It is no secret that organized and meaningfully
structured data is life and blood of any organization. It shapes the
business strategies, helps in segmenting and targeting customers and
streamlines marketing campaigns for companies. However, for driving
any benefits from data, organizations must profile it and unlock its
hidden potential.
What exactly is data profiling?
Well, in simple words, data profiling is a process of systematic analysis of data done to identify meaningful patterns and to gain deeper insights from the data. The process involves the use of sophisticated tools and technologies and requires multiple analysis to yield useful data insights and patterns.
Some of the common analysis for profiling data are listed below:
Completeness Analysis - It is done to identify incomplete data fields.
What exactly is data profiling?
Well, in simple words, data profiling is a process of systematic analysis of data done to identify meaningful patterns and to gain deeper insights from the data. The process involves the use of sophisticated tools and technologies and requires multiple analysis to yield useful data insights and patterns.
Some of the common analysis for profiling data are listed below:
Completeness Analysis - It is done to identify incomplete data fields.
Uniqueness
Analysis -
It is done to check duplicity of data variables
and to find out distinct values for a given attribute.
Value
Distribution Analysis
- It is carried out to identify the distribution
of records across different values for a particular attribute.
Range
Analysis -
It is done to find out the useful statistics like
standard deviations, frequency, mean, median, minimum and maximum
values from the data.
Pattern
Analysis - It
is done to identify meaningful patterns in the distribution of data.
The data profiling
is a technical job and best left to the experts. SunTecData
is a reputed vendor offering multiple data
processing solutions including data profiling services.
Nice post, thanks for sharing.
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