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Open Access
Article
Publication date: 5 November 2019

Anette Rantanen, Joni Salminen, Filip Ginter and Bernard J. Jansen

User-generated social media comments can be a useful source of information for understanding online corporate reputation. However, the manual classification of these comments is…

4367

Abstract

Purpose

User-generated social media comments can be a useful source of information for understanding online corporate reputation. However, the manual classification of these comments is challenging due to their high volume and unstructured nature. The purpose of this paper is to develop a classification framework and machine learning model to overcome these limitations.

Design/methodology/approach

The authors create a multi-dimensional classification framework for the online corporate reputation that includes six main dimensions synthesized from prior literature: quality, reliability, responsibility, successfulness, pleasantness and innovativeness. To evaluate the classification framework’s performance on real data, the authors retrieve 19,991 social media comments about two Finnish banks and use a convolutional neural network (CNN) to classify automatically the comments based on manually annotated training data.

Findings

After parameter optimization, the neural network achieves an accuracy between 52.7 and 65.2 percent on real-world data, which is reasonable given the high number of classes. The findings also indicate that prior work has not captured all the facets of online corporate reputation.

Practical implications

For practical purposes, the authors provide a comprehensive classification framework for online corporate reputation, which companies and organizations operating in various domains can use. Moreover, the authors demonstrate that using a limited amount of training data can yield a satisfactory multiclass classifier when using CNN.

Originality/value

This is the first attempt at automatically classifying online corporate reputation using an online-specific classification framework.

Details

Internet Research, vol. 30 no. 1
Type: Research Article
ISSN: 1066-2243

Keywords

Open Access
Article
Publication date: 1 June 2018

Nikolina Koporcic and Aino Halinen

The purpose of this paper is to examine Interactive Network Branding (INB) as an emergent process where the corporate identity and reputation of a small- and medium-sized…

5263

Abstract

Purpose

The purpose of this paper is to examine Interactive Network Branding (INB) as an emergent process where the corporate identity and reputation of a small- and medium-sized enterprise (SME) are created through interpersonal interaction. The INB process is socially constructed through interaction between individual people who act on behalf of their companies in business relationships and networks.

Design/methodology/approach

The study is conceptual. Drawing on corporate branding literature, IMP research and empirical studies as well as short illustrative cases from SME contexts, the paper provides a conceptual description of INB and its sub-processes. Corporate branding literature offers conceptual understanding of corporate identity and reputation; the recent IMP-based studies offer an overview of current thinking within the paradigm, and the empirical studies and case examples from SMEs show the validity of the interpersonal approach for the INB.

Findings

The paper provides an enhanced understanding of INB in which interpersonal interaction lead to the creation of a corporate brand – as an integral part of the companies’ networking process. Three types of interpersonal interactions are distinguished: internal, external, and boundary spanning, the latter occurring at the borderline of the company and its environment. A process model of INB is proposed that specify the role of various interactions for the emerging process.

Research limitations/implications

Since the paper is conceptual, further research is needed to study the INB process empirically and in more depth in different SME contexts and through differing interaction perspectives.

Practical implications

Managerial implications denote the crucial role of individuals in performing INB. Through interpersonal interactions, SMEs are able to create their identity and reputation, i.e. a strong corporate brand, and thereby to influence their network position.

Originality/value

This paper is one of the first attempts to link the IMP network approach with corporate branding literature, while focusing on the interpersonal interactions. The study builds bridges between these two distant but important research paradigms and contributes to each by developing a process perspective on corporate branding in business networks. This new approach to corporate branding seen through business interactions offers unique conceptual and managerial implications.

Details

IMP Journal, vol. 12 no. 2
Type: Research Article
ISSN: 2059-1403

Keywords

Open Access
Article
Publication date: 1 March 2021

Ulla Hakala

Listening to the customers has long been a key phrase and success element in product branding. This paper aims to highlight the importance of listening to residents during the…

1377

Abstract

Purpose

Listening to the customers has long been a key phrase and success element in product branding. This paper aims to highlight the importance of listening to residents during the branding of a place. The study explores ways of listening to residents to ensure they are heard and also discusses the challenges and benefits related to place branding flowing from having residents participate in decision-making processes.

Design/methodology/approach

Listening to residents and offering opportunities to participate requires place branders to fully attend to, comprehend and respond to residents’ comments, requests, ideas and feedback. This study reports on how two Nordic cities – Turku and Helsinki – listen to their residents. The data used comprise face-to-face interviews, telephone and e-mail conversations and documentary material.

Findings

Residents should not be considered as one homogeneous target; participation options and channels should be adapted to the demographics and geographic issues of the different regions and resident groups.

Research limitations/implications

The role of residents and the importance of listening are crucial features in the emerging concept of inclusive place branding (Kavaratzis et al., 2017); its future conceptual development could benefit from the case examples at hand.

Practical implications

City authorities should listen to residents and provide them with opportunities to actively contribute to decision-making. Other cities could learn from the examples introduced in the paper.

Originality/value

This paper documents two Nordic examples of cities putting into practice a policy of listening to the residents, a previously neglected research area.

