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ASSAM
UNIVERSITY
SILCHAR
CONTENT
WHAT IF ANALYSIS
SENSITIVITY ANALYSIS
OPTIMIZATION ANALYSIS
DATA MINING
01
02
03
04
What If Analysis
Makes hypothetical changes
to problem and observes
impact on the results
Types of
What If Analysis
Scenario Analysis
Data Tables Analysis
What-If Analysis is the process of changing the values in cells to see
how those changes will affect the outcome of formulas on the worksheet.
Goal Seek Analysis
Types Cont.
Goal Seek
Analysis
Data tables
Analysis
It evaluates the
expected value of a
proposed investment
or business activity.
The process of
finding the correct
input when only the
output is known.
A data table is a range
of cells in which you
can change values in
some of the cells &
come up with different
answers to a problem
Scenario
Analysis
Sensitivity Analysis
A sensitivity analysis is a technique used to determine how
different values of an independent variable impact a
particular dependent variable under a given set of
assumptions.
This technique is used within specific boundaries that
depend on one or more input variables, such as the effect
that changes in interest rates have on bond prices.
Example Eagle Airlines
Partial Sensitivity Analysis
Best-case and worst-case scenarios
Break-even analysis
01
02
03
Types Of Sensitivity Analysis
Types cont.
In a partial sensitivity analysis, you select one variable, change its value
while holding the values of other variables constant.
Best- and worst-case scenarios establish the upper (best-case) & lower
(worst-case) boundaries of a cost-benefit study’s results. This type of se
nsitivity analysis shows how a broad range of a program or policy’s pos
sible outcomes affect the bottom line
If you are unable to estimate a policy’s most likely effects or cannot find
comparable studies to help determine its best-case and worst-case sce
narios,
Partial
Sensitivity
Analysis
Best-case &
worst-case
scenarios
Break-even
analysis
Sensitivity Analysis
Advantages Disadvantages
.
Simplicity
Directing Management Efforts
Ease of being Automated
As a quality Check
It does not provide clear cut results
Not a solution in standalone form
Optimization Analysis
Then one or more other variables are
changed repeatedly, subject to the
Specified constraints, until the best
values for the target variables are
discovered
It Is a more complex extension
of goal seeking analysis.
.
Instead of setting a specific target value for a
variable, the goal is to find the optimum value
for one or more target variables, given certain
constraints.
Optimization
Analysis
Optimal Value
"Optimal" simply means best.
In some scenarios, it means the cheapest lunch
In other cases it could mean the maximum value of nutrition
Either way, it's the value that's somehow considered the best.
Purpose of Optimization analysis
Goal is to find the optimum value for one or more target
variables given certain constraints
One or more other variables are changed repeatedly until the
best values for the target variables are discovered
Finding the optimum value for one or more target variables
Optimization methods
One or more other variables are changed
repeatedly until the best values for the target
variables are discovered
25% 30% 15% 35%
Optimization analysis is
quite similar to the goal
seeking analysis in term of
aiming to attain certain
goal with given constraints
Data Mining
What is Data Mining
Data Mining
What is not Data Mining
The task of discovering interesting pattern from
large amount data
DATA + MINING
Query Processing
Data Mining
Architecture
Get a modern PowerPoint Presentation that is
beautifully designed. Easy to change colors, photos
and Text. You can simply impress your audience and
add a unique zing and appeal to your Presentations.
Get a modern PowerPoint Presentation that is
beautifully designed. Easy to change colors, photos
and Text.
You can simply impress your audience and
add a unique zing.
Your Text Here
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add a unique zing.
Your Text Here
3 Steps Data Mining Process
01
02
03
Exploration
Model building and validation
Deployment
Marking/Retailing
Banking/Crediting
Law enforcement
Researchers
01
02
03
04
Data Mining
01
02
Privacy Issues
Misuse of information
Data Mining
Conclusion
Thank you

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What if Analysis,Goal Seek Analysis,Sensitivity Analysis,Optimization Analysis,Data Mining

  • 2. CONTENT WHAT IF ANALYSIS SENSITIVITY ANALYSIS OPTIMIZATION ANALYSIS DATA MINING 01 02 03 04
  • 4. Makes hypothetical changes to problem and observes impact on the results
  • 5. Types of What If Analysis Scenario Analysis Data Tables Analysis What-If Analysis is the process of changing the values in cells to see how those changes will affect the outcome of formulas on the worksheet. Goal Seek Analysis
  • 6. Types Cont. Goal Seek Analysis Data tables Analysis It evaluates the expected value of a proposed investment or business activity. The process of finding the correct input when only the output is known. A data table is a range of cells in which you can change values in some of the cells & come up with different answers to a problem Scenario Analysis
  • 7. Sensitivity Analysis A sensitivity analysis is a technique used to determine how different values of an independent variable impact a particular dependent variable under a given set of assumptions. This technique is used within specific boundaries that depend on one or more input variables, such as the effect that changes in interest rates have on bond prices. Example Eagle Airlines
  • 8. Partial Sensitivity Analysis Best-case and worst-case scenarios Break-even analysis 01 02 03 Types Of Sensitivity Analysis
  • 9. Types cont. In a partial sensitivity analysis, you select one variable, change its value while holding the values of other variables constant. Best- and worst-case scenarios establish the upper (best-case) & lower (worst-case) boundaries of a cost-benefit study’s results. This type of se nsitivity analysis shows how a broad range of a program or policy’s pos sible outcomes affect the bottom line If you are unable to estimate a policy’s most likely effects or cannot find comparable studies to help determine its best-case and worst-case sce narios, Partial Sensitivity Analysis Best-case & worst-case scenarios Break-even analysis
  • 10. Sensitivity Analysis Advantages Disadvantages . Simplicity Directing Management Efforts Ease of being Automated As a quality Check It does not provide clear cut results Not a solution in standalone form
  • 11. Optimization Analysis Then one or more other variables are changed repeatedly, subject to the Specified constraints, until the best values for the target variables are discovered It Is a more complex extension of goal seeking analysis. . Instead of setting a specific target value for a variable, the goal is to find the optimum value for one or more target variables, given certain constraints. Optimization Analysis
  • 12. Optimal Value "Optimal" simply means best. In some scenarios, it means the cheapest lunch In other cases it could mean the maximum value of nutrition Either way, it's the value that's somehow considered the best.
  • 13. Purpose of Optimization analysis Goal is to find the optimum value for one or more target variables given certain constraints One or more other variables are changed repeatedly until the best values for the target variables are discovered Finding the optimum value for one or more target variables
  • 14. Optimization methods One or more other variables are changed repeatedly until the best values for the target variables are discovered 25% 30% 15% 35% Optimization analysis is quite similar to the goal seeking analysis in term of aiming to attain certain goal with given constraints
  • 15. Data Mining What is Data Mining Data Mining What is not Data Mining The task of discovering interesting pattern from large amount data DATA + MINING Query Processing
  • 16. Data Mining Architecture Get a modern PowerPoint Presentation that is beautifully designed. Easy to change colors, photos and Text. You can simply impress your audience and add a unique zing and appeal to your Presentations. Get a modern PowerPoint Presentation that is beautifully designed. Easy to change colors, photos and Text. You can simply impress your audience and add a unique zing. Your Text Here You can simply impress your audience and add a unique zing. Your Text Here
  • 17. 3 Steps Data Mining Process 01 02 03 Exploration Model building and validation Deployment
  • 19. 01 02 Privacy Issues Misuse of information Data Mining