On-Demand


15 CPE

Forecasting and Predictive Analytics Certificate (On-Demand) 2023

On-Demand
15 CPE

Learning Objectives

  • Identify the different techniques of predictive analytics: regression, classification, clustering, optimization, and simulation.
  • Calculate varying types of regressions using R and Excel.
  • Apply classification and clustering algorithms.
  • Apply business process optimization to problems by identifying goals and constraints.
  • Analyze the various probabilities of outcomes by applying Monte Carlo simulation.
  • Calculate performance of predictive analytic algorithms.

Major Topics

  • Predictive analytics techniques
  • Forecasting with data models
  • Finding relationships in data
  • Bivariate and multivariate linear regression
  • KNN classification
  • Clustering
  • Decision trees
  • Training models

CPE Credits Available

15 CPE
15
Statistics

Things to Know About This Course

Course Level

  • Intermediate

Professional Area of Focus

  • Data Analysis
  • Reporting

Prerequisites

It is recommended that you complete the Data Analytics Modeling Certificate, or ensure you have equivalent knowledge and skills, before starting this certificate course.

Advanced Preparation

None.

Intended Audience

Accounting and finance professionals, especially those interested in learning and applying data analysis techniques to help their businesses make informed, data-driven business decisions.

Provider

AICPA - Durham

This can not be purchased at this time.