to build the SDGs Database, Abdulla Gozalov

2016 SDMX Experts meeting, SDMX Implementations in World Bank, Siddhesh Kaushik
2016 SDMX Experts meeting, SDMX Implementations in World Bank, Siddhesh Kaushik2016 SDMX Experts meeting, SDMX Implementations in World Bank, Siddhesh Kaushik
2016 SDMX Experts meeting, SDMX Implementations in World Bank, Siddhesh KaushikStatsCommunications
 
Meeting today’s dissemination challenges – Implementing International Standar...
Meeting today’s dissemination challenges – Implementing International Standar...Meeting today’s dissemination challenges – Implementing International Standar...
Meeting today’s dissemination challenges – Implementing International Standar...Jonathan Challener
 
Advanced Analytics and Machine Learning with Data Virtualization
Advanced Analytics and Machine Learning with Data VirtualizationAdvanced Analytics and Machine Learning with Data Virtualization
Advanced Analytics and Machine Learning with Data VirtualizationDenodo
 
Standard Safeguarding Dataset - overview for CSCDUG.pptx
Standard Safeguarding Dataset - overview for CSCDUG.pptxStandard Safeguarding Dataset - overview for CSCDUG.pptx
Standard Safeguarding Dataset - overview for CSCDUG.pptxRocioMendez59
 
Big and fast data strategy 2017 jr
Big and fast data strategy 2017 jrBig and fast data strategy 2017 jr
Big and fast data strategy 2017 jrJonathan Raspaud
 
Dataverse SSHOC enrichment of DDI support at EDDI'19 2
Dataverse SSHOC enrichment of DDI support at EDDI'19 2Dataverse SSHOC enrichment of DDI support at EDDI'19 2
Dataverse SSHOC enrichment of DDI support at EDDI'19 2vty
 
eccenca CorporateMemory - Semantically integrated Enterprise Data Lakes
eccenca CorporateMemory - Semantically integrated Enterprise Data Lakeseccenca CorporateMemory - Semantically integrated Enterprise Data Lakes
eccenca CorporateMemory - Semantically integrated Enterprise Data LakesLinked Enterprise Date Services
 
Microsoft ignite 2018 SQL Server 2019 big data clusters - intro session
Microsoft ignite 2018  SQL Server 2019 big data clusters - intro sessionMicrosoft ignite 2018  SQL Server 2019 big data clusters - intro session
Microsoft ignite 2018 SQL Server 2019 big data clusters - intro sessionTravis Wright
 
Advanced Analytics and Machine Learning with Data Virtualization
Advanced Analytics and Machine Learning with Data VirtualizationAdvanced Analytics and Machine Learning with Data Virtualization
Advanced Analytics and Machine Learning with Data VirtualizationDenodo
 
IRJET - A Framework for Tourist Identification and Analytics using Transport ...
IRJET - A Framework for Tourist Identification and Analytics using Transport ...IRJET - A Framework for Tourist Identification and Analytics using Transport ...
IRJET - A Framework for Tourist Identification and Analytics using Transport ...IRJET Journal
 
Team Data Science Process Presentation (TDSP), Aug 29, 2017
Team Data Science Process Presentation (TDSP), Aug 29, 2017Team Data Science Process Presentation (TDSP), Aug 29, 2017
Team Data Science Process Presentation (TDSP), Aug 29, 2017Debraj GuhaThakurta
 
C21027_Aditya_Big Data Analytics In Baking Sector.pptx
C21027_Aditya_Big Data Analytics In Baking Sector.pptxC21027_Aditya_Big Data Analytics In Baking Sector.pptx
C21027_Aditya_Big Data Analytics In Baking Sector.pptxAdityaDeshpande674450
 
Mapping presentation THAG big data from space
Mapping presentation THAG big data from spaceMapping presentation THAG big data from space
Mapping presentation THAG big data from spaceBartosz Szkudlarek
 
2016 SDMX Experts meeting, The Africa Information Highway: facilitating data ...
2016 SDMX Experts meeting, The Africa Information Highway: facilitating data ...2016 SDMX Experts meeting, The Africa Information Highway: facilitating data ...
2016 SDMX Experts meeting, The Africa Information Highway: facilitating data ...StatsCommunications
 
