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Algorithm bias refers to repetitive computer program errors that give some users more weight than others. The aim of this article is to provide a deeper insight of algorithm bias in AI-enabled ERP software customization. Although algorithmic bias in machine learning models has uneven, unfair and unjust impacts, research on it is mostly anecdotal and scattered.

As guided by the previous research (Akter et al., 2022), this study presents the possible design bias (model, data and method) one may experience with enterprise resource planning (ERP) software customization algorithm. This study then presents the artificial intelligence (AI) version of ERP customization algorithm using k-nearest neighbours algorithm.

This study illustrates the possible bias when the prioritized requirements customization estimation (PRCE) algorithm available in the ERP literature is executed without any AI. Then, the authors present their newly developed AI version of the PRCE algorithm that uses ML techniques. The authors then discuss its adjoining algorithmic bias with an illustration. Further, the authors also draw a roadmap for managing algorithmic bias during ERP customization in practice.

To the best of the authors’ knowledge, no prior research has attempted to understand the algorithmic bias that occurs during the execution of the ERP customization algorithm (with or without AI).

This paper aims to examine the effect of corporate integrity and external assurance on Sustainability Reporting Quality (SRQ) of Malaysian public listed companies.

The study uses a longitudinal sample of 2,463 firm-year observations of non-financial firms listed on the main board of Bursa Malaysia from 2015 to 2019. The study employed panel regression that is, Fixed Effect (FE) Robust Standard Error estimation technique to test its hypotheses.

The panel regression results reveal that corporate integrity and external assurance positively and significantly influence the quality of sustainability reporting. Though the positive association shows an improvement in the SRQ of the sampled firms, it needs an improvement as the disclosure is more general and qualitative than quantitative. The present improvement in SRQ might result from some regulatory changes like the Sustainability Practice Note 9 Updates of Bursa Malaysia 2017 and the Revised MCCG Principle A to C within the same period.

The study adopts a purely quantitative approach and call for a qualitative investigation in the area in the future.

The study has policy implication for the government and regulators to strengthen compliance with the sustainability reporting guide and the Practice Note 9 Updates. It also has implication for corporate integrity and external assurance for companies, to enhance SRQ and achieve sustainable development.

The study bridged literature gaps by offering new insights and empirical evidence on the role of corporate integrity in SRQ, which has received no empirical attention in the Malaysian context.

To effectively integrate sustainability education into accounting, the needs of stakeholders such as educators, practitioners, regulators, students, and politicians must be considered. While existing literature reflects their separate perceptions, this study considers their influence on the integration process. Sustainability accounting can play a key role in supporting sustainability practices, which businesses need to be accountable for. This study focuses on how sustainability accounting education can improve corporate sustainability practices. However, most existing studies only consider one stakeholder group, and there is a gap in literature on sustainability accounting education in developing countries, particularly in the Middle East. This study informs future researchers about various research gaps in sustainability education.

Online health question-and-answer (Q&A) forums have developed a new business model whereby listeners (peer patients) can pay to read health information derived from consultations between askers (focal patients) and answerers (physicians). However, research exploring the mechanism behind peer patients' purchase decisions and the specific nature of the information driving these decisions has remained limited. This study aims to develop a theoretical model for understanding how peer patients make such decisions based on limited information, i.e. the first question displayed in each focal patient-physician interaction record, considering argument quality (interrogative form and information details) and source credibility (patient experience of focal patients), including the contingent role of urgency.

The model was tested by text mining 1,960 consultation records from a popular Chinese online health Q&A forum on the Yilu App. These records involved interactions between focal patients and physicians and were purchased by 447,718 peer patients seeking health-related information until this research.

Patient experience embedded in focal patients' questions plays a significant role in inducing peer patients to purchase previous consultation records featuring exchanges between focal patients and physicians; in particular, increasingly detailed information is associated with a reduced probability of making a purchase. When focal patients demonstrate a high level of urgency, the effect of information details is weakened, while the interrogative form is strengthened.

The originality of this study lies in its exploration of the monetization mechanism forming the trilateral relationship between askers (focal patients), answerers (physicians) and listeners (peer patients) in the business model “paying to view others' answers” in the online health Q&A forum and the moderating role of urgency in explaining the mechanism of how first questions influence peer patients' purchasing behavior.

This study aims to explore how key stakeholders and recipients of local food access programs operate strategically to meet individual and community food needs, enhance experiences of dignity and promote social justice. The study of a fragmented community food system highlights the connections between micro and meso dimensions of food access, illustrating how people work around food system limitations to access food.

Using qualitative in-depth interviews with food assistance managers, workers, volunteers and recipients, this study examines the period before the implementation of a centralized community-based food access initiative in a mid-sized, rural Oklahoma college town with a high rate of food insecurity. This study asks: What are community members’ experiences in a fragmented food assistance system? In what ways do individuals use everyday resistance and workarounds to actively promote experiences of dignity and social justice in food access spaces?

Those involved in sites of community food access build important networks to share information and engage in negotiation and trade to gain access to useful food resources. As forms of everyday resistance, such practices encourage co-construction of dignity and social justice in stigmatized spaces.

