Monday, May 28, 2012

Data Cleansing & Cleansed Data Result Evaluation - QualityStage-IV

Once Data is Standardized and matched final stage in data cleansing workflow is to evaluate the results of the previous phases and to identify any organizational process improvements. The success of a cleansing project comes from iterative reviews and refinements throughout each phase.
In this phase of the workflow need to look at the results of the process and determine whether need to perform any of these activities:
  • Revisit a previous phase
  • Refine some of the conditions
  • Repeat the process, starting from the phase you revisit
If data quality goals are simple results produced post data cleansing iteration might be satisfactory. If it is not so need to repeat this workflow, making different decisions and further refinements with each iteration. Although it is the final step of the data cleansing process, for a well-designed and developed job or a sequence of jobs this requires to evaluate each step followed and decides future actions. As a best practice results should be evaluated at the end of each phase to avoid following entirely wrong direction with inconstant data. This process fine tunes a job and its stage components to achieve the highest quality data.
At the end of the design and development of data cleansing jobs should evaluate the entire process. It means insight about data, data cleansing process, data collection process and evaluation process. Evaluation helps to make changes to next data cleansing project and refine jobs or help organization make changes to its business rules or even to its organizational goals.Evaluating the results of data cleansing process can help organization maintain data management and ensure that corporate data supports the organizational goals.

Disclaimer: The postings on this site are my own and don't necessarily represent IBM's positions, strategies or opinions

1 comment:

  1. Or if you are too lazy to do it yourself then I suggest you check out the guys at for data cleansing services.