354836_(General_Format)Mahaboob Basha Shaik
354836_(General_Format)Mahaboob Basha Shaik354836_(General_Format)Mahaboob Basha Shaik
354836_(General_Format)Mahaboob Basha ShaikMahaboob Basha Shaik
 
How to use NCI's national repository of big spatial data collections
How to use NCI's national repository of big spatial data collectionsHow to use NCI's national repository of big spatial data collections
How to use NCI's national repository of big spatial data collectionsARDC
 
MANISH SHARMA(MSBI-QLIKVIEW)
MANISH SHARMA(MSBI-QLIKVIEW)MANISH SHARMA(MSBI-QLIKVIEW)
MANISH SHARMA(MSBI-QLIKVIEW)manish sharma
 

Similar a 2016 SDMX Experts meeting, Using SDMX to build the SDGs Database, Abdulla Gozalov (20)

2016 SDMX Experts meeting, SDMX Implementations in World Bank, Siddhesh Kaushik
2016 SDMX Experts meeting, SDMX Implementations in World Bank, Siddhesh Kaushik2016 SDMX Experts meeting, SDMX Implementations in World Bank, Siddhesh Kaushik
2016 SDMX Experts meeting, SDMX Implementations in World Bank, Siddhesh Kaushik
 
Meeting today’s dissemination challenges – Implementing International Standar...
Meeting today’s dissemination challenges – Implementing International Standar...Meeting today’s dissemination challenges – Implementing International Standar...
Meeting today’s dissemination challenges – Implementing International Standar...
 
Advanced Analytics and Machine Learning with Data Virtualization
Advanced Analytics and Machine Learning with Data VirtualizationAdvanced Analytics and Machine Learning with Data Virtualization
Advanced Analytics and Machine Learning with Data Virtualization
 
d-Wise Overview
d-Wise Overviewd-Wise Overview
d-Wise Overview
 
General concepts: DDI
General concepts: DDIGeneral concepts: DDI
General concepts: DDI
 
Standard Safeguarding Dataset - overview for CSCDUG.pptx
Standard Safeguarding Dataset - overview for CSCDUG.pptxStandard Safeguarding Dataset - overview for CSCDUG.pptx
Standard Safeguarding Dataset - overview for CSCDUG.pptx
 
Big and fast data strategy 2017 jr
Big and fast data strategy 2017 jrBig and fast data strategy 2017 jr
Big and fast data strategy 2017 jr
 
Dataverse SSHOC enrichment of DDI support at EDDI'19 2
Dataverse SSHOC enrichment of DDI support at EDDI'19 2Dataverse SSHOC enrichment of DDI support at EDDI'19 2
Dataverse SSHOC enrichment of DDI support at EDDI'19 2
 
eccenca CorporateMemory - Semantically integrated Enterprise Data Lakes
eccenca CorporateMemory - Semantically integrated Enterprise Data Lakeseccenca CorporateMemory - Semantically integrated Enterprise Data Lakes
eccenca CorporateMemory - Semantically integrated Enterprise Data Lakes
 
_TS_SDMX_Thailand.pdf
_TS_SDMX_Thailand.pdf_TS_SDMX_Thailand.pdf
_TS_SDMX_Thailand.pdf
 
Microsoft ignite 2018 SQL Server 2019 big data clusters - intro session
Microsoft ignite 2018  SQL Server 2019 big data clusters - intro sessionMicrosoft ignite 2018  SQL Server 2019 big data clusters - intro session
Microsoft ignite 2018 SQL Server 2019 big data clusters - intro session
 
Advanced Analytics and Machine Learning with Data Virtualization
Advanced Analytics and Machine Learning with Data VirtualizationAdvanced Analytics and Machine Learning with Data Virtualization
Advanced Analytics and Machine Learning with Data Virtualization
 
IRJET - A Framework for Tourist Identification and Analytics using Transport ...
IRJET - A Framework for Tourist Identification and Analytics using Transport ...IRJET - A Framework for Tourist Identification and Analytics using Transport ...
IRJET - A Framework for Tourist Identification and Analytics using Transport ...
 
