Unlike other software, AI models need constant monitoring and regular retraining. AI models may start to deteriorate as soon as they begin to interact with the external environment. This is because the statistical properties of a target variable (that the model is...

Hiring excellent AI talent is difficult. There is significant demand for such talent, and the most talented people demand very high compensation. Our research has suggested that corporations need to be creative in finding the right AI specialists through methods such...

In addition to hiring new AI specialists, existing employee skillsets should be upgraded. An organization cannot assume its employees are keeping up to date on AI by themselves. Instead, formal training needs to happen for all workers who have interaction with...

Data accumulation is the first stage of an AI project. An organization needs to either create or acquire data during this stage. One alternative is to have organizations partner with other organizations that are willing to share data. Data that are most useful for...