This research contributes to literature examining micro- and meso-level community dynamics that inform agency, dignity and social justice in community food access approaches.

This chapter critically evaluates the role of creative identity and how this shapes entrepreneurial identity. The main driver for creative practitioners is one of being ‘creative’, but this is in combination with the factors that support entrepreneurial behaviours, and it provides the narrative for their entrepreneurial identity. The quest to operate successfully as a creative practitioner in the creative industries drives entrepreneurial behaviour. The research examines the relationship between creative identity and entrepreneurial identity and how these two identities intertwine. To respond to this question, the study critically evaluates the concept of creative identity and entrepreneurial identity with fourteen creative practitioners in the UK, working as either chartered architects or freelance photographers. The research employed a qualitative approach and interpretivist ontology. Semi-structured interviews were undertaken with the participants. The key finding that highlights the driver for entrepreneurial identity is the quest to operate successfully as a creative practitioner in the creative industries. This quest is underpinned by the desire to be able to express their creative identity, often referred to as a creative ‘voice’. Entrepreneurial identity and entrepreneurial behaviours function as conduits in which creative practitioners channel their primary driver of creative identity. This chapter contributes to the knowledge about creative practitioners’ entrepreneurial identity and creative identity and how these two identities relate to each other.

States have intervened with legislation to improve cashflow within construction project supply chains. The operation of the UK’s Housing Grants, Construction and Regeneration Act 1996 leads to payment obligations stated either as a contract administrator’s certificate (or equivalent) or an adjudicator’s decision. The purpose of the intervention would be defeated unless there are speedy ways of transforming these pieces of paper into real money. The combination of the legislation, contractual provisions and insolvency law has produced a minefield of complexity concerning enforcement of payment obligations stated in these documents. Unfortunately, the knowledge and understanding required to navigate these complexities have been sorely lacking. The purpose of this paper is to plug this gap.

Legal research methods and case study approaches, using relevant court decisions as data, were adopted.

The enforcement method advised by the court is the summary judgment procedure provided under the Civil Procedure Rules. An overdue payment obligation, either under the terms of a construction contract or an adjudicator’s decision, amounts to a debt that can be the subject of insolvency proceedings. Although the insolvency enforcement method has been successfully used on some occasions, using it purely as a debt collection weapon would be inappropriate and likely to be punished by the court.

The paper contributes to knowledge in two ways: (i) it maps out the factual situations in which these payment challenges arise in language accessible to the construction industry’s professions; and (ii) comparative analysis of payment enforcement methods to aid decision-making by parties to construction industry contracts. It is relevant to the other common-law jurisdictions in which similar statutory interventions have been made.

The purpose of this paper is to determine whether there is any fundamental difference in the meaning of contract in these two legal systems by analysing some of the essential principles of contract particularly parties’ agreement and consideration.

This paper seeks to investigate the degree of equivalency of the term contract and its Islamic law counterpart “Aqd”. To implement this task, it applies some comparative law techniques to examine certain contractual elements under common law and Islamic law.

The argument that “contract” and “Aqd” are not equivalent is superficial, and it is not well-supported by concrete evidence. The examples used to build this argument are merely limited exceptions to the general principles of contract, and some of them even exist under both legal systems in a similar manner such as “deed” and “Hibah”.

The paper is of interest to legal practitioners and professionals working in cross-cultural or international contexts, as understanding points of conformity and disconformity between “contract” and “Aqd” can help in multiple ways. These may include negotiating international transactions, contract drafting and dispute-resolution processes involving parties from Western and Islamic law-based jurisdictions. It may also aid policymaking and lawmaking processes aiming to harmonize contract principles across different jurisdictions.

The research paper is important for public attitude, as understanding similarities and differences between “contract” and “Aqd” fosters mutual respect, tolerance and cooperation between individuals and communities adhering to different legal systems.

There is a common belief that the term “contract” substantially differs from “Aqd”, and it is by no means safe to presume that every “Aqd” qualifies as a contract. The current research introduces a new point view on the degree of conceptual equivalency of the two terms by showing resemblances in aspects relating to some contractual elements which have always been viewed as an area of divergence rather than convergence.

The purpose of this study is to contribute to the discussion surrounding the definition of accounting proposed by Carnegie et al. (2021a, 2021b) and further elaborated by Carnegie et al. (2023) from/under an institutionalist political-economy (IPE) based foundation and to specifically extend this approach to the arena of social and environmental accounting (SEA).

By adopting an IPE approach to SEA, this study offers a critique of the use of the notion of capital to refer to nature and people in SEA frameworks and standards.

A SEA framework based on the capabilities approach is proposed based on the concepts of human capabilities and global commons for the purpose of preserving the commons and enabling the flourishing of present and future generations.

The proposed framework allows the engagement of accounting community, in particular SEA researchers, with and contribution to such well-established initiatives as the Planetary Boundaries framework and the human development reports initiative of the United Nations Development Programme.

Based on the capability approach, this study applies Carnegie et al.’s (2023) framework to SEA. This new approach more attuned to the pursuit of sustainable human development and the sustainable development goals, may contribute to turning accounting into a major positive force through its impacts on the world, expressly upon organisations, people and nature.