How effectively can spreadsheet anomalies be detected: An empirical study

نویسندگان

  • Ruiqing Zhang
  • Chang Xu
  • Shing-Chi Cheung
  • Ping Yu
  • Xiaoxing Ma
  • Jian Lu
چکیده

While spreadsheets are widely used, they have been found to be error-prone. Various techniques have been proposed to detect anomalies in spreadsheets, with varying scopes and effectiveness. Nevertheless, there is no empirical study comparing these techniques’ practical usefulness and effectiveness. In this work, we conducted a large-scale empirical study of three state-of-the-art techniques on their effectiveness in detecting spreadsheet anomalies. Our study focused on the precision, recall rate, efficiency and scope. We found that one technique outperforms the other two in precision and recall rate of spreadsheet anomaly detection. Efficiency of the three techniques is acceptable for most spreadsheets, but they may not be scalable to large spreadsheets with complex formulas. Besides, they have different scopes for detecting different spreadsheet anomalies, thus complementing to each other. We also discussed limitations of these three techniques. Based on our findings, we give suggestions for future spreadsheet research.

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

How can non-technical end users effectively test their spreadsheets?

Purpose − An alarming number of spreadsheet faults have been reported in the literature, indicating that effective and easy-to-apply spreadsheet testing techniques are not available for “non-technical”, end-user programmers. This paper aims to alleviate the problem by introducing a metamorphic testing (MT) technique for spreadsheets. Design/methodology/approach − The paper discussed four common...

متن کامل

An Empirical Study on Spreadsheet Shortcomings from an Information Systems Perspective

The use of spreadsheets to support business processes is widespread in industry. Due to their criticality in the context of those business processes, spreadsheet shortcomings can significantly hamper an organization’s business operation. However, it is still unclear, what actual and typical shortcomings of spreadsheets applied as information systems are. Therefore, in this paper we present the ...

متن کامل

Spreadsheet Error Correction Using an Activity Framework and a Cognitive Fit Perspective

Errors in a spreadsheet constitute a serious reason for concern among organizations as well as academics. There are ongoing efforts toward finding ways to reduce errors, designing and developing visualization tools to support error correction activities being one of them. In this paper, we propose a framework for classifying activities associated with spreadsheet error correction. The purpose o...

متن کامل

A critical review of the literature on spreadsheet errors

Article history: Received 8 December 2006 Received in revised form 20 May 2008 Accepted 2 June 2008 Available online 7 June 2008 Among those who study spreadsheet use, it is widely accepted that errors are prevalent in operational spreadsheets and that errors can lead to poor decisions and cost millions of dollars. However, relatively little is known about what types of errors actually occur, h...

متن کامل

Live-Inspection of Spreadsheets

Existing approaches for detecting anomalies in spreadsheets can help to discover faults but they are often applied too late in the spreadsheet lifecycle. By contrast, our approach detects anomalies immediately whenever users change their spreadsheets. This live inspection approach has been implemented as part of the Spreadsheet Inspection Framework, enabling the tool to visually report findings...

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:
  • Journal of Systems and Software

دوره 126  شماره 

صفحات  -

تاریخ انتشار 2017