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Open Access
Article
Publication date: 2 April 2024

Koraljka Golub, Osma Suominen, Ahmed Taiye Mohammed, Harriet Aagaard and Olof Osterman

In order to estimate the value of semi-automated subject indexing in operative library catalogues, the study aimed to investigate five different automated implementations of an…

Abstract

Purpose

In order to estimate the value of semi-automated subject indexing in operative library catalogues, the study aimed to investigate five different automated implementations of an open source software package on a large set of Swedish union catalogue metadata records, with Dewey Decimal Classification (DDC) as the target classification system. It also aimed to contribute to the body of research on aboutness and related challenges in automated subject indexing and evaluation.

Design/methodology/approach

On a sample of over 230,000 records with close to 12,000 distinct DDC classes, an open source tool Annif, developed by the National Library of Finland, was applied in the following implementations: lexical algorithm, support vector classifier, fastText, Omikuji Bonsai and an ensemble approach combing the former four. A qualitative study involving two senior catalogue librarians and three students of library and information studies was also conducted to investigate the value and inter-rater agreement of automatically assigned classes, on a sample of 60 records.

Findings

The best results were achieved using the ensemble approach that achieved 66.82% accuracy on the three-digit DDC classification task. The qualitative study confirmed earlier studies reporting low inter-rater agreement but also pointed to the potential value of automatically assigned classes as additional access points in information retrieval.

Originality/value

The paper presents an extensive study of automated classification in an operative library catalogue, accompanied by a qualitative study of automated classes. It demonstrates the value of applying semi-automated indexing in operative information retrieval systems.

Details

Journal of Documentation, vol. ahead-of-print no. ahead-of-print
Type: Research Article
ISSN: 0022-0418

Keywords

Book part
Publication date: 10 April 2006

Mary T. Dzindolet, Hall P. Beck and Linda G. Pierce

In complex environments, the use of technology to enhance the capability of people is commonplace. In rapidly changing and often unpredictable environments, it is not enough that…

Abstract

In complex environments, the use of technology to enhance the capability of people is commonplace. In rapidly changing and often unpredictable environments, it is not enough that these human-automated “teams” perform well when events go as expected. Instead, the human operators and automated aids must be flexible, capable of responding to rare or unanticipated events. The purpose of this chapter is to discuss the Framework of Automation Use (Dzindolet, Beck, Pierce, & Dawe, 2001) as it relates to adaptive automation. Specifically, our objectives are to: (1) examine a number of factors that determine how people can effectively integrate their activities with their machine partners in fluid environments and (2) consider the implications of these findings for future research.

Details

Understanding Adaptability: A Prerequisite for Effective Performance within Complex Environments
Type: Book
ISBN: 978-1-84950-371-6

Article
Publication date: 27 April 2023

Jan-Lukas Selter, Anne Fota, Katja Wagner and Hanna Schramm-Klein

Smart devices like fully automated smart refrigerators can simplify customers' shopping processes. However, despite the advantages, such as saving time and effort, these devices…

Abstract

Purpose

Smart devices like fully automated smart refrigerators can simplify customers' shopping processes. However, despite the advantages, such as saving time and effort, these devices are rarely used in private households. Therefore, this study aims to investigate the influence of various aspects on the usage intention of automated purchase processes and how these can be established in the long term.

Design/methodology/approach

For examining the given topic, an online experiment was conducted in which the experimental factors automation (not given vs given) and product type (utilitarian vs hedonic) were systematically manipulated.

Findings

The findings show a decreasing usage intention for automated shopping processes and no significant results for the utilitarian and hedonic product types. In addition, trust and behavioural control mediate the effect of automation on usage intention, and this effect is further moderated by inherent novelty seeking.

Originality/value

The study investigates the usage intention of automated buying processes in a business-to-consumer retail context and highlights the importance of trust and behavioural control. Retailers offering automated buying processes should further focus on customers that seek novelty. In general, this study offers new insights into establishing automated buying processes in the long term.

