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Project Business Case
Assessment created using AnalysisPlace.com IT Project ROI & Business Case Toolkit Copyright ©2012 Hall Consulting & Research LLC Page 1
AJ Global Industries
Data Center Modernization Business Case
Prepared for: AJ Global Industries Prepared by: Service Provider Date Prepared: February 6, 2012 Disclaimer This document is for informational purposes only. HCR, partners, and suppliers MAKE NO WARRANTIES, EXPRESS, IMPLIED, OR STATUTORY, AS TO THE INFORMATION IN THIS DOCUMENT. Complying with all applicable copyright laws is the responsibility of the user. HCR may have patents, patent applications, trademarks, copyrights, or other intellectual property rights covering subject matter in this document. Except as expressly provided in any written license agreement from HCR, the furnishing of this document does not give you any license to these patents, trademarks, copyrights, or other intellectual property. All derivative works must maintain copyright and other appropriate notices. © 2011 AnalysisPlace and Hall Consulting & Research LLC (HCR). All rights reserved.
Project Business Case
Assessment created using AnalysisPlace.com IT Project ROI & Business Case Toolkit Copyright ©2012 Hall Consulting & Research LLC Page 2
Executive Summary This report contains a summary of the results of an assessment conducted using the “IT Project ROI and Business Case Toolkit”.
Based on inputs specifically about the organization’s environment, the table and charts below summarize key results, including
project costs, benefits, ROI, NPV, IRR, and payback period. The results are shown "per user" average and the total for the
organization.
$580
$3,272
$-
$1,000
$2,000
$3,000
$4,000
Costs Benefits
Co
sts
& B
en
efi
ts (
pe
r U
ser)
Total Costs Vs Benefits(per User)
Dep
loy
Sta
rt
Ben
efit
s St
art
Pa
yba
ck
-1000
-500
0
500
1000
1500
2000
2500
3000
2012 2013 2014 2015 2016
Cu
mu
lati
ve C
ash
Flo
w (
pe
r U
ser)
Year
Cumulative Cash FlowDeploy Start Deployment Benefits Start Payback
Financial Analysis Summary
Per User Organization Total (000)
Costs $ 580 $ 1,115 Benefits $ 3,272 $ 6,294 Net Benefits $ 2,693 $ 5,179 NPV (Net Present Value) $ 2,099 $ 4,037 ROI 465%
IRR (Internal Rate of Return) 194%
Payback Period (Months)** 6
Number of Users 1923
*Return on Investment - [Net Benefits / Total Costs] **From when benefits start to accrue
The tool also estimates current and projected KPI performance levels before and after the solution is implemented. This is
summarized in the chart below:
50%
30%
50%
30%
50%
30%
50%55%
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
Sales/MarketingPerformance
BusinessManagement
Effectiveness
Supply/OperationsPerformance
TechnologyEffectiveness
Pe
rfo
rman
ce P
erc
en
tile
KPI Performance Comparison As-Is
To-BeWorldClass
Laggard
Project Business Case
Assessment created using AnalysisPlace.com IT Project ROI & Business Case Toolkit Copyright ©2012 Hall Consulting & Research LLC Page 3
Overview of the IT Project ROI and Business Case Toolkit The IT Project ROI and Business Case Toolkit enables rapid development of comprehensive business cases for IT projects. It helps
organizations to assess, quantify, and communicate the costs, benefits, business value, and ROI of most types of enterprise-scale
technology-based initiatives. It also helps to assess the organization’s current (as-is) and expected (to-be) IT spending (TCO) levels
and the solution’s impact on a variety of key performance indicators (KPIs). It produces high quality, customized, and editable
business case reports that can be presented to decision-makers.
The model simulates "To-Be" capability adoption based on initiatives selected by the model user. The model estimates
The tool estimates the costs required to implement the new capabilities/solution, including hardware, software, IT labor, services,
and user labor. It simulates benefits (user productivity, IT TCO savings, business cost savings, revenue growth, and KPI
improvements) enabled by the solutions selected.
It supports both rapid (30 minute) and highly detailed assessments. The tool uses robust industry best-practice methods and
extensive research to assist the organization in rapidly assessing the costs and benefits of investing in the IT initiative. However, this
tool cannot accurately/credibly estimate costs/benefits without review, validation, and adjustment of key data inputs. These inputs
should be customized to each particular organization and scenario.
