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Data Science Foundation Whitepapers

The whitepapers published on this site have been written by members of the Data Science Foundation and are open to peer review by other members.

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CATEGORY: Analytics

COVID-19 ANALYTICS: Learning from the Victorian Government’s Data Analytics Failures

A DSF Whitepaper
24 December 2020
Michael Baron
Views (2028)

When the ruthless Pandemic hit the State of Victoria (Australia), the State Government placed its hopes for containing its spread on what they‘ve been referring to ‘’a highly sophisticated’’ Contact Tracing Program. Unfortunately, the initial contact tracing efforts appeared to have failed miserably as the authorities struggled to trace the virus carriers’ contacts efficiently. Read More

Data Driven Business Models in FMCG & Retail

A DSF Whitepaper
05 December 2020
Lalith Kumar Vemali
Views (4536)

Data is the new oil/new currency. Equipped with it, upcoming organizations are disrupting established industries, and traditional businesses are transforming the way they operate. Not all organizations are equally proficient at translating data into currency, but their ability to do so is impacting their ability to compete. Read More

Real Time Data Analytics: Mitigating the Risks and the Challenges

A DSF Whitepaper
09 September 2020
Michael Baron
Views (1492)
Comments (1)

While practical benefits of the Real-time data analytics over historic data analytics are obvious, it is also essential to understand and cater for its risks, challenges and limitations. Read More

What have the changes made to primary and secondary assessment frameworks done to the ‘London effect’ in school performance?

A DSF Whitepaper
02 June 2020
London Borough of Hounslow
Views (1291)

This paper examines whether the so-called ‘London effect’, in which London’s schools improved rapidly and outperformed the rest of England on key performance measures between 2003 and 2013, has persisted through the high levels of change that have continued to characterise the school system in England since 2013. Read More

The transformational shift in educational outcomes in London 2003 to 2013: the contribution of local authorities

A DSF Whitepaper
02 June 2020
London Borough of Hounslow
Views (1503)

The paper explores the transformational shift in educational outcomes in London between 2003 and 2013. London’s schools have improved rapidly over the past decade, with primary and secondary schools now out-performing the rest of the country, at Key Stages 2 and 4, respectively. Improvements in many London boroughs have been staggering. Read More

Natural Language Processing (NLP) Simplified : A Step-by-step Guide

A DSF Whitepaper
14 April 2020
Dibyendu Banerjee
Views (51381)
Comments (4)

As researchers push the boundaries of Natural Language Processing (NLP), the technology is becoming more embedded in our everyday lives. These advances will result in significant changes to the way we live. As an important facet of artificial intelligence, natural language processing is going to contribute to the proverbial invasion of robots in the workplace, so if companies are going to remain competitive, they must start to prepare. This document will throw some light... Read More

Quantitative Big Data Analysis Limitations: When Numbers Fail to Tell the Full Story!

A DSF Whitepaper
15 March 2020
Michael Baron
Views (1440)
Comments (3)

Quantitative analysis is no panacea from mistakes and discrepancies. The purpose of this White Paper is to consider contemporary challenges of the Quantitative Big Data analysis activities. Read More

Raw Data Collection 2020: Principles and Challenges

A DSF Whitepaper
26 January 2020
Michael Baron
Views (4067)
Comments (1)

Raw Data (also known and often referred to as Primary Data) collection is the starting point of any data analysis. Once the RD (Raw Data) is collected, it is processed to turn it into Information that can be converted into Knowledge further down the analysis track. The purpose of this White Paper is to explain the key RD collection principles and challenges and how these principles and challenges. Read More

Big Data Analytics: Idea, Data Types and Reference Architecture

A DSF Whitepaper
01 January 2020
Balakrishnan Subramanian
Views (1731)

Data Analytics is the study of breaking down information to change over data to helpful information. This information could assist us with understanding our reality better, and in numerous settings empower us to settle on better choices. Read More

Data Science : Brief understanding of Typical Project Life-cycle, Tools, Techniques and skills

A DSF Whitepaper
01 August 2019
Dibyendu Banerjee
Views (10168)
Comments (4)

Every step in the lifecycle of a data science project depends on various data scientist skills and data science tools. The typical lifecycle of a data science project involves jumping back and forth among various interdependent data science tasks using variety of tools, techniques (mostly statistical methods and formula), programming etc. Let us try to see what could be a typical life cycle. Read More

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The whitepapers published on this site have been written by members of the Data Science Foundation and are open to peer review by other members.

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