Digital footprints of the US e-cigarette market: correlations among retail sales data, social media activity and Google search trends

Google search trends and social media activities can serve as digital footprints of the e-cigarette market, providing reliable data sources for near-real-time monitoring of the prominence of e-cigarette brands in the marketplace.

Authors

Institutions

Publication Details

Journal
Tobacco Control
Published
2025-09-19
DOI
https://doi.org/10.1136/tc-2025-059378
Citations
1
Primary Topic
Smoking Behavior and Cessation
Type
article
Field-Weighted Citation Impact
1.16
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Digital footprints of the US e-cigarette market: correlations among retail sales data, social media activity and Google search trends

Richard J. O’Connor, Alex C Liber, Zidian Xie, Maciej Lukasz Goniewicz et al.
1 citations
Tobacco Control
Smoking Behavior and Cessation
1.16
article

Digital footprints of the US e-cigarette market: correlations among retail sales data, social media activity and Google search trends

Richard J. O’Connor, Alex C Liber, Zidian Xie, Maciej Lukasz Goniewicz, Dongmei Li
article en
1 citations

Abstract

Google search trends and social media activities can serve as digital footprints of the e-cigarette market, providing reliable data sources for near-real-time monitoring of the prominence of e-cigarette brands in the marketplace.

Tobacco Control
Roswell Park Comprehensive Cancer Center (US), RTI International (US), University of Rochester Medical Center (US)
Openalex Percentile: Top 18%
Smoking Behavior and Cessation
1.16
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Digital footprints of the US e-cigarette market: correlations among retail sales data, social media activity and Google search trends — Richard J. O’Connor, Alex C Liber, et al. · Tobacco Control (2025) | TGRS Research Map | TGRS