Artificial intelligence in customer-facing financial services: a systematic literature review and agenda for future research

2021 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Janin Karoli Hentzen ◽  
Arvid Hoffmann ◽  
Rebecca Dolan ◽  
Erol Pala
Keyword(s):  
Artificial Intelligence ◽  
Financial Services ◽  
Credit Scoring ◽  
Future Research ◽  
Content Type ◽  
Financial Behaviors ◽  
Theoretical Perspectives ◽  
Actor Networks ◽  
And Performance ◽  
Future Work

PurposeThe objective of this study is to provide a systematic review of the literature on artificial intelligence (AI) in customer-facing financial services, providing an overview of explored contexts and research foci, identifying gaps in the literature and setting a comprehensive agenda for future research.Design/methodology/approachCombining database (i.e. Scopus, Web of Science, EBSCO, ScienceDirect) and manual journal search, the authors identify 90 articles published in Australian Business Deans Council (ABDC) journals for investigation, using the TCCM (Theory, Context, Characteristics and Methodology) framework.FindingsThe results indicate a split between data-driven and theory-driven research, with most studies either adopting an experimental research design focused on testing the accuracy and performance of AI algorithms to assist with credit scoring or investigating AI consumer adoption behaviors in a banking context. The authors call for more research building overarching theories or extending existing theoretical perspectives, such as actor networks. More empirical research is required, especially focusing on consumers' financial behaviors as well as the role of regulation, ethics and policy concerned with AI in financial service contexts, such as insurance or pensions.Research limitations/implicationsThe review focuses on AI in customer-facing financial services. Future work may want to investigate back-office and operations contexts.Originality/valueThe authors are the first to systematically synthesize the literature on the use of AI in customer-facing financial services, offering a valuable agenda for future research.

Artificial intelligence in financial services: a qualitative research to discover robo-advisory services

2021 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Ankita Bhatia ◽  
Arti Chandani ◽  
Rizwana Atiq ◽  
Mita Mehta ◽  
Rajiv Divekar
Keyword(s):  
Artificial Intelligence ◽  
Stock Market ◽  
Financial Services ◽  
Future Research ◽  
Individual Investors ◽  
Content Type ◽  
Advisory Services ◽  
Wealth Management ◽  
Management Scenario ◽  
Indian Stock Market

Purpose The purpose of this study is to gauge the awareness and perception of Indian individual investors about a new fintech innovation known as robo-advisors in the wealth management scenario. Robo-advisors are comprehensive automated online advisory platforms that help investors in managing wealth by recommending portfolio allocations, which are based on certain algorithms. Design/methodology/approach This is a phenomenological qualitative study that used five focussed group discussions to gather the stipulated information. Purposive sampling was used and the sample comprised investors who actively invest in the Indian stock market. A semi-structured questionnaire and homogeneous discussions were used for this study. Discussion time for all the groups was 203 min. One of the authors moderated the discussions and translated the audio recordings verbatim. Subsequently, content analysis was carried out by using the NVIVO 12 software (QSR International) to derive different themes. Findings Factors such as cost-effectiveness, trust, data security, behavioural biases and sentiments of the investors were observed as crucial points which significantly impacted the perception of the investors. Furthermore, several suggestions on different ways to enhance the awareness levels of investors were brought up by the participants during the discussions. It was observed that some investors perceive robo-advisors as only an alternative for fund/wealth managers/brokers for quantitative analysis. Also, they strongly believe that human intervention is necessary to gauge the emotions of the investors. Hence, at present, robo-advisors for the Indian stock market, act only as a supplementary service rather than a substitute for financial advisors. Research limitations/implications Due to the explorative nature of the study and limited participants, the findings of the study cannot be generalised to the overall population. Future research is imperative to study the dynamic nature of artificial intelligence (AI) theories and investigate whether they are able to capture the sentiments of individual investors and human sentiments impacting the market. Practical implications This study gives an insight into the awareness, perception and opinion of the investors about robo-advisory services. From a managerial perspective, the findings suggest that additional attention needs to be devoted to the adoption and inculcation of AI and machine learning theories while building algorithms or logic to come up with effective models. Many investors expressed discontent with the current design of risk profiles of the investors. This helps to provide feedback for developers and designers of robo-advisors to include advanced and detailed programming to be able to do risk profiling in a more comprehensive and precise manner. Social implications In the future, robo-advisors will change the wealth management scenario. It is well-established that data is the new oil for all businesses in the present times. Technologies such as robo-advisor, need to evolve further in terms of predicting unstructured data, improvising qualitative analysis techniques to include the ability to gauge emotions of investors and markets in real-time. Additionally, the behavioural biases of both the programmers and the investors need to be taken care of simultaneously while designing these automated decision support systems. Originality/value This study fulfils an identified gap in the literature regarding the investors’ perception of new fintech innovation, that is, robo-advisors. It also clarifies the confusion about the awareness level of robo-advisors amongst Indian individual investors by examining their attitudes and by suggesting innovations for future research. To the best of the authors’ knowledge, this study is the first to investigate the awareness, perception and attitudes of individual investors towards robo-advisors.

