The digitalization paradox: entry timing and firm performance

While digital transformation has attracted widespread attention, consensus on its firm performance impact remains elusive, reflecting a persistent ‘Digitalization Paradox’. This study examines how entry timing serves as a critical boundary condition shaping these divergent outcomes. Using a sample of Chinese A-share listed firms from 2009 to 2019, we measure digital transformation via TF-IDF text mining of annual reports and classify early adopters versus followers through a novel industry-specific ‘Peak Year’ strategy grounded in Diffusion of Innovations Theory. Our firm fixed-effects estimates, reinforced by instrumental variable analysis, reveal that digital transformation significantly reduces the financial performance (ROA/ROE) of early adopters: legacy inertia and organisational rigidity outweigh initial market signalling benefits, while followers experience no significant performance decline, consistent with technological leapfrogging within a mature ecosystem. Mechanism analyses further show a fundamental tension: early adopters gain consumer recognition and reduce selling expenses, but these revenue-side advantages are overwhelmed by sharply higher administrative costs stemming from organisational friction between legacy and new digital structures. These findings clarify the micro-mechanisms of the Digitalization Paradox and underscore entry timing as a pivotal strategic contingency for realising value from digital transformation.

Authors

Institutions

Publication Details

Journal
Total Quality Management & Business Excellence
Published
2026-07-28
DOI
https://doi.org/10.1080/14783363.2026.2708872
Primary Topic
Firm Innovation and Growth
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

The digitalization paradox: entry timing and firm performance

Wenhao Pan, 申泽庶, Fengxia Hao
Total Quality Management & Business Excellence
Firm Innovation and Growth
article

The digitalization paradox: entry timing and firm performance

Wenhao Pan, 申泽庶, Fengxia Hao
article en

Abstract

While digital transformation has attracted widespread attention, consensus on its firm performance impact remains elusive, reflecting a persistent ‘Digitalization Paradox’. This study examines how entry timing serves as a critical boundary condition shaping these divergent outcomes. Using a sample of Chinese A-share listed firms from 2009 to 2019, we measure digital transformation via TF-IDF text mining of annual reports and classify early adopters versus followers through a novel industry-specific ‘Peak Year’ strategy grounded in Diffusion of Innovations Theory. Our firm fixed-effects estimates, reinforced by instrumental variable analysis, reveal that digital transformation significantly reduces the financial performance (ROA/ROE) of early adopters: legacy inertia and organisational rigidity outweigh initial market signalling benefits, while followers experience no significant performance decline, consistent with technological leapfrogging within a mature ecosystem. Mechanism analyses further show a fundamental tension: early adopters gain consumer recognition and reduce selling expenses, but these revenue-side advantages are overwhelmed by sharply higher administrative costs stemming from organisational friction between legacy and new digital structures. These findings clarify the micro-mechanisms of the Digitalization Paradox and underscore entry timing as a pivotal strategic contingency for realising value from digital transformation.

Total Quality Management & Business Excellence
Tongji University (CN)
Openalex Percentile: Top 4%
Firm Innovation and Growth
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.

The digitalization paradox: entry timing and firm performance — Wenhao Pan, 申泽庶, et al. · Total Quality Management & Business Excellence (2026) | TGRS Research Map | TGRS