A considerable amount of literature has been published on Corporate Reputation, Branding and Brand Image. These studies are extensive and focus particularly on questionnaires and statistical analysis. Although extensive research has been carried out, no single study was found which attempted to predict corporate reputation performance based on data collected from media sources. To perform this task, a biLSTM Neural Network extended with attention mechanism was utilized. The advantages of this architecture are that it obtains excellent performance for NLP tasks. The state-of-the-art designed model achieves highly competitive results, F1 scores around 72%, accuracy of 92% and loss around 20%.
Haalbaarheidsonderzoek Communication & Multimedia Design in het kader van het strategisch project Verbreding aanbod informaticaopleidingen.
Purpose: Using the global financial crisis as a critical event and based on institutional theory and stakeholder theory, this paper aims to explore the relationship between corporate governance and corporate social responsibility (CSR). The question is how stakeholders can influence corporate responses to societal change by using their position in the governance structure. Design/methodology/approach: The analysis is based on a historical analysis of data collected mainly between 2002 and 2004. The historical perspective enables an understanding of the response of the company to environmental changes. Findings: The approach enables researchers to relate the normative component of CSR to specific governance mechanisms. These governance mechanisms are specified in direct and indirect influence pathways. Historical data shed light on how, in the upbeat of the crisis, stakeholders have influenced the principles and policies of the ING Group, a Dutch financial company. Research limitations/implications: The paper suggests that stakeholders influence principles – normative assumptions that guide corporate decisions – mainly in dialogue-based meetings (direct influence pathways). Companies are made accountable in indirect influence pathways such as regulations. The author also demonstrates that a historical approach enables an understanding of long-term historical developments and the linking of corporate policies to the normative assumptions of stakeholders. Practical implications: If stakeholders wish to assess the social responsibility of a company, then they should assess the governance structure in relation to the principles and policies. The power structure within a company and that within the institutional framework in which the company operates (the governance system) strongly influences how a company executes its social responsibilities. Social implications: The paper demonstrates how stakeholders can use the governance structure to influence a bank. If society – or a specific group in society – wants banks to play a different role, this paper points to what could be the levers of change in the governance system and the governance structure. Originality/value: Insights into the complex relationship between corporate governance and the processes in which the social responsibilities of a company are developed.
In the last decade, the automotive industry has seen significant advancements in technology (Advanced Driver Assistance Systems (ADAS) and autonomous vehicles) that presents the opportunity to improve traffic safety, efficiency, and comfort. However, the lack of drivers’ knowledge (such as risks, benefits, capabilities, limitations, and components) and confusion (i.e., multiple systems that have similar but not identical functions with different names) concerning the vehicle technology still prevails and thus, limiting the safety potential. The usual sources (such as the owner’s manual, instructions from a sales representative, online forums, and post-purchase training) do not provide adequate and sustainable knowledge to drivers concerning ADAS. Additionally, existing driving training and examinations focus mainly on unassisted driving and are practically unchanged for 30 years. Therefore, where and how drivers should obtain the necessary skills and knowledge for safely and effectively using ADAS? The proposed KIEM project AMIGO aims to create a training framework for learner drivers by combining classroom, online/virtual, and on-the-road training modules for imparting adequate knowledge and skills (such as risk assessment, handling in safety-critical and take-over transitions, and self-evaluation). AMIGO will also develop an assessment procedure to evaluate the impact of ADAS training on drivers’ skills and knowledge by defining key performance indicators (KPIs) using in-vehicle data, eye-tracking data, and subjective measures. For practical reasons, AMIGO will focus on either lane-keeping assistance (LKA) or adaptive cruise control (ACC) for framework development and testing, depending on the system availability. The insights obtained from this project will serve as a foundation for a subsequent research project, which will expand the AMIGO framework to other ADAS systems (e.g., mandatory ADAS systems in new cars from 2020 onwards) and specific driver target groups, such as the elderly and novice.
This PD project explores alternative approaches to audiovisual technologies in art and creative practices by reimagining and reinventing marginalized and decommodified devices through Media Archaeology, artistic experimentation, and hands-on technical reinvention. This research employs Media Archaeology to uncover “obsolete” yet artistically relevant technologies and hands-on technical reinvention to adapt these tools for contemporary creative practices. It seeks to develop experimental self-built devices that critically engage with media materiality, exploring alternative aesthetic possibilities through practice-based investigations into the cultural and historical dimensions of media technologies. These developments provide artists with new creative possibilities beyond mainstream commercial standardized tools and infrastructures. A key component of this project is collaborative innovation with artist-run analog film communities, such as Filmwerkplaats. By fostering knowledge exchange and artistic experimentation, this research ensures that reinvented tools remain relevant to both analog film communities and contemporary media art practices. The intended outcomes directly benefit two key groups: • Artist-run film labs gain sustainable methods for evolving their practices, reducing dependence on scarce, out-of-production equipment. • Digital-native artists are introduced to alternative methods for engaging with analog processes and media materiality, expanding their creative toolkit. This collaboration also strengthens art and design education by embedding alternative technological perspectives and research methodologies into curricula, providing students and practitioners with resourceful, sustainable approaches to working with technology. It advocates for a more diverse educational paradigm that incorporates media-technological history and critical reflection on the ideologies of linear technological progress. Ultimately, this research fosters critical discourse on media culture, challenges the dominance of corporate proprietary systems, and promotes innovation, redefining the relationship between creativity and technology.
Many companies struggle with their workplace strategy and corporate real-estate strategy, especially when they have a high percentage of knowledge workers. How to balance employee satisfaction and productivity with the cost of offices.This project focused on developing methods and tools to design customer journeys and predict the impact of investments and changes on user satisfaction with the work environment. The tools, including a game and simulation tool, allowed to focus on the needs of particular subgroups of employees while at the same time keeping an overview on the satisfaction and perceived productivity of all employees and guests. We applied Quality Function Deployment techniques to understand how needs of different types of users of (activity-based) office environments can catered for in smart customer-centric office design.
