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Data
Enrichment
#techtuesdays
#techtuesdays
Data Enrichment is the
process of adding value to
existing data by enhancing or
appending data to an existing
dataset with additional
information
What is Data Enrichment?
#techtuesdays
Improves data accuracy
Aids in customer engagement
Helps in segmentation of customers
Improves lead scoring
Enhance Personalisation
Why is Data Enrichment
Required?
#techtuesdays
Data Scraping: Extraction of data from
websites or other online sources using
specialized softwares
Manual Research: Involves data being
manually entered into a spreadsheet
or database
Data Enrichment tools: Specialized tools that
gathers, organizes, cleans, and formats data
from third-party sources and aggregates it
from different sources.
Methods of Data Enrichment
#techtuesdays
Data cleansing means removing
inaccurate and duplicate data.
Data Enrichment is collecting additional
data for a dataset and appending it to
cover the missing information
Difference between Data
Enrichment and Data
Cleansing
#techtuesdays
Data Enrichment Techniques
Appending Data - by appending data from
various sources to a dataset accuracy, and
consistency of a dataset is increased to give
a comprehensive picture.
Data Segmentation - data from a dataset is
grouped based on some predefined
variables like age, gender, income to be
accurately described as a category
Data Manipulation - Technique of substituting
missing or inconsistent data inside fields
#techtuesdays
Data Enrichment Techniques
Derived Attributes - creation of new fields
from existing values of a dataset like deriving
age from date of birth or state of residence
from zipcode
Entity Extraction - Extraction of useful structured
data from semi-structured or unstructured data
Data Categorization - Process of classifying
unstructured information via sentiment
analysis or topication to make it analyzable
#techtuesdays
Types Of Data Enrichment
Socio-demographic data - It is the
process of enriching a dataset with specific
demographic information with the intent
of targeting a special category of users
Geographic data - It is the process of adding
geographic data to an existing dataset with
the intent of location based marketing
#techtuesdays
Types Of Data Enrichment
Purchase intent data - It is the process of
enriching a dataset with shopping data and
product view frequency for granular
marketing and precise view of customer’s
willingness to buy
Data Enrichment based on app usage
Enriching dataset based on app usage
information to identify overall customer
experience and preferences
#techtuesdays
Tools for Data Enrichment
Thank you
for your time.
#techtuesdays
Stay Tuned for next Tech Tuesdays!

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An Overview on Data Enrichment and techniques

  • 2. #techtuesdays Data Enrichment is the process of adding value to existing data by enhancing or appending data to an existing dataset with additional information What is Data Enrichment?
  • 3. #techtuesdays Improves data accuracy Aids in customer engagement Helps in segmentation of customers Improves lead scoring Enhance Personalisation Why is Data Enrichment Required?
  • 4. #techtuesdays Data Scraping: Extraction of data from websites or other online sources using specialized softwares Manual Research: Involves data being manually entered into a spreadsheet or database Data Enrichment tools: Specialized tools that gathers, organizes, cleans, and formats data from third-party sources and aggregates it from different sources. Methods of Data Enrichment
  • 5. #techtuesdays Data cleansing means removing inaccurate and duplicate data. Data Enrichment is collecting additional data for a dataset and appending it to cover the missing information Difference between Data Enrichment and Data Cleansing
  • 6. #techtuesdays Data Enrichment Techniques Appending Data - by appending data from various sources to a dataset accuracy, and consistency of a dataset is increased to give a comprehensive picture. Data Segmentation - data from a dataset is grouped based on some predefined variables like age, gender, income to be accurately described as a category Data Manipulation - Technique of substituting missing or inconsistent data inside fields
  • 7. #techtuesdays Data Enrichment Techniques Derived Attributes - creation of new fields from existing values of a dataset like deriving age from date of birth or state of residence from zipcode Entity Extraction - Extraction of useful structured data from semi-structured or unstructured data Data Categorization - Process of classifying unstructured information via sentiment analysis or topication to make it analyzable
  • 8. #techtuesdays Types Of Data Enrichment Socio-demographic data - It is the process of enriching a dataset with specific demographic information with the intent of targeting a special category of users Geographic data - It is the process of adding geographic data to an existing dataset with the intent of location based marketing
  • 9. #techtuesdays Types Of Data Enrichment Purchase intent data - It is the process of enriching a dataset with shopping data and product view frequency for granular marketing and precise view of customer’s willingness to buy Data Enrichment based on app usage Enriching dataset based on app usage information to identify overall customer experience and preferences
  • 11. Thank you for your time. #techtuesdays Stay Tuned for next Tech Tuesdays!