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Data Quality: Standardize,
validate and improve your information assets
NDDW's data cleansing/scrubbing, data analysis
and data enrichment services can help improve the quality of data.
These services include the aggregation, organization, and cleansing
of data. These data data cleansing/scrubbing and enrichment services
can ensure that your databases - part and material files, product
catalog files, and item information etc. - are current, accurate
and complete.
Data cleansing:
Often the existing data has no consistent format
being derived from many sources. Or it contains duplicate records/items
and may have missing or incomplete descriptions. NDDW's data cleansing
process fixes misspellings, abbreviations, and errors. The data
is normalized so that there is a common unit of measure for items
in a class, e.g. feet, inches, meters, etc. are all converted to
one unit of measure. The values are also standardized so that the
name of each attribute is consistent, e.g. inch, in., and the symbol
“ are all shown as inch.
Data scrubbing, also called data cleansing, is
the process of amending or removing data in a database that is incorrect,
incomplete, improperly formatted, or duplicated. An organization
in a data-intensive field like banking, insurance, retailing, telecommunications,
or transportation might use a data scrubbing tool to systematically
examine data for flaws by using rules, algorithms, and look-up tables.
Typically, a database scrubbing tool includes programs that are
capable of correcting a number of specific type of mistakes, such
as adding missing zip codes or finding duplicate records. Using
a data scrubbing tool can save a database administrator a significant
amount of time and can be less costly than fixing errors manually.
The issues involved in data cleansing, formatting,
converting and preparing for upload are so time consuming and so
exacting that it makes sense to outsource select components of the
project to an established firm with extensive experience in data
migration.
Our capabilities
for data cleansing/scrubbing and enrichment services include:
- Data aggregation, organization, and cleansing
- Enrichment of data with product attributes, images, and manufacturer
specifications
- De-duplication: eliminate duplicate records which might be similar
looking records
- Identification of missing or incomplete data
We offer a cleansing service to clean
and tidy-up your data. Depending upon your requirements this may
involve:
- The identification and removal of duplicated records
- The identification and tagging of similar records with subsequent
manual review
- The removal of spurious and invalid records
- Data validation (for example using a post code checker to identify
that addresses are correct)
- The removal of obsolete data
- The comparison and removal of records matching third party information,
such as the opt-in and opt-out lists
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