Sample Data Analytics Projects Page
INSEAD

T. Evgeniou

Professor of Decision Sciences and Technology Management, INSEAD

Developing Replicable and Reusable Data Analytics Projects

This page provides an example process of how to develop data analytics projects so that the analytics methods and processes developed can be easily replicated or reused for other datasets and (as a starting point) in different contexts. All tables, plots, visualizations in the report and slides of the case can automatically be replaced with the same ones using one's own data, leading to new, customized reports and slides.

To download, replicate, reuse, or modify any of the examples below, please click on the title of the study and follow the instructions in the case's README file on github. You can pull the case's raw content on a local computer by creating a new project in your Rstudio using version control and the github URL address of the study.

Case Specific Customized Web Application Tool

To faciliate reuse some cases can be accompanied with a web application tool (e.g. the the S&P500 Case tool below) developed and customised for the specific case. The tool menus "follow the flow of the case report and slides". These applications can also be used on a local computer after pulling the raw files of the case from its github repository.

How to develop Replicable and Reusable Analytics Projects

As in the examples below, please crate a project on GitHub with the same GitHub structure as the projects below. Details are provided in the Analytics Case Structure page. Please contact us for more information.

Back to INSEAD Data Analytics for Business Course

Some Example Projects and Cases


S&P500 Daily Stock Returns Analysis

Organization: Test
Industry: Financial Sector
Project Description: Some basic equities trading strategies and analysis of Daily Returns of S&P500 Stocks.
Data Description: Daily returns of 423 stocks in the S&P500 index as of February 2013. Time period of the data: 2003-2013. Data matrix has 2586 rows and 423 columns. Data as in Regularized Robust Portfolio Estimation (code of paper available here).
Author(s): T. Evgeniou , N. Nassuphis, D. Spinellis
Author(s)' Affiliations: INSEAD, Satrapade, AUEB
Date: January 2014

Report, Slides, and Customized Web Application
Project Report and Slides
S&P500 Case Web Application A new browser tab will open where the application will be running. You can load any of the existing data (e.g. the Financials Data) and explore it as well as generate and download new slides and reports as the ones above, but with all analysis done for different parameters and subsets of the data.
Complete Project Files (to pull from Github)
Status: Complete first version


Market Research Survey Based Segmentation

Organization: Luxury Goods Organization
Industry: Luxury, Retail
Project Description: Segment the company's market using data from a market research survey
Data Description: Survey data of 1000 respondents. Survey available with the project.
Author(s): INSEAD eLab team
Author(s)' Affiliations: INSEAD
Date: January 2014

Report, Slides, and Customized Web Application
Project Report and Slides (note: data too big to fit)
Market Research Survey Based Segmentation Case Web Application A new browser tab will open where the application will be running. You can load any of the existing data (e.g. the Boats Data) and explore it as well as generate and download new slides and reports as the ones above, but with all analysis done for different parameters and subsets of the data.
Complete Project Files (to pull from Github)
Status: (under development)


Market Segmentation for a B2B Company

Organization: Market Leader in Innovative Plastics
Industry: Plastics
Project Description: Segment the company's market using data from a market research survey
Data Description: Survey data of around 1800 respondents. Survey available with the project.
Author(s): INSEAD eLab team
Author(s)' Affiliations: INSEAD
Date: January 2014

Report, Slides, and Customized Web Application
Project Report (Not Available) and Slides (Not Available)
Market Research Survey Based Segmentation Case Web Application A new browser tab will open where the application will be running. You can load any of the existing data (e.g. the Boats Data) and explore it as well as generate and download new slides and reports as the ones above, but with all analysis done for different parameters and subsets of the data.
Complete Project Files (to pull from Github)
Status: (under development)


Sales Forecasting Regression Example

Organization: INSEAD
Industry: Education
Project Description: A simple example of regression modeling
Data Description: Sales example data
Author(s): INSEAD MBA Core Course UDJ
Author(s)' Affiliations: INSEAD
Date: January 2014

Report, Slides, and Customized Web Application
Project Report and Slides
Regression Web Application A new browser tab will open where the application will be running. You can load any of the existing data (e.g. the Sales Data) and explore it as well as generate and download new slides and reports as the ones above, but with all analysis done for different parameters and subsets of the data.
Complete Project Files (to pull from Github)
Status: Complete first version