The spawns of the creative domains of literature, the visual arts, the performing arts, and architecture add the essential humanistic element to our lives. Together, these cultural products command a universal presence, while the structures that are responsible for their creation and dissemination showcase incredible complexity. I believe there is both a high need and ample opportunity to use data-driven methodologies and analytical models in conjunction with boundary-spanning management theories to optimise these markets.
Publications
Come Together, Right Now? An Empirical Study of Collaborations in the Music Industry
with
Victor Martínez de Albéniz
(Forthcoming in
Management Science)
Abstract
Artist collaborations in music have been on the rise, which tend to produce commercially and critically successful songs. We seek to uncover the effect of these collaborative projects on their career trajectories, and identify the factors that lift an artist's profile in the short and in the long term. We develop a theory of collaboration based on the transfer of capital between the collaborating artists which facilitates spillovers across time. To validate the theory, we use weekly radio plays of individual songs, across 25 European countries, between the years 2011 to 2018, together with a multi-attribute Spotify dataset of songs, and Hofstede's cultural dimensions...
Working Papers
Play It Again, Sam?
The Impact of Innovation on Success in the Music Industry
with
Victor Martínez de Albéniz
(Major revision at
Management Science)
Abstract
Newly released music by a certain artist is never assessed in isolation by the audiences, who tend to compare it with the previous musical catalogue of the corresponding artist. Through a repeated interaction with the artist’s music, the audiences build their own expectations about the future releases which affect the overall market reception. In this paper, we provide a general framework that incorporates the dynamics of these references towards addressing the classical dilemma of incremental versus radical innovation. We develop a theory rooted in classical behavioral economics of reference-building, and consider preference...
Frame by Fame: Content Creation on Short Video-Format Platforms
with
Xabier Barriola
(Under 2nd round review at M&SOM)
Abstract
Short video-format platforms like NetEase and TikTok are attention economies that host User-Generated Content, in the form of combined video and audio elements, and operate on principles of network virality. This study explores user content creation strategies by focusing on decisions around content release frequency and the incorporation of adopted content in newly generated creations. We theoretically explore the role of the following three mechanisms influencing these decisions: (a) Social hierarchies that organically emerge in the platform’s network structure, (b) Virality of content on the platform, and (c) Algorithmic interventions through...
Designing Layouts for Sequential Experiences: Application to
Cultural Institutions
with
Ali Aouad
Victor Martínez de Albéniz
(Major revision at
Management Science)
Abstract
A fundamental issue faced by experience providers – ranging from retailing to cultural institutions – is to display a collection of items for physical or digital interactions. The arrangement of the exhibits in different locations, which we call the layout, affects the visitors’ choices over time and space, thereby driving their engagement with the offered experience. This paper develops a data-driven analytics framework to inform such operational decisions, taking into account visitors’ preferences. First, we propose a dynamic choice model, called Pathway MNL, that represents visitor activity as a sequence of conditional logit experiments influenced by the layout...
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Second Place, INFORMS RMP Jeff McGill Student Paper Award
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First Place, INFORMS Service Science Section's 2022 IBM Best Student Paper Award
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Finalist, 2023 POMS College of Service Science OM Best Student Paper Award
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Finalist, 2023 INFORMS SOLA Best Student Paper Award (TBD)
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Winner, YinzOR 2021 Video Talk Competition at Carnegie Mellon University
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First Place, INFORMS 2020 RMP Data-Driven Research Challenge
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First Place, INFORMS Social Media Analytics Section's 2021 Student Paper Award
Keep It or Skip It? Sequential Music Consumption with Reference Effects
with
Noah Askin
Khwan Kim
(Reject & resubmit at Management Science)
Abstract
Sequential consumption of experiential products gives rise to inter-temporal associations. Developing recommendation algorithms that account for these effects while designing experiences for users can be effective in enhancing user engagement. Using music streaming as the paradigmatic context of such interactions -- consumption of multiple songs across multiple sessions -- we construct a utility-based theoretical framework that accounts for users' past consumption, leading to: (a) Recall-based references, that are built on past sessions, and (b) Locally-based references, which are the result of...
Intertemporal Spillovers in Consumer Experiences: Empirical Evidence and Service Design Implications
with
Victor Martínez de Albéniz
Guillaume Roels
(Under review at
Management Science)
Abstract
In consumer experiences, the consumption of activities may impact the evaluation of future ones, either positively (due to assimilation) or negatively (due to contrast). How salient are these intertemporal spillovers and what are their implications for service experience design? To answer these questions, we develop a model that encompasses both types of spillover, by separating, for each activity consumed by a particular individual, its inherent quality from the consumer’s individual satisfaction. To disentangle the positive and negative intertemporal spillovers, we test our model with retrospective...
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Finalist, INFORMS Social Media Analytics Section's 2023 Student Paper Award (TBD)
Work in Progress
Cultural Institutions:
The Effect of Physical and Digital Layout on Visitor Experience
with
Ali Aouad
Victor Martínez de Albéniz
Coming Soon