Team Data Science Process Presentation (TDSP), Aug 29, 2017
Team Data Science Process Presentation (TDSP), Aug 29, 2017Team Data Science Process Presentation (TDSP), Aug 29, 2017
Team Data Science Process Presentation (TDSP), Aug 29, 2017
 
C21027_Aditya_Big Data Analytics In Baking Sector.pptx
C21027_Aditya_Big Data Analytics In Baking Sector.pptxC21027_Aditya_Big Data Analytics In Baking Sector.pptx
C21027_Aditya_Big Data Analytics In Baking Sector.pptx
 
Mapping presentation THAG big data from space
Mapping presentation THAG big data from spaceMapping presentation THAG big data from space
Mapping presentation THAG big data from space
 
2016 SDMX Experts meeting, The Africa Information Highway: facilitating data ...
2016 SDMX Experts meeting, The Africa Information Highway: facilitating data ...2016 SDMX Experts meeting, The Africa Information Highway: facilitating data ...
2016 SDMX Experts meeting, The Africa Information Highway: facilitating data ...
 
354836_(General_Format)Mahaboob Basha Shaik
354836_(General_Format)Mahaboob Basha Shaik354836_(General_Format)Mahaboob Basha Shaik
354836_(General_Format)Mahaboob Basha Shaik
 
How to use NCI's national repository of big spatial data collections
How to use NCI's national repository of big spatial data collectionsHow to use NCI's national repository of big spatial data collections
How to use NCI's national repository of big spatial data collections
 
MANISH SHARMA(MSBI-QLIKVIEW)
MANISH SHARMA(MSBI-QLIKVIEW)MANISH SHARMA(MSBI-QLIKVIEW)
MANISH SHARMA(MSBI-QLIKVIEW)
 

Más de StatsCommunications

Globally inclusive approaches to measurement_Shigehiro Oishi.pdf
Globally inclusive approaches to measurement_Shigehiro Oishi.pdfGlobally inclusive approaches to measurement_Shigehiro Oishi.pdf
Globally inclusive approaches to measurement_Shigehiro Oishi.pdfStatsCommunications
 
Globally inclusive approaches to measurement_Erhabor Idemudia.pdf
Globally inclusive approaches to measurement_Erhabor Idemudia.pdfGlobally inclusive approaches to measurement_Erhabor Idemudia.pdf
Globally inclusive approaches to measurement_Erhabor Idemudia.pdfStatsCommunications
 
Globally inclusive approaches to measurement_Rosemary Goodyear.pdf
Globally inclusive approaches to measurement_Rosemary Goodyear.pdfGlobally inclusive approaches to measurement_Rosemary Goodyear.pdf
Globally inclusive approaches to measurement_Rosemary Goodyear.pdfStatsCommunications
 
A better understanding of domain satisfaction: Validity and policy use_Alessa...
A better understanding of domain satisfaction: Validity and policy use_Alessa...A better understanding of domain satisfaction: Validity and policy use_Alessa...
A better understanding of domain satisfaction: Validity and policy use_Alessa...StatsCommunications
 
A better understanding of domain satisfaction: Validity and policy use_Anthon...
A better understanding of domain satisfaction: Validity and policy use_Anthon...A better understanding of domain satisfaction: Validity and policy use_Anthon...
A better understanding of domain satisfaction: Validity and policy use_Anthon...StatsCommunications
 
A better understanding of domain satisfaction: Validity and policy use_Marian...
A better understanding of domain satisfaction: Validity and policy use_Marian...A better understanding of domain satisfaction: Validity and policy use_Marian...
A better understanding of domain satisfaction: Validity and policy use_Marian...StatsCommunications
 
Measuring subjective well-being in children and young people_Anna Visser.pdf
Measuring subjective well-being in children and young people_Anna Visser.pdfMeasuring subjective well-being in children and young people_Anna Visser.pdf
Measuring subjective well-being in children and young people_Anna Visser.pdfStatsCommunications
 
Measuring subjective well-being in children and young people_Oddrun Samdal.pdf
Measuring subjective well-being in children and young people_Oddrun Samdal.pdfMeasuring subjective well-being in children and young people_Oddrun Samdal.pdf
Measuring subjective well-being in children and young people_Oddrun Samdal.pdfStatsCommunications
 
Measuring subjective well-being in children and young people_Gwyther Rees.pdf
Measuring subjective well-being in children and young people_Gwyther Rees.pdfMeasuring subjective well-being in children and young people_Gwyther Rees.pdf
Measuring subjective well-being in children and young people_Gwyther Rees.pdfStatsCommunications
 