The toolkit is powered by (hosted on) the AnalysisPlace.com platform and was developed by Hall Consulting & Research LLC
(http://hallcr.com).
Figure 1 IT Project ROI and Business Case Toolkit Components Diagram
Project Business Case
Assessment created using AnalysisPlace.com IT Project ROI & Business Case Toolkit Copyright ©2012 Hall Consulting & Research LLC Page 4
AnalysisPlace Overview AnalysisPlace.com develops and hosts “managed” Excel -based business and technology
applications to improve decision-making and to articulate the business value (ROI) of
products and services.
A variety of models/tools benefit from being hosted on the platform, including: value-based sales tools, decision-making tools,
ROI/TCO calculators, maturity models, proposal generators, business process simulators, etc.
There are many benefits to tools users as well as tool publishers:
Tool users benefit from being able to rapidly conduct credible assessments and to produce highly customized reports, such
as business cases or proposals. A few of the key features that enable these benefits include: language and currency
switching, the ability to collaborate with colleagues, and the ability to conduct assessments online or offline.
Tool authors benefit from being able to publish tools that are cost-effective to develop, easy to manage, user friendly and
highly effective at articulating the value of their products (value-based selling). A couple of the key features that enable
these benefits include: version control, the ability to control access, and usage tracking.
The AnalysisPlace platform utilizes an innovative combination of technologies to transform standard Excel spreadsheets into
managed applications. AnalysisPlace.com “Managed” tools are Excel xlsm files (compatible with Excel XP/2002, 2003, 2007 and
2010) that are downloaded and opened just like any excel file, except these converted tools have many advantages for the tool user,
as well as, for the tool author/publisher. Tool users must be registered at AnalysisPlace.com and login to the tools prior to use.
Key Features
The platform provides a full array of capabilities to enable powerful, yet flexible, tools and analysis.
For Tool Users and Decision-Makers For Tool Publishers/Administrators
Key Features Strong privacy and security protections
Very easy to use
Collaborate with coworkers or vendors
Multi-language/multi-currency
Change tracking
Online or offline flexibility
Flexible scenario analysis
Dynamic & customizable Word and PowerPoint
reports (business cases)
Protect IP
Limit access, if desired
Usage tracking
Centralized consolidation of user inputs and tool results
(privacy-dependent)
Tool version control
Easy to build and maintain tools and reports
Highly flexible Excel-based platform
Access to a potentially large tool user base
Key Benefits Enables rapid or detailed analysis
Highly credible customizable business cases can
be created quickly
Objectively evaluate, quantify and prioritize
investments
Most existing spreadsheets are very easy to convert,
upgrade, and manage
Credibly quantify and articulate product/service business
case (increasingly required by decision-makers)
Can dramatically improve sales close rates
Cost-effective (qualified vendor-neutral tools published
free)
Contact Information
Hall Consulting & Research LLC (HCR)
Pittsburgh, Pa 15243
Website: AnalysisPlace.com
Email: [email protected]
Phone: 1-412-344-5103
HCR can provide an array of cost-effective services to help design, develop, publish, and support AnalysisPlace.com tools.
Project Business Case
Assessment created using AnalysisPlace.com IT Project ROI & Business Case Toolkit Copyright ©2012 Hall Consulting & Research LLC Page 5
Current Environment The tables below show the organization profile data that was entered into the tool and used to estimate the solution costs and
benefits.
Organization Profile Below is key information about the organization.
Organization Name AJ Global Industries
Industry Manufacturing - Chemicals
Location NORTH AMERICA - United States
Employees / FTEs (in project scope) 5000
Organization Revenue (Millions) in scope $ 2,345
Number of PC Users (in scope) 1923
Total Number of PCs (in scope) 1962
Solution Selected for this Analysis The table below summarizes the extent of the organization's adoption of BI capabilities. The simulated (to-be) adoption is based on
the scope/scale of selected initiatives enabling increased capability adoption. All costs in this model are based on scope/scale of
initiatives selected. All benefits in this model are based on improvements to capability adoption - adoption of more BI capabilities
and best practices lead to improved business performance. Details are contained in the "Initiatives" worksheet.
