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Forgiveness catalyst or risk amplifier? The impact of AI customer service anthropomorphism on consumers’ forgiveness willingness

Huawei Liu et al.

Electronic Commerce Research and Applications2026https://doi.org/10.1016/j.elerap.2026.101572article
AJG 2ABDC B
Weight
0.50

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https://doi.org/https://doi.org/10.1016/j.elerap.2026.101572

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@article{huawei2026,
  title        = {{Forgiveness catalyst or risk amplifier? The impact of AI customer service anthropomorphism on consumers’ forgiveness willingness}},
  author       = {Huawei Liu et al.},
  journal      = {Electronic Commerce Research and Applications},
  year         = {2026},
  doi          = {https://doi.org/https://doi.org/10.1016/j.elerap.2026.101572},
}

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Forgiveness catalyst or risk amplifier? The impact of AI customer service anthropomorphism on consumers’ forgiveness willingness

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Evidence weight

0.50

Balanced mode · F 0.40 / M 0.15 / V 0.05 / R 0.40

F · citation impact0.50 × 0.4 = 0.20
M · momentum0.50 × 0.15 = 0.07
V · venue signal0.50 × 0.05 = 0.03
R · text relevance †0.50 × 0.4 = 0.20

† Text relevance is estimated at 0.50 on the detail page — for your query’s actual relevance score, open this paper from a search result.