Predictive Analytics for Accountants and Auditors
Training Provider: SINGAPORE INSTITUTE OF TECHNOLOGY
Course Reference: TGS-2021006991
S$330
Original: S$1,100
Save S$770
About This Course
Course objectives include the following topics:
- Introduction to Classical and Machine Learning-based Predictive Models - This topic provides a foundation on predictive analytics. Participants will understand the difference between classical and machine learning-based techniques on predictive modelling.
- Regression Algorithms - Participants will be guided to implement regression models in accounting and auditing contexts.
- Classification Algorithms - Participants will be guided to implement classification models in accounting and auditing contexts.
- Clustering Algorithms - Participants will be guided to implement clustering models in accounting and auditing contexts.
What You'll Learn
Accountants and auditors can use analytics to make sense of vast amounts of financial data to evaluate business performance, identify and manage risk, and analyse customer behaviour to anticipate market trends more efficiently and accurately than ever before. The growing gap between what accountants’ report and what decision-makers need involves a shift from analysing descriptive historical information to analysing predictive information, such as budgets and what-if scenarios. Predictive analytics are in demand now because they provide actionable insights to businesses. Accountants and auditors need to increase their expertise in these areas to add value to their businesses. Predictive analytics integrates data from multiple sources (e.g., enterprise resource planning, point-of-sale, and customer relationship management systems) to predict future outcomes based on statistical relationships found in historical data using regression-based modelling. One of the most common applications of predictive analytics is calculating a credit score, which indicates the probability of on-time future loan payments.
Entry Requirements
Understand basic Python programming.
Course Details
Back to All Courses
Note: To apply for this course, visit or contact the training provider directly.
More Courses from SINGAPORE INSTITUTE OF TECHNOLOGY
This curriculum is designed for individuals with little to no prior experience in data analytics. It...
The SCTP Digital Business Analysis Programme is an immersive, full‑time reskilling course designed...
This course provides a comprehensive understanding of the core concepts and practices in digital pro...