Astera's Centerprise Data Integrator automates portfolio acquisition for a major
mortgage lender
Executive Summary
This case study discusses the deployment of Centerprise Data Integrator to
streamline servicing acquisition workflow at a large mortgage servicer in the
United States.
Using the point–and–click interface of Centerprise Data Integrator, business
groups are able to quickly validate, transform, and profile incoming data files
in myriad different formats. Additionally, Centerprise Framework APIs are used
to integrate the acquisition workflow with upstream systems.
Overall, the project met and surpassed all of its goals including major
productivity increases, considerably shorter lead time to integrate new business
partners, and improved data quality.
Introduction
Data transformation is increasingly moving away from an IT task to a business
function. It is now common for business users to work with incoming data that
must be transformed and imported into their system for onward processing.
Examples of such scenarios abound in many industries including financial
services, communications, healthcare, energy and utilities, government, and
manufacturing. In many instances, data is received from business partners and
internal groups in various file types and layouts. These formats constantly
change–often without any prior notice. Frequently, data does not conform to
predefined and agreed upon layouts, adding to the complexity and delays in
validating and processing.
This was one of the challenges faced by the customer, a large mortgage lender.
The company's servicing acquisition group is responsible for the entire workflow
related to acquiring servicing rights from originating lenders, aggregators, and
other business partners. This workflow includes bidding, pricing, conducting due
diligence, and boarding loans to servicing management systems.
Given the volume of servicing rights being acquired, the group receives a large
number of data files in many different formats including flat files, Excel
spreadsheets and Access databases, from numerous business partners. In most of
these cases, the data format and layout are unique to the individual business
partner, and need to be converted to match the company's internal standards. In
the past, each layout transformation was hand–coded in Access databases or Excel
spreadsheets. This slowed addition of new data formats, and affected the
customer's ability to quickly integrate new business partners. In addition,
mapping logic was scattered in a number of Access databases and the difficulties
of tracking these databases were posing several risks related to security,
regulatory compliance and customer privacy.
Astera worked closely with the customer to design a solution using Centerprise
Data Integrator to provide interactive data transformation and cleansing
functionality that business group could use without day–to–day involvement of IT
resources. The solution also used Centerprise Integration Framework APIs for
integration with upstream systems, such as third–party servicing management
applications.
Challenges
The customer's servicing acquisition group is responsible for managing the
entire workflow of the acquisition process, covering the steps from initial
evaluation, bidding, and pricing to data cleansing, due diligence and
transmission to servicing management applications.
With large volumes of data entering the servicing acquisition workflow, the key
challenges facing the group were:
- Data arrived in different file formats and structures from a multitude of
business partners;
- When data files did not conform to predefined layout–as was often the
case–programming changes were needed to transform these data files, slowing down
the process considerably;
- Frequently, data came from multiple sources throughout the process life cycle
and needed to be consolidated and reconciled;
- Data transformation, done in Access databases, caused significant development
time to integrate new data formats;
- Long lead times in integrating new data resulted in long lead times in
integrating new business partners;
- Large number of Access databases and programs were difficult to track and posed
risks related to regulatory compliance and customer data privacy;
- Validation rules were scattered in many different systems making it difficult to
consistently enforce these rules.
Objectives and Requirements
Based on the above challenges, Astera worked with the customer's business and
technology management to develop key objectives for the solution. Salient
objectives included:
- Empowering business users to manage the data transformation process without
day–to–day involvement of IT resources;
- Quickly integrating new business partners and achieving drastic reduction in
time and effort in defining new maps;
- Providing functionality to adapt to common file format anomalies such as extra
fields, missing headers, out of sequence fields, etc.;
- Eliminating the large number of Access databases, programs, and spreadsheets and
centralizing all transformation and validation rules in a single repository;
- Providing tools to quickly modify the transformation and validation rules to
adjust to incoming data files and internal business policy changes;
- Achieving major productivity gains for the servicing acquisition department.
Solution – Centerprise Data Integrator
Centerprise Data Integrator is a data transformation tool that enables users to
manage data transformation, conversion, profiling, and exports. All of the
product features are designed to be usable by business users and do not require
knowledge of programming or query languages.
In addition, Centerprise's point–and–click query builder was used to define data
exports to a number of internal systems and external parties. Due to the
easy–to–use query builder interface, business users could quickly create and
execute queries without having to write extensive SQL statements.
Data quality improvements were achieved using a combination of Centerprise data
validation rules and profiling reports. Data profile XML was used to create
deficiency workflow tasks for upstream systems that worked with business
partners to correct any data issues. Additionally, the validation rules that
were once dispersed in various databases were now combined and stored in
Centerprise's centralized repository.
Finally, integration with upstream servicing management systems was accomplished
using Centerprise Integration Framework–a suite of APIs based on Microsoft.net
platform.
Results
The project was completed on time and within budget, and met or exceeded all the
stated project goals including rapid integration of new business partners, major
productivity increases for servicing acquisition group, centralized repository
of transformation and validation rules, and elimination of Access databases and
programs.
Future phases will incorporate new versions of Centerprise Data Integrator to
achieve a tighter integration with other systems, pushing data quality
management to the front of the process where business partners can validate data
before transferring it. Astera is working with the customer to explore
leveraging Centerprise's data transformation, validation, and profiling
capability to other business areas such as asset acquisition and data
integration.