Statistical network models have been used to study the competition among different products and how product attributes influence customer decisions. However, in existing research using network-based approaches, product competition has been viewed as binary, while in reality, the competition strength may vary among products. In this paper, we model the strength of the product competition by employing a statistical network model, with an emphasis on how product attributes affect which products are considered together and which products are ultimately purchased by (...) customers. We first demonstrate how customers’ considerations and choices can be aggregated as weighted networks. Then, we propose a weighted network modeling approach by extending the valued exponential random graph model to investigate the effects of product features and network structures on product competition relations. The approach that consists of model construction, interpretation, and validation is presented in a step-by-step procedure. Our findings suggest that the weighted network model outperforms commonly used binary network baselines in predicting product competition as well as market share. Also, traditionally when using binary network models to study product competitions and depending on the cutoff values chosen to binarize a network, the resulting estimated customer preferences can be inconsistent. Such inconsistency in interpreting customer preferences is a downside of binary network models but can be well addressed by the proposed weighted network model. Lastly, this paper is the first attempt to study customers’ purchase preferences and car competition together using weighted directed networks. (shrink)

Although similar environmental issues are present across the globe, residents of different countries vary in the extent to which they are concerned about and act upon these issues. Drawing on data from the 2010 Environment module of the International Social Survey Programme, this study tests the structural comparability of environmental attitudes across 32 countries and examines how pro-environmental behaviours are linked to relevant attitudes. A confirmatory factor analysis from structural equation modelling helps identify three latent constructs of environmental attitudes: willingness (...) to sacrifice, biospheric orientation and environmental scepticism. Further regression analyses reveal that the linkages between pro-environmental behaviours and the constructs of environmental attitudes converge in some countries but are less consistent in others. The findings help pinpoint signs of global convergence and national disparities, which merit more extensive analyses amid the recent surge in the availability of diverse empirical data from around the world. (shrink)

It has been proposed that processing sentential negation recruits the neural network of inhibitory control. In addition, inhibition mechanisms also play a role in switching languages for bilinguals. Since both processes may share inhibitory resources, the current study explored for the first time whether and how language-switching influences the processing of negation. To this end, two groups of Spanish-English bilinguals participated in an encoding-verification memory task. They read short stories involving the same two protagonists, referring to their activities in four (...) different scenarios in Spanish or English. Following each story, the participants received verification questions requiring “yes” or “no” responses depending on whether a given fact was correctly referred to one of the protagonists. Some of the verification questions were in the story’s original language and others in the alternate language. Results revealed that language-switching facilitated negative responses compared to affirmative responses, exclusively for questions switching from dominant language to non-dominant language. This effect might reflect that the domain-general mechanisms of inhibitory control are recruited at least partially for both language switch and negation process simultaneously, although this phenomenon is modulated by language dominance. (shrink)