Table 2 Novelties of the DQAF approach... | Emerald Publishing

Table 2

Novelties of the DQAF approach with reference to existing literature

Aspect	Existing literature	Proposed DAQF
Approach	Most studies focus on general data quality frameworks or specific to a domain, but lack a systematic approach for CIs	Introduces a novel participatory approach tailored for formulating DQAFs specific to CI construction case studies
Perspective	Data quality components are often producer-centric or user-centric	Adopts a dual orientation, considering both producer-oriented and user-oriented data quality components, addressing the potential disconnect between data generation and usability
Methodology	Limited documentation on the process of identifying relevant data quality components and defining quality criteria for CIs	Presents a structured methodology for constructing the DQAF, including component identification, requirement definition, criteria development, and scoring bounds establishment
Customization	Existing frameworks are generally rigid and may not adapt well to the specific requirements of CI construction case studies	The proposed DQAF is designed to be customizable and adaptable to different CI case studies by involving domain experts and stakeholders in the formulation process

Aspect	Existing literature	Proposed DAQF
Approach	Most studies focus on general data quality frameworks or specific to a domain, but lack a systematic approach for CIs	Introduces a novel participatory approach tailored for formulating DQAFs specific to CI construction case studies
Perspective	Data quality components are often producer-centric or user-centric	Adopts a dual orientation, considering both producer-oriented and user-oriented data quality components, addressing the potential disconnect between data generation and usability
Methodology	Limited documentation on the process of identifying relevant data quality components and defining quality criteria for CIs	Presents a structured methodology for constructing the DQAF, including component identification, requirement definition, criteria development, and scoring bounds establishment
Customization	Existing frameworks are generally rigid and may not adapt well to the specific requirements of CI construction case studies	The proposed DQAF is designed to be customizable and adaptable to different CI case studies by involving domain experts and stakeholders in the formulation process