🟢 How predictive and prescriptive analytics work

Question 1

What are the two types of analytics that help understand future outcomes and recommend actions?

Answer 1

• Predictive analytics
• Prescriptive analytics

These analytics help in forecasting future behaviors and suggesting actions to achieve desired outcomes.

Question 2

Define predictive analytics.

Answer 2

Using historical data and AI algorithms to forecast future outcomes and behaviors

A classic example is churn prediction in subscription businesses.

Question 3

What is a common application of predictive analytics in subscription businesses?

Answer 3

• Churn prediction
• Product recommendations

These applications analyze user behavior to identify risks and suggest products.

Question 4

What does prescriptive analytics do?

Answer 4

Recommends actions to achieve a desired outcome or mitigate risk

It goes beyond prediction to suggest specific actions based on forecasts.

Question 5

If predictive analytics indicates a customer is likely to churn, what might prescriptive analytics suggest?

Answer 5

• Offer a 20% discount
• Enroll in a personalized onboarding sequence

These actions aim to retain the customer and enhance their experience.

Question 6

In e-commerce, what might prescriptive analytics recommend if high demand for a product is forecasted?

Answer 6

• Adjust inventory levels
• Increase ad spend

These recommendations help businesses respond proactively to market demands.

Question 7

What types of tools can provide predictive and prescriptive analytics?

Answer 7

• CRM features
• Marketing automation platforms
• AI and machine learning platforms

Many of these tools include AI-powered predictive lead scoring.

Question 8

True or false: Predictive analytics only helps in understanding past data.

Answer 8

FALSE

Predictive analytics forecasts future outcomes based on historical data.

Question 9

Fill in the blank: Predictive analytics is often used for _______ prediction in subscription businesses.

Answer 9

churn

This helps businesses identify customers at risk of canceling their subscriptions.