Structural aspects of corporate governance and family firm performance: a systematic review

2018 ◽  
Vol 8 (3) ◽  
pp. 306-330 ◽  
Author(s):  
Edem M. Azila-Gbettor ◽  
Ben Q. Honyenuga ◽  
Marta M. Berent-Braun ◽  
Ad Kil
Keyword(s):  
Corporate Governance ◽  
Family Firms ◽  
Empirical Studies ◽  
Family Firm ◽  
Future Research ◽  
Content Type ◽  
Family Governance ◽  
Search Terms ◽  
And Performance ◽  
Future Work

PurposeThe purpose of this paper is to systematically review and examine extant knowledge on corporate governance structures (CGS) and performance relation within family firm and set the agenda for future research.Design/methodology/approachThe study analyses the content of 159 empirical articles retrieved mainly from Google Scholar and published between 2000 and 2016 in 61 highly ranked journals across different disciplines.FindingsThe review reveals fixation on quantitative approach and its associated techniques in examining CGS and performance nexus. The results from the review demonstrate heterogeneous relation between measures of CGS and performance. Suggestions for further studies include: measurement of non-economic performance of the family firm and incorporation of moderators and mediators from the organizations’ environment through the adoption of multilevel research.Research limitations/implicationsThe limitations of this review include: first, issues relating to key/search terms and journals used for the study; this may not be exhaustive and hence likely to lead to omission of key publications. Second, scholarly attention in terms of empirical studies on family governance, including family council, family assembly and family constitution, has been scarce (Suess, 2014; Klein, 2008; Witt, 2008); hence family governance is outside the scope of this review. In sum, future work may explore other keywords and publications not used in this review and consider review of family governance.Originality/valueThe authors offer a multidisciplinary conceptual framework that synthesizes and integrates the existing literature on CGS across different disciplines within family firms. This provides researchers across different disciplines a common platform for interdisciplinary discourse.

Welcome to the marriage of human capability and artificial intelligence

2019 ◽  
Vol 19 (1) ◽  
pp. 10-14
Author(s):  
Ryan Scott ◽  
Malcolm Le Lievre
Keyword(s):  
Artificial Intelligence ◽  
Team Building ◽  
Workplace Change ◽  
Content Type ◽  
The Future ◽  
Human Capability ◽  
Mind Set ◽  
Future Work ◽  
Crucial Part ◽  
Practical Implications

Purpose The purpose of this paper is to explore insights methodology and technology by using behavioral to create a mind-set change in the way people work, especially in the age of artificial intelligence (AI). Design/methodology/approach The approach is to examine how AI is driving workplace change, introduce the idea that most organizations have untapped analytics, add the idea of what we know future work will look like and look at how greater, data-driven human behavioral insights will help prepare future human-to-human work and inform people’s work with and alongside AI. Findings Human (behavioral) intelligence will be an increasingly crucial part of behaviorally smart organizations, from hiring to placement to adaptation to team building, compliance and more. These human capability insights will, among other things, better prepare people and organizations for changing work roles, including working with and alongside AI and similar tech innovation. Research limitations/implications No doubt researchers across the private, public and nonprofit sectors will want to further study the nexus of human capability, behavioral insights technology and AI, but it is clear that such work is already underway and can prove even more valuable if adopted on a broader, deeper level. Practical implications Much “people data” inside organizations is currently not being harvested. Validated, scalable processes exist to mine that data and leverage it to help organizations of all types and sizes be ready for the future, particularly in regard to the marriage of human capability and AI. Social implications In terms of human capability and AI, individuals, teams, organizations, customers and other stakeholders will all benefit. The investment of time and other resources is minimal, but must include C-suite buy in. Originality/value Much exists on the softer aspects of the marriage of human capability and AI and other workplace advancements. What has been lacking – until now – is a 1) practical, 2) validated and 3) scalable behavioral insights tech form that quantifiably informs how people and AI will work in the future, especially side by side.

