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1-8 of 8
Keywords: machine learning
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Journal Articles
Using Supervised Learning Algorithms to Predict Discontinued Operations in Nonprofit Organizations
Free
Journal:
Journal of Information Systems
Journal of Information Systems 1–18.
Published: 10 May 2025
...Chengzhang Wu; Richard B. Dull ABSTRACT Machine learning has been widely used to predict bankruptcy in for-profit companies. However, prediction of the discontinued operation of nonprofit organizations has rarely been studied. Although discontinued operation of for-profits is primarily due...
Journal Articles
Integrating Process Mining and Machine Learning for Advanced Internal Control Evaluation in Auditing
Available to Purchase
Journal:
Journal of Information Systems
Journal of Information Systems (2025) 39 (1): 55–75.
Published: 05 February 2025
...Huijue Kelly Duan; Miklos A. Vasarhelyi; Mauricio Codesso ABSTRACT This study proposes an internal control evaluation model that incorporates process mining and machine learning into audit procedures. The model consists of four components: process mining analysis, rule-based variant analysis...
Journal Articles
Outlier Detection in Auditing: Integrating Unsupervised Learning within a Multilevel Framework for General Ledger Analysis
Available to Purchase
Journal:
Journal of Information Systems
Journal of Information Systems (2024) 38 (2): 123–142.
Published: 01 July 2024
... Zainelabdin Elbashir, under the Senior Editorship of Theophanis C. Stratopoulos. 12 05 2022 05 03 2024 01 04 2024 2024 outlier detection auditing data analytics machine learning unsupervised learning general ledgers The General Ledger (GL) is an essential element...
Journal Articles
Measuring Audit Quality with Surprise Scores: Evidence from China and the U.S.
Available to Purchase
Journal:
Journal of Information Systems
Journal of Information Systems (2024) 38 (2): 51–78.
Published: 01 July 2024
...Hanxin Hu; Ting Sun; Miklos A. Vasarhelyi; Min Zhang ABSTRACT This study constructs a measure of audit quality that captures the effect of potential factors that are generally unobservable to people outside of the audit firm or client company. Using machine learning and a wide range of data...
Includes: Supplementary data
Journal Articles
Cybersecurity Risk and Audit Pricing—A Machine Learning-Based Analysis
Available to Purchase
Journal:
Journal of Information Systems
Journal of Information Systems (2024) 38 (1): 91–117.
Published: 01 March 2024
...Wanying Jiang ABSTRACT Cybersecurity risk represents a growing business threat. However, little attention has been paid to its assessment. This study proposes a machine learning algorithm that considers firm cybersecurity risk disclosure, information technology governance, external monitoring...
Journal Articles
The Risk of Silence—How the Capital Market Penalizes Social Media Passivity
Available to Purchase
Journal:
Journal of Information Systems
Journal of Information Systems (2024) 38 (1): 5–38.
Published: 01 March 2024
... in the public, commercial, or not-for-profit sectors. 2024 behavioral economics investor sentiment wisdom of crowds machine learning social media stock returns If you post too infrequently, your audience will forget that you exist, and you will quickly fade into the deep dark recesses...
Journal Articles
The Determinants of InformationWeek 500 Selection and Its Implications: A Textual Analysis Approach
Available to Purchase
Journal:
Journal of Information Systems
Journal of Information Systems (2022) 36 (1): 81–109.
Published: 01 March 2022
... C. Editor's note: Accepted by Tawei Wang. 1 10 2020 1 9 2021 2022 textual analysis machine learning IT capability growth opportunities firm performance Much of what we know about the implications of information technology (IT) capability originates...
Includes: Supplementary data
Journal Articles
Classifying Restatements: An Application of Machine Learning and Textual Analytics
Available to Purchase
Journal:
Journal of Information Systems
Journal of Information Systems (2021) 35 (3): 107–131.
Published: 01 September 2021
...Louise Hayes; J. Efrim Boritz ABSTRACT Restatements of audited financial statements are used for evaluating reporting quality and audit quality, and for other evaluative purposes. We constructed a machine learning algorithm to classify restatements by management intent based on the language...
Includes: Supplementary data