Real-time task parameter selection method of accounting system based on multi-objective optimization and genetic algorithm

The progress of the digital economy has promoted the enterprise accounting system. To accelerate the update and evolution of accounting systems, we propose a parameter selection method based on multi-objective optimization and genetic algorithm. Firstly, this article proposes an accounting feature extraction method based on multimodal information embedding. The dual-branch structure and feature pyramid network are used to realize the feature extraction of the information involved in accounting. Then, this article proposes a multi-objective parameter selection method based on a parallel genetic algorithm. By embedding a genetic algorithm in the process of dual-branch model training, the model's ability to sense accounting information is improved. Finally, using the above two methods, an accounting system evaluation method upon recurrent Transformer is proposed to improve the financial situation of enterprises. Our experiments have proven that our approach attains a remarkable performance with an 87.6% F-value, 83.5% mAP value, and 83.4% accuracy. These results position our method at an advanced level globally, showcasing its capability to enhance accounting systems.

Internal controls driven by mindfulness toward enhanced ethical behaviors: Empirical evidence from Vietnam

This study develops and tests a moderated mediation model regarding the effectiveness of internal control structure on organizational ethical behaviors via the mediating role of internal control effectiveness and the moderating role of organizational mindfulness in the relationship between internal control structure and internal control effectiveness. The proposed model and its hypotheses were tested using partial least squares structural equation modeling (PLS-SEM) in SmartPLS3 with survey data from 540 large Vietnamese manufacturing and service firms. This study found the following: (1) The internal control structure positively affects internal control effectiveness, which in turn promotes ethical organizational behaviors; and (2) The effect of internal control structure on internal control effectiveness is amplified by strengthening organizational mindfulness. The findings demonstrate that combining internal control systems and organizational mindfulness contributes to the ethical business practices of firms in an emerging market. Our study bridges the gap in the literature on internal control and mindfulness by providing empirical evidence on how the interaction between organizational mindfulness and internal control systems can promote ethical business practices. Additionally, our study advances the current understanding of how internal control systems can interact with organizational mindfulness to influence ethical business practices in the context of an emerging market.

The moderating role of information technology governance in the relationship between board characteristics and continuity management during the Covid-19 pandemic in an emerging economy

The main aim of the current study is to investigate the relationship between governance characteristics, information technology governance, and continuity management during Covid-19 in an emerging economy. The study also examines the moderating role of information technology governance in the relationship between governance characteristics and business continuity management. The quantitative approach is used by utilising a survey questionnaire. A sample of 232 questionnaire surveys has been collected from the board of directors, top and middle management executives, external auditors, information technology experts, and some other respondents. The results were estimated using structural equation modelling. The results indicate that information technology governance has a statistically significant effect on business continuity. Board size, board independence, audit committee independence, audit committee diligence, and external audit have a statistically significant positive effect on information technology governance. Further, the results indicate that information technology governance significantly moderates the effect of board size, board independence, board diligence, audit committee independence, audit committee diligence, and external audit on business continuity. However, information technology governance does not moderate the relationship between board committees and business continuity, which indicates less board involvement in information technology governance. The current research provides insight into the role of information technology governance in business continuity management during crises. The present study provides a unique contribution as it investigates the relationship between corporate governance characteristics, information technology governance, and business continuity management during Covid-19, providing empirical evidence from an emerging country.

The moderation role of board independence change in the relationship between board characteristics, related party transactions, and financial performance

The present study examines the moderation effect of board independence change on the relationship between board characteristics, related party transactions and financial performance of Indian listed banks over 10 years from 2010 to 2019. While board size, independence, diligence, and remuneration were taken to represent board characteristics, all key personnel and subsidiaries' transactions were considered measures for related party transactions. On the other hand, the financial performance of banks was measured by two accounting-based measures (return on assets and profit after tax) and two market-based measures (earning per share and Tobin Q). The results revealed that board independence change has a significant negative effect on financial performance. Further, the results indicated that board independence change moderates positively and significantly the relationship between related party transactions and financial performance. The findings also showed that board independence change had a moderating effect that significantly and negatively weakens board size and effectiveness, negatively influencing banks' profitability. Unlike other studies, this study uniquely uses board independence change as a moderator between board characteristics, related party transactions, and several measures of banks' financial performance. The limited research highlighting this issue, where Indian banks have encountered several challenges in the last few years, has motivated the present study to bridge the existing gaps in the strand literature. Therefore, this research opens useful insights and has beneficial implications for policymakers, bankers, financial analysts, and academicians.