Title: Hubbard
1Applied Information Economics Kickoff for Risk
Return Analysis
2What is AIE?
Applied Information Economics is the practical
application of scientific and mathematical
methods to quantify the value of IT-enabled
business investments
Economics
Applied Information Economics
Modern Portfolio Theory
3Real Solutions to
- the economics of information
- the economics of IT infrastructure
- the economics of risk
- the economics of labor reduction when headcount
is not reduced - Bottom Line AIE assesses and prioritizes IT
investments based on quantitative and
economically rational methods
4What Do the Critics Say?
- Quantifying the risk and comparing its
risk/return with other investments sets AIE apart
from other methodologies. It can substantially
assist in financially justifying a project --
especially projects that promise significant
intangible benefits. The Gartner Group - AIE represents a rigorous, quantitative approach
to improving IT investment decision making..this
investment will return multiples by enabling much
better decision making. Giga recommends that IT
executives learn more about AIE and begin to
adopt its tools and methodologies, especially for
large IT projects. Giga Information Group - AIE-like methods must become the standard way to
make (IT) investment decisions. Forrester
Research, Inc.
5Basic Risk/Return Analysis
Organization
Procedure
Tools
AIE
Deliverables
AIE
6Describe, Classify Plan
- Purpose Agree on the specific investment to be
analyzed, Agree on the specific question to be
answered, Plan the rest of the analysis
7Clarify The Decision Model
- During Clarification we translate the
Intangibles into measurable units - These are ultimately modeled in a spreadsheet
8Understanding Measurement(The Measurement.com
approach)
- Gilbs Law Anything can be measured in a way
which is superior to not measuring it at all - The perceived impossibility of measurement is an
illusion caused by not understanding - the Concept of measurement
- the Object of measurement
- the Methods of measurement
- See my Everything is Measurable article in CIO
Magazine (got to articles link on
www.hubbardresearch.com
9Conduct Measurements
- We use the variety of measurement methods
previously discussed - We usually start with what we know now (i.e.
calibrated estimates) - More elaborate measurements (large controlled
experiments or surveys) are only taken if we can
show they are economically justified
10Calibrated Estimates
- Measuring your own uncertainty about a quantity
is a general skill that can be taught with a
measurable improvement - Studies show that most managers are statistically
overconfident when assessing their own
uncertainty - Training can calibrate people so that when they
provide a 90 confidence interval, it still has a
90 chance of being right (even though it is
subjective)
When asked to provide a subjective 90
confidence interval, most managers provide a
range that only has about a 40-50 chance of
being right
Perceived 90 Confidence Interval
Actual 90 Confidence Interval
11Calculate the Value of Information
- The value of additional information can be
calculated for each uncertain variable in the
analysis - Measurement efforts will be more productive by
focusing on variables that matter the most
(results are often surprising) - This method is based on the probability of a
change in a decision with additional information
and the difference in the value of the decision
12The Economic Value of Information
The Decision Theory Formula
- What it means
- Information reduces uncertainty
- Reduced uncertainty improves decisions
- Improved decisions satisfy business objectives
(by definition)
13Conduct Risk/Return Analysis
Administrative Cost Reduction
5
10
15
Improvement in Customer Retention
10
20
30
Total Project Cost
2 million
4 million
6 million
14Make Recommendations
- The recommendations include
- To accept or reject the investment
- Possible modifications to the proposed investment
- Various risk management tactics
- Deliverables include
- The written report
- The spreadsheet
- The presentation
15Overview of RRA Analysis
Classification
Value of Info.
Intangibles Customer Satisfaction Strategic
Alignment Technology Risk Information
Quality etc.
Measurables Errors in Decision X Change to
Strategic Measure M Productivity in Activity
Y Chance of cancellation, etc.
Risk
Organization's investment limit
Acceptable region of investment
Return
16Workshops
- Much of the initial data gathering is from a
series of workshops - We need to schedule 5-6 workshops for the
following activities - Define Classify the investment
- Clarify Decision Model
- Measurement (initial)
- Calibration
- Estimation
17Defining the Investment
- What is the objective of this investment? (A
one-sentence description of why) - What costs are unique to this investment?
- What benefits are unique to this investment?
- What are the risks of the investment?
- What decision dimensions are important besides
just an accept/reject recommendation? - Is all of the investment optional?
- The decision is analyzed on behalf of which
investor?
18The Concept Of Measurement
- Sometimes one believes that a thing is
immeasurable only because they do not actually
understand the concept of measurement - The Measurement Theory definition of
measurement A measurement is an observation
that results in information (reduction of
uncertainty) about a quantity. - Any reduction of uncertainty about a quantity
can be of value
?
19Real-world Measurements vs. Ideal Values
Ideal Values Point
Real-world Meas.
Normal Distribution
Uniform Distribution
Lognormal Distribution
Hybrid
15
85
Threshold confidence
20The Object of Measurement
- If a thing seems like and immeasurable
intangible it may just be ill-defined - Often, if we can define what we mean by a certain
intangible we find ways to measure it
?
21The Clarification Chain
- AIE assumes that if a benefit or cost is defined
unambiguously, then it is measurable. - If it is Better it is different in some
relevant way... - If it is relevantly different then it is
observable... - If it is observable then it is observable in some
amount... - If we can observe it in some amount then it is
measurable.
22The Thought Experiment
- Imagine that you are a scientist capable of
making clones of entire companies and that you
have a cloned pair of your company - Change one of the companies so that one has the
stated intangible and the other does not - Ask what would you actually observe that would be
different between the two companies
23Examples of Clarification
The Intangible
Possible Meanings After Clarification
- Less management overhead
- Certain decisions are more accurate and faster
Employee Empowerment
Information Availability
- Time and cost of searching is reduced
- Certain costly errors are less frequent
Customer Relationship
- Increased repeat business
- Tools like The Clarification Chain are used to
identify unit-of-measure variables hidden beneath
the intangible label - I offer a challenge that given any intangible, I
can clarify it and identify a method of
measurement within 15 minutes (Ive never lost)