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文章基本信息

  • 标题:Using historical data to explore transactional data quality of an African power generation company
  • 本地全文:下载
  • 作者:Patient Rambe ; Johan Bester
  • 期刊名称:South African Journal of Information Management
  • 印刷版ISSN:2078-1865
  • 电子版ISSN:1560-683X
  • 出版年度:2020
  • 卷号:22
  • 期号:1
  • 页码:1-12
  • DOI:10.4102/sajim.v22i1.1130
  • 出版社:Sabinet Online
  • 摘要:

    Background: In developing countries, despite large public companies’ reliance on master data for decision-making, there is scant evidence to demonstrate their effective use of transactional data in decision-making because of its volatility and complexity. For the state-owned enterprise (SOE) studied, the complexity of generating high-quality transactional data manifests in relationships between customer call transactional data related to an electricity supply problem (captured by call centre agents, i.e. data creators) and technician-generated feedback (i.e. data consumers).Objectives: To establish the quality of customer calls transactional data captured using source system measurements. To compare this data set with field technicians’ downstream system transactions that indicated incorrect transactional data.Method: The study compared historical customer calls transactional data (i.e. source system data) with field technician-generated feedback captured on work orders (i.e. receiving system) in a power generation SOE, to ascertain transactional data quality generated and whether field technicians responded to authentic customer calls exclusively to mitigate operational expenses.Results: Mean values of customer call transactional data quality from the source system and technician-generated feedback on work orders varied by 1.26%, indicating that data quality measurements at the source system closely resembled data quality experiences of data consumers. The SOE’s transactional data quality from the source system was 80.05% and that of historical data set from evaluating feedback was 81.31% – percentages that exceeded average data quality measurements in literature.Conclusion: Using a feedback control system (FCS) to integrate feedback generated by data consumers to data creators presents an opportunity to increase data quality to higher levels than its current norm.

  • 关键词:feedback control system; power generation; master data; transactional data quality; electricity supply problem; data management capabilities.
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