The role of Data Science and AI for predicting the decline of professionals in the recruitment process: augmenting decision-making in human resources management

The role of Data Science and AI for predicting the decline of professionals in the recruitment process: augmenting decision-making in human resources management Features Description: Declined: Variable to be predict, where value 0 means that the candi- date continued in the recruit- ment process until the hiring, and value 1 implies the candi- date’s declination from recruit- ment process. ValueClient: The total amount the customer plan to pay by the hired candidate. The value 0 means that client yet did not define a value to pay the candidate. Values must be greater than or equal to 0. ExtraCost: Extra cost the customer has to pay to hire the candidate. Values must be greater than or equal to 0. ValueResources: Requested value by the candidate to work. The value 0 means that the candidate did not request a salary amount yet an this value will be negotiate later. Values must be greater than or equal to 0. Net: The difference between the “ValueClient”, yearly taxes and “ValueResources”. Negative values mean that the amount the client plans to pay the candidate has not yet been defined and is still open for negotiation. DaysOnContact: Number of days that the candidate is in the “Contact” step of the recruitment process. Values must be greater than or equal to 0. DaysOnInterview: Number of days that the candidate is in the “Interview” step of the recruitment process. Values must be greater than or equal to 0. DaysOnSendCV: Number of days that the candidate is in the “Send CV” step of the recruitment process. Values must be greater than or equal to 0. DaysOnReturn: Number of days that the candidate is in the “Return” step of the recruitment process. Values must be greater than or equal to 0. DaysOnCSchedule: Number of days that the candidate is in the “C. Schedule” step of the recruitment process. Values must be greater than or equal to 0. DaysOnCRealized: Number of days that the candidate is in the “C. Realized” step of the recruitment process. Values must be greater than or equal to 0. ProcessDuration: Duration of entire recruitment process in days. Values must be greater than or equal to 0