BENIFITS ASSOCIATED WITH DATA MINING - PowerPoint PPT Presentation

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BENIFITS ASSOCIATED WITH DATA MINING

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We may define data mining as modeling of hidden patterns and discovering data from large volumes of data.It is important to note that data mining is very different from other retrospective technologies because it involves the creation of models. By using this technology the user can discover patterns and use them to build models without even understanding what you are after. – PowerPoint PPT presentation

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Title: BENIFITS ASSOCIATED WITH DATA MINING


1
Welcome To Loginworks Softwares
2
6 BENEFITS ASSOCIATED WITH DATA MINING
  • Data has been used from time immemorial by
    various companies to manage their operations.Data
    is needed by various organizations strategically
    aimed at expanding their business operations,
    reduction of costs, improve their marketing force
    and above all improve profitability. Data mining
    is aimed at the creation of information assets
    and uses them to leverage their objectives.
  • In this article, we discuss some of the common
    questions asked about the data mining technology.
    Some of the questions we have addressed include
  • How can we define data mining?
  • How can data mining affect my organization?
  • How can my business get started with data mining?

3
In this article, we discuss some of the common
questions asked about the data mining technology.
Some of the questions we have addressed include

1. How can we define data mining?

2. How can data mining affect my organization?

3. How can my business get started with data
mining?
4
Data Mining Defined
  • Data mining can be regarded as a new concept in
    the enterprise decision support system, usually
    abbreviated as DSS. It does more than
    complementing and interlocking with the DSS
    capabilities that may involve reporting and
    query. It can also be used in on-line analytical
    processing (OLAP), traditional statistical
    analysis and data visualization. The technology
    comes up with tables, graphs, and reports of the
    past business history.
  • We may define data mining as modeling of hidden
    patterns and discovering data from large volumes
    of data.It is important to note that data mining
    is very different from other retrospective
    technologies because it involves the creation of
    models. By using this technology, the user can
    discover patterns and use them to build models
    without even understanding what you are after. It
    gives an explanation why the past events happened
    and even predicting what is likely to happen.
  • Some of the information technologies that can be
    linked to data mining include neural networks,
    fuzzy logic, rule induction and genetic
    algorithms. In this article, we do not cover
    those technologies but focus on how data mining
    can be used to meet your business needs and you
    can translate the solutions thereafter into
    dollars.

5
Setting Your Business Solutions and Profits
  • One of the common questions asked about this
    technology is what role can data mining play for
    my organization? At the start of this article, we
    described some of the opportunities that can be
    associated with the use of data. Some of those
    benefits include cost reduction, business
    expansion, sales and marketing, and
    profitability. In the following paragraphs, we
    look into some of the situations where companies
    have used data mining to their advantage.

6

Business Expansion
  • Equity Financial Limited wanted to expand their
    customer base and also attract new customers.
    They used the Loan Check offer to meet their
    objectives. Initiating the loan, a customer had
    to go to any branch of Equity branch and just
    cash the loan. Equity introduced a 6000
    LoanCheck by just mailing the promotion to their
    existing customers. The equity database was able
    to track about 400 characteristics of every
    customer. The characteristics were about loan
    history of the customer, their active credit
    cards, current balance on the credit cards and if
    they could respond to the loan offer. Equity used
    data mining to shift through 400 customer
    features and also finding the significant ones.
    They used the data and build a model based on the
    response to the Loan Check offer. They then
    integrated this model to 500,000 potential
    customers from a credit bureau. They then
    selectively mailed the most potential customers
    that were determined by the data mining model. At
    the end of the process, they were able to
    generate a total of 2.1M in extra net income
    from 15,000 new customers.

7
Reduction of Operating Costs
  • Empire is one of the largest insurance companies
    in the country. In order to compete with other
    insurance companies, it has to offer quality
    services and at the same time reducing
    costs.Therefore it has to attack costs that may
    in form of fraud and abuse. This demands a
    considerable investigation skills and use of data
    management technology. The latter calls for data
    mining application that can profile every
    physician in their network based on claims
    records of every patient in their data warehouse.
    The application is able to detect subtle
    deviations on the physician behavior that are
    linked to her/her peer group. The deviations are
    then reported to the intelligence and fraud
    investigators as suspicion index. With this
    effort derived from data mining, the company was
    able to save 31M, 37M, and 41M in the first
    three years respectively from frauds.

8
Sales Effectiveness and Profitability
  • In this case, we look into pharmaceutical sector.
    Their sales representatives have a wide range of
    assortment tools they use in promoting various
    products to physicians. Some of the tools include
    product samples, clinical literature, dinner
    meetings, golf outings, teleconferences and many
    more. Therefore getting to know the promotions
    methods that are ideal for a particular physician
    is of valuable importance and it is likely to
    cost the company a lot of dollars in sales call
    and thereby more lost revenue. Through data
    mining, a drug maker was able to link eight
    months of promotional activity based on
    corresponding sales found in their database. They
    then used this information to build a predictive
    model for each physician.The model revealed that
    for the six promotional alternatives, only three
    had a significant impact. Then they used the
    knowledge found in the data mining models and
    thereby customizing the ROI.
  • Looking at those two case studies, then ask
    yourself, was data mining necessary?

9
Getting Started
  • All the cases presented above have revealed how
    data mining was used to yield results to the
    various businesses. Some of the results led to
    increased revenue and increased customer base.
    Others can be regarded as bottom-line
    improvements that impacted on cost savings and
    also improved productivity.In the next few
    paragraphs we try to answer the question how can
    my company get started and start realizing the
    benefits of data mining.
  • The right time to start your data mining project
    is now. With the emergence of specialized data
    mining companies, starting the process has been
    simplified and the costs greatly reduced. Data
    mining project can offer important insights into
    the field and also aggregate the idea of creating
    a data warehouse.
  • In this article, we have addressed some of the
    common questions regarding data mining, what are
    the benefits associated with the process and how
    a company can get started. Now, with this
    knowledge your company should start with a pilot
    project and then continue building a data mining
    capability in your company to improve
    profitability, market your products more
    effectively, expand your business and also reduce
    costs

10
Thank You For Watching

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