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.
Links
Where it is published
- BERD@NFDI Data Portal record berd-platform.de/records/56p36-tbe96 ↗
landing page · from berd platform de
- DOI doi.org/10.1145/3514094.3534128 ↗
DOI / persistent id · from berd platform de
Catalogue records · 1
- InvenioRDM API berd-platform.de/api/records/56p36-tbe96 ↗
metadata API · from berd platform de
Topics
- From keywords
- Economics & Finance
- Inferred from text
- Text 75%
Provenance · 1 source records, 7 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| BERD@NFDI Data Portal | 56p36-tbe96 | 10 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · berd platform de | connector:berd_platform_de@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · berd platform de | connector:berd_platform_de@1.0.0 | |
| concepts[modality].local:modality:text | enrichment · berd platform de | keyword-concept-rules@1.0.0 | title+description (75%) |
| description | source · berd platform de | connector:berd_platform_de@1.0.0 | /metadata/description |
| publication_date | source · berd platform de | connector:berd_platform_de@1.0.0 | |
| title | source · berd platform de | connector:berd_platform_de@1.0.0 | /metadata/title |
| updated_date | source · berd platform de | connector:berd_platform_de@1.0.0 |