Measuring subjective well-being in children and young people_Sabrina Twilhaar...
Measuring subjective well-being in children and young people_Sabrina Twilhaar...Measuring subjective well-being in children and young people_Sabrina Twilhaar...
Measuring subjective well-being in children and young people_Sabrina Twilhaar...StatsCommunications
 
Towards a more comprehensive measure of eudaimonia_Nancy Hey.pdf
Towards a more comprehensive measure of eudaimonia_Nancy Hey.pdfTowards a more comprehensive measure of eudaimonia_Nancy Hey.pdf
Towards a more comprehensive measure of eudaimonia_Nancy Hey.pdfStatsCommunications
 
Towards a more comprehensive measure of eudaimonia_Carol Graham.pdf
Towards a more comprehensive measure of eudaimonia_Carol Graham.pdfTowards a more comprehensive measure of eudaimonia_Carol Graham.pdf
Towards a more comprehensive measure of eudaimonia_Carol Graham.pdfStatsCommunications
 
Towards a more comprehensive measure of eudaimonia_Carol Ryff.pdf
Towards a more comprehensive measure of eudaimonia_Carol Ryff.pdfTowards a more comprehensive measure of eudaimonia_Carol Ryff.pdf
Towards a more comprehensive measure of eudaimonia_Carol Ryff.pdfStatsCommunications
 
Revisiting affect: Which states to measure, and how_Lucia Macchia.pdf
Revisiting affect: Which states to measure, and how_Lucia Macchia.pdfRevisiting affect: Which states to measure, and how_Lucia Macchia.pdf
Revisiting affect: Which states to measure, and how_Lucia Macchia.pdfStatsCommunications
 
Revisiting affect: Which states to measure, and how_Conal Smith.pdf
Revisiting affect: Which states to measure, and how_Conal Smith.pdfRevisiting affect: Which states to measure, and how_Conal Smith.pdf
Revisiting affect: Which states to measure, and how_Conal Smith.pdfStatsCommunications
 
Revisiting affect: Which states to measure, and how_Arthur Stone.pdf
Revisiting affect: Which states to measure, and how_Arthur Stone.pdfRevisiting affect: Which states to measure, and how_Arthur Stone.pdf
Revisiting affect: Which states to measure, and how_Arthur Stone.pdfStatsCommunications
 
1 Intro_Measuring SWB_Romina_Boarini.pdf
1 Intro_Measuring SWB_Romina_Boarini.pdf1 Intro_Measuring SWB_Romina_Boarini.pdf
1 Intro_Measuring SWB_Romina_Boarini.pdfStatsCommunications
 
Key-findings_On-Shaky-Ground-Income-Instability-and-Economic-Insecurity-in-Eu...
Key-findings_On-Shaky-Ground-Income-Instability-and-Economic-Insecurity-in-Eu...Key-findings_On-Shaky-Ground-Income-Instability-and-Economic-Insecurity-in-Eu...
Key-findings_On-Shaky-Ground-Income-Instability-and-Economic-Insecurity-in-Eu...StatsCommunications
 

Más de StatsCommunications (20)

Globally inclusive approaches to measurement_Shigehiro Oishi.pdf
Globally inclusive approaches to measurement_Shigehiro Oishi.pdfGlobally inclusive approaches to measurement_Shigehiro Oishi.pdf
Globally inclusive approaches to measurement_Shigehiro Oishi.pdf
 
Globally inclusive approaches to measurement_Erhabor Idemudia.pdf
Globally inclusive approaches to measurement_Erhabor Idemudia.pdfGlobally inclusive approaches to measurement_Erhabor Idemudia.pdf
Globally inclusive approaches to measurement_Erhabor Idemudia.pdf
 
Globally inclusive approaches to measurement_Rosemary Goodyear.pdf
Globally inclusive approaches to measurement_Rosemary Goodyear.pdfGlobally inclusive approaches to measurement_Rosemary Goodyear.pdf
Globally inclusive approaches to measurement_Rosemary Goodyear.pdf
 
A better understanding of domain satisfaction: Validity and policy use_Alessa...
A better understanding of domain satisfaction: Validity and policy use_Alessa...A better understanding of domain satisfaction: Validity and policy use_Alessa...
A better understanding of domain satisfaction: Validity and policy use_Alessa...
 
