Update (thanks to Vishal Kharde)
The documentation now suggests:
pip install webdriver-manager
Solution:
Install it like that:
pip install webdriver_manager
instead of pip install webdrivermanager.
Requirements:
The newest version, according to the documentation supports python 3.6 or newer versions:

Reference:
https://pypi.org/project/webdriver-manager/