---
title: Data Challenges in Research – is DV2 the Answer?
description: Certus Insight GM Julien Redmond is joined by former Agricompas CTO Richard Strange to discuss data science and its application to problems
image: https://f.hubspotusercontent10.net/hubfs/505413/DVIC-DataDigest%202-Featured-1.png
---

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# Data Challenges in Research – is DV2 the Answer?

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Certus Insight GM Julien Redmond is joined by former Agricompas CTO Richard Strange to discuss data science and its application to problems.

Richard is currently completing a D.Phil at Oxford University and has strong domain knowledge of the use of Data Science and applied AI in both academic research and in business.

This episode covers:

- What is Data Science
- What is a data model
- The types of inputs to the model there are
- The typical types of outputs from the model
- What are the important question in the application of Data Science to any given problem

#### Researching Volcanic Activity

![Graphical user interface, text, application, email
Description automatically generated](https://f.hubspotusercontent10.net/hub/505413/hubfs/undefined-Nov-12-2021-05-34-22-96-AM.png?width=569&name=undefined-Nov-12-2021-05-34-22-96-AM.png)  
Below is an example of the business logic Richard applied to his research

![A screenshot of a computer
Description automatically generated with medium confidence](https://f.hubspotusercontent10.net/hubfs/505413/undefined-Nov-12-2021-05-34-50-73-AM.png)And this is the architecture of the Data Vault that has been developed to study three volcanos listed under sources.

![A picture containing table
Description automatically generated](https://f.hubspotusercontent10.net/hub/505413/hubfs/undefined-Nov-12-2021-05-35-04-29-AM.png?width=599&name=undefined-Nov-12-2021-05-35-04-29-AM.png)Richard then takes us through how he applies the methodology building models that become soft rules.

![Diagram
Description automatically generated](https://f.hubspotusercontent10.net/hub/505413/hubfs/undefined-Nov-12-2021-05-35-27-25-AM.png?width=611&name=undefined-Nov-12-2021-05-35-27-25-AM.png)

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