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How Consumer-Centric Personalization Enhances Advertising Value: An Empirical Study on Instagram Ad Effectiveness

Inam Ul Haq et al.

Journal of Internet Commerce2025https://doi.org/10.1080/15332861.2025.2544857article
AJG 1ABDC B
Weight
0.44

Abstract

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3 citations

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https://doi.org/https://doi.org/10.1080/15332861.2025.2544857

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@article{inam2025,
  title        = {{How Consumer-Centric Personalization Enhances Advertising Value: An Empirical Study on Instagram Ad Effectiveness}},
  author       = {Inam Ul Haq et al.},
  journal      = {Journal of Internet Commerce},
  year         = {2025},
  doi          = {https://doi.org/https://doi.org/10.1080/15332861.2025.2544857},
}

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How Consumer-Centric Personalization Enhances Advertising Value: An Empirical Study on Instagram Ad Effectiveness

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Evidence weight

0.44

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

F · citation impact0.32 × 0.4 = 0.13
M · momentum0.57 × 0.15 = 0.09
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.