Managing the most important asset: a twenty year review on the performance management literature

2022 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Ebina Justin M.A. ◽  
Manu Melwin Joy
Keyword(s):  
Performance Management ◽  
Management Practices ◽  
Organizational Outcomes ◽  
Future Research ◽  
System Quality ◽  
Content Type ◽  
Non Profit ◽  
Quantitative Studies ◽  
Theoretical Perspectives ◽  
Human Resource Management Practices

Purpose The three objectives served by this review are to provide readers a limpid insight about the topic performance management (PM), to analyse the latest trends in PM literature and to illustrate the theoretical perspectives. It would be fascinating for the practitioners and researchers to see the latest trends in the PM system, which is not yet covered in previous reviews. The study covers the historical and theoretical perspectives of human resource management practices. We also try to unveil some of the theoretical debates and conflicts regarding the topic. Design/methodology/approach We reviewed 139 studies on PM published within the last 20 years (2000–2020). The method used here is the integrative review method. The criteria used to determine studies are articles from peer-reviewed journals regarding the PM system published between 2000 and 2020. The initial search for studies was conducted using an extensive journal database, and then an intensive reference-based search was also done. Each selected article was coded, themes were identified, and trends for every 5 years were determined. All the articles were analysed and classified based on the methodology used to identify qualitative and quantitative studies. Findings The review concludes that PM literature's emphasis shifted from traditional historical evaluations conducted once or twice a year to forward-looking, feedback-enriched PM systems. By segregating the studies into 5-year periods, we could extract five significant trends that prevailed in the PM literature from 2000 to 2020: reactions to PM system, factors that influence PM system, quality of rating sources, evaluating the PM system and types of the PM system. The review ends with a discussion of practical implications and avenues for future research. Research limitations/implications It is equally a limitation and strength of this paper that we conducted a review of 139 articles to cover the whole works in PM literature during the last 20 years. The study could not concentrate on any specific PM theme, such as exploring employee outcomes or organizational outcomes. Likewise, the studies on public sector and non-profit organizations are excluded from this review, which constitutes a significant share of PM literature. Another significant limitation is that the selected articles are classified only based on their methodology; further classification based on different themes and contexts can also be done. Originality/value The study is an original review of the PM literature to identify the latest trends in the field.

Internal projects as strategic tools: an organisation-level perspective and a research agenda

2021 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Torbjørn Bjorvatn
Keyword(s):  
Project Management ◽  
Theory Development ◽  
Future Research ◽  
Content Type ◽  
Theoretical Contribution ◽  
Research Areas ◽  
Linear Relationships ◽  
Strategic Role ◽  
And Performance

PurposeThe purpose of this conceptual paper is to describe and explain how organisations use internal projects to implement organisation-level strategy objectives.Design/methodology/approachTheory development with an emphasis on explaining key constructs and their mutual relationships. The theoretical contribution is represented in a diagram along with a detailed verbal account.FindingsThe paper develops a dynamic, cross-level framework to illustrate the organisational processes and outcomes that determine project-based strategy implementation within a single organisation. The interplay between the base organisation and the project, and benefits realisation were singled out as key future research areas. The proposed framework engages with central discourses in the fields of project management, strategic management, innovation studies, knowledge management and organisation studies.Research limitations/implicationsOnly the contours of an organisation-level theory of strategically motivated internal projects are outlined. Future research must elaborate on the complexities, the non-linear relationships and the boundary conditions that follow from the proposed framework.Practical implicationsManagers are alerted to the strategic role of internal projects, how these projects help connect strategy and performance and what the accompanying organisational processes and outcomes look like.Originality/valueThe paper constitutes an early conceptual treatment of strategy-driven internal projects as a distinct project category, thus addressing a major knowledge gap in project studies. Organisational project-management theory is extended with suggestions for future research.

