Studying images in social media poses specific methodological challenges, which in turn have directed scholarly attention toward the computational interpretation of visual data. When analyzing large numbers of images, both traditional content analysis as well as cultural analytics have proven valuable. However, these techniques do not take into account the contextualization of images within a socio-technical environment. As the meaning of social media images is co-created by online publics, bound through networked practices, these visuals should be analyzed on the level of their networked contextualization. Although machine vision is increasingly adept at recognizing faces and features, its performance in grasping the meaning of social media images remains limited. Combining automated analyses of images with platform data opens up the possibility to study images in the context of their resonance within and across online discursive spaces. This article explores the capacities of hashtags and retweet counts to complement the automated assessment of social media images, doing justice to both the visual elements of an image and the contextual elements encoded through the hashtag practices of networked publics.
This article analyzes how a city can generate instrumental, intrinsic, and institutional value from its event-related networks and platforms, based on the Hieronymus Bosch 500 program in the Dutch city of ‘s-Hertogenbosch (Den Bosch). Interviews with key stakeholders traced program dynamics over more than a decade to reveal processes of network and platform development, encapsulated in a conceptual model of strategic value creation. The results indicate that networks served to generate flows of resources, while programming helped develop platforms for knowledge generation and dissemination, helping to focus attention on the city. The Bosch 500 Foundation managing the program played an effective role in developing and supporting networks, which in turn generated significant short-term instrumental and intrinsic value. However, the failure to establish a sustainable city-wide platform related to the Bosch program caused institutional value destruction, which many saw as a missed opportunity. The study of networks and platforms can benefit from a longitudinal approach as well as a broader, contextual view of event networks.
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