Using Data Mining to Save Time and Help You Look Like A Star - PowerPoint PPT Presentation

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Using Data Mining to Save Time and Help You Look Like A Star

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What is Data Analysis ... concept-based search engines. ERP. Data Mining Tools for Auditors ... then it is unexpected that if a loan granted from BANK1 to ... – PowerPoint PPT presentation

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Title: Using Data Mining to Save Time and Help You Look Like A Star


1
Using Data Mining to Save Time and Help You Look
Like A Star
  • Irina Sered
  • Executive VP
  • www.wizsoft.com

2
What is Data Analysis
  • Data analysis is the process of accessing the
    data looking for information to support a
    hypothesis.
  • There are three types of tools
  • Query tools
  • Report writers
  • OLAP tools

3
What is Data Mining
  • Data mining is the process of revealing valuable
    information and discovering previously unknown
    relationships that exist in large amounts of
    data.
  • The process complements standard statistical
    analysis to reveal patterns in data that
    translate into actionable information.
  • Data mining sorts through the data and uncovers
    the critical information you need for strategic
    decision-making.

4
Data and Text Mining
WizRule
WizWhy
WizSame
5
What We Do
  • WizSoft develops and markets software products
    based on mathematical algorithms for the business
    sector in the following fields
  • data mining
  • data auditing
  • concept-based search engines
  • ERP

6
Data Mining Tools for Auditors
  • WizRule business rule detector
  • WizSame duplicate records discovery
  • WizWhy analyzer and predictor

7
Data Mining Tools for Auditors
  • WizRule business rules detector for data
    auditing performs a complex analysis of the data
    revealing inconsistencies, errors and cases to be
    audited (investigated).

8
Data Mining Tools for Auditors
  • WizSame duplicate records discovery, analyzes
    one data set, or compares records in two data
    sets and reveals similar records suspected as
    being duplicates.

9
Data Mining Tools for Auditors
  • WizWhy analyzer and predictor, determines how
    the values of one field (dependent variable) are
    affected by the values of other fields.
  • The resulting model consists of a set of
    IF-THEN, IF-THEN-NOT and IF-AND-ONLY-IF rules
    that describe valid associations between various
    values of the dependent variable and the values
    of other fields.

10
Data Mining Tools for Auditors
  • WizWhy points out
  • main patterns in the data
  • summarizes the data
  • lists unexpected rules
  • lists unexpected cases in the data

11
Example of Unexpected Rule
  • (basic rule 1) If BANK is Bank1
  • Then DEFAULT is yes
  • Rules probability 0.50
  • (basic rule 2) If AGE is 17.00 20.00 (average
    18.61)
  • Then DEFAULT is yes
  • Rules probability 0.50
  • (unexpected rule) If AGE is 17.00 20.00
    (average 18.61)
  • and BANK is Bank1
  • Then DEFAULT is yes
  • Rules probability 0.05

12
Plain English Statements
  • if there is a 50 chance that a loan from BANK1
    will default and
  • if there is a 50 chance that a loan made to
    someone under the age of 20 will default,
  • then it is unexpected that if a loan granted from
    BANK1 to someone under the age of 20 has only a
    5 chance of default.

13
In conclusion
  • Auditors would want to investigate whether such
    unexpected rules are the result of spurious data,
    or whether they illuminate some underlying
    situation of which management was not aware.

14
Data Mining compliments Query Reporting
  • Query based
  • Requires a hypothesis
  • Subjective interpretation
  • Lots of reports and queries
  • Data Mining
  • No hypothesis necessary
  • Objective analysis
  • Critical few deviations

15
Summary Benefits
  • WizRule, WizWhy, WizSame are complementary tools
    to any query-based audit
  • Data integrity issues can waste auditors time
    learn what you dont know before relying on
    data
  • Get an automated statistician to join the audit
    team
  • Focus on the critical few deviations with no
    training and minimal effort
  • Look like a star in your next audit by finding
    what no one else could find in the data

16
About Us
  • Fully owned subsidiary of WizSoft Ltd. (1983)
  • Headquarters in Tel-Aviv, Israel
  • US office in Syosset, NY
  • 30,000 customers world wide
  • 170 employees
  • 18 sales and services offices
  • 516-393-5841
  • www.wizsoft.com
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