Reconfigurable manufacturing system: a systematic review, meta-analysis and future research directions

2021 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Rajesh Pansare ◽  
Gunjan Yadav ◽  
Madhukar R. Nagare
Keyword(s):  
Manufacturing System ◽  
Meta Analysis ◽  
Future Research ◽  
Future Trends ◽  
Reconfigurable Manufacturing ◽  
Research Papers ◽  
Reconfigurable Manufacturing System ◽  
Content Type ◽  
Related Research ◽  
And Performance

Purpose Uncertainties in manufacturing and changing customer demands force manufacturing industries to adopt new strategies, such as the reconfigurable manufacturing system (RMS). To improve the implementation and performance of RMS, it is necessary to review the available literature and identify future trends in this field. This paper aims to analyze existing literature and to see trends in RMS-related research. Design/methodology/approach The systematic literature review and analysis of RMS-related research papers from 1999 to 2020 is carried out in this literature. The selected studies are analyzed based on the year of publication, journals, publishers, active authors, research design, countries, enablers, barriers, performance evaluation parameters and universities. Findings After the analysis of selected RMS-related research papers, the top countries, universities, journals, publishers and authors are identified in this domain. Research themes and trends in research are identified in this study. Besides, it has been noted that there is a need for further research in this domain and for the creation of a generalized framework that can guide researchers and practitioners to increase RMS adoption. Practical implications Research insights, guidance and observations from this paper are provided to RMS-related researchers and practitioners. Important research gaps are identified in this study, which can provide direction for future research and trends in RMS research. Originality/value The study presented focuses mainly on the method of collecting, organizing, capturing, interpreting and analyzing data to provide more insight into RMS to identify future trends in research.

Value co-creation: a review of literature and future research agenda

2021 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Victor Saha ◽  
Praveen Goyal ◽  
Charles Jebarajakirthy
Keyword(s):  
Systematic Review ◽  
Future Research ◽  
Review Of Literature ◽  
Relevant Research ◽  
Research Papers ◽  
Future Directions ◽  
Content Type ◽  
Extant Literature ◽  
Future Research Agenda ◽  
Theoretical Perspectives

Purpose The purpose of this paper is to present a systematic review of the available literature on value co-creation (VCC) and provide insightful future directions for research in this domain. Design/methodology/approach The extant literature on VCC has been reviewed by collecting relevant research papers based on certain specified delimiting criteria. A total of 110 research papers have been analysed to gain useful insights into VCC literature. Findings The study analyses the literature on VCC and provides a clear distinction between VCC and its closely related constructs in the literature. The study also draws significant insights from the VCC literature based on some specific parameters. Some frequently used theoretical perspectives have been discussed in the study, thus pointing towards a few alternative theories that can be used for future research. Finally, specific trends emerging from the literature have been discussed that provide a comprehensive understanding of the research inclinations of this concept, along with future scopes of research in the VCC domain. Research limitations/implications The papers were selected for this study based on some delimiting criteria. Thus, the findings cannot be generalised for the entire research on VCC. Originality/value This paper fulfils the need for a systematic review of the extant literature on VCC. The study synthesises literature and bibliography on VCC from 2004 to 2019 to benefit both academics and practitioners and gives some directions to advance this domain of literature.

scholarly journals The newly created Publicly Available Specification (PAS 141) for reusable electrical/electronic products

2014 ◽  
Vol 25 (8) ◽  
pp. 1135-1147 ◽  
Author(s):  
Joao Quariguasi-Frota-Neto ◽  
Andrew Reade ◽  
Azadeh Dindarian ◽  
Andrew Gibson
Keyword(s):  
Necessary Conditions ◽  
Future Research ◽  
Electronic Products ◽  
Content Type ◽  
Business Innovation ◽  
Scant Attention ◽  
The Uk ◽  
Comprehensive Framework ◽  
Future Work

Purpose – In 2011, a governmental initiative driven by the Department for Business Innovation and Skills invited the British Standards Institute (BSI) to write and publish a publicly available specification (PAS) for the reuse of waste electrical and electronic equipment entitled PAS 141. The specification's ambitious goals, chief among them to reduce the amount of e-waste generated in the UK, has prompted debate as to whether they are realistic and the extent to which they can be influenced by the certification. The purpose of this paper is to propose a comprehensive framework that can be used in future research to enhance understanding of the mechanisms by which the introduction of PAS 141 certification could lead to the fulfillment of its goals, that is, successful uptake. The authors believe this framework can serve as a roadmap for those interested in the investigation of this novel certification and its effect on the market for reusable electrical and electronic products. Design/methodology/approach – This paper is based on interviews with reuse organizations and first hand experience as a participant in the steering group that elaborated the certification being investigated, i.e. PAS 141. Findings – It is uncertain whether PAS 141 will fulfill its promises, which are, in the view of the authors, rather ambitious, e.g. reduce e-waste. Furthermore, more research is needed to examine the effect that the introduction of the certification has on the materialization of its goals, and on the complex inter-relationship that exist between the goals and what the authors define as intermediary necessary conditions. Research limitations/implications – This is the first attempt the outline the research needs that arise from the introduction of PAS-141, and the authors believe that there are other equally important questions that are yet to be presented and examined. Practical implications – This paper proposes 28 hypotheses which will help future work to empirically establish: the possibility of PAS-141 attaining its goals and the main necessary conditions for that to happen. This information is pivotal to determine whether the certification is working and to pinpoint opportunities for improvement. Social implications – This works contributes to the understanding of the role of certification on the market of reused products, which employs a large number of people, and in particular, whose coming from disadvantaged backgrounds. Originality/value – Although certification in general has been widely investigated in prior research, scant attention has been paid to certification in the context of electronic products. To the best of the knowledge, this is the first paper of its kind, as it is the first to examine certification in that context.

