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Data · dataset · 2022

A Meta-Analysis of the Utility of Explainable Artificial Intelligence in Human-AI Decision-Making.

Listed in BERD@NFDI Data Portal

Research in artificial intelligence (AI)-assisted decision-making is experiencing tremendous growth with a constantly rising number of studies evaluating the effect of AI with and without techniques from the field of explainable AI (XAI) on human decision-making performance.

Description

However, as tasks and experimental setups vary due to different objectives, some studies report improved user decisionmaking performance through XAI, while others report only negligible effects.

Therefore, in this article, we present an initial synthesis of existing research on XAI studies using a statistical meta-analysis to derive implications across existing research. We observe a statistically positive impact of XAI on users' performance. Additionally, the first results indicate that human-AI decision-making tends to yield better task performance on text data.

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However, we find no effect of explanations on users' performance compared to sole AI predictions. Our initial synthesis gives rise to future research investigating the underlying causes and contributes to further developing algorithms that effectively benefit human decision-makers by providing meaningful explanations.

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Catalogue records · 1

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From keywords
Economics & Finance
Inferred from text
Text 75%
Provenance · 1 source records, 7 field assertions
SourceKeyLast seenRaw
BERD@NFDI Data Portal56p36-tbe9610 d agoJSON v1
FieldAssertionExtractorEvidence
access_levelsource · berd platform deconnector:berd_platform_de@1.0.0
concepts[field].local:field:economics-financemapping · berd platform deconnector:berd_platform_de@1.0.0
concepts[modality].local:modality:textenrichment · berd platform dekeyword-concept-rules@1.0.0title+description (75%)
descriptionsource · berd platform deconnector:berd_platform_de@1.0.0/metadata/description
publication_datesource · berd platform deconnector:berd_platform_de@1.0.0
titlesource · berd platform deconnector:berd_platform_de@1.0.0/metadata/title
updated_datesource · berd platform deconnector:berd_platform_de@1.0.0