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Algorithms in practice: Comparing web journalism and criminal justice

机译:实践中的算法:比较网络新闻和刑事司法

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Big Data evangelists often argue that algorithms make decision-making more informed and objective?¢????a promise hotly contested by critics of these technologies. Yet, to date, most of the debate has focused on the instruments themselves, rather than on how they are used. This article addresses this lack by examining the actual practices surrounding algorithmic technologies. Specifically, drawing on multi-sited ethnographic data, I compare how algorithms are used and interpreted in two institutional contexts with markedly different characteristics: web journalism and criminal justice. I find that there are surprising similarities in how web journalists and legal professionals use algorithms in their work. In both cases, I document a gap between the intended and actual effects of algorithms?¢????a process I analyze as ?¢????decoupling.?¢???? Second, I identify a gamut of buffering strategies used by both web journalists and legal professionals to minimize the impact of algorithms in their daily work. Those include foot-dragging, gaming, and open critique. Of course, these similarities do not exhaust the differences between the two cases, which are explored in the discussion section. I conclude with a call for further ethnographic work on algorithms in practice as an important empirical check against the dominant rhetoric of algorithmic power.
机译:大数据传播者经常争辩说,算法使决策更明智,更客观。这是对这些技术的批评家的激烈争辩。但是,迄今为止,大多数辩论都集中在工具本身上,而不是在如何使用它们上。本文通过研究围绕算法技术的实际实践来解决这一不足。具体来说,我利用多地点的人种学数据,比较了在两种具有明显不同特征的机构环境中使用和解释算法的方式:网络新闻和刑事司法。我发现网络记者和法律专业人士在工作中使用算法的方式有惊人的相似之处。在这两种情况下,我都记录了算法的预期效果和实际效果之间的差距。我将这个过程分析为“去耦”。其次,我确定了一系列的缓冲策略,网络记者和法律专业人士都在使用这些策略,以最大程度地减少算法在日常工作中的影响。这些包括拖脚,游戏和公开批评。当然,这些相似之处并不能消除两个案例之间的差异,这将在讨论部分中进行探讨。最后,我呼吁对实践中的算法进行进一步的人种学研究,作为对算法能力的主流言论进行重要的实证检验。

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