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Quick Facts

Medium Of Instructions	Mode Of Learning	Mode Of Delivery
English	Self Study	Video and Text Based

Course Overview

Swayam’s Predictive Analytics certification course is targeted at students and practitioners who wish to improve their knowledge in predictive analytics. Predictive Analytics is a popular competitive strategy across various business sectors, and it identifies high-performance companies. Its objective is to predict the probability of occurrence of future events which can lead to effective business management.

The Predictive Analytics training covers important topics such as regression models which can help the learners understand relationships among variables and how decisions are made by exploiting these relationships. Predictive analytics problems use various models such as logistic regression, decision trees, linear regression, and neural networks which are discussed in this course.

Besides, the Predictive Analytics programme on the provider site of Swayam by the Indian Institute of Management, Bangalore, and NPTEL prepares candidates for careers in the field of data analytics. This course is a good fit if you are looking for the right competitive strategy for making companies successful. You can master predictive analytics tools and earn a certificate upon successful completion of this programme.

The Highlights

Video lectures
Computer-based exam
Online course
Weekly assignments
Course Level- Postgraduate
Duration-6 weeks
Course category is Management Studies

Programme Offerings

Certificate
email alerts
Online Comprehensive Learning
Online lectures
Postgraduate-level course
Intermittent Assignments

Courses and Certificate Fees

Certificate Availability	Certificate Providing Authority
yes	IIM Bangalore

The Predictive Analytics certification fee is free for enrollment and learning. However, the final exam for certification requires a separate fee.

Eligibility Criteria

The learners have to appear for the final examination to qualify for Predictive Analytics certification by IIMB, and NPTEL. It is a computer-based exam conducted in designated exam centres, and the learners need to secure the required marks to qualify for certification.

What you will learn

Data science knowledge

Upon successful completion of all the modules of the Predictive Analytics certification syllabus, you will have learned the following:

Use of predictive analytics tools to analyze real-life business issues
Using predictive analytics techniques to demonstrate case-based practical problems, interpret model outputs
Learning logistic regression, forecasting, regression with software tools such as SPSS, SAS, and MS Excel

Who it is for

Data AnalystBusiness AnalystMarket Research Analyst

For participants who are interested in being predictive business analysts to solve real-life problems then this course is the best possible choice.

Admission Details

To take part in the Predictive Analytics classes:

Step 1. Visit the official website.

Step 2. To reach the course information page, select ‘Predictive Analytics’ under ‘Ongoing Courses’ on the website.

Step3. Then, opt for the ‘JOIN’ option.

Step 4. Lastly, give all the required contact information and begin the course.

Application Details

To sign up for the Predictive Analytics course, you have to register with Swayam. After that, use your email id to complete the enrollment.

The Syllabus

Introduction to Analytics
Analytics in Decision Making
Game changers & Innovators
Predictive Analytics
Experts' view on Analytics

Case-let Overview
Introduction to Regression
Model Development
Model Validation
Demo using Excel & SPSS

Multiple Linear Regression
Estimation of Regression Parameters
Model Diagnostics
Dummy, Derived & Interaction Variables
Multi-collinearity
Model Deployment
Demo using SPSS

Discrete choice models
Logistic Regression
MLE Estimation of Parameters
Logistic Model Interpretation
Logistic Model Diagnostics
Logistic Model Deployment
Demo using SPSS

Introduction to Decision Trees
CHI-Square Automatic Interaction Detectors (CHAID)
Classification and Regression Tree (CART)
Analysis of Unstructured data
Naive Bayes algorithm
Demo using SPSS

Forecasting
Time Series Analysis
Additive & Multiplicative models
Exponential smoothing techniques
Forecasting Accuracy
Auto-regressive and Moving average models
Demo using SPSS

Evaluation process

To get a Predictive Analytics certificate, learners have to appear for the final computer-based exam at designated exam centres with a Hall Ticket and government photo ID. The exam questions may include fill in the blanks, MCQs, etc., and the answers have to be entered on the computer.

The Predictive Analytics certificate is provided only if the applicant gets a minimum of 40% in weekly assignments and the final exam. The certificate will not be given if either of the criteria is not met.