Data Analytics of Strategic Information Technology Asset Reviews
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Transcript of Data Analytics of Strategic Information Technology Asset Reviews
Data Analytics of Strategic Information Technology Asset Reviews
Brian Bissett
Staff AnalystSocial Security Administration
Office of the Chief Information Officer
Overview
Background & Goals Qualitative Data Collection
SharePoint Surveys & Lists
Quantitative Data Collection InfoPath/SharePoint Excel Templates
Data Analysis & Scoring Resource Maximization Data Reporting & Dashboarding Action Items, Lessons Learned, & References
Background
The Social Security Administration has had Administrative Expenses of combined expenditures from its trust funds of less than or equal to 1.0% since 1989, an enviable record that few (if any) organizations in the private or public sector can match. 1
As the Agency is tasked with legislative mandates to take on more Health Care related IT programs, care must be taken to select the best IT programs to maintain low administrative expenses and maximize the benefits to the public.
1. http://www.ssa.gov/oact/STATS/admin.html
Why We have not been Privatized
Sources: http://krugman.blogs.nytimes.com/2009/07/06/administrative-costs/http://wonkroom.thinkprogress.org/2009/04/14/administrative-costs-good/
Pay for Performance?Not All the Time!
The Government Accountability Office has concluded that private plans channel extra subsidies towards increased profit, not improved benefits.1
Just as with a mutual fund, paying an administrative fee does not pay for better performance, it pays for a salesman.
1. GAO-08-827R June 24, 2008.
Reality and Consequences
SSA is a conservative agency. The Checks have to go out. SSA has legacy systems that use 60 million lines of
Cobol computer code. SSA continues to heavily utilize mainframes.
With such low administrative expenses, SSA is intolerant of poor funding choices. Failure to make the right IT investments for both
the present and the future can handicap an organization to the point where it can no longer accomplish its mission directives.
GOAL OF SITAR: Keeping Admin Costs Low
The Strategic IT Asset Review (SITAR) process was created to evaluate the programmatic costs and benefits of proposed IT programs and to ensure a uniform process is utilized in selecting the best efforts for the agency to start or continue funding. Determine the Bottom 1/3 Performing IT
Investments at SSA and then. . . . . Turn them around or KILL them.
Survey
There are two methods of easily Collecting information in SharePoint, a Survey or a List.
Survey ListBranching No BranchingAnalysis Limited Data Exportable to ExcelCannot Name Files Can Name List ElementsCan Limit Responses Cannot Limit ResponsesCan Display Information No Native Info Display
Conditions to Survey
Has the Scope of the initiative changed? (From what the PSA specified.)
Changes to the Initiatives Schedule. Concerns regarding government or
contractor resources. Concerns regarding user acceptance. Concerns regarding risk. (how have risk mitigation strategies impacted)
Data Collection: Excel Web Access
Data Collection – InfoPath
Data Collection: PID Information
Data Analysis – OCIO Excel Tab
SME MatrixPID Level ROI
CBA PID RollupReport Card
Scoring Algorithm
Initiatives are evaluated by components within SSA by answering a series of questions about various conditions in the initiative with four possible answers.
Has the condition changed from specifications? Yes/No Initial Question; No = 100 Yes - Minor Changes = 50 Yes - Some Changes = 25 Yes - Major Changes = 0
Scoring Algorithm
A Final Question assesses the Overall Project Health which has three possible answers: The overall health of this initiative is:
a) Acceptable = 75b) Questionable = 50c) Poor = 25
This question is answered by the AC in charge of the initiative.
The answers to the questions are then averaged and binned. Bins for Icons:
Red 25 > Score (Average) Yellow 50 > Score (Average) >= 25Green Score (Average) >=50
Reporting: Traffic Light Style
Subject Matter Experts - SMEs
Subject Matter Expert – is any non-Systems person or persons who understand the business process or area well enough to describe it to the IT Staff and answer questions as they arise. They are also the persons who are in the critical path of the project and provide input and feedback during the many steps of a project’s lifecycle. Does not include casual meeting attendees.
SME MATRIX Initiative/Component
Resource Utilization Modeling
Many Resource Utilization Models assume linearity.
This is done because Linear Behavior is very predictable where as non Linear Behavior is seldom predictable with the exception of exponential growth and decay.
But few things in life exhibit the regular recurring predictable behavior associated with Linearity, most often they are Skewed.
Resource Modeling Right Skew
Typical Behavior, Lots of Resources at the Beginning, fewer Resources utilized toward completion.
Resource Modeling Left Skew
Less Frequent, more indicative of projects that are resource intensive on the back end such as construction projects.
Resource Modeling No Skew
Resembles a Normal Distribution. Planning, Building, Integrating, Testing type of Model.
Resource Modeling Notch
The Failure Curve. Build, Test, Rebuild. Same effort level at Beginning and End.
How much can be Supported?
Question: We have 10 Automation SME resources, and 30 Projects, each of which require 1/3 of a Automation SME Man Year. How many Projects can be supported? Answer: It Depends on the Skew. If all projects are left skewed we can only
support 10 projects. If 1/3 of the projects are skewed left, 1/3
skewed right, and 1/3 skewed center, we can support all of them.
Dilemma
Obviously, the case where all projects can be supported is optimal. So it would be best to have a situation where
resources are distributed equally across all potential time frames which mimics linear behavior. Linear Behavior is desirable for Analysis. But Linear Behavior in Life is Uncommon.
“Faking Linearity”
Burn Rates – Ideal Case
Burn Rates - Reality
Resource Utilization (Burn)
Key Points: Projects will not burn resources in a linear
manner. The PM should be aware if the project is over
burning or under burning its resources, and take appropriate action if the burn rate is not appropriate for the phase of the project. When over burning occurs, are SME and
other resources being deprived to other more critical projects?
Data Reporting: Rollup
Data Reporting: Presentation
IT Health DashboardExcel Conditional Formatting
RANDOMLY GENERATED DATA
RANDOMLY GENERATED DATA
RANDOMLY GENERATED DATA
RANDOMLY GENERATED DATA
IT Health DashboardExcel Published HTML
RANDOMLY GENERATED DATA
RANDOMLY GENERATED DATA
RANDOMLY GENERATED DATA
RANDOMLY GENERATED DATA
IT Health DashboardLimitations of Implementation
Functionality HTML XL Web
Excel Conditional Formatting
Multiple Sheet Viewing
Sparklines
Vertical Text
Downloadable Template
Embedded Objects
Worksheet Functions
Component/Project Breakdownby Work Years
SSA Open Government Dashboards – Top Level
SSA Open Government Dashboards – Investments
The Government Really is Open, just look at this rating.
Candidates for Termination
Has Limited Strategic Value Based on the current Agency Strategic Plan
(ASP).
Is on the line and has not been started. Is on the line and is not doing well. SME Hog Unfavorable ROI
When Termination is not Possible
Some Projects simply cannot be killed because they are legislatively mandated, or so called “Sacred Cows.” While these projects must get done,
flexibility exists in that we can change how they are done if they are underperforming. It is important to identify underperforming
programs even when they are mandated by Congress.
Lessons Learned
SharePoint Functions well as a document repository, but needs improvement for efficient data collection. InfoPath is not a mature product and lacks
many basic functions that would be expected in a third generation product. Excel can function well as a Data Analysis
tool when used with VBA, but Worksheets must be Locked down.
Lessons Learned Continued
How a SharePoint site is administered can have grave consequences in terms of limiting the ability of groups to create custom solutions to complex agency initiatives. It is always easier when deploying a new
solution to incrementally feed a component a piece of the new pie than to try to stuff the whole pie down their throat at once.
Recommended Third Party Tools
SparkLines for Excel http://sparklines-excel.blogspot.com/ Add-Ins for Excel Productivity Suite http://www.add-ins.com/ Bamboo Solutions http://store.bamboosolutions.com/ Excel Web Services http://msdn.microsoft.com/en-us/library/aa973804(office.12).aspx
Qdabra qRules http://www.qdabra.com/en/products/qRules.aspx
The Visual Display of Quantitative Information – Edward Tufte
Edward R. Tufte, Ph.D., Yale University http://www.yale.edu/polisci/people/etufte.html
http://www.edwardtufte.com/tufte/index Four Books on Data Visualization: The Visual
Display of Quantitative Information, Envisioning Information, Visual Explanations, Beautiful Evidence.
Books
Practical Pharmaceutical Laboratory Automation Hardcover: 464 pages Publisher: CRC Press (May 2003) ISBN: 0849318149
Automated Data Analysis with Excel
Softcover: 442 Pages Chapman & Hall (June 2007) ISBN: 1-58488-885-7
Acknowledgements
Lester Diamond – Associate CIODonna Meekins – Director OCIO/OIMDon Ingraham – Director OCIO/OIMJeff Wilhide – SharePoint Administrator OIMS. Jennifer Haggerty – IT Specialist OCIO/OIMSue Meekins – IT Specialist OCIO/OIMWayne Slechter – IT Specialist OCIO/OIMDavid Ordonio – IT Specialist OCIO/OIMCarla Sateriale – Research Assistant at IMFBrandon Williams – IT Specialist OCIO/OIM