Smart-Device Usage, Personalization, and IoT Integration as Correlates of Customer Engagement in Digital Marketing: Evidence from Greece

This cross-sectional survey examines the associations of smart-device usage, personalization, and IoT integration with perceived customer engagement among 392 Greek business and digital-marketing professionals. The leading reported functions were instant communication (35.2%), tailored recommendations (37.5%), and real-time data collection (30.6%); privacy concerns were the most frequently reported adoption barrier (34.2%). The three-predictor regression was statistically significant: F(3, 388) = 138.713, p < 0.001, with R2 = 0.517 and adjusted R2 = 0.514. The reported standardized coefficients were positive for smart-device usage (β = 0.381), personalization (β = 0.304), and IoT integration (β = 0.265). The estimates concern professional perceptions and remain provisional because sampling and measurement diagnostics are incompletely documented; they do not establish causal effects or actual consumer behavior. The implications concern relevant customer interactions, interoperable infrastructure, transparent data practices, and privacy-conscious personalization. Managers should evaluate connected-marketing investments alongside implementation cost and infrastructure readiness. Further research should document sampling and measurement procedures, reproduce the model with respondent-level data, and evaluate generalizability across countries and industries.

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Publication Details

Journal
Future Internet
Published
2026-11-06
DOI
https://doi.org/10.3390/fi18110608
Primary Topic
Digital Marketing and Social Media
Type
article
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article

Smart-Device Usage, Personalization, and IoT Integration as Correlates of Customer Engagement in Digital Marketing: Evidence from Greece

Athanasios Papavasileiou, Olympia Papaevangelou, Stavros Kalogiannidis, Alexandros Kodonas
2 links
Future Internet
Digital Marketing and Social Media
article

Smart-Device Usage, Personalization, and IoT Integration as Correlates of Customer Engagement in Digital Marketing: Evidence from Greece

Athanasios Papavasileiou, Olympia Papaevangelou, Stavros Kalogiannidis, Alexandros Kodonas
article en

Abstract

This cross-sectional survey examines the associations of smart-device usage, personalization, and IoT integration with perceived customer engagement among 392 Greek business and digital-marketing professionals. The leading reported functions were instant communication (35.2%), tailored recommendations (37.5%), and real-time data collection (30.6%); privacy concerns were the most frequently reported adoption barrier (34.2%). The three-predictor regression was statistically significant: F(3, 388) = 138.713, p < 0.001, with R2 = 0.517 and adjusted R2 = 0.514. The reported standardized coefficients were positive for smart-device usage (β = 0.381), personalization (β = 0.304), and IoT integration (β = 0.265). The estimates concern professional perceptions and remain provisional because sampling and measurement diagnostics are incompletely documented; they do not establish causal effects or actual consumer behavior. The implications concern relevant customer interactions, interoperable infrastructure, transparent data practices, and privacy-conscious personalization. Managers should evaluate connected-marketing investments alongside implementation cost and infrastructure readiness. Further research should document sampling and measurement procedures, reproduce the model with respondent-level data, and evaluate generalizability across countries and industries.

Future InternetVol. 18(11)
University of Western Macedonia (GR)
Openalex Percentile: Top 12%
Digital Marketing and Social Media
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