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Bhavana Ramesh

Bhavana Ramesh

Bhavana Ramesh joined Grid Dynamics in 2021 to lead our data science services. She has 15 years of experience in the field of digital transformation and project implementation.


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Next Best Action (NBA) to augment customer engagement in Commercial Pharma
Article
Next best action (NBA) to augment customer engagement in commercial pharma
Article Next best action (NBA) to augment customer engagement in commercial pharma

Machine learning (ML) is changing the way businesses are conducted. These days, most sectors employ machine learning in their solutions, and the commercial pharmaceuticals sector is no exception. Leading commercial pharma companies are experimenting with ML models to commercialize their products wi...

Designing an objective function for personalization in pharmaceutical marketing
Article
Designing an objective function for personalization in pharmaceutical marketing
Article Designing an objective function for personalization in pharmaceutical marketing

This is the third article in our series introducing NBA to the commercial pharma industry. This article will explain how the customer engagement index (CEI) is calculated to enable NBA to recommend channels to sales reps based on historical health care provider (HCP) data and behavioral preferences...

Operationalizing Next Best Action in Commercial Pharma: A Blueprint
Article
Operationalizing next best action in commercial pharma: A blueprint
Article Operationalizing next best action in commercial pharma: A blueprint

There is no doubt that customer-centricity and personalization tools are driving digital transformation investments in commercial pharma. The big question, however, is how to operationalize data-driven insights that help pharma sales reps overcome the challenge of limited access to health care prov...

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