Automated content recognition (ACR), smart TVs, and ad-tech infrastructure
Bibliographic Data
| ID | 7150986 |
|---|---|
| Authors | Ramon Lobato (0000-0002-1689-7233, Swinburne University of Technology, corresponding author) |
| Year | 2025 |
| Volume | 31 |
| Issue | 6 |
| Pages | 1799-1814 |
| Publication date | 2025-12-01 |
| Peer Reviewed | Yes |
| Open Access | Yes |
| Type | ARTICLE |
| Venue | Convergence The International Journal of Research into New Media Technologies (JOURNAL) |
| Journal identifiers | ISSN: 1354-8565 • E-ISSN: 1748-7382 |
| Publisher | SAGE Publications Inc (PUBLISHER) |
| DOI | 10.1177/13548565251327885 |
| OpenAlex | W4412434181 |
| Language | EN |
| Citations received | 2 |
| References cited | 25 |
Smart TVs, which enable unprecedented viewing data to be collected at device level, are reconfiguring business practices in television advertising and audience measurement. Using a video fingerprinting technology known as automated content recognition (ACR), most smart TVs can now recognize virtually all content displayed on the TV screen, allowing precise targeting and re-targeting of ads to users based on their viewing behaviour and prior ad exposure. This article examines how TV manufacturers including Samsung, LG and Vizio integrated ACR technology into their businesses between 2012 and 2022. Drawing on infrastructural theories of connected TV and digital advertising, I show how ACR has contributed to TV manufacturers’ wider goal of becoming digital ad platforms, shifting the underlying power structures of both the consumer electronics and television advertising industries
Reality TV
Desperately Seeking the Audience
The Marketplace of Attention
Audience evolution
The cultural logic of digital intermediaries
Technology, Television, and Competition
New Television, Old Politics
Genealogies of online content identification - an introduction
Peoplemeter Technologies and the Biometric Turn in Audience Measurement
Curation by code
Television device ecologies, prominence and datafication
Tracking the Audience
Television by the numbers
Reconfiguring the Audience Commodity
Television and the development of the data economy
Towards a micropolitics of formats
| Unique citing works | 2 |
|---|---|
| Citations per year | 2 |
| Citation span | 2025 - 2026 (2) |
| Citation velocity | current |
| Highly cited | No |
| Citation types | Neutral: 2 |