Project Name: Data Center Modernization Assessment
Project Description:
• Virtualization, consolidation, clustering, real-time infrastructure, self-service provisioning, power and cooling • Improved performance, reliability, manageability, security • Multi-core, 64-bit, RISC/Itanium, x86
• Web servers, application servers, DBMS servers, data warehouse servers, infrastructure servers, high performance computing servers
Project Scale (Investment level)
Major (e.g. transformational)
Project Business Case
Assessment created using AnalysisPlace.com IT Project ROI & Business Case Toolkit Copyright ©2012 Hall Consulting & Research LLC Page 6
IT Spending (TCO) Analysis TCO (Total Cost of Ownership) analysis of the IT environment is shown below. It includes an assessment of hardware, software,
internal IT personnel, external IT Services, and telecommunications and networking operating costs. It includes both current (as-is)
as well as projected (to-be) TCO after the initiative has been implemented. The TCO savings is the difference between the as-is TCO
and the to-be TCO. The to-be TCO does not include incremental costs resulting from the initiative -- these are included in "Costs".
$1,615 $1,560
$1,760 $1,714
$2,128 $2,060
$3,012 $2,929
$1,950 $1,930
$-
$2,000
$4,000
$6,000
$8,000
$10,000
$12,000
As-Is To-Be
An
nu
al I
T Sp
en
din
g (p
er
PC
Use
r)
IT Spending (TCO) Summary
Telecom /Networking
Internal IT Staff
External ITServices
Software
Hardware
$1,615
$1,760
$3,012
$2,128
$1,950
$1,560
$1,714
$2,929
$2,060
$1,930
$- $1,000 $2,000 $3,000 $4,000
Hardware
Software
Internal IT Staff
External IT Services
Telecom / Networking
Annual IT Spending (per PC User)
IT Spending (TCO) SummaryAs-Is
To-Be
As-Is To-Be Savings % Savings
IT Spending
Total IT Spending (000) $ 20,128 $ 19,606 $ 522 2.6%
IT Spending per Employee $ 4,026 $ 3,921 $ 104 2.6%
IT Spending per PC User $ 10,465 $ 10,193 $ 271 2.6%
IT Spending as % of Operating Expenses 1.0% 1.0% 0.0% 2.6%
IT Spending as % of Revenue 0.9% 0.8% 0.0% 2.6%
IT Staffing
Total IT Personnel FTEs 46.0 44.8 1.2 2.7%
IT Personnel as % of Employees 0.9% 0.9% 0.0% 2.7%
IT Personnel as % of PC Users 2.4% 2.3% 0.1% 2.7%
Ratio of Employees to IT Personnel 108.7 111.7 3.0 2.8%
Ratio of PC Users to IT Personnel 41.8 43.0 1.2 2.8%
Project Business Case
Assessment created using AnalysisPlace.com IT Project ROI & Business Case Toolkit Copyright ©2012 Hall Consulting & Research LLC Page 7
Cost and Benefit Summary The charts and table below summarize the costs required to implement and maintain the solution and the expected benefits
resulting from the solution.
$96
$239
$149
$96
$-
$100
$200
$300
$400
$500
$600
$700
Co
sts
(pe
r U
ser)
Initiative Cost Summary(per User)
End-User Labor &Training
IT Labor, Services, &Training
Software
Hardware $1,086
$108
$1,495
$584
$-
$500
$1,000
$1,500
$2,000
$2,500
$3,000
$3,500
Be
ne
fits
(p
er
Use
r)
Initiative Benefit Summary(per User)
Revenue Growth
User ProductivityBenefits
Other Direct CostSavings
IT Spending/TCOSavings
Costs & Benefits (per PC) Costs & Benefits (000)
One-Time
Annual Recurring Project Total One-Time
Annual Recurring Project Total
Costs $ 400 $ 45 $ 580 $ 769 $ 87 $ 1,115
Benefits $ 29 $ 811 $ 3,272 $ 56 $ 1,560 $ 6,294
Solution Costs Below are the initial design/development/deployment and added annual on-going costs required to fully deploy, adopt and support
the initiative. Additional details can be found below and on the "Cost" worksheet.
