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The study aims to reveal the relative importance of each characteristic of a proactive prosumer and determine the role of each characteristic in improving technological innovation.

Our data were collected via emails using a final sample of 280 technical managers from Egypt’s information technology (IT) firms who have some software development expertise. The data were analyzed using the iterative dichotomiser 3 (ID3) algorithm.

The results indicate that proactive prosumer characteristics (initiative and creativity) positively affect technological innovation. Furthermore, there is no technological innovation without initiative.

This study uses ID3 decision tree analysis to analyze the role of proactive prosumers in technological innovation. It greatly advances the area by addressing the need for quantitative studies in administrative sciences. The study highlights initiative and creativity as essential innovation drivers, contributing to consumer and prosumption theories and the changing consumer-firm connection. The ID3 algorithm distinguishes the study from earlier statistical studies. The study’s limitations advise increasing prosumer literature, studying psychological aspects and comparing cultures. Use various algorithms and moderator and mediator factors to improve methodology. Technical managers' opinions must also be understood.

This research contributes to the existing knowledge base by examining the intricate relationship between proactive prosumers and technological innovation. It offers a novel approach by employing the ID3 decision tree algorithm within the administrative sciences, a domain that needs to be explored in prosumer research. By bridging the methodological gap, this study addresses the need for more quantitative investigations into prosumers in the management field. Furthermore, it pioneers the application of artificial intelligence techniques to analyze the prosumer phenomenon quantitatively. The paper concludes by outlining potential avenues for future research.

Due to augmented reality (AR) technology improvements, the retail industry has embraced smart retailing as its primary business model. Therefore, organizations must comprehend the intricacies of AR adoption to persuade clients to adopt this revolutionary technology effectively. Thus, the current study proposes and evaluates a comprehensive model that includes unified theory of acceptance and use of technology (UTAUT2), privacy concerns, physical risks and technological anxiety to predict customers’ intention to use AR apps in the retail industry in the Egyptian context.

The current study examines 398 responses from Egyptian shoppers using partial least squares structural equation modeling (PLS-SEM). Snowball sampling was employed in the existing study. The participants were selected using a “self-selection” strategy, which is an excellent method for research investigations in which the participants freely participate.

Consumers’ intentions to use AR apps in retail settings are positively impacted by task-technology fit, performance expectation, effort expectancy, social influence, facilitating conditions and hedonic motivation. Conversely, privacy and physical risks negatively affect customers’ intention to use AR apps in retail. Furthermore, technological anxiety serves as a moderator factor in these connections.

To the best of our knowledge, the current study is considered the first to test the role of UTAUT2, privacy and physical risks on users' behavioral intentions toward adopting AR apps in retail. It also examines technological anxiety as a moderator in the retail setting.

This research examines the impact of logo changes within rebranding strategies, with a focus on the recent logo transformation of Burger King. Redesigns of logos often reflect shifts in brand strategies and consumer preferences. This study aims to evaluate the effects of logo changes on brand loyalty with the mediating role of brand attitude.

This study investigates the influence of Burger King’s logo change on consumer behavior, specifically regarding brand loyalty. The research involves an analysis of the appropriateness and familiarity of the old and new Burger King logos, based on data collected from 468 Egyptian consumers. Statistical analysis is conducted using Partial Least Squares Structural Equation Modeling (PLS-SEM) to assess the impact of logo changes on consumer loyalty.

The findings indicate that a change in logo can positively affect brand loyalty, particularly when the new logo is perceived as both appropriate and familiar to consumers. Additionally, the study highlights the mediating role of brand attitude, suggesting that favorable brand perceptions enhance the relationship between logo changes and consumer loyalty.

The practical implications of this study highlight key strategies for brand managers involved in rebranding efforts and the associated risks of such processes. Ensuring logo appropriateness and maintaining elements of familiarity are crucial to fostering consumer acceptance and loyalty.

This study highlights the important role of logo change “logo appropriateness and familiarity,” offering a new perspective on how aligning logos with brand identity and retaining familiar elements can enhance consumer acceptance and loyalty with the presence of brand attitude as a mediator in this relationship.

With the pandemic reshaping healthcare delivery, telemedicine has emerged as a vital solution for overcoming access barriers, particularly in resource-constrained settings. Hence, this study explores the key drivers behind the sustained use of telemedicine services in low-income countries during the post-pandemic period.

Using a quantitative research approach and purposive sampling technique, 273 valid responses were gathered from participants in Bangladesh. A comparative analysis utilizing partial least squares structural equation modeling (PLS-SEM) and fuzzy-set qualitative comparative analysis (fsQCA) were conducted to ensure greater accuracy.

The PLS-SEM analysis revealed that expectation confirmation and perceived ease of use positively influence satisfaction. Similarly, perceived usefulness and perceived ease of use directly impact Attitude toward telemedicine services. However, perceived usefulness and perceived security were not significantly associated with satisfaction and attitude toward telemedicine services, respectively. The findings highlight that user satisfaction drives continuance use intention for telemedicine services, but only when it also cultivates a positive attitude toward telemedicine services. While the PLS-SEM findings indicate that perceived usefulness has no significant relationship with satisfaction and perceived security is not significantly associated with attitude toward telemedicine services, the fsQCA results offer a different perspective. fsQCA reveals that perceived usefulness retains a significant association with satisfaction and that perceived security, regardless of whether its effect is high or low, is equally effective in contributing to the intention for continuous telemedicine use. These findings underscore fsQCA’s ability to provide deeper insights into the complex causal relationships among the antecedents.

The findings provide valuable insights for hospitals, doctors and telemedicine providers on retaining existing users. Additionally, governments can leverage this information to address healthcare disparities between urban and rural areas. The study also identifies strategies to reduce costs and improve the efficiency of healthcare services.

This study advances telemedicine research by employing the extended technology continuance theory (ETCT) alongside a hybrid analytical approach that integrates PLS-SEM and fsQCA. It highlights that telemedicine organizations can boost patient confidence and encourage continued use by enhancing satisfaction and cultivating a positive user attitude. The innovative use of ETCT and the combined methodologies provide a comprehensive analysis, offering actionable strategies to retain telemedicine users in low-income countries during the post-pandemic period.