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Virginia Tech

Artificial Intelligence Mystification and Data Financialization: An Intensive Case Analysis of User-data and Value Realization in the Platform Firm

Abstract

dc:description.abstract

The social relation between the platform firm and its users is defined by engagement with platform infrastructure and the rendition of this engagement into data. This type of data is often compared to gold, oil, and other fungible goods. User-data, however, are not generally accounted for as intangible assets and their value, economic and otherwise, is not transparent. I problematize a priori assumptions about a direct line from data to capital by asking: How do platform firms realize value from user-data? I engage the question through structural analysis by abstraction in an intensive case study of two transnational platform firms. I use qualitative content analysis to analyze annual and earnings reports, terms of service agreements, and internal documents from 2017 through 2023 with Atlas.ti data analysis software. The findings reveal a perceptual disconnection between user-data inputs and artificial intelligence (AI) related service and product outputs. I argue that the platform functions as digital real-estate to extract monetary and data rents and securitizes its users through a process of mystifying the relationship between user-data and AI related products, services, and infrastructures. I posit the processes of AI mystification and user securitization as mechanisms of value realization that suggest the dilation of an entrenched social relation rather than a divergence from capitalism. The study places financialization as a critical factor in data seeking and calls for the inclusion of the finance, insurance, and real estate (FIRE) sectors in future research of data and AI in political economy. I suggest a focus on data as property and its ownership and control as regulatory articulation points for future policy formation.

Degree

thesis:*
Name thesis:degree_name
Doctor of Philosophy
Level thesis:degree_level
doctoral
Discipline thesis:degree_discipline
Planning, Governance, and Globalization
Department dc:contributor.department
Public Administration/Public Affairs
Grantor dc:publisher
Virginia Tech
Year dc:date.issued
2024

Author and committee

dc:creator, dc:contributor.*
Author dc:creator
  • Alexander, Andrew William
Chair dc:contributor.committeechair
  • Luke, Timothy W.
Committee members dc:contributor.committeemember
  • Pula, Besnik
  • Levinson, Chad
  • Datz, Giselle

Subjects

dc:subject × 10

Rights

dc:rights
Statement dc:rights
  • Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International
Language dc:language.iso
en

Identifiers

dc:identifier.*
Dc Identifier Other
vt_gsexam:41653
OAI identifier oai:identifier
oai:vtechworks.lib.vt.edu:10919/123853

Chain of custody

source
Harvested from
Virginia Tech
Base URL
vtechworks.lib.vt.edu/oai/request
Last updated
2026-07-22
Source record
OAI-PMH GetRecord
citation

Alexander, Andrew William. Artificial Intelligence Mystification and Data Financialization: An Intensive Case Analysis of User-data and Value Realization in the Platform Firm. doctoral thesis, Virginia Tech, 2024. https://hdl.handle.net/10919/123853