The charts and table below summarize the costs required to implement and maintain the solution and the expected benefits
resulting from the solution
Costs (per User) Costs (000)
One-Time
Annual Recurring
Project Total One-Time
Annual Recurring Project Total
Hardware $ 60 $ 9 $ 96 $ 115 $ 17 $ 185
Software $ 124 $ 29 $ 239 $ 239 $ 55 $ 459
IT Labor, Services, & Training $ 147 $ 0 $ 149 $ 283 $ 1 $ 286
End-User Labor & Training $ 68 $ 7 $ 96 $ 131 $ 14 $ 185
Total $ 400 $ 45 $ 580 $ 769 $ 87 $ 1,115
Project Business Case
Assessment created using AnalysisPlace.com IT Project ROI & Business Case Toolkit Copyright ©2012 Hall Consulting & Research LLC Page 8
The table/chart below provide additional cost details.
Costs (per User) Costs (000)
Cost / Benefit Category One-Time
Annual Recurring
Project Total One-Time
Annual Recurring
Project Total
Hardware
Client Hardware $ - $ - $ - $ - $ - $ -
Data Center Hardware $ 60 $ 9 $ 96 $ 115 $ 17 $ 185
Total $ 60 $ 9 $ 96 $ 115 $ 17 $ 185
Software
Client Software $ 41 $ 9 $ 79 $ 79 $ 18 $ 151
Server Software $ 83 $ 19 $ 160 $ 160 $ 37 $ 308
Total $ 124 $ 29 $ 239 $ 239 $ 55 $ 459
IT Labor, Services, & Training
One-time Implementation Labor/Services $ 79 $ - $ 79 $ 152 $ - $ 152
Annual On-Going Labor/Services $ - $ 0 $ 2 $ - $ 1 $ 3
Incremental Help Desk Calls $ 4 $ - $ 4 $ 8 $ - $ 8
IT Training $ 64 $ - $ 64 $ 123 $ - $ 123
Total $ 147 $ 0 $ 149 $ 283 $ 1 $ 286
End-User Labor & Training
End-User Labor $ 18 $ 7 $ 46 $ 34 $ 14 $ 89
End-User Training $ 50 $ - $ 50 $ 97 $ - $ 97
Total $ 68 $ 7 $ 96 $ 131 $ 14 $ 185
Total Costs $ 400 $ 45 $ 580 $ 769 $ 87 $ 1,115
Below are the initial design/development/deployment and added annual on-going costs required to fully deploy, adopt and support
the initiative. Additional details can be found below and on the "Cost" worksheet.
$-
$96
$79
$160
$79 $2 $4
$64
$46
$50
$-
$100
$200
$300
$400
$500
$600
$700
Project Total
Tota
l C
ost
s ($
pe
r P
C)
Total Implementation Costs (Per PC)
End-User Training
End-User Labor
IT Training
Incremental Help Desk Calls
Annual On-GoingLabor/ServicesOne-time ImplementationLabor/ServicesServer Software
Client Software
Data Center Hardware
Client Hardware
Project Business Case
Assessment created using AnalysisPlace.com IT Project ROI & Business Case Toolkit Copyright ©2012 Hall Consulting & Research LLC Page 9
Solution Benefits The graph and chart below summarize the estimated benefits from the solutions selected.
Benefits (per User) Benefits (000)
Benefit Summary One-Time Annual
Recurring Project Total One-Time
Annual Recurring Project Total
IT Spending/TCO Savings $ - $ 271 $ 1,086 $ - $ 522 $ 2,089
Other Direct Cost Savings $ 29 $ 20 $ 108 $ 56 $ 38 $ 207
User Productivity Benefits $ - $ 374 $ 1,495 $ - $ 719 $ 2,876
Revenue Growth $ - $ 146 $ 584 $ - $ 281 $ 1,123
Total $ 29 $ 811 $ 3,272 $ 56 $ 1,560 $ 6,294
Benefit Sub-Categories
IT Spending/TCO Savings $ - $ 271 $ 1,086 $ - $ 522 $ 2,089
Other Direct Cost Savings
IT Savings $ 29 $ 20 $ 108 $ 56 $ 38 $ 207
Business Savings $ - $ - $ - $ - $ - $ -
Total $ 29 $ 20 $ 108 $ 56 $ 38 $ 207
User Productivity Benefits
Individual Computing $ - $ 191 $ 764 $ - $ 367 $ 1,469
Collaborative Computing $ - $ - $ - $ - $ - $ -
PC Systems Management $ - $ 183 $ 731 $ - $ 352 $ 1,406
Total $ - $ 374 $ 1,495 $ - $ 719 $ 2,876
Revenue Growth $ - $ 146 $ 584 $ - $ 281 $ 1,123
Total $ 29 $ 811 $ 3,272 $ 56 $ 1,560 $ 6,294
Project Business Case
Assessment created using AnalysisPlace.com IT Project ROI & Business Case Toolkit Copyright ©2012 Hall Consulting & Research LLC Page 10
KPI Assessment The table/chart below provides a summary of the 4 categories of non-financial KPIs. There are 4 to 10 specific KPIs in each category.
The percentiles shown are how the organization compares to others in the industry. 0% represents worst performance in the
industry (laggard); 50% is average performance; 100% is best in the industry (world class performance). The "Improvement"
indicates how much the organization is expected to improve KPI performance due to the solution. Additional details can be found in
the "KPIs" worksheet.
Percentile
As-Is To-Be
Improve-ment
Sales/Marketing Performance 50.0% 50.0% 0.0%
Business Management Effectiveness 30.0% 30.0% 0.0%
Supply/Operations Performance 50.0% 50.0% 0.0%
Technology Effectiveness 30.0% 54.6% 24.6%
Average 40.0% 46.2% 6.2%
50%
30%
50%
30%
50%
30%
50%55%
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
Sales/MarketingPerformance
BusinessManagement
Effectiveness
Supply/OperationsPerformance
TechnologyEffectiveness
Pe
rfo
rman
ce P
erc
en
tile
KPI Performance Comparison As-Is
To-BeWorldClass
Laggard
Project Business Case
Assessment created using AnalysisPlace.com IT Project ROI & Business Case Toolkit Copyright ©2012 Hall Consulting & Research LLC Page 11
Financial Analysis Shown below are the costs and benefits by year, the net benefits (benefits-costs), and the cumulative cash flow. This is used to
calculate payback period, IRR, and NPV.
Start Date End Date
Deployment Duration (Months) 6 4/1/2012 10/1/2012
Project Duration (Years) - not including deployment
4 10/1/2012 10/1/2016
Payback Date 4/2/2013
Payback Period (from start of benefits) 6.0 Months
Payback Period (from start of deployment) 12.0 Months
Growth Rate (of costs and benefits) 0.0%
-400 -45 -45 -45 -45
29
811 811 811 811
$(600)
$(400)
$(200)
$-
$200
$400
$600
$800
$1,000
Deploy 1 2 3 4
Cas
h F
low
(p
er
Use
r)
Time Period
Cash FlowCosts One-time Benefits On-Going Benefits
Dep
loy
Sta
rt
Ben
efit
s St
art
Pa
yba
ck
-1000
-500
0
500
1000
1500
2000
2500
3000
2012 2013 2014 2015 2016
Cu
mu
lati
ve C
ash
Flo
w (
pe
r U
ser)
Year
Cumulative Cash FlowDeploy Start Deployment Benefits Start Payback
Time Period Costs One-time Benefits
On-going Benefits Ramp-Up
On-Going Benefits
Total Benefits
Net Benefits
Cumulative Cash Flow Start Date
Deploy $ (400)
$ (400) $ (400) 4/1/2012
1 $ (45) $ 29
100% $ 811 $ 840 $ 795 $ 395 10/1/2012
2 $ (45)
100% $ 811 $ 811 $ 766 $ 1,161 10/1/2013
3 $ (45)
100% $ 811 $ 811 $ 766 $ 1,927 10/1/2014
4 $ (45)
100% $ 811 $ 811 $ 766 $ 2,693 10/1/2015
Total $ (580)
$ 3,244 $ 3,272 $ 2,693 $ 2,693
NPV (Net Present Value)
$ (545)
$ 2,617 $ 2,644 $ 2,099 $ 2,099
Next Steps
For information on AnalysisPlace's products and services view AnalysisPlace.com or call: 1-412-344-5103.
Email: [email protected]
Website: www.AnalysisPlace.com
Project Business Case
Assessment created using AnalysisPlace.com IT Project ROI & Business Case Toolkit Copyright ©2012 Hall Consulting & Research LLC Page 12
Appendices
Financial Profile
Organization Financials
Operating Margin % of Revenue 15.0%
Default value is based on industry average. This margin rate is used to calculate the business value of incremental revenue enabled by the initiative
Discount Rate / Cost of Capital (WACC) 9.2%
Used in Net Present Value calculations
Expected annual revenue growth rate 0.0%
Annual growth rate increases on-going costs and benefits in the cash flow financial analysis. Default is based on HCR analysis of ValueLine data
Project Financial Data
Duration of analysis (years) - Select from drop-down box.
4 Years
Does not include the deployment phase. A 3-year life-expectancy is standard for most IT projects. Some major initiatives may be 7+ years.
Project Start Date
Month 4
4/1/2012
Year 2012
Project implementation time (prior to realization of any benefits) - Months
6 Months
In this model, the implementation period starts when sigificant costs start to accrue and ends when benefits start to accrue (i.e. recurring costs & benefits start to accrue at the end of the implementation period). NPV calculations are based off the end of the implementation periond.
Recurring benefit realization ramp-up Year 1 100%
Year 2 100%
Year 3 100%
Determines what portion of the annual recurring steady-state benefits is actually realized. For many projects, only a portion of the steady-state benefits will actually be realized the first year (or two). View the cash flow for how this impacts outcome.
User Profile and Labor Costs User Type Mix
% of PC Users # of PC Users
Portion of PC Users that are
Information Workers (IWs) 50% 958
Portion of PC Users that are
Data-entry or Structured-Task
Workers
50% 966
Project Business Case
Assessment created using AnalysisPlace.com IT Project ROI & Business Case Toolkit Copyright ©2012 Hall Consulting & Research LLC Page 13
Total PC-Users (# of Employees
that use PCs on a regular basis) 100% 1,923
Information Workers (Knowledge Workers) perform non-routine, cognitive, or creative work that often requires both structured and unstructured
information inputs from multiple sources -- and that is not repeated throughout the course of the work day or work week. Examples include a product
manager, analyst, accountant, engineer, sales executive, CFO, or CIO.
Data-entry and Structured Task Workers perform routine, structured tasks typically in a repeated manner. Examples include a customer service
representative, insurance claims processor, or inside sales representative.
Labor Costs
Default values are provided based on inputs above. Defaults may be adequate for rapid/ballpark assessments, but otherwise should be reviewed/modified.
Burden rate (labor overhead as
a % of cash compensation)* 32%
Standard Work Hours per Year 1,824
* Non-cash benefits (such as medical insurance and Social Security) and occupancy costs (such as office space and supplies)
Primary Site Locations - select
the closest-matching from the
drop-down box
Suburban / Mixed
Used to scale labor costs. Urban labor costs tend to be 15-20% higher than suburban locations.
Average Ann'l
Cash Comp-
ensation** Burden Rate
Burdened
Annual Labor
Cost
Burdened
Weekly Labor
Rate
Burdened Hourly
rate
IT Staff Labor Costs
Application development $ 102,776 32% $ 135,664 $ 2,609 $ 74.38
Application support $ 95,282 32% $ 125,772 $ 2,419 $ 68.95
Data center $ 99,564 32% $ 131,424 $ 2,527 $ 72.05
Desktop / Client $ 88,323 32% $ 116,586 $ 2,242 $ 63.92
Help desk $ 58,882 32% $ 77,724 $ 1,495 $ 42.61
Voice Network $ 85,646 32% $ 113,053 $ 2,174 $ 61.98
Data Network $ 89,393 32% $ 117,999 $ 2,269 $ 64.69
Management & Administration $ 122,421 32% $ 161,596 $ 3,108 $ 88.59
Average (weighted) $ 95,385 32% $ 125,909 $ 2,421 $ 69.03
Source of salary data: based on HCR analysis of Bureau of Labor Statistics data and various Salary Surveys. Salary data is scaled based on industry,
geography, and organization size.
PC User Labor Costs
IWs (Information Workers) $ 84,327 32% $ 111,312 $ 2,141 $ 61.03
Data-entry or Structured Task
Workers $ 65,764 32% $ 86,809 $ 1,669 $ 47.59
Average (weighted) $ 75,008
$ 99,010 $ 2,171 $ 54.28
** Base compensation plus bonuses
Source of salary data: based on HCR analysis of U.S. Department of Labor, Bureau of Labor Statistics data; The World Bank, World Development Indicators
Database; and Organisation for Economic Co-operation and Development. Salary data is scaled based on industry, geography, and organization size.