Details

Journal of Place Management and Development, vol. 14 no. 3
Type: Research Article
ISSN: 1753-8335

Keywords

Open Access
Article
Publication date: 3 June 2021

Sonja Sarasvuo

The implications of multiple organizational identities for branding research have been scarcely considered. This paper aims to explore what sources of identity internal…

2644

Abstract

Purpose

The implications of multiple organizational identities for branding research have been scarcely considered. This paper aims to explore what sources of identity internal stakeholders use to construct organizational identities and corporate identities, and identify how diversity emerges in the perceived identities across various stakeholders.

Design/methodology/approach

The empirical study includes 59 in-depth interviews with internal stakeholders in a business-to-business service company.

Findings

Employees may perceive identity diversity as a strategic benefit for the company, and employees may not identify with a uniform corporate identity. The corporate identity could become more identifiable for employees through managerial recognition of different dimensions of identity diversity, such as multiple professional and locational identities.

Originality/value

The study bridges insights between organizational identity and corporate identity and problematizes identity coherence and consistency as strategic principles for corporate branding by proposing an alternative approach guided by identity diversity. Additionally, the study discusses identity diversity-based approaches to internal branding and co-creation in branding.

Details

Journal of Product & Brand Management, vol. 30 no. 6
Type: Research Article
ISSN: 1061-0421

Keywords

Open Access
Article
Publication date: 20 September 2022

Shoaib Abdul Basit, Thomas Kuhn and Uwe Cantner

Knowledge competencies and (R&D) activities are one of the most important sources of innovation and have been widely discussed in the literature. In comparison, the role of the…

1628

Abstract

Purpose

Knowledge competencies and (R&D) activities are one of the most important sources of innovation and have been widely discussed in the literature. In comparison, the role of the competitive environment for the innovation activities of firms is still open to debate and has not been fully understood yet. Therefore, this paper intends to provide new evidence on the interaction between knowledge competencies and R&D activities of firms on the one side and their competitiveness in the market environment on the other. In particular, the moderating function of market competition is explored. In this respect, the analysis covers the main innovation types as well as both sectors, manufacturing and services.

Design/methodology/approach

The empirical analysis is based on a three years panel dataset of German manufacturing and service firms obtained from Mannheim Innovation Panel (MIP) and Community Innovation Surveys (CISs: 2011, 2013 and 2015). For the estimation, a binary instrumental variable treatment model with Heckman selection method is used. Also, it provides a suitable approach to estimating the binary variables in order to cope with endogeneity concerns.

Findings

The estimation results show that R&D activities and knowledge competencies are positively related to innovation activities of different types conditioned on firms' specific perception of their competitive environment, in terms of outdated products/services as well as strong competition from abroad. Most importantly, the results from the moderation estimation reveal that there is a significant difference between the manufacturing and service sector. Service firms engage more in internal R&D activities on generating product innovations while the manufacturing firms conduct more external R&D on specific types of innovation. Further, the authors find that strong competition from abroad positively and significantly reinforces the effect of knowledge competencies on innovation activities for more types in services than in manufacturing. In contrast, outdated products and services tend to decline the effect of knowledge competencies for some innovation types in both sectors. The authors also observe a positive and significant reinforcement effect on knowledge competencies. However, it is found more beneficial for service firms since they can employ more innovation strategies.

Originality/value

The focus of the study is mainly on the impact of firms' competitive environment on innovation activities in various types through its interaction with knowledge competencies and R&D activities, across manufacturing and service firms.

Details

European Journal of Management Studies, vol. 27 no. 2
Type: Research Article
ISSN: 2183-4172

Keywords

Open Access
Article
Publication date: 9 February 2023

Adele Berndt and Corné Meintjes

Family businesses feature prominently in economies, including the South African wine industry, using websites to convey their family identity. This research paper aims to explore…

1296

Abstract

Purpose

Family businesses feature prominently in economies, including the South African wine industry, using websites to convey their family identity. This research paper aims to explore the family identity elements that family wineries use on their websites, their alignment and how these are communicated online.

Design/methodology/approach

Based on Gioia’s methodology, a two-pronged approach was used to analyze 113 wineries’ websites’ text using Atlas. ti from an interpretivist perspective.

Findings

South African wineries use corporate identity, corporate personality and corporate expression to illustrate their familiness on their websites. It is portrayed through their family name and heritage, supported by their direction, purpose and aspirations, which emerge from the family identity and personality. These are dynamic and expressed through verbal and visual elements. Wineries described their behaviour, relevant competencies and passion as personality traits. Sustainability was considered an integral part of their brand promise, closely related to their family identity and personality, reflecting their family-oriented philosophy. These findings highlight the integration that exists among these components.

Practical implications

Theoretically, this study proposes a family business brand identity framework emphasising the centrality of familiness to its identity, personality and expression. Using websites to illustrate this familiness is emphasised with the recommendation that family businesses leverage this unique attribute in their identity to communicate their authenticity.

Originality/value

This study contributes to understanding what family wineries communicate on their websites, specifically by examining the elements necessary to create a family business brand based on the interrelationship between family identity, personality and expression with familiness at its core, resulting in a proposed family business brand identity framework.

Details

Journal of Product & Brand Management, vol. 32 no. 5
Type: Research Article
ISSN: 1061-0421

Keywords

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