Predictive Lead Scoring using R (First of a two part blog series)


In order to understand, Predictive Lead Scoring, one must first and foremost be familiar with the term ‘Marketing Automation’, referred to as ‘the new kid on the block’ by some. In the good old days, Marketing was synonymous to ‘Advertising’ and ‘Expensive Marketing Campaigns’ or ‘Outbound marketing’. And the Sales team was left to cold calling leads, which resulted in very low conversion rates. Then somebody high up there in the marketing field thought what if we could get the customers to come to us “Inbound marketing” rather than us reaching out to them, ‘Outbound Marketing’. And ‘Marketing Automation’ was born.

What is Marketing Automation and Lead Scoring?

According to “Marketing automation” refers to software platforms and technologies designed for marketing departments and organizations to more effectively market on multiple channels online (such as email, social media, websites, etc.) and automate repetitive tasks.

Following info graphic summarizes typical Marketing Automation Tasks and Platforms.

Marketing Automation tasks platfoms

Marketing automation has a spotlight on the task of converting leads from the top of the marketing funnel by nurturing them into sales-ready ‘Prospects’, to the point of handshake where the Sales process begins. And Lead Scoring is a method used to assess the probability of Leads converting into Prospects. Traditionally sales guys assigned points to actions performed by Leads e.g. clicking on a web-site link, emailing, etc., in order to come up with a ‘Lead Score’.

What is Predictive Lead Scoring?

Predictive Lead Scoring takes ‘Lead Scoring’ to the next dimension, by capitalizing on the huge data deluge (Big Data) generated by customers/leads and applying Statistical Algorithms to this data as illustrated in the following info graphic. R is the most popular open source language used in Predictive Analytics Applications.  Joseph Sirosh – Corporate Vice President, Machine Learning, Microsoft, recently announced that Microsoft has reached an agreement to acquire Revolution Analytics. Revolution Analytics is the leading commercial provider of software and services for R, the world’s most widely used programming language for statistical computing and predictive analytics.

Predictive Lead scoring R

Thank you for reading this post. In the next post I shall come up with a detailed life cycle for Predictive Lead Scoring using R.

This entry was posted in Big Data, Lead Scoring, Marketing Automation, Predicitve Analytics, Predictive Analytics Application, Predictive Lead Scoring, R and tagged , , , , , . Bookmark the permalink.

Leave a Reply

Fill in your details below or click an icon to log in: Logo

You are commenting using your account. Log Out /  Change )

Google photo

You are commenting using your Google account. Log Out /  Change )

Twitter picture

You are commenting using your Twitter account. Log Out /  Change )

Facebook photo

You are commenting using your Facebook account. Log Out /  Change )

Connecting to %s