Quality measures for ETL processes: from goals to implementation
Extraction transformation loading (ETL) processes play an increasingly important role for the support of modern business operations. These business processes are centred around artifacts with high variability and diverse lifecycles, which correspond to key business entities. The apparent complexity...
| Autores: | , , , |
|---|---|
| Tipo de documento: | artigo |
| Data de publicação: | 2016 |
| País: | España |
| Recursos: | Universitat Politècnica de Catalunya (UPC) |
| Repositório: | UPCommons. Portal del coneixement obert de la UPC |
| Idioma: | inglês |
| OAI Identifier: | oai:upcommons.upc.edu:2117/100626 |
| Acesso em linha: | https://hdl.handle.net/2117/100626 https://dx.doi.org/10.1002/cpe.3729 |
| Access Level: | Acceso aberto |
| Palavra-chave: | Business -- Data processing Business intelligence ETL Business process Quality measures Goal modeling Negocis -- Informàtica Intel·ligència competitiva Àrees temàtiques de la UPC::Informàtica::Sistemes d'informació |
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Quality measures for ETL processes: from goals to implementationTheodorou, VasileiosAbelló Gamazo, Alberto|||0000-0002-3223-2186Lehner, WolfgangThiele, MaikBusiness -- Data processingBusiness intelligenceETLBusiness processQuality measuresGoal modelingNegocis -- InformàticaIntel·ligència competitivaÀrees temàtiques de la UPC::Informàtica::Sistemes d'informacióExtraction transformation loading (ETL) processes play an increasingly important role for the support of modern business operations. These business processes are centred around artifacts with high variability and diverse lifecycles, which correspond to key business entities. The apparent complexity of these activities has been examined through the prism of business process management, mainly focusing on functional requirements and performance optimization. However, the quality dimension has not yet been thoroughly investigated, and there is a need for a more human-centric approach to bring them closer to business-users requirements. In this paper, we take a first step towards this direction by defining a sound model for ETL process quality characteristics and quantitative measures for each characteristic, based on existing literature. Our model shows dependencies among quality characteristics and can provide the basis for subsequent analysis using goal modeling techniques. We showcase the use of goal modeling for ETL process design through a use case, where we employ the use of a goal model that includes quantitative components (i.e., indicators) for evaluation and analysis of alternative design decisions.Peer Reviewed20162016-10-0120172017-02-07journal articlehttp://purl.org/coar/resource_type/c_6501AMhttp://purl.org/coar/version/c_ab4af688f83e57aainfo:eu-repo/semantics/articleapplication/pdfhttps://hdl.handle.net/2117/100626https://dx.doi.org/10.1002/cpe.3729reponame:UPCommons. Portal del coneixement obert de la UPCinstname:Universitat Politècnica de Catalunya (UPC)Inglésengopen accesshttp://purl.org/coar/access_right/c_abf2info:eu-repo/semantics/openAccessoai:upcommons.upc.edu:2117/1006262026-05-27T15:37:01Z |
| dc.title.none.fl_str_mv |
Quality measures for ETL processes: from goals to implementation |
| title |
Quality measures for ETL processes: from goals to implementation |
| spellingShingle |
Quality measures for ETL processes: from goals to implementation Theodorou, Vasileios Business -- Data processing Business intelligence ETL Business process Quality measures Goal modeling Negocis -- Informàtica Intel·ligència competitiva Àrees temàtiques de la UPC::Informàtica::Sistemes d'informació |
| title_short |
Quality measures for ETL processes: from goals to implementation |
| title_full |
Quality measures for ETL processes: from goals to implementation |
| title_fullStr |
Quality measures for ETL processes: from goals to implementation |
| title_full_unstemmed |
Quality measures for ETL processes: from goals to implementation |
| title_sort |
Quality measures for ETL processes: from goals to implementation |
| dc.creator.none.fl_str_mv |
Theodorou, Vasileios Abelló Gamazo, Alberto|||0000-0002-3223-2186 Lehner, Wolfgang Thiele, Maik |
| author |
Theodorou, Vasileios |
| author_facet |
Theodorou, Vasileios Abelló Gamazo, Alberto|||0000-0002-3223-2186 Lehner, Wolfgang Thiele, Maik |
| author_role |
author |
| author2 |
Abelló Gamazo, Alberto|||0000-0002-3223-2186 Lehner, Wolfgang Thiele, Maik |
| author2_role |
author author author |
| dc.subject.none.fl_str_mv |
Business -- Data processing Business intelligence ETL Business process Quality measures Goal modeling Negocis -- Informàtica Intel·ligència competitiva Àrees temàtiques de la UPC::Informàtica::Sistemes d'informació |
| topic |
Business -- Data processing Business intelligence ETL Business process Quality measures Goal modeling Negocis -- Informàtica Intel·ligència competitiva Àrees temàtiques de la UPC::Informàtica::Sistemes d'informació |
| description |
Extraction transformation loading (ETL) processes play an increasingly important role for the support of modern business operations. These business processes are centred around artifacts with high variability and diverse lifecycles, which correspond to key business entities. The apparent complexity of these activities has been examined through the prism of business process management, mainly focusing on functional requirements and performance optimization. However, the quality dimension has not yet been thoroughly investigated, and there is a need for a more human-centric approach to bring them closer to business-users requirements. In this paper, we take a first step towards this direction by defining a sound model for ETL process quality characteristics and quantitative measures for each characteristic, based on existing literature. Our model shows dependencies among quality characteristics and can provide the basis for subsequent analysis using goal modeling techniques. We showcase the use of goal modeling for ETL process design through a use case, where we employ the use of a goal model that includes quantitative components (i.e., indicators) for evaluation and analysis of alternative design decisions. |
| publishDate |
2016 |
| dc.date.none.fl_str_mv |
2016 2016-10-01 2017 2017-02-07 |
| dc.type.none.fl_str_mv |
journal article http://purl.org/coar/resource_type/c_6501 AM http://purl.org/coar/version/c_ab4af688f83e57aa |
| dc.type.openaire.fl_str_mv |
info:eu-repo/semantics/article |
| format |
article |
| dc.identifier.none.fl_str_mv |
https://hdl.handle.net/2117/100626 https://dx.doi.org/10.1002/cpe.3729 |
| url |
https://hdl.handle.net/2117/100626 https://dx.doi.org/10.1002/cpe.3729 |
| dc.language.none.fl_str_mv |
Inglés eng |
| language_invalid_str_mv |
Inglés |
| language |
eng |
| dc.rights.none.fl_str_mv |
open access http://purl.org/coar/access_right/c_abf2 |
| dc.rights.openaire.fl_str_mv |
info:eu-repo/semantics/openAccess |
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open access http://purl.org/coar/access_right/c_abf2 |
| eu_rights_str_mv |
openAccess |
| dc.format.none.fl_str_mv |
application/pdf |
| dc.source.none.fl_str_mv |
reponame:UPCommons. Portal del coneixement obert de la UPC instname:Universitat Politècnica de Catalunya (UPC) |
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Universitat Politècnica de Catalunya (UPC) |
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UPCommons. Portal del coneixement obert de la UPC |
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UPCommons. Portal del coneixement obert de la UPC |
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1869417096078688257 |
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15,300719 |