Data Mining
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Experienced,
broad-based Data Mining solutions
The Gartner Group has estimated that more than 20% of Fortune 1000 companies
presently use automated data mining tools. By 2000, that number is expected to climb to
45%.
In the information age, business is increasingly decision
oriented. Data mining is a key technology for upgrading your organizations decision
making processes. As more firms employ this technology, data mining has become a
necessity.
Data mining borrows from the fields of statistics and
artificial intelligence to deliver highly leveraged business value. Data mining is largely
the construction of predictive models from example data through machine learning.
The CoreTech Advantage
CoreTechs Data Mining Services organization has experience in data mining processes,
tools and technologies, which other vendors simply cant match. CoreTech staff are
published in the field and have worked on a wide variety of data mining projects.
CoreTechs data mining staff employ best-of-breed
tools to provide the highest possible level of impact. We then apply these tools to the
business problem, but with a holistic perspective. By leveraging the technical skills and
broad knowledge base resident across the firms competencies CoreTechs data
mining consultants are able to provide true end-to-end business value.
CoreTech Service Offerings
CoreTech provides services tailored for four specific fields:
Data Scoring
Database Cleansing
Target (Database) Marketing
Customer Churn Prediction
Data Scoring projects involve the construction of
predictive models of business data. Credit scoring, for example, scores loan or credit
customer behavior. This will allow future applicants for such services to be evaluated on
a quantitative basis. Data mining has demonstrated its worth in this field by providing
more objective judgment than human experts and more accurate results than conventional
statistical analysis.
Database Cleansing projects build filtering systems which
will flag anomalous fields or records based on a sample of the customers data base.
Studies have shown that real-world large-scale databases are typically full of data
quality problems, many of which can be detected automatically through data mining.
Target Marketing projects deliver customer scoring or
clustering systems which allow marketers to focus on market prospects which are more
likely to respond to marketing efforts. Sophisticated models of customer behavior provide
marketers with a tool to decide who is most likely to purchase their products.
Customer Churn Prediction projects produce models which
predict whether customers will abandon services such as telecommunications or other
subscription services. Such predictive systems allow clients to focus retention efforts on
customers which are likely to defect.
CoreTechs Flexible Service Delivery
CoreTech data mining services usually fall into one of three engagement types: Data Mining
Expert Services, introductory pilot projects, called Data Insight Projects and more
extensive Start-to-Finish Data Mining Projects.
Data Mining Expert Services
CoreTech provides expert guidance for clients interested in initiating internal
data mining activities. Training and tool selection are among a range of services
available.
Data Insight Projects
Data Insight Projects are exploratory projects which use a subset of customer data and
place a greater emphasis on analysis and descriptive statistical summaries of client data.
The primary deliverables are a report detailing CoreTechs findings and
recommendations about high value next steps.
Start-to-Finish Data Mining Projects
These projects involve all phases of data mining, from data extraction to model
installation. In a Start-to-Finish Data Mining Project, CoreTech will advise the customer
regarding data selection and extraction then analyze and model client data, as well as
install resulting models.
CoreTech Understands The Business of Knowledge
Management
We offer a full range of consulting services from strategic to tactical assessments,
education to design, deployment and support of Knowledge strategic to tactical
assessments, education to design, deployment and support of Knowledge Management
initiatives throughout the business enterprise.
Contact us
today for more information
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