A better understanding of domain satisfaction: Validity and policy use_Anthon...
A better understanding of domain satisfaction: Validity and policy use_Anthon...A better understanding of domain satisfaction: Validity and policy use_Anthon...
A better understanding of domain satisfaction: Validity and policy use_Anthon...
 
A better understanding of domain satisfaction: Validity and policy use_Marian...
A better understanding of domain satisfaction: Validity and policy use_Marian...A better understanding of domain satisfaction: Validity and policy use_Marian...
A better understanding of domain satisfaction: Validity and policy use_Marian...
 
Measuring subjective well-being in children and young people_Anna Visser.pdf
Measuring subjective well-being in children and young people_Anna Visser.pdfMeasuring subjective well-being in children and young people_Anna Visser.pdf
Measuring subjective well-being in children and young people_Anna Visser.pdf
 
Measuring subjective well-being in children and young people_Oddrun Samdal.pdf
Measuring subjective well-being in children and young people_Oddrun Samdal.pdfMeasuring subjective well-being in children and young people_Oddrun Samdal.pdf
Measuring subjective well-being in children and young people_Oddrun Samdal.pdf
 
Measuring subjective well-being in children and young people_Gwyther Rees.pdf
Measuring subjective well-being in children and young people_Gwyther Rees.pdfMeasuring subjective well-being in children and young people_Gwyther Rees.pdf
Measuring subjective well-being in children and young people_Gwyther Rees.pdf
 
Measuring subjective well-being in children and young people_Sabrina Twilhaar...
Measuring subjective well-being in children and young people_Sabrina Twilhaar...Measuring subjective well-being in children and young people_Sabrina Twilhaar...
Measuring subjective well-being in children and young people_Sabrina Twilhaar...
 
Towards a more comprehensive measure of eudaimonia_Nancy Hey.pdf
Towards a more comprehensive measure of eudaimonia_Nancy Hey.pdfTowards a more comprehensive measure of eudaimonia_Nancy Hey.pdf
Towards a more comprehensive measure of eudaimonia_Nancy Hey.pdf
 
Towards a more comprehensive measure of eudaimonia_Carol Graham.pdf
Towards a more comprehensive measure of eudaimonia_Carol Graham.pdfTowards a more comprehensive measure of eudaimonia_Carol Graham.pdf
Towards a more comprehensive measure of eudaimonia_Carol Graham.pdf
 
Towards a more comprehensive measure of eudaimonia_Carol Ryff.pdf
Towards a more comprehensive measure of eudaimonia_Carol Ryff.pdfTowards a more comprehensive measure of eudaimonia_Carol Ryff.pdf
Towards a more comprehensive measure of eudaimonia_Carol Ryff.pdf
 
Revisiting affect: Which states to measure, and how_Lucia Macchia.pdf
Revisiting affect: Which states to measure, and how_Lucia Macchia.pdfRevisiting affect: Which states to measure, and how_Lucia Macchia.pdf
Revisiting affect: Which states to measure, and how_Lucia Macchia.pdf
 
Revisiting affect: Which states to measure, and how_Conal Smith.pdf
Revisiting affect: Which states to measure, and how_Conal Smith.pdfRevisiting affect: Which states to measure, and how_Conal Smith.pdf
Revisiting affect: Which states to measure, and how_Conal Smith.pdf
 
Revisiting affect: Which states to measure, and how_Arthur Stone.pdf
Revisiting affect: Which states to measure, and how_Arthur Stone.pdfRevisiting affect: Which states to measure, and how_Arthur Stone.pdf
Revisiting affect: Which states to measure, and how_Arthur Stone.pdf
 
1 Intro_Measuring SWB_Romina_Boarini.pdf
1 Intro_Measuring SWB_Romina_Boarini.pdf1 Intro_Measuring SWB_Romina_Boarini.pdf
1 Intro_Measuring SWB_Romina_Boarini.pdf
 
Key-findings_On-Shaky-Ground-Income-Instability-and-Economic-Insecurity-in-Eu...
Key-findings_On-Shaky-Ground-Income-Instability-and-Economic-Insecurity-in-Eu...Key-findings_On-Shaky-Ground-Income-Instability-and-Economic-Insecurity-in-Eu...
Key-findings_On-Shaky-Ground-Income-Instability-and-Economic-Insecurity-in-Eu...
 
