기업의 혁신 활동이 고용창출에 미치는 영향: 머신러닝 기반 분류 모형
How Firms’ Innovation Activities Affect Job Creation: A Machine-learning-based Classification Model
등가미(충남대학교); 이준호(충남대학교)
48권 1호, 29~39쪽
초록
Innovative firms play a critical role in job creation and economic growth, and thus governments allocate tremendous resources to support them. Identifying promising firms is crucial for effectively allocating limited resources. Our study examines characteristics such as innovation activities and constructs a machine-learning-based classification model to identify firms with high potential for job creation. Finally, a numerical experiment is carried out to verify the proposed model’s performance.
Abstract
Innovative firms play a critical role in job creation and economic growth, and thus governments allocate tremendous resources to support them. Identifying promising firms is crucial for effectively allocating limited resources. Our study examines characteristics such as innovation activities and constructs a machine-learning-based classification model to identify firms with high potential for job creation. Finally, a numerical experiment is carried out to verify the proposed model’s performance.
- 발행기관:
- 한국경영과학회
- 분류:
- 경영학