TY - JOUR
T1 - The Determinants of SME Success in the Long Run
T2 - An Ecosystem Perspective
AU - Song, Myungjin
AU - Ahn, Yongkil
N1 - Publisher Copyright:
© 2024 Informa UK Limited, trading as Taylor & Francis Group.
PY - 2024
Y1 - 2024
N2 - Small and medium-sized enterprises (SMEs) drive economic growth especially in developing countries. Nonetheless, it is empirically challenging to identify the key attributes that predict the long-run success of SMEs. We analyse a detailed nationwide innovation survey of 4,075 companies in Korea, as well as their performance metrics, and demystify the key features that predict outperformance in the long horizon. We draw conditional causal inferences for SMEs by utilizing coarsened exact matching. Both the least absolute shrinkage and selection operator regularization technique and the elastic net method unveil that, among a variety of factors that include innovative activities, government support, and other external factors in the SME ecosystem, in-house research and development (R&D) are the most important factors for the success of SMEs. Government support in the form of product purchase plans or government-wide acquisition contracts also matters for SME success, but the association is transient and short-lived. Hence, accumulating intangible capital by internalizing R&D activities is of the utmost importance for SME success in the long run.
AB - Small and medium-sized enterprises (SMEs) drive economic growth especially in developing countries. Nonetheless, it is empirically challenging to identify the key attributes that predict the long-run success of SMEs. We analyse a detailed nationwide innovation survey of 4,075 companies in Korea, as well as their performance metrics, and demystify the key features that predict outperformance in the long horizon. We draw conditional causal inferences for SMEs by utilizing coarsened exact matching. Both the least absolute shrinkage and selection operator regularization technique and the elastic net method unveil that, among a variety of factors that include innovative activities, government support, and other external factors in the SME ecosystem, in-house research and development (R&D) are the most important factors for the success of SMEs. Government support in the form of product purchase plans or government-wide acquisition contracts also matters for SME success, but the association is transient and short-lived. Hence, accumulating intangible capital by internalizing R&D activities is of the utmost importance for SME success in the long run.
KW - Small and medium-sized enterprises
KW - feature engineering
KW - government support
KW - innovation
KW - machine learning
UR - http://www.scopus.com/inward/record.url?scp=85181699981&partnerID=8YFLogxK
U2 - 10.1080/00036846.2023.2301220
DO - 10.1080/00036846.2023.2301220
M3 - Article
AN - SCOPUS:85181699981
SN - 0003-6846
VL - 56
SP - 9251
EP - 9269
JO - Applied Economics
JF - Applied Economics
IS - 60
ER -