EMANUELE SANGIORGIO

PhD Graduate

PhD program:: XXXVIII


supervisor: Roy Cerqueti
advisor: Roy Cerqueti
co-supervisor: Walter Quattrociocchi

Thesis title: News ecosystem dynamics in the attention economy of social media

This thesis contributes to the literature on computational social sciences by providing a robust characterization and quantitative assessment of the dynamics shaping the online information ecosystem. Building upon a geographically and temporally extensive dataset covering over 65 million posts from more than 1,000 European news outlets on Facebook, the work investigates how coverage, engagement, and topic salience co-evolve within the attention economy. Grounded in this framework, the thesis addresses three corresponding and complementary research questions that examine, respectively, the supply-side structural dynamics, the demand-side attention behaviors, and the feedback mechanisms linking the two. Each chapter focuses on one of these dimensions, contributing to an integrated understanding of how supply, demand, and interaction jointly shape the evolution of public issues in digital environments. The first chapter uncovers a universal engagement growth pattern across outlets, showing that attention dynamics in the short term are largely independent of outlet size, revealing a highly competitive and erratic informational landscape. Building on this, the second chapter explores viral events as drivers of audience attention, showing that sudden bursts of visibility rarely translate into engagement growth, and also identifying different viral patterns corresponding to distinct collective attention mechanisms. These findings lay the foundation for the third chapter, which develops a data-driven model of the feedback mechanisms of coverage and consumption dynamics over time, showing that user engagement influences the persistence and diffusion of topics, transforming the classical top-down agenda-setting paradigm into a feedback-driven adaptive system. Overall, the thesis proposes an integrated and empirically grounded framework that connects the structural features of information supply with the behavioral dynamics of attention demand, revealing how their continuous interaction redefines agenda-setting processes in the attention economy of social media.

Research products

11573/1763962 - 2026 - Social media and food: Dietary trends across languages and countries
Etta, Gabriele; Sangiorgio, Emanuele; Zollo, Simon; Di Marco, Niccolò; Zollo, Fabiana; Cinelli, Matteo; Quattrociocchi, Walter - 01a Articolo in rivista
paper: ONLINE SOCIAL NETWORKS AND MEDIA (Elsevier) pp. - - issn: 2468-6964 - wos: (0) - scopus: (0)

11573/1764218 - 2026 - Examining the relationship between content length and engagement with news outlets on multiple social media platforms
Zollo, Simon; Sangiorgio, Emanuele; Etta, Gabriele; Di Marco, Niccolò; Cinelli, Matteo; Cerqueti, Roy; Quattrociocchi, Walter - 01a Articolo in rivista
paper: TECHNOLOGICAL FORECASTING AND SOCIAL CHANGE (Elsevier Science Incorporated / NY Journals:Madison Square Station, PO Box 882:New York, NY 10159:(212)633-3730, EMAIL: usinfo-f@elsevier.com, INTERNET: http://www.elsevier.com, Fax: (212)633-3680) pp. - - issn: 0040-1625 - wos: (0) - scopus: (0)

11573/1752155 - 2025 - Ideology and polarization set the agenda on social media
Loru, Edoardo; Galeazzi, Alessandro; Bonetti, Anita; Sangiorgio, Emanuele; Di Marco, Niccolò; Cinelli, Matteo; Falkenberg, Max; Baronchelli, Andrea; Quattrociocchi, Walter - 01a Articolo in rivista
paper: SCIENTIFIC REPORTS (London: Springer Nature London: Nature Publishing Group) pp. - - issn: 2045-2322 - wos: WOS:001594823400014 (1) - scopus: 2-s2.0-105018658488 (2)

11573/1733142 - 2025 - Evaluating the effect of viral posts on social media engagement
Sangiorgio, Emanuele; Di Marco, Niccolò; Etta, Gabriele; Cinelli, Matteo; Cerqueti, Roy; Quattrociocchi, Walter - 01a Articolo in rivista
paper: SCIENTIFIC REPORTS (London: Springer Nature London: Nature Publishing Group) pp. - - issn: 2045-2322 - wos: (0) - scopus: (0)

11573/1702735 - 2024 - Cross-platform social dynamics: an analysis of ChatGPT and COVID-19 vaccine conversations
Alipour, Shayan; Galeazzi, Alessandro; Sangiorgio, Emanuele; Avalle, Michele; Bojic, Ljubisa; Cinelli, Matteo; Quattrociocchi, Walter - 01a Articolo in rivista
paper: SCIENTIFIC REPORTS (London: Springer Nature London: Nature Publishing Group) pp. - - issn: 2045-2322 - wos: WOS:001157186600039 (17) - scopus: 2-s2.0-85183793678 (24)

11573/1707271 - 2024 - Persistent interaction patterns across social media platforms and over time
Avalle, Michele; Di Marco, Niccolò; Etta, Gabriele; Sangiorgio, Emanuele; Alipour, Shayan; Bonetti, Anita; Alvisi, Lorenzo; Scala, Antonio; Baronchelli, Andrea; Cinelli, Matteo; Quattrociocchi, Walter - 01a Articolo in rivista
paper: NATURE (London: Nature Pubihing. Group-Springer Nature Limited -London : Macmillan, 1869- -New York, NY; Nature America Incorporated) pp. - - issn: 0028-0836 - wos: WOS:001327576000002 (77) - scopus: 2-s2.0-85188175767 (90)

11573/1714343 - 2024 - Followers do not dictate the virality of news outlets on social media
Sangiorgio, Emanuele; Cinelli, Matteo; Cerqueti, Roy; Quattrociocchi, Walter - 01a Articolo in rivista
paper: PNAS NEXUS (Oxford: Oxford University Press on behalf of the National Academy of Sciences) pp. - - issn: 2752-6542 - wos: WOS:001265362000001 (6) - scopus: 2-s2.0-85198743049 (7)

11573/1689234 - 2023 - Characterizing engagement dynamics across topics on Facebook
Etta, Gabriele; Sangiorgio, Emanuele; Di Marco, Niccol(`(O)); Avalle, Michele; Scala, Antonio; Cinelli, Matteo; Quattrociocchi, Walter - 01a Articolo in rivista
paper: PLOS ONE (San Francisco, CA : Public Library of Science) pp. e0286150- - issn: 1932-6203 - wos: WOS:001021530400029 (1) - scopus: 2-s2.0-85163610022 (3)

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