Rationality, accounting and benchmarking water businesses

2018 ◽  
Vol 31 (3) ◽  
pp. 290-315 ◽  
Author(s):  
Nicholas Pawsey ◽  
Jayanath Ananda ◽  
Zahirul Hoque
Keyword(s):  
Economic Efficiency ◽  
Fair Value ◽  
Water Utilities ◽  
Future Research ◽  
Data Envelopment ◽  
Water Utility ◽  
Capital Input ◽  
Content Type ◽  
Dea Models ◽  
Future Work

Purpose The purpose of this paper is to explore the sensitivity of economic efficiency rankings of water businesses to the choice of alternative physical and accounting capital input measures. Design/methodology/approach Data envelopment analysis (DEA) was used to compute efficiency rankings for government-owned water businesses from the state of Victoria, Australia, over the period 2005/2006 through 2012/2013. Differences between DEA models when capital inputs were measured using either: statutory accounting values (historic cost and fair value), physical measures, or regulatory accounting values, were scrutinised. Findings Depending on the choice of capital input, significant variation in efficiency scores and the ranking of the top (worst) performing firms was observed. Research limitations/implications Future research may explore the generalisability of findings to a wider sample of water utilities globally. Future work can also consider the most reliable treatment of capital inputs in efficiency analysis. Practical implications Regulators should be cautious when using economic efficiency data in benchmarking exercises. A consistent approach to account for the capital stock is needed in the determination of price caps and designing incentives for poor performers. Originality/value DEA has been widely used to explore the role of ownership structure, firm size and regulation on water utility efficiency. This is the first study of its kind to explore the sensitivity of DEA to alternative physical and accounting capital input measures. This research also improves the conventional performance measurement in water utilities by using a bootstrap procedure to address the deterministic nature of the DEA approach.

scholarly journals International marketing strategies of emerging market firms

2018 ◽  
Vol 35 (2) ◽  
pp. 202-214 ◽  
Author(s):  
Nathaniel Boso ◽  
Yaw A. Debrah ◽  
Joseph Amankwah-Amoah
Keyword(s):  
Marketing Strategy ◽  
Emerging Market ◽  
International Marketing ◽  
Marketing Strategies ◽  
Future Research ◽  
Special Issue ◽  
Content Type ◽  
Theoretical Perspectives ◽  
International Marketing Strategy ◽  
Emerging Market Firms

Purpose The purpose of this paper is twofold: to publish scholarly works that extend knowledge on the drivers, consequences and boundary conditions of international marketing strategies employed by emerging market firms of all sizes and types; and to advance a narrative for future research on emerging market firms’ international marketing activities. Design/methodology/approach To achieve this agenda, the authors invited scholars to submit quality manuscripts to the special issue. Manuscripts that addressed the special issue theme from varied theoretical perspectives and methodological approaches were invited. Findings Out of 70 manuscripts reviewed, 7 are eventually accepted for inclusion in this special issue. The papers touched on interesting research topics bothering on international marketing practices of emerging market firms using blend of interesting theoretical perspectives and variety of methods. Key theoretical perspectives used include resource-based theory, internationalization theory, institutional theory and corporate visual identity theory. The authors employed unique sets of methods including literature review, surveys, panel data, and process-based qualitative and case-study enquiries. The authors used some of the most advanced analytical techniques to analyze their data. Originality/value This introduction to the special issue provides a review of the extant literature on the international marketing strategy of emerging market firms, focusing on summarizing key empirical contributions on the topic over the last three decades. Subsequently, the authors discuss how each paper included in this special issue helps advance the agenda to develop scholarly knowledge on emerging market firms’ international marketing strategy.

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