(i) The ceteris paribus thought experiment underlying this policy question is that all other variables that may affect worker productivity, such as worker characteristics and working conditions, remain constant while evaluating the impact of job training on worker productivity.
(ii) It is unlikely that a firm's decision to train its workers will be independent of worker characteristics. Measurable worker characteristics that may affect a firm's decision to train its workers include education, experience, and skills. Unmeasurable worker characteristics, such as motivation and work ethic, may also play a role in a firm's decision to train its workers.
(iii) The working conditions, such as the quality of machinery and equipment, can affect worker productivity. Additionally, the level of supervision and management practices can also affect worker productivity.
(iv) Finding a positive correlation between output and training is not sufficient to convincingly establish that job training makes workers more productive. Correlation does not necessarily imply causation, and other factors that are not controlled for in the analysis may be driving the observed correlation. To establish a causal relationship between job training and worker productivity, a randomized controlled trial or a natural experiment that addresses potential confounding factors is needed.