Singapore's manufacturing sector is experiencing substantial growth fueled by the rising implementation of industrial automation . Encouraged by national initiatives and a skilled labor force, companies are adopting automated machinery and artificial intelligence to improve productivity and competitiveness . The shift towards Industry 4.0 suggests