Develop a Research Design to Address a Research Question, Considering Strength and Weakness of Different Research Methods

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DEVELOP A RESEARCH DESIGN TO ADDRESS A RESEARCH
QUESTION, CONSIDERING STRENGTH AND WEAKNESS OF
DIFFERENT RESEARCH METHODS
An Academic presentation by Dr. Nancy Agens,
Head, Technical Operations, Tutors India
Group www.tutorsindia.com Email
info_at_tutorsindia.com
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Today's Discussion
In Brief Introduction Preliminary
Study Research Framework Methodology Data Types
Machine Learning Conclusion Future Scopes
OUTLINE
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In Brief
High-quality r esearch designs must be selected
by the researchers to convey those ideas readers
in an understandable mode. The s ignificant
features of the research design are framed in an
evidently complete form which can be used in
qualitative, quantitative, and combination of
methods for research. These features which
provide a dequate information needed for
researchers and readers must be introduced in
the code so as to understand the techniques to
analyze bias, accuracy, and power of qualitative
inferences.
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Introduction

• There are two design problems for researchers.
• High-level designs must be selected by scholars
  with given constraints.
• Researchers must use these designs to communicate
  with reviewers and readers.
• The aim of this paper is to describe an approach
  to deal with these problems.
• Contd..

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This framework is used in the research that
expects researchers to present data about the
model, the inquiry, the data strategy, and the
answer strategy.

• Using this framework as a computer code object
  researchers can declare a design and then its
  statistical properties can be analyzed based on
  this declaration.

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Preliminary Study
A preliminary study has to be performed
necessarily before doing research for the better
scope of the search.

• Internet or common search engines like Google
  Scholar can be used to perform a random search.
• Random search is performed using one or two
  keywords
• based on the research.
• The notion about designing research questions is
  more consistent after performing some initial
  research and study of some of the papers.
• Contd..

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Process Steps
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Research Framework
Data infrastructure solutions and big data
analysis are important mechanisms for the
research process.
This theory is commonly used in big data
research. Data is extracted from operational and
health information systems. This data is used by
the researchers to deal with clinical problems
such as low budgets, faster turnaround times,
etc. The aim of this paper is to identify the
techniques used for the analysis, the
application of the big data resources. Contd..
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Big Data Analytics
Contd..
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Techniques used for the Analysis
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Methodology
The first step is the collection of relevant
articles.

• The dataset consists of
• Articles and reviews
• Studies related to the medical sector
• Studies in the English language
• Studies related to big data analytics.
• The second step is to identify the categories and
  their
• subcategories.
• Some of the categories and subcategories that are
  selected were based on the existing literature.

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Data Types
1. Clinical data

• Administration and Cost Activity
• Pharmaceutical data
• Patient details
• Information derived from Databases.
• The first 4 categories are adapted from the
  literature and the
• Databases are retrieved from the clinical
  databases.
• The modeling technique is one of the techniques
  that can include many of the other methods.

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Machine Learning
The most preferred form of the analytical
technique is machine learning.
Analytical model building is a data analysis
technique that has been automated by machine
learning. Analytical algorithms that are
referred by artificial intelligence helps in
gaining knowledge from pattern identification,
data, and find insights. Machine learning
techniques help to understand complex
information from the health sector which cannot
be accomplished by the traditional statistical
methods.
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Conclusion
The common sources of information for researchers
are the internet.
They can post their researched white papers
online and make their findings readily available
on the internet. They can also create hyperlinks
for already created web pages to scholarly
resources. Research questions play a major role
in communicating research after their research
has been concluded.
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Future Scopes
The adopted framework for research winds up with
future research directions.

• The future work can be grouped under 19
  categories, which are further grouped under
  three viewpoints
• Technological enhancements,
• Research developments, and
• Enhancements in healthcare organization processes.

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