For online jobs where data is largely unstructured and inconsistent, Python can be effectively utilized across various modelling and analysis workflows. This talk will go over a selection of Python packages employed in a text-heavy environment and a walkthrough on some text information extraction methods. Audiences will also get to hear about the application of these packages in building technological capabilities in a young, dynamic startup. About JobTech - https://corporate.jobtech.co/ JobTech Portal - https://jobtech.co/ Jupyter Notebook and Data - https://github.com/weixuanwx/JobTech_PyCon2018