Details

International Journal of Retail & Distribution Management, vol. 51 no. 9/10
Type: Research Article
ISSN: 0959-0552

Keywords

Article
Publication date: 5 July 2021

Seyedeh Neda Naghshbandi, Liz Varga and Yukun Hu

The development of communication and artificial intelligence technologies has raised interest in connectivity and increased autonomy of automated earthmoving equipment for…

Abstract

Purpose

The development of communication and artificial intelligence technologies has raised interest in connectivity and increased autonomy of automated earthmoving equipment for earthwork. These changes are motivating work to reduce uncertainties, in terms of improving equipment object detection capability and reducing strikes and accidents on site. The purpose of this study is to illustrate industrial drivers for automated earthwork systems; identify the specific capabilities which make the transformation happen; and finally determine use cases that create value for the system. These three objectives act as components of a technology roadmap for automated and connected earthwork and can guide development of new products and services.

Design/methodology/approach

This paper used a text mining approach in which the required data was captured through a structured literature review, and then expert knowledge was used for verification of the results.

Findings

Automated and connected earthwork can enhance construction site and its embraced infrastructure, resilience by avoiding human faults during operations. Automating the monitoring process can lead to reliable anticipation of problems and facilitate real-time responses to unexpected situation via connectedness capabilities. Research findings are presented in three sections: industrial perspectives, trends and drivers for automated and connected earthwork; capabilities which are met by technologies; and use cases to demonstrate different capabilities.

Originality/value

This study combines the results of disintegrated and fragmented research in the area of automated and connected earthwork and categorises them under new capability levels. The identified capabilities are classified in three main categories including reliable environmental perception, single equipment decision-making toward safe outcomes and fleet-level safety enhancement. Finally, four different levels of automation are proposed for earthwork technology roadmap.

Details

Construction Innovation , vol. 22 no. 4
Type: Research Article
ISSN: 1471-4175

Keywords

Article
Publication date: 1 February 2006

Mohammed Al‐Hawari and Tony Ward

First, to investigate the relationship between customer perception of service quality and bank financial performance in the new context of the automated banking environment in…

10837

Abstract

Purpose

First, to investigate the relationship between customer perception of service quality and bank financial performance in the new context of the automated banking environment in Australia. Second, to test for the mediating role of customer satisfaction in that relationship.

Design/methodology/approach

Reviews a very large literature and numerous previous empirical investigations of service quality. Defines automated service quality. Proposes a mediated model linking service quality to banks' financial performance through customer satisfaction in the context of the automated retail banking, and tests it by structural equation modelling (Amos 5).

Findings

Customer satisfaction is confirmed as a mediator in the relationship between automated service quality and financial performance.

Research limitations/implications

Further research is indicated, to validate the relevance of the findings across different countries.

Practical implications

The proposed model can guide the formulation of marketing strategies, relating to the delivery of automated services, which have the potential to achieve high levels of customer satisfaction and financial performance.

Originality/value

Contributes to the current body of knowledge by improving understanding of the main issues relating to the effect of service quality on bank profitability, and the mediating role of customer satisfaction in this new banking context.

Details

Marketing Intelligence & Planning, vol. 24 no. 2
Type: Research Article
ISSN: 0263-4503

Keywords

Open Access
Article
Publication date: 13 November 2018

Ryuichi Umeno, Makoto Itoh and Satoshi Kitazaki

Level 3 automated driving, which has been defined by the Society of Automotive Engineers, may cause driver drowsiness or lack of situation awareness, which can make it difficult…

1307

Abstract

Purpose

Level 3 automated driving, which has been defined by the Society of Automotive Engineers, may cause driver drowsiness or lack of situation awareness, which can make it difficult for the driver to recognize where he/she is. Therefore, the purpose of this study was to conduct an experimental study with a driving simulator to investigate whether automated driving affects the driver’s own localization compared to manual driving.

Design/methodology/approach

Seventeen drivers were divided into the automated operation group and manual operation group. Drivers in each group were instructed to travel along the expressway and proceed to the specified destinations. The automated operation group was forced to select a course after receiving a Request to Intervene (RtI) from an automated driving system.

Findings

A driver who used the automated operation system tended to not take over the driving operation correctly when a lane change is immediately required after the RtI.

Originality/value

This is a fundamental research that examined how the automated driving operation affects the driver's own localization. The experimental results suggest that it is not enough to simply issue an RtI, and it is necessary to tell the driver what kind of circumstances he/she is in and what they should do next through the HMI. This conclusion can be taken into consideration for engineers who design automatic driving vehicles.

Details

Journal of Intelligent and Connected Vehicles, vol. 1 no. 3
Type: Research Article
ISSN: 2399-9802

Keywords

Article
Publication date: 7 August 2009

Mohammad Al‐Hawari, Tony Ward and Leonce Newby

The main purpose of this paper is to highlight the significance of service quality factors on customer retention within the Australian traditional and automated banking contexts.

6274

Abstract

Purpose

The main purpose of this paper is to highlight the significance of service quality factors on customer retention within the Australian traditional and automated banking contexts.

Design/methodology/approach

The relative importance of traditional and automated service quality factors on customer retention was examined with the intention of determining which indicator factors are likely to have a significant impact on customer retention. The paper then proposes a conceptual model of the relationship between service quality factors within the two contexts and customer retention. AMOS 5 was used to test for the hypothesized relationships.

Findings

All of the traditional service quality factors have positively influenced customer retention. Conversely, this paper finds that automated service quality in general has no positive significant influence on customer retention.

Research limitations/implications

This research was applied to the financial institutions in Queensland, Australia. Further testing of the proposed conceptual model across different industries and countries is needed to determine the generalisability and consistency of this study's findings.

Practical implications

The proposed model of retention prediction has the potential to help Australian bank managers to strengthen the customer‐bank relationship and, ultimately, to enhance customer retention ratios.

Originality/value

The key contribution of this paper is a conceptualisation of customer retention predictors that takes into account both traditional and automated service customer interactions with banks.

Details

Journal of Service Management, vol. 20 no. 4
Type: Research Article
ISSN: 1757-5818

Keywords

Article
Publication date: 13 October 2020

Bijitaswa Chakraborty and Titas Bhattacharjee

The purpose of this paper is to give a comprehensive review and synthesis of automated textual analysis of corporate disclosure to show how the accuracy of disclosure tone has…

1313

Abstract

Purpose

The purpose of this paper is to give a comprehensive review and synthesis of automated textual analysis of corporate disclosure to show how the accuracy of disclosure tone has been incremented with the evolution of developed automated methods that have been used to calculate tone in prior studies.

Design/methodology/approach

This study have conducted the survey on “automated textual analysis of corporate disclosure and its impact” by searching at Google Scholar and Scopus research database after the year 2000 to prepare the list of papers. After classifying the prior literature into a dictionary-based and machine learning-based approach, this study have again sub-classified those papers according to two other dimensions, namely, information sources of disclosure and the impact of tone on the market.

Findings

This study found literature on how value relevance of tone is varied with the use of different automated methods and using different information sources. This study also found literature on the impact of such tone on market. These are contributing to help investor’s decision-making and earnings and returns prediction by researchers. The literature survey shows that the research gap lies in the development of methodologies toward the calculation of tone more accurately. This study also mention how different information sources and methodologies can influence the change in disclosure tone for the same firm, which, in turn, may change market performance. The research gap also lies in finding the determinants of disclosure tone with large scale data.

Originality/value

After reviewing some papers based on automated textual analysis of corporate disclosure, this study shows how the accuracy of the result is incrementing according to the evolution of automated methodology. Apart from the methodological research gaps, this study also identify some other research gaps related to determinants (corporate governance, firm-level, macroeconomic factors, etc.) and transparency or credibility of disclosure which could stimulate new research agendas in the areas of automated textual analysis of corporate disclosure.

Details

Journal of Financial Reporting and Accounting, vol. 18 no. 4
Type: Research Article
ISSN: 1985-2517

Keywords

Article
Publication date: 14 June 2011

Mohammad Ahmad Al‐Hawari

The main purpose of this paper is to highlight the significance of automated service factors, customer trust, and delight in customer commitment within the United Arab Emirates…

2919

Abstract

Purpose

The main purpose of this paper is to highlight the significance of automated service factors, customer trust, and delight in customer commitment within the United Arab Emirates (UAE) banking context.

Design/methodology/approach

The relative importance of automated service factors to customer delight, trust, and commitment was examined. The paper then proposed a conceptual model of the relationship between automated factors, customer delight, trust, and commitment within the UAE banking context. A survey was designed and data collected through the mall intercept method. AMOS 6 was used to test the hypothesized relationships.

Findings

Most of the automated factors have no direct relationship with customer commitment, but an indirect one through customer trust and delight. Automated factors have a direct and positive influence on customer delight, which in turn has a direct influence on both customer trust and customer commitment. Customer trust is also related positively and directly to customer commitment.

Research limitations/implications

This research has been applied to the financial institutions in the UAE. Further testing of the proposed conceptual model across different industries and countries is needed to determine the generalizability and consistency of this study's findings.

Practical implications

The proposed model of commitment prediction has the potential to help UAE bank managers to strengthen the customer‐bank relationship and, ultimately, to enhance customer delight, trust, and commitment ratios especially in the light of the credit crunch that most banks in the UAE are facing.

Originality/value

This paper is a significant trial in showing the importance of automated service quality in gaining customers' commitment within the UAE retail banking context.

Details

Asia Pacific Journal of Marketing and Logistics, vol. 23 no. 3
Type: Research Article
ISSN: 1355-5855

Keywords

Article
Publication date: 1 February 2013

Felix Krause, Marc‐Andre Bewernik and Gilbert Fridgen

The continuous redesign of processes is crucial for companies in times of tough competition and fast‐changing surrounding conditions. Since the manual redesign of processes is a…

1515

Abstract

Purpose

The continuous redesign of processes is crucial for companies in times of tough competition and fast‐changing surrounding conditions. Since the manual redesign of processes is a time‐ and resource‐consuming task, automated redesign will increasingly become a useful alternative. Hence, future redesign projects need to be valuated based on both a manual and an automated redesign approach. The purpose of this paper is to compare the manual and automated process redesign on the basis of the Business Process Management (BPM) lifecycle.

Design/methodology/approach

In this paper, the authors compare the manual and automated process redesign on the basis of the Business Process Management (BPM) lifecycle. The results form the basis for a mathematical model that outlines the general economic characteristics of process redesign as well as for the manual and automated approaches. Subsequently, the authors exemplarily apply their model to a set of empirical data with respective assumptions on particular aspects of the automated approach.

Findings

In the problem setting described in the paper, the valuation model shows that automated process redesign induces an equal or higher number of optimized processes in a company. Therefore, the authors present a decision support that outlines how much to invest in automated process redesign.

Research limitations/implications

The model considers the cost side of automated process redesign; therefore, further research should be conducted to analyze the possibility of higher returns induced by automated redesign (e.g., through a quicker adaption to real‐world changes). Moreover, for automated redesign, there is no requirement for broad empirical data that should be collected and analyzed as soon as this approach leaves the basic research and prototyping stages.

Practical implications

This paper presents an approach that can be used by companies to estimate the upper limit for investments in manual and automated process redesign. Working under certain general assumptions and independently from actual cost and return values, the paper demonstrates that automated process redesign induces an equal or higher ratio of optimized processes. Thus, companies introducing automated redesign cannot only apply the model to evaluate their investments but can also expect a higher ratio of optimized processes for this approach.

Originality/value

As existing literature primarily focuses on the technical aspects of automated process redesign, these findings contribute to the current body of literature. This paper discusses a first decision‐support for the economic aspects of automated process redesign, particularly with regard to the investments that are required for it. This information is relevant as soon as the approach leaves the stage of a prototype.

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