Provider clusters and cloud adoption: dual pathways of competitive discipline and knowledge brokerage

Purpose This study aims to examine whether local agglomeration of cloud service providers is associated with manufacturing firms’ public cloud adoption. The authors argue that provider clusters matter through two related pathways: stronger local competition that lowers adoption frictions, and denser local knowledge environments that support managerial sensemaking around cloud technologies. Design/methodology/approach The authors combine city-level registration records of cloud service providers with panel data on listed manufacturing firms in China. Firm-level public cloud adoption is identified from annual-report disclosures on major events. Cloud-related discussion intensity in Management Discussion and Analysis (MD&A) is used as an indirect indicator of managerial attention and cloud-oriented sensemaking. The authors estimate high-dimensional fixed-effects models, use alternative agglomeration measures and address endogeneity with instrumental-variable designs. The authors also examine whether provider agglomeration strengthens the productivity effect of cloud adoption. Findings Local provider agglomeration is positively associated with manufacturing firms’ public cloud adoption. The effect is stronger when local provider ecosystems move from thin markets to denser clusters and among firms that are more financially constrained. Provider agglomeration is also positively associated with cloud-related discussion in MD&A, consistent with greater managerial attention to cloud technologies. In addition, provider agglomeration strengthens the positive association between cloud adoption and firm productivity. Originality/value This study contributes to knowledge management research by showing how localized provider ecosystems shape digital technology adoption. It develops a dual-pathway framework in which competitive discipline and knowledge brokerage jointly affect firms’ access to, interpretation of and adoption of external digital knowledge.

Authors

Institutions

Publication Details

Journal
Journal of Knowledge Management
Published
2026-06-18
DOI
https://doi.org/10.1108/jkm-01-2026-0069
Primary Topic
Outsourcing and Supply Chain Management
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Provider clusters and cloud adoption: dual pathways of competitive discipline and knowledge brokerage

Gennian Tang, Fei Ren, Yuhui Huo, Ainiao Wang
Journal of Knowledge Management
Outsourcing and Supply Chain Management
article

Provider clusters and cloud adoption: dual pathways of competitive discipline and knowledge brokerage

Gennian Tang, Fei Ren, Yuhui Huo, Ainiao Wang
article en

Abstract

Purpose This study aims to examine whether local agglomeration of cloud service providers is associated with manufacturing firms’ public cloud adoption. The authors argue that provider clusters matter through two related pathways: stronger local competition that lowers adoption frictions, and denser local knowledge environments that support managerial sensemaking around cloud technologies. Design/methodology/approach The authors combine city-level registration records of cloud service providers with panel data on listed manufacturing firms in China. Firm-level public cloud adoption is identified from annual-report disclosures on major events. Cloud-related discussion intensity in Management Discussion and Analysis (MD&A) is used as an indirect indicator of managerial attention and cloud-oriented sensemaking. The authors estimate high-dimensional fixed-effects models, use alternative agglomeration measures and address endogeneity with instrumental-variable designs. The authors also examine whether provider agglomeration strengthens the productivity effect of cloud adoption. Findings Local provider agglomeration is positively associated with manufacturing firms’ public cloud adoption. The effect is stronger when local provider ecosystems move from thin markets to denser clusters and among firms that are more financially constrained. Provider agglomeration is also positively associated with cloud-related discussion in MD&A, consistent with greater managerial attention to cloud technologies. In addition, provider agglomeration strengthens the positive association between cloud adoption and firm productivity. Originality/value This study contributes to knowledge management research by showing how localized provider ecosystems shape digital technology adoption. It develops a dual-pathway framework in which competitive discipline and knowledge brokerage jointly affect firms’ access to, interpretation of and adoption of external digital knowledge.

Journal of Knowledge Management
Samarkand State University named after Sharof Rashidov (UZ), Shaoxing University (CN), Jining University (CN), Zhejiang University of Technology (CN)
Openalex Percentile: Top 4%
Outsourcing and Supply Chain Management
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.