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What is Univariate Analysis

Encyclopedia of Data Science and Machine Learning
The objective of univariate analysis is to derive the data, summarize it and discover pattern(s) present in it. Uni means one and variate means variable, so univariate analysis involves single variable, i.e., it does not find relationships between variables.
Published in Chapter:
Machine Learning and Exploratory Data Analysis in Cross-Sell Insurance
Anand Jha (Rustamji Institute of Technology, BSF Academy, Tekanpur, India) and Brajkishore Prajapati (Rustamji Institute of Technology, BSF Academy, Tekanpur, India)
Copyright: © 2023 |Pages: 35
DOI: 10.4018/978-1-7998-9220-5.ch039
Abstract
Data is playing a central role in the insurance industry. The current journey of insurance industry is conquered by data collection to make future decisions since this is the digital era of the insurance industry in its journey of 700+ years. This chapter focuses on exploratory data analysis (EDA) to identify significant and critical factors to develop business strategy as well as to predict customers' responses in cross-sell health insurance. Response is either acceptance or rejection of a health insurance product offered to existing customers, who may or may not hold policies with the company. Exploratory data analysis (EDA) presents data analysis and visualization from various lookouts to characterize data that can help the insurer in strategic decision making.
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Data Analysis in Context-Based Statistical Modeling in Predictive Analytics
It is a simplest form of statistical analysis which involves with single variable for finding solution in predictive analytics.
Full Text Chapter Download: US $37.50 Add to Cart
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