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https://doi.org/10.31235/osf.i...
Article . 2022 . Peer-reviewed
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Algorithmic transparency and assessing effects of algorithmic ranking

Authors: Dean Eckles;

Algorithmic transparency and assessing effects of algorithmic ranking

Abstract

1. At established platforms, algorithmic ranking and recommendation involve using many signals and are typically not aimed at simply maximizing short-run engagement.2. Quantifying the impacts of algorithmic ranking is quite difficult,even with access to proprietary data. This is not only becauseof the complexity of these technical systems, but due to people’scomplex and often strategic responses to changes in algorithms.3. We lack clear evidence about broader benefits or harms of algorithmic ranking. Nonetheless, simple rankings and recommendations (e.g., chronological, overall popularity) can make some formsof undesirable strategic behavior easier.4. Policy-makers can protect the ability of external researchers toprobe these systems, and they can provide clear paths for platforms to retain and share data in privacy-preserving ways.

Keywords

Other Social and Behavioral Sciences, Internet Law, Social and Behavioral Sciences, Law

  • BIP!
    Impact byBIP!
    selected citations
    These citations are derived from selected sources.
    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    7
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Top 10%
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Average
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Top 10%
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Found an issue? Give us feedback
selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
7
Top 10%
Average
Top 10%
bronze