Ensuring Positive Impact of DQ Metadata: Implications for Decision Support

نویسندگان

  • G. Shankaranarayanan
  • Bin Zhu
چکیده

Required) Organizations continue to manage poor quality data despite being aware of its negative impact on decision making. One effective way of addressing this situation is to inform decision-makers of the quality of the data they are using by providing data quality (DQ) metadata. However, despite its availability, not all decision-makers use DQ metadata. Further, when DQ metadata is included, the resulting dataset may be different from and significantly larger than the dataset created without DQ metadata. This potentially creates an information overload and the decision maker is conflicted about the use of DQ metadata. This paper demonstrates that decision-makers will use DQ metadata when a guideline about how DQ metadata should be used is provided. The paper also illustrates that variations in task complexity, work experience, and domain-specific experience interact. When guidance on how to use DQ metadata is provided the impact of DQ metadata on consensus among decision-makers depends on such interactions.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

SPIDEQ – A Prototype for Decision Making with Quality Metadata

Data quality (DQ) metadata is the set of quality measurements associated with the data. Literature has demonstrated that the provision of DQ metadata can improve decision performance. However, it also showed that DQ metadata can overload decision-makers and consequently have a negative impact on decision performance. In this paper, we describe a prototype system, SPIDEQ, for visualizing DQ meta...

متن کامل

Visualizing Data Quality Metadata for Decision Support: A Prototype and Evaluation

Data quality (DQ) metadata is the set of quality measurements associated with the data. Literature has demonstrated that the provision of DQ metadata can improve decision performance. However, it also showed that DQ metadata can overload decision-makers and negatively affect decision performance. In this paper, we examine a technique for reducing this overload by using visualization. Recognizin...

متن کامل

Determining the use of data quality metadata (DQM) for decision making purposes and its impact on decision outcomes - An exploratory study

Decision making processes and their outcomes can be affected by a number of factors. Among them, the quality of the data is critical. Poor quality data causes poor decisions. Although this fact is widely known, data quality (DQ) is still a critical issue in organizations because of the huge data volumes available in their systems. Therefore, literature suggests that communicating the DQ level o...

متن کامل

A FLEXIBLE AND GENERIC DATA QUALITY METAMODEL ( Research - in - Progress )

DQ metadata can be stored in a Metadata Repository (MDR). The structure of the MDR should be carefully defined to ensure a maximum amount of flexibility, generality and ease of use. It should also implement the major aspects of DQ management that are represented in the architecture of DQ. The basic DQ Metamodel should first provide representation of information products and data objects. It sho...

متن کامل

The Effect of Data Quality Tag Values and Usable Data Quality Tags on Decision-Making

Prior research has shown that supplying decision-makers with data quality (DQ) tags, metadata about the quality of data used in decision-making, can impact decision outcomes in certain circumstances. However, there is conflicting evidence as to how or when decision outcomes are affected. In order to improve experimental soundness, the current research addresses possible sources of ambiguity in ...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2014