Optimisation and application of management accounting system based on generative artificial intelligence

Management accounting (MA) systems need to process a large amount of time series data and dig out the patterns, analyse financial management problems, and predict subsequent development. This paper proposes an optimisation method of MA system based on generative artificial intelligence (AI), combined with the intelligent architecture of cloud computing (CC) program, this paper puts forward the generation method of MapReduce program in intelligent CC program. The analysis of data processing types of datasets and task requirements. The experimental results show that the F1 score of the model proposed in this paper is 0.9854, and the F1 score is better than the benchmark model on all datasets. In addition, this paper verifies the effectiveness of each module of the proposed model through ablation experiments. The customer satisfaction increased by 7.57%, indicating that the user experience of the optimised system is further improved.

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Publication Details

Journal
International Journal of Information and Communication Technology
Published
2025-01-01
DOI
https://doi.org/10.1504/ijict.2025.147530
Primary Topic
Impact of AI and Big Data on Business and Society
Type
article
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article

Optimisation and application of management accounting system based on generative artificial intelligence

Ling Xiang, Li Liu, Lan Li
International Journal of Information and Communication Technology
Impact of AI and Big Data on Business and Society
article

Optimisation and application of management accounting system based on generative artificial intelligence

Ling Xiang, Li Liu, Lan Li
article en

Abstract

Management accounting (MA) systems need to process a large amount of time series data and dig out the patterns, analyse financial management problems, and predict subsequent development. This paper proposes an optimisation method of MA system based on generative artificial intelligence (AI), combined with the intelligent architecture of cloud computing (CC) program, this paper puts forward the generation method of MapReduce program in intelligent CC program. The analysis of data processing types of datasets and task requirements. The experimental results show that the F1 score of the model proposed in this paper is 0.9854, and the F1 score is better than the benchmark model on all datasets. In addition, this paper verifies the effectiveness of each module of the proposed model through ablation experiments. The customer satisfaction increased by 7.57%, indicating that the user experience of the optimised system is further improved.

International Journal of Information and Communication TechnologyVol. 26(27)
Hunan Institute of Science and Technology (CN), Hunan International Economics University (CN)
Decent work and economic growth
Openalex Percentile: Top 79%
Impact of AI and Big Data on Business and Society
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Optimisation and application of management accounting system based on generative artificial intelligence — Ling Xiang, Li Liu, et al. · International Journal of Information and Communication Technology (2025) | TGRS Research Map | TGRS