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The role of big data and data analytics in the audit engagement process is evident. Notwithstanding, understanding how big data influences cognitive processes and, consequently, on the auditors’ judgment decision-making process is limited. The purpose of this paper is to present a conceptual framework on the cognitive process that may influence auditors’ judgment decision-making in the big data environment. The proposed framework predicts the relationships among data visualization integration, data processing modes, task complexity and auditors’ judgment decision-making.

The methodology to accomplish the conceptual framework is based on a thorough literature review that consists of theoretical discussions and comparative studies of other authors’ works and thinking. It also involves summarizing and interpreting previous contributions subjectively and narratively and extending the work in some fashion. Based on this approach, this paper formulates four propositions about data visualization integration, data processing modes, task complexity and auditors’ judgment decision-making. The proposed framework was built from cognitive theory addressing how auditors process data into useful information to make judgment decision-making.

The proposed framework expects that the cognitive process of data visualization integration and intuitive data processing mode will improve auditors’ judgment decision-making. This paper also contends that task complexity may influence the cognitive process of data visualization integration and processing modes because of the voluminous nature of data and the complexity of business processes. Hence, it is also expected that the relationships between data visualization integration and audit judgment decision-making and between processing mode and audit judgment decision-making will be moderated by task complexity.

There is a dearth of studies examining how big data and big data analytics affect auditors’ cognitive processes in making decisions. This paper will help researchers and auditors understand the behavioral consequences of data visualization integration and data processing mode in making judgment decision-making, given a certain level of task complexity.

With the advent of big data and the evolution of innovative audit procedures, the constructed framework can be used as a theoretical foundation for future empirical studies concerning auditors’ judgment decision-making. It highlights the potential of big data to transform the nature and practice of accounting and auditing.

The purpose of this paper is to study the impact of institutional shareholdings on earnings management activities of their portfolio firms.

Using a final sample of 94 top firms on the Bursa Malaysia based on market capitalization as at 31 December 2007, this paper uses the magnitude of discretionary accruals as the proxy for earnings management. The paper measures the aggregate institutional ownership percentage of shareholdings of the five top institutional investors which are further divided into two categories: pressure sensitive consisting of percentage ownership by banks and insurance companies; and pressure insensitive institutional investor consisting of percentage shareholdings by unit trusts, pension funds and state‐owned institutions. Data were collected over a six‐year period from 2002 to 2007. The year it started was also when all the listed companies in Bursa Malaysia started adopting the MCCG requirements as mandatory reporting in annual reports.

The results show that only Malaysia Shareholders Watchdog Group (MSWG) institutional shareholdings are effective in mitigating self‐serving earnings management behavior of their portfolio firms. Within MSWG shareholdings, Permodalan National Berhad (PNB) is the most effective institutional shareholder in mitigating opportunistic earnings management behavior. Overall, the findings suggest that ownership may not be enough to mitigate earnings management. Firms may have to engage in shareholder activism such as through proxy voting and establishing direct dialogues with management in order to preserve the value of their investments.

One of the limitations in this study is measurement error which is a critical problem for studies on earnings management. Hence, this study inherits all the limitations of the Jones model although it is noted that it and the modified Jones model are extensively used in earnings management literature. Overall, this study provides empirical evidence to assess the merits of calls for institutional investors to play a greater role in portfolio firms' corporate governance practice in Malaysia. In essence, the results from the study provide evidence that ownership alone is not enough and institutional investors need to be involved in shareholder activism in order to be effective as an external monitor. In other words, by engaging in shareholder activism, institutional investors would be better able to safeguard the value of their investment. Moreover, the size of their shareholdings should provide powerful incentive for them to monitor their investee firms.

This is the first published paper that focuses on institutional investors and earnings management in Malaysia, as previous studies have focused more on developed countries. This study aims to provide empirical evidence on the effectiveness of institutional investors in mitigating opportunistic earnings management, in order to ascertain their generalizability to developing countries like Malaysia.

The paper aims to examine the level of agricultural credit by commercial banks and the determinants that influence the commercial banks to the increased level of agricultural credit through the pressures of the institutional environment.

The study selects seventeen sample commercial banks following the market capitalization method and investigates a total of 85 annual reports during the period from 2013 to 2017. The study conducts a pooled regression to conclude the proposed hypotheses.

The present study finding indicates that the average of agricultural credits to total credits is 2.25% among the sample commercial banks. The study finds a positive significant association between board gender diversity, foreign director, management team and agricultural credit. Furthermore, the study has found that the role of the deposit in enhancing agricultural credit is positive. On the other hand, the association between independent directors, profitability and agricultural credits is negative.

The study is based on secondary data with five firm-year observations of commercial banks. The study finding is based on commercial banks, so it should not be generalized to non-bank financial institutions.

The study emphasizes policymakers’ attention towards the level of agricultural credit and determinants that influence the level of agricultural credit by commercial banks in emerging markets.

The key contribution of the study is to focus on the reformist role of the determinants in promoting the increased level of agricultural credit in the emerging markets.