Manuel Mogollon
Nortel Networks, USA
Mahesh S. Raisinghani
University of Dallas, USA
Copyright 2004. Idea Group Inc. Copying or distributing in print or electronic forms without written permission of Idea Group Inc. is prohibited.
Measuring the Return on Investment (ROI) of a project is a key element of the IT Governance process. The research in this paper aims to provide an overview of how to calculate the ROI for e-commerce applications so that this information, and the attached ROI Calculator Tool Template, can be used by organizations to reduce the time in preparing the ROI for a project. Although there is much written about ROI, there is not that much said about how to prepare one, specifically for an e-commerce project. By reading this research paper and by using the ROI Calculator Tool, any IT group or organization that is going to deploy e-commerce applications will have a starting point for calculating ROIs.
In an interview, Harvard Business School's Michael E. Porter had this to say about e-commerce: "The Internet as a family of technologies will have a very powerful effect on operational effectiveness. We'll see deeper integration among service, sales, logistics, manufacturing and suppliers. The first level of that will improve efficiencies, reduce transaction costs and reduce inventory" (Byrne, 2001, p. 114). Businesses are looking for those e-commerce applications, such as relationship-marketing software, integration software, customer management, E-Procurement, and collaborative software that can achieve the business integration discussed by Michael Porter to boost productivity and/ or create new sources of revenue.
In the late '90s, companies discovered the seemingly endless possibilities of the Internet, and they began to purchase e-commerce applications with little or no financial controls. There was a sense of urgency that precluded taking the time to measure the real economic value of these investments — companies were moving at Internet speed. Then the US economy slowed dramatically, Information Technology (IT) budgets dropped considerably, and projects were competing for the few available dollars (Sammer, 2001). In this new economy, IT managers must convince management of the value of a project, compare projects to determine which offers the best return, and justify the implementation of an e-commerce application.
A survey carried out by the Meta Group in November 2001 led to the following conclusion: "ROI has become one of the most important evaluation criteria for IT groups" (Ferengul, 2001, p. 1). The renewed focus on ROI as an evaluation tool came after years of IT departments using some internal measurements, such as the number of visitors to a web site and network uptime, that didn't have any meaning for business executives who were trying to link a project to the overall performance of a company. Today, Return-on-Investment is becoming an important tool for IT departments and corporate management to measure and quantify the return of e-commerce applications in relation to other investments.
In April and May of 2000, International Data Corporation (IDC) conducted an Internet Executive e-Panel survey about ROI (Rosenthal, 2000, pp. 3–8). These were some of IDC's findings:
The results of IDC's survey summarize the disjunctive situation in which organizations find themselves today. On the one hand, they recognize that e-commerce applications need to be implemented quickly, but they do not want to spend too much time calculating the ROI for a project because they have problems finding the required data. On the other hand, they recognize that e-commerce investments are substantial and risky, and that they should have a thorough measure that projects the risk, yield, and benefit of a project. Organizations can resolve this situation by reducing the time to prepare ROIs, either by developing internal standardized processes and procedures, or by licensing tools already developed by companies specialized in preparing ROIs for e-commerce.
This chapter aims to provide an overview of how to calculate the ROI for e-commerce applications so that this information, and the attached ROI Calculator Tool Template, can be used by organizations to reduce the time in preparing the ROI for a project.
In any type of investment, investors want to find out what their return will be. This is a key element of the IT Governance process. The return is calculated by dividing the profit by the investment. It is a straight calculation when measuring a capital investment, a loan, for example, where the return on investment is the interest received. However, for a project, the investment is measured as the total cost in time, dollars, or any other unit required to plan, execute, and complete the project. The return is the savings, also in time, dollars or any other measurable unit generated by the project. The project's ROI is, then, the ratio of the total return divided by the total cost of the project.
The difficulty in calculating ROI is in determining what constitutes the total cost of the project and what constitutes the total return of the project. The problem results from the fact that even though most of the cost and return factors are easily measurable and have tangible values, the values of other factors involved are more difficult to determine. An example in point is the factor of customer satisfaction; it can be measured (surveys, focus groups), but its value may be hard to specify. ROI has been used as a measure of a firm's performance in various studies (Byrd & Marshall, 1997; Mahmood & Mann, 1993a, b; Woo & Willard, 1983). In this chapter, the term ROI will be used as the benefit generated by a project, regardless of whether it is measured by the Payback Period, Net Present Value, or Internal Rate of Return (IRR).
In finance, the following standard steps are followed to evaluate the capital budgeted for a project (Brigham & Houston, 1999, p. 502):
The same steps used in the finance field to evaluate the capital budgeted for a project can be used to establish a process to measure the return for e-commerce applications. The steps are as follows:
The above steps use the Net Present Value (NPV) to measure the return for a project; however, other finance methods can be used to rank projects. Those methods include the following:
A more complete definition of these terms (including NPV) is presented in Appendix A: ROI Terms.
The development of a comprehensive method for calculating the ROI for an e-commerce application is shown in the following steps. Initially, a project's ROI can be calculated as:
However, to further define the method, a project's return can be determined by calculating the expenses that a company will incur with the new process and subtract that from the expenses that a company incurs with the current process. Normally, when a new process is implemented, a value may be given to some other benefits. In this chapter "other benefits" will be included so as to learn how they could be measured and valued. Now, the ROI formula can be written as:
Ideally, when implementing a new process, companies will incur a one-time only cost, the initial investment; however, this is not normally the case. New processes may involve some new costs for maintenance and operation. Therefore, it is not only necessary to determine the initial investment, but, also, how much it is going to cost a company to operate and maintain this new process for a certain period of years. The time factor, measured in cost per year, needs to be included in the ROI formula. In an e-commerce application, a period of three years is usually selected to calculate the ROI because IT and e-commerce technologies change very rapidly (Wu, 2000). The ROI formula now can be written as:
If the Net Present Value (NPV) method is used, then the formula for ROI can be written as:
When calculating ROI, some companies have the policy that if something cannot be assigned a value in dollars, even if it is measurable, it should not be included in the ROI calculation. Other companies allow intangibles to be included in the ROI. In the ROI formula above, the intangibles, also called soft benefits, are included in "Other Benefits". The following list shows some tangible and intangible benefits used in calculating ROIs:
Tangible Benefits
(Measurable and a dollar value can be assigned)
Intangible Benefits
(Measurable, but difficult to assign a dollar value)
The main reason a company implements an e-commerce application is because it seeks to improve a process. "It is about doing the same work, in a more effective and efficient way such that it will increase capabilities and reