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Article
Publication date: 1 June 2022

Md Shamim Hossain, Mst Farjana Rahman, Md Kutub Uddin and Md Kamal Hossain

There is a strong prerequisite for organizations to analyze customer review behavior to evaluate the competitive business environment. The purpose of this study is to analyze and…

Abstract

Purpose

There is a strong prerequisite for organizations to analyze customer review behavior to evaluate the competitive business environment. The purpose of this study is to analyze and predict customer reviews of halal restaurants using machine learning (ML) approaches.

Design/methodology/approach

The authors collected customer review data from the Yelp website. The authors filtered the reviews of only halal restaurants from the original data set. Following cleaning, the filtered review texts were classified as positive, neutral or negative sentiments, and those sentiments were scored using the AFINN and VADER sentiment algorithms. Also, the current study applies four machine learning methods to classify each review toward halal restaurants into its sentiment class.

Findings

The experiment showed that most of the customer reviews toward halal restaurants were positive. The authors also discovered that all of the methods (decision tree, linear support vector machine, logistic regression and random forest classifier) can correctly classify the review text into sentiment class, but logistic regression outperforms the others in terms of accuracy.

Practical implications

The results facilitate halal restaurateurs in identifying customer review behavior.

Social implications

Sentiment and emotions, according to appraisal theory, form the basis for all interactions, facilitating cognitive functions and supporting prospective customers in making sense of experiences. Emotion theory also describes human affective states that determine motives and actions. The study looks at how potential customers might react to a halal restaurant’s consensus on social media based on reviewers’ opinions of halal restaurants because emotions can be conveyed through reviews.

Originality/value

This study applies machine learning approaches to analyze and predict customer sentiment based on the review texts toward halal restaurants.

Details

Journal of Islamic Marketing, vol. 14 no. 7
Type: Research Article
ISSN: 1759-0833

Keywords

Article
Publication date: 19 May 2023

Mansour Soufi, Mehdi Fadaei, Mahdi Homayounfar, Hamed Gheibdoust and Hamidreza Rezaee Kelidbari

The construction industry contributes to economic development by providing physical equipment and infrastructures. However, it also generates some undesirable outputs such as…

Abstract

Purpose

The construction industry contributes to economic development by providing physical equipment and infrastructures. However, it also generates some undesirable outputs such as waste and environmental pollution, especially in developing countries. Due to the importance of the green supply chain management (GSCM) philosophy, for solving these problems, the current study aims to evaluate the drivers of GSCM adoption in the construction industry of Iran.

Design/methodology/approach

This research uses a descriptive and practical methodology. The participated experts in the study include senior managers of the construction department in Rasht municipality who had relevant academic education and suitable experiences in urban and industrial construction. The experts took part in both qualitative and quantitative phases of the research, namely verification of the drivers extracted from literature and ranking them in ascending order. In the quantitative phase, Step-Wise Weight Assessment Ratio Analysis (SWARA) as a new multi-criterion decision-making (MCDM) method is used to evaluate the drivers of GSCM adoption using MATLAB software.

Findings

The results show that environmental management systems, green product design and innovational capability with weights of 0.347, 0.218 and 0.143 are the most significant sub-drivers, respectively. The less important factor is an investment in environmental technology.

Originality/value

This study evaluated the motivational factors of GSCM in the construction industry. The findings help governments, companies and green supply chain (GSC) managers to improve their knowledge about GSCM and make the best decisions to decrease environmental pollution.

Details

Management of Environmental Quality: An International Journal, vol. ahead-of-print no. ahead-of-print
Type: Research Article
ISSN: 1477-7835

Keywords

Article
Publication date: 21 July 2022

Fatima Batool, Jihad Mohammad, Siti Rahmah Awang and Tahir Ahmad

The main purpose of this paper is to examine the direct effects of knowledge sharing and systems thinking on creativity and organizational sustainability in the hotel industry in…

1115

Abstract

Purpose

The main purpose of this paper is to examine the direct effects of knowledge sharing and systems thinking on creativity and organizational sustainability in the hotel industry in Malaysia. In addition, the study aims to examine the mediation effect of creativity between knowledge sharing, systems thinking and organizational sustainability.

Design/methodology/approach

A survey method based on a questionnaire was used to gather data from 407 middle managers in the hotel industry in Malaysia. The partial least squares technique was used to examine the hypotheses.

Findings

The study found support for the effects of systems thinking and knowledge sharing on organizational sustainability. It also found support for the impact of creativity on organizational sustainability. Besides, the mediating role of creativity between systems thinking and organizational sustainability, and between knowledge sharing and organizational sustainability was also supported by data.

Originality/value

This is a pioneer work that has combined various human resources (i.e. systems thinking, knowledge sharing, creativity) to examine their impacts on organizational sustainability. Moreover, this work has established comparatively new relationships, i.e. the impact of systems thinking and knowledge sharing on creativity and organizational sustainability. In addition, the mediation role of creativity between systems thinking, knowledge sharing and organizational sustainability is relatively new in the literature. Furthermore, this study has confirmed the validity and reliability of knowledge sharing and organizational sustainability at first and second orders in the hotel industry in non-Western context.

Details

Journal of Knowledge Management, vol. 27 no. 5
Type: Research Article
ISSN: 1367-3270

Keywords

Article
Publication date: 19 April 2024

Rizwana Rasheed, Aamir Rashid and Abdul Hafaz Ngah

Due to the environmental concerns in our society, governments are moving towards green purchasing. However, public sector organizations have substantial internal problems. By…

Abstract

Purpose

Due to the environmental concerns in our society, governments are moving towards green purchasing. However, public sector organizations have substantial internal problems. By using a theory of natural resource-based view, this study aimed to analyse the influence of leadership styles and innovation capabilities on green purchasing in the public sector organizations of a developing economy.

Design/methodology/approach

Data was collected from 199 purchasing professionals of public sector organizations, and hypotheses were tested through a quantitative method using partial least square-structural equation modelling with the help of SmartPLS version 4 to validate the measurement model.

Findings

This study identified that transformational leadership and delegation style of leadership have a significant and positive effect on innovation capability and green purchasing. Similarly, innovation capability mediates the relationship between leadership styles and green purchasing. However, transformational leadership found a more substantial effect on innovation capability and green purchasing than the delegation leadership style.

Research limitations/implications

Results provide insight into the role of leadership styles in green purchasing and innovation capabilities in public sector organizations. Thus, addressing the important issues of how leadership styles and innovative capabilities (IC) can improve green culture, specifically green purchasing, to enhance ecological sustainability.

Originality/value

Results provide insight into the role of leadership styles in green purchasing and innovation capabilities in public sector organizations. Thus, it addresses how leadership styles and IC can improve green culture, specifically green purchasing, to enhance ecological sustainability.

Details

Journal of Global Operations and Strategic Sourcing, vol. ahead-of-print no. ahead-of-print
Type: Research Article
ISSN: 2398-5364

Keywords

Article
Publication date: 15 December 2023

Rajib Shome, Hany Elbardan and Hassan Yazdifar

This paper provides a comprehensive review of the influential and intellectual aspects of the literature on the Gulf Cooperation Council (GCC) region's banking activities.

Abstract

Purpose

This paper provides a comprehensive review of the influential and intellectual aspects of the literature on the Gulf Cooperation Council (GCC) region's banking activities.

Design/methodology/approach

This study undertakes a bibliometric meta-analysis review of the GCC region banking literature, covering 199 articles published between 2004 and 2022, extracted from the Web of Science (WoS) database, followed by a content analysis of highly cited papers.

Findings

This paper identifies the influential aspects of the GCC region banking literature in terms of journals, articles, authors, universities and countries. The paper also identifies and discusses five major research clusters: (1) bank efficiency; (2) corporate governance (CG) and disclosure; (3) performance and risk-taking; (4) systemic risk, bank stability and risk spillovers and (5) intellectual capital (IC). Finally, it identifies gaps in the literature and highlights some important research issues that provide directions for future research.

Research limitations/implications

This paper is limited to the articles indexed in the WoS database and written in English. Though the WoS database encompasses a wide range of multidisciplinary journals, there is a chance that some relevant articles are not included in the WoS database or written in another language.

Practical implications

This study provides regulators, practitioners and academics with valuable insight and an in-depth understanding of the banking system of the GCC region.

Originality/value

To the best of the authors' knowledge, this is the first review paper on GCC region banking literature. This study provides regulators, practitioners and academics with valuable insight and an in-depth understanding of the banking system of the GCC region.

Details

Journal of Applied Accounting Research, vol. ahead-of-print no. ahead-of-print
Type: Research Article
ISSN: 0967-5426

Keywords

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