Course Details

Company and Workforce Transformation - Data Analytics

Overview

  • Course Date:

    TBA

  • Registration Period:

    TBA

  • Duration/Frequency:

    100 hours

  • Mode of Training:

    Facilitated Learning (F2F), Supervised Field Training and Project Work

Keen on organising a corporate run for you and your colleagues? Email us at PACE_Training@sp.edu.sg.

Course Objective

This course:
  1. Enables participants to apply knowledge in a step-by-step process, required for handling analytics projects.
  2. Equips participants with necessary skills in Microsoft Excel for data wrangling, data cleaning, transformation and conditioning.
  3. Facilitates participants to use an appropriate data analytics tool, like KNIME, for implementation of data modelling and machine learning techniques to perform analysis and inference based on modelling outcomes.
  4. Enables participants to interpret results, establish process insights and make critical decisions

By the end of the course, participants will be able to with their dataset:
  • Appreciate the data available for study;
  • Scope the data analytics project;
  • Apply techniques relevant for data transformation & conditioning;
  • Derive and Include relevant data fields required for analytics;
  • Choose appropriate analytics or data modelling technique required for the project;
  • Differentiate between data analysis and data analytics;
  • Use appropriate functions / visuals readily available in the software used for the project;
  • Identify the do’s and don’ts in a data analytics project;
  • Build a model that represents the data and that meets the requirements of the project.

Topics to be covered
  1. Project understanding and acquired relevant data
  2. Relevant data wrangling training 1
  3. Written Test for data wrangling following training 1
  4. Relevant data analytics training 2
  5. Assessment following training 2
  6. Closely guided coaching for project execution
  7. Independent application of learning into practice
  8. Project: Analytics model demonstration and presentation

More Information

Unlike the usual short courses where participants learn skills and concepts from the course, the proposed project-focused course seeks to offer project-solution training complemented with classroom training in data wrangling, analytics and modelling techniques. Participants will be guided to establish a suitably scoped data analytics project and will also be guided on undertaking solution steps, in the project. The training will provide a step-by-step exposure on applying the Microsoft Excel & KNIME related skills and concepts to realise successful analytics of the data studied. 

Course Fee

For more information on course fee / or to apply, click on the “Register” button.