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Are CEOs Interested in the Same
Benchmarks as CIOs?
An Analysis Based on Data from Capers Jones (2013)
The Data Set
} The data set consists of 60 benchmarks and 10 audiences
} For each benchmark (e.g. ROI) and each audience type
(e.g. CIOs), a level of interest in the benchmark is
recorded
} The interest level scale goes from 1 (no interest) to 10
(extremely interested)
} There are 10 audiences in the data set: Shareholders,
CEOs, CFOs, CIOs, CTOs, Business Managers, Project
Managers,Technical Staff,SQA Staff,and Clients
2
The Analysis
} Key Questions:
} Which audiences are similar or dissimilar in their interests and
to what extent?
} Which benchmarks are particular audiences interested or not
interested in?
} The Approach
} Correlation tables to quantify the extent to which different
audiences are similar (or different)
} Grouping of benchmarks into categories such as Delivery, Risk,
etc. to zoom in on similarities or differences in interest within
each category
} Understanding patterns of interest and disinterest between
audiences (see below)
3
Grouping Benchmarks into Categories
4
Business Benchmarks Delivery BenchmarksRisk Benchmarks
Process Maturity
Benchmarks
Quality Benchmarks
Cost Benchmarks
Similarity and
DissimilarityAcross
All Benchmarks
o The table on the left shows
the correlation in interest
scores for each audience pair.
o The oranges and dark yellows
indicate high levels of
similarity in interest.For
example,CFOs and
Shareholders (row 3,column
1) are highly similar in the
benchmarks they are and are
not interested in (correlation
= 0.9).
o In contrast,Business Managers
andTech Staff are highly
dissimilar in their interests.
5
Similarity and
DissimilarityAcross
Business Benchmarks
o The table on the left shows the
correlation in interest scores for the
business benchmarks for each
audience pair.
o The oranges and dark yellows indicate
high levels of similarity in interest or
disinterest. In contrast, the blue shades
indicate dissimilarity – CEOs are quite
different from all other stakeholders as
seen in row 2 (the same information is
also in column 2)..
o CFOs, CIOs, and CTOs are quite
similar in their interests (or lack
thereof) in the business benchmarks.
6
Similarity and
DissimilarityAcross
Delivery Benchmarks
o The table on the left
shows the correlation in
interest scores for the
delivery benchmarks for
each audience pair.
o Looking for rectangular
patches of orange and
dark yellow,we see that
CEOs, CFOs, and CIOs
are quite aligned in their
interests;so are Project
Managers,Tech Staff, and
SQA staff.
7
Similarity and
DissimilarityAcross
Risk Benchmarks
o The table on the left shows
the correlation in interest
scores for the Risk
benchmarks for each audience
pair.
o It is very clear from the swath
of red on the top left of the
correlation table that
Shareholders,CEOs,CFOs,
CIOs,and CTOs are united in
their interest (or lack thereof)
in the Risk benchmarks.
o Tech Staff and Clients share
some similarity with all other
stakeholders.
8
Similarity and
Dissimilarity Across
Process Maturity
Benchmarks
o The table on the left
shows the correlation in
interest scores for the
Process Maturity
benchmarks for each
audience pair.
o It is very clear from the
swath of red on the top
left of the correlation
table that Shareholders,
CEOs, CFOs, and to a
large extent, CIOs, are
united in their interest (or
lack thereof) in the
Process Maturity
benchmarks.
9
Similarity and
DissimilarityAcross
Quality Benchmarks
o The table on the left shows the
correlation in interest scores for
the Quality benchmarks for each
audience pair.
o It is very clear from the swath of
red on the top left of the
correlation table that Shareholders,
CEOs, CFOs,and to some extent,
CIOs, and CTOs are united in their
interest (or lack thereof) in the
Quality benchmarks.
o Tech Staff are quite different from
all other stakeholders in their
interest levels to Quality
benchmarks.
10
Similarity and
DissimilarityAcross
Cost Benchmarks
o The table on the left shows the
correlation in interest scores for
the Cost benchmarks for each
audience pair.
o There are a number of patches of
similarity(Shareholders & CEOs;
CFOs & CIOs; SQA & Client) and
dissimilarity(dark and light blue
patches).
o Notice in particular that
Shareholders and CEOs are quite
different from CFOs,CIOs, CTOs,
and Business Managers.
11
Comparing CEOs with CIOs
12
X
Delivery: Industry productivity Business: Competitive practices within industry, Roles by industry & size, Attrition by role
& industry & size, Compensation by role, ROI, Skill inventories by role, TCO, Customer
satisfaction, Employee morale.
Delivery: Project failure rates, Development schedules, Outsource contract success/failure,
Project productivity, Application sizes by type, team morale, Country productivity, Team
compensation level, database size.
Risk: Project risks, Security attacks, Technical debt, Litigation – breach of contract.
Process Maturity: CMMI assessments, customer support benchmarks, ISO standards
certification, Maintenance best practices, Test efficiency best practices.
Quality: Data quality, Cost of quality/technical debt.
Cost: Development costs, Enhancement costs, Maintenance costs.
X
Delivery: Earned value (EVA)
Delivery: Application types
Process Maturity: CMMI levels
within industries, Standards
benchmarks
Delivery: Best practices – requirements, Team attrition rates, Coding speed, Delivery
methodology comparisons
Process Maturity: Best practices – design,
Quality: Best practices – defect prevention, Code quality, Cost per defect, Test coverage
benchmarks
Risk: Employment contracts
X X
Delivery: Productivity – activity based
Quality: Serviceability benchmarks
CEOs
CIOs
Interesting
Somewhat
Interesting
Not
Interesting
Interesting
Somewhat
Interesting
Not
Interesting
Interesting: Score is 8 or higher
Somewhat Interesting: Score is between 5 and 7
Not Interesting: Score is 4 or lower
Comparing CEOs with CIOs: Summary
13
} CIOs are sometimes said to not think like CEOs – indeed,this is
cited as a reason for why IT has not fulfilled its potential to deliver
business value in many organizations. How do the interests of CIOs
and CEOs align across our benchmarks?
} Quite nicely!There are lots of benchmarks deep into the IT space
that both CEOs and CIOs find interesting.They are also nicely
aligned on what they both find somewhat interesting.These metrics
like EVA are quite specific to project and delivery management –
they’re reliable early warning indicators and both CIOs and CEOs
should have them on their dashboards.
} CIOs can readily get CEOs metrics on application delivery
productivity by industry.When stated in terms of function points,
this information is available in many of the books written by Capers
Jones.
Comparing CFOs with CIOs
14
X X
Business: Competitive practices within industry, Attrition by role & size & industry,
Compensation by Role, Roles by industry & size, Return on investment (ROI), Skills
inventories by role, Total cost of ownership (TCO), Customer satisfaction, Employee
morale
Delivery: Project failure rates (size, methods), Development Schedules, Outsource
contract success/failure, Best Practices – requirements, Team attrition rates, Productivity –
project, Coding speed, Application sizes by type, Team morale, Team compensation level,
Database size
Risk: Project Risks, Security attacks (number & type), Technical debt, Litigation - patent
infringements, Litigation - intellectual property, Litigation - breach of contract, Litigation -
employment contracts
Process Maturity: CMMI assessments, Customer support benchmarks, ISO standards
certification, Best Practices - maintenance
Quality: Data quality, Cost of Quality (COQ)/technical debt
Cost: Development costs, Enhancement costs, Maintenance costs (annual), Portfolio
maintenance costs
X
Business: Industry productivity
Delivery: Earned value (EVA),
Application types, Application
class by taxonomy
Process Maturity: CMMI levels
within industries, Standards
benchmarks
Delivery: Delivery methodology comparisons, Productivity - activity based, Country
productivity
Process Maturity: Best Practices - test efficiency, Best Practices - defect prevention, Best
Practices - pre-test defects, Best Practices – design
Quality: Code quality (only code - nothing else), Cost per defect (caution: unreliable), Test
coverage benchmarks, Serviceability benchmarks
X X X
CFOs
CIOs
Interesting
Somewhat
Interesting
Not
Interesting
Interesting
Somewhat
Interesting
Not
Interesting
Interesting: Score is 8 or higher
Somewhat Interesting: Score is between 5 and 7
Not Interesting: Score is 4 or lower
Comparing CFOs with CIOs
15
} Not surprisingly, CIOs and CFOs are even more aligned than CEOs
and CIOs.They share a number of interests; and as the prevalence of
“X”s show, their interests don’t diverge for the most part.
} There are three main questions that prompt further action:
1) Do some benchmarks that are somewhat interesting merit
promotion to “Interesting” or demotion to “Not Interesting” status?
2) Do some benchmarks that are interesting merit demotion to
“Somewhat Interesting” or “Not Interesting”?
3) Do some benchmarks that are not interesting merit promotion to
“Somewhat Interesting” or “Interesting”?
The answers to these questions will depend on the operational
characteristics of your business, your current dashboard, and the way
in which you prefer to manage your domain. Use the benchmarks here
as a trigger to detect gaps and make improvements.
How similar are
stakeholders to each
other?
o The table on the left shows how “far
apart” any two stakeholders are. The
lower the number, the closer they are to
each other in their interest in benchmarks.
o Shareholders, CEOs, and CFOs (the green
path on the top left) are quite similar.
o CIOs are more similar to CTOs and
Business Managers.
o The red patch on the top right shows that
Project Managers, Tech Staff, SQAs and
Clients are not similar to any of the other
stakeholders.
o In particular, it’s surprising to see how
much distance there is between Clients
and the business.
16

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CEOs and CIOs: What IT Benchmarks Do They Both Want?

  • 1. Are CEOs Interested in the Same Benchmarks as CIOs? An Analysis Based on Data from Capers Jones (2013)
  • 2. The Data Set } The data set consists of 60 benchmarks and 10 audiences } For each benchmark (e.g. ROI) and each audience type (e.g. CIOs), a level of interest in the benchmark is recorded } The interest level scale goes from 1 (no interest) to 10 (extremely interested) } There are 10 audiences in the data set: Shareholders, CEOs, CFOs, CIOs, CTOs, Business Managers, Project Managers,Technical Staff,SQA Staff,and Clients 2
  • 3. The Analysis } Key Questions: } Which audiences are similar or dissimilar in their interests and to what extent? } Which benchmarks are particular audiences interested or not interested in? } The Approach } Correlation tables to quantify the extent to which different audiences are similar (or different) } Grouping of benchmarks into categories such as Delivery, Risk, etc. to zoom in on similarities or differences in interest within each category } Understanding patterns of interest and disinterest between audiences (see below) 3
  • 4. Grouping Benchmarks into Categories 4 Business Benchmarks Delivery BenchmarksRisk Benchmarks Process Maturity Benchmarks Quality Benchmarks Cost Benchmarks
  • 5. Similarity and DissimilarityAcross All Benchmarks o The table on the left shows the correlation in interest scores for each audience pair. o The oranges and dark yellows indicate high levels of similarity in interest.For example,CFOs and Shareholders (row 3,column 1) are highly similar in the benchmarks they are and are not interested in (correlation = 0.9). o In contrast,Business Managers andTech Staff are highly dissimilar in their interests. 5
  • 6. Similarity and DissimilarityAcross Business Benchmarks o The table on the left shows the correlation in interest scores for the business benchmarks for each audience pair. o The oranges and dark yellows indicate high levels of similarity in interest or disinterest. In contrast, the blue shades indicate dissimilarity – CEOs are quite different from all other stakeholders as seen in row 2 (the same information is also in column 2).. o CFOs, CIOs, and CTOs are quite similar in their interests (or lack thereof) in the business benchmarks. 6
  • 7. Similarity and DissimilarityAcross Delivery Benchmarks o The table on the left shows the correlation in interest scores for the delivery benchmarks for each audience pair. o Looking for rectangular patches of orange and dark yellow,we see that CEOs, CFOs, and CIOs are quite aligned in their interests;so are Project Managers,Tech Staff, and SQA staff. 7
  • 8. Similarity and DissimilarityAcross Risk Benchmarks o The table on the left shows the correlation in interest scores for the Risk benchmarks for each audience pair. o It is very clear from the swath of red on the top left of the correlation table that Shareholders,CEOs,CFOs, CIOs,and CTOs are united in their interest (or lack thereof) in the Risk benchmarks. o Tech Staff and Clients share some similarity with all other stakeholders. 8
  • 9. Similarity and Dissimilarity Across Process Maturity Benchmarks o The table on the left shows the correlation in interest scores for the Process Maturity benchmarks for each audience pair. o It is very clear from the swath of red on the top left of the correlation table that Shareholders, CEOs, CFOs, and to a large extent, CIOs, are united in their interest (or lack thereof) in the Process Maturity benchmarks. 9
  • 10. Similarity and DissimilarityAcross Quality Benchmarks o The table on the left shows the correlation in interest scores for the Quality benchmarks for each audience pair. o It is very clear from the swath of red on the top left of the correlation table that Shareholders, CEOs, CFOs,and to some extent, CIOs, and CTOs are united in their interest (or lack thereof) in the Quality benchmarks. o Tech Staff are quite different from all other stakeholders in their interest levels to Quality benchmarks. 10
  • 11. Similarity and DissimilarityAcross Cost Benchmarks o The table on the left shows the correlation in interest scores for the Cost benchmarks for each audience pair. o There are a number of patches of similarity(Shareholders & CEOs; CFOs & CIOs; SQA & Client) and dissimilarity(dark and light blue patches). o Notice in particular that Shareholders and CEOs are quite different from CFOs,CIOs, CTOs, and Business Managers. 11
  • 12. Comparing CEOs with CIOs 12 X Delivery: Industry productivity Business: Competitive practices within industry, Roles by industry & size, Attrition by role & industry & size, Compensation by role, ROI, Skill inventories by role, TCO, Customer satisfaction, Employee morale. Delivery: Project failure rates, Development schedules, Outsource contract success/failure, Project productivity, Application sizes by type, team morale, Country productivity, Team compensation level, database size. Risk: Project risks, Security attacks, Technical debt, Litigation – breach of contract. Process Maturity: CMMI assessments, customer support benchmarks, ISO standards certification, Maintenance best practices, Test efficiency best practices. Quality: Data quality, Cost of quality/technical debt. Cost: Development costs, Enhancement costs, Maintenance costs. X Delivery: Earned value (EVA) Delivery: Application types Process Maturity: CMMI levels within industries, Standards benchmarks Delivery: Best practices – requirements, Team attrition rates, Coding speed, Delivery methodology comparisons Process Maturity: Best practices – design, Quality: Best practices – defect prevention, Code quality, Cost per defect, Test coverage benchmarks Risk: Employment contracts X X Delivery: Productivity – activity based Quality: Serviceability benchmarks CEOs CIOs Interesting Somewhat Interesting Not Interesting Interesting Somewhat Interesting Not Interesting Interesting: Score is 8 or higher Somewhat Interesting: Score is between 5 and 7 Not Interesting: Score is 4 or lower
  • 13. Comparing CEOs with CIOs: Summary 13 } CIOs are sometimes said to not think like CEOs – indeed,this is cited as a reason for why IT has not fulfilled its potential to deliver business value in many organizations. How do the interests of CIOs and CEOs align across our benchmarks? } Quite nicely!There are lots of benchmarks deep into the IT space that both CEOs and CIOs find interesting.They are also nicely aligned on what they both find somewhat interesting.These metrics like EVA are quite specific to project and delivery management – they’re reliable early warning indicators and both CIOs and CEOs should have them on their dashboards. } CIOs can readily get CEOs metrics on application delivery productivity by industry.When stated in terms of function points, this information is available in many of the books written by Capers Jones.
  • 14. Comparing CFOs with CIOs 14 X X Business: Competitive practices within industry, Attrition by role & size & industry, Compensation by Role, Roles by industry & size, Return on investment (ROI), Skills inventories by role, Total cost of ownership (TCO), Customer satisfaction, Employee morale Delivery: Project failure rates (size, methods), Development Schedules, Outsource contract success/failure, Best Practices – requirements, Team attrition rates, Productivity – project, Coding speed, Application sizes by type, Team morale, Team compensation level, Database size Risk: Project Risks, Security attacks (number & type), Technical debt, Litigation - patent infringements, Litigation - intellectual property, Litigation - breach of contract, Litigation - employment contracts Process Maturity: CMMI assessments, Customer support benchmarks, ISO standards certification, Best Practices - maintenance Quality: Data quality, Cost of Quality (COQ)/technical debt Cost: Development costs, Enhancement costs, Maintenance costs (annual), Portfolio maintenance costs X Business: Industry productivity Delivery: Earned value (EVA), Application types, Application class by taxonomy Process Maturity: CMMI levels within industries, Standards benchmarks Delivery: Delivery methodology comparisons, Productivity - activity based, Country productivity Process Maturity: Best Practices - test efficiency, Best Practices - defect prevention, Best Practices - pre-test defects, Best Practices – design Quality: Code quality (only code - nothing else), Cost per defect (caution: unreliable), Test coverage benchmarks, Serviceability benchmarks X X X CFOs CIOs Interesting Somewhat Interesting Not Interesting Interesting Somewhat Interesting Not Interesting Interesting: Score is 8 or higher Somewhat Interesting: Score is between 5 and 7 Not Interesting: Score is 4 or lower
  • 15. Comparing CFOs with CIOs 15 } Not surprisingly, CIOs and CFOs are even more aligned than CEOs and CIOs.They share a number of interests; and as the prevalence of “X”s show, their interests don’t diverge for the most part. } There are three main questions that prompt further action: 1) Do some benchmarks that are somewhat interesting merit promotion to “Interesting” or demotion to “Not Interesting” status? 2) Do some benchmarks that are interesting merit demotion to “Somewhat Interesting” or “Not Interesting”? 3) Do some benchmarks that are not interesting merit promotion to “Somewhat Interesting” or “Interesting”? The answers to these questions will depend on the operational characteristics of your business, your current dashboard, and the way in which you prefer to manage your domain. Use the benchmarks here as a trigger to detect gaps and make improvements.
  • 16. How similar are stakeholders to each other? o The table on the left shows how “far apart” any two stakeholders are. The lower the number, the closer they are to each other in their interest in benchmarks. o Shareholders, CEOs, and CFOs (the green path on the top left) are quite similar. o CIOs are more similar to CTOs and Business Managers. o The red patch on the top right shows that Project Managers, Tech Staff, SQAs and Clients are not similar to any of the other stakeholders. o In particular, it’s surprising to see how much distance there is between Clients and the business. 16