  The current job survey shows that most software employees are planning to
change their job role due to high pay for recent jobs such as data scientists,
business analysts and artificial intelligence fields. The survey also indicated
that work life imbalances, low pay, uneven shifts and many other factors also
make employees think about changing their work life. In this paper, for an
efficient organisation of the company in terms of human resources, the proposed
system designed a model with the help of a random forest algorithm by
considering different employee parameters. This helps the HR department retain
the employee by identifying gaps and helping the organisation to run smoothly
with a good employee retention ratio. This combination of HR and data science
can help the productivity, collaboration and well-being of employees of the
organisation. It also helps to develop strategies that have an impact on the
performance of employees in terms of external and social factors.