Presentation Tatsuyoshi Oba.pdf
Presentation Tatsuyoshi Oba.pdfPresentation Tatsuyoshi Oba.pdf
Presentation Tatsuyoshi Oba.pdf
 
Amy slides.pdf
Amy slides.pdfAmy slides.pdf
Amy slides.pdf
 

Último

Cheap Rate Call girls Sarita Vihar Delhi 9205541914 shot 1500 night
Cheap Rate Call girls Sarita Vihar Delhi 9205541914 shot 1500 nightCheap Rate Call girls Sarita Vihar Delhi 9205541914 shot 1500 night
Cheap Rate Call girls Sarita Vihar Delhi 9205541914 shot 1500 nightDelhi Call girls
 
Mg Road Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Banga...
Mg Road Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Banga...Mg Road Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Banga...
Mg Road Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Banga...amitlee9823
 
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...amitlee9823
 
Call Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night StandCall Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night Standamitlee9823
 
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...amitlee9823
 
Call Girls In Doddaballapur Road ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Doddaballapur Road ☎ 7737669865 🥵 Book Your One night StandCall Girls In Doddaballapur Road ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Doddaballapur Road ☎ 7737669865 🥵 Book Your One night Standamitlee9823
 
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -Pooja Nehwal
 
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...amitlee9823
 
Call Girls In Attibele ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Attibele ☎ 7737669865 🥵 Book Your One night StandCall Girls In Attibele ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Attibele ☎ 7737669865 🥵 Book Your One night Standamitlee9823
 
Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...amitlee9823
 
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...amitlee9823
 
➥🔝 7737669865 🔝▻ Mathura Call-girls in Women Seeking Men 🔝Mathura🔝 Escorts...
➥🔝 7737669865 🔝▻ Mathura Call-girls in Women Seeking Men  🔝Mathura🔝   Escorts...➥🔝 7737669865 🔝▻ Mathura Call-girls in Women Seeking Men  🔝Mathura🔝   Escorts...
➥🔝 7737669865 🔝▻ Mathura Call-girls in Women Seeking Men 🔝Mathura🔝 Escorts...amitlee9823
 
Midocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFxMidocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFxolyaivanovalion
 
Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...
Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...
Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...amitlee9823
 
Call Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service BangaloreCall Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangaloreamitlee9823
 
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...amitlee9823
 
➥🔝 7737669865 🔝▻ Thrissur Call-girls in Women Seeking Men 🔝Thrissur🔝 Escor...
➥🔝 7737669865 🔝▻ Thrissur Call-girls in Women Seeking Men  🔝Thrissur🔝   Escor...➥🔝 7737669865 🔝▻ Thrissur Call-girls in Women Seeking Men  🔝Thrissur🔝   Escor...
➥🔝 7737669865 🔝▻ Thrissur Call-girls in Women Seeking Men 🔝Thrissur🔝 Escor...amitlee9823
 
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night StandCall Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Standamitlee9823
 

Último (20)

Cheap Rate Call girls Sarita Vihar Delhi 9205541914 shot 1500 night
Cheap Rate Call girls Sarita Vihar Delhi 9205541914 shot 1500 nightCheap Rate Call girls Sarita Vihar Delhi 9205541914 shot 1500 night
Cheap Rate Call girls Sarita Vihar Delhi 9205541914 shot 1500 night
 
Mg Road Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Banga...
Mg Road Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Banga...Mg Road Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Banga...
Mg Road Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Banga...
 
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
 
Call Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night StandCall Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night Stand
 
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
 
Call Girls In Doddaballapur Road ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Doddaballapur Road ☎ 7737669865 🥵 Book Your One night StandCall Girls In Doddaballapur Road ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Doddaballapur Road ☎ 7737669865 🥵 Book Your One night Stand
 
Anomaly detection and data imputation within time series
Anomaly detection and data imputation within time seriesAnomaly detection and data imputation within time series
Anomaly detection and data imputation within time series
 
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -
 
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
 
Call Girls In Attibele ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Attibele ☎ 7737669865 🥵 Book Your One night StandCall Girls In Attibele ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Attibele ☎ 7737669865 🥵 Book Your One night Stand
 
Call Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts Service
Call Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts ServiceCall Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts Service
Call Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts Service
 
Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...
 
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
 
➥🔝 7737669865 🔝▻ Mathura Call-girls in Women Seeking Men 🔝Mathura🔝 Escorts...
➥🔝 7737669865 🔝▻ Mathura Call-girls in Women Seeking Men  🔝Mathura🔝   Escorts...➥🔝 7737669865 🔝▻ Mathura Call-girls in Women Seeking Men  🔝Mathura🔝   Escorts...
➥🔝 7737669865 🔝▻ Mathura Call-girls in Women Seeking Men 🔝Mathura🔝 Escorts...
 
Midocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFxMidocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFx
 
Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...
Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...
Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...
 
Call Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service BangaloreCall Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
 
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
 
➥🔝 7737669865 🔝▻ Thrissur Call-girls in Women Seeking Men 🔝Thrissur🔝 Escor...
➥🔝 7737669865 🔝▻ Thrissur Call-girls in Women Seeking Men  🔝Thrissur🔝   Escor...➥🔝 7737669865 🔝▻ Thrissur Call-girls in Women Seeking Men  🔝Thrissur🔝   Escor...
➥🔝 7737669865 🔝▻ Thrissur Call-girls in Women Seeking Men 🔝Thrissur🔝 Escor...
 
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night StandCall Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Stand
 

2016 SDMX Experts meeting, Using SDMX to build the SDGs Database, Abdulla Gozalov

  • 2.  December 2015: Interagency and Expert Group for SDG Indicators (IAEG-SDGs) submits its report to the 47th United Nations Statistical Commission  March 2016: UNSC agrees the SDGs indicator framework  April 2016: UNSD requests SDGs data from specialized agencies  May 2016: SDGs indicator data begin to arrive  18 July 2016: SDGs report and database due to be released
  • 3. May 2016: SDGs data begin to arrive 18 July 2016: Release database ?
  • 4.  April 2016: No certainty over indicators and disaggregation to be received even in the short term; relative clarity only reached in June  To be completed in less than two months: ◦ Receive and catalogue the data ◦ Carry out data entry ◦ Validate and release the data  To be developed: ◦ SDGs database ◦ Data entry tools ◦ Data validation tools ◦ Data dissemination
  • 5.  Because of time pressure, traditional data systems development would not work  SDMX tools had the promise of making it possible to configure a database system from building blocks, with little or no software development involved
  • 6.  MDG DSD was used as a foundation for the SDGs database  Concepts and dimensionality were retained  Code lists were replaced to match the SDGs dataset  The DSD had to be updated multiple times throughout the exercise as data arrived and codes had to be added for indicators and their breakdowns, units of measure, etc.
  • 7.  IStat Loader was used to create the SDGs database ◦ Automatically creates a database from a DSD ◦ Automatically configures mappings in SDMX Reference Infrastructure for dissemination  The internal SDGs DSD was fed to Istat Loader to create and update the database
  • 8.  Eurostat’s SDMX Converter used for data entry  Excel data entry spreadsheets were created and mappings configured between their cells and the SDGs DSD
  • 9.  The data entry team copied SDGs data from loosely formatted incoming Excel files to the data entry spreadsheets and added codes for series, dimensions, etc  SDMX Converter was used to retrieve data from the Excel data entry spreadsheets and format it as SDMX messages  Istat Loader was used to upload the SDMX messages to the database
  • 10.  Eurostat’s SDMX Reference Infrastructure (SDMX-RI) was used to retrieve data from the database  Istat loader configures SDMX-RI mappings automatically
  • 11.  SDMX-ML Data retrieved from the database was then converted to JSON, from which presentation was built for the SDGs Data and Visualization Platform  Dissemination at UNSD’s UnData Platform was configured by adapting procedures developed for data exchange with UNESCO, which used a DSD with the same concepts as MDG  SDMX dissemination through UnData API will be available shortly ◦ And will then be used to power the Data and Visualization Platform
  • 13.  Issues with special characters and extended Latin characters in the tools used ◦ Sometimes took a lot of effort to investigate and resolve  Updating the database from an updated DSD was tedious and error-prone  These are teething problems, likely to be overcome soon
  • 14.  Data processing and content validation had to be done in Excel, outside of the system ◦ Validation and Transformation Language will address this issue  Conversion from SDMX-ML to JSON had to be developed manually using a non-standard JSON format ◦ Will be resolved when SDMX-JSON support is added to SDMX-RI
  • 15.  A high-profile database system was created in a few weeks and populated with over 300,000 observations  Technology already exists to set up data systems from building blocks  Dramatically lower cost of development, dramatically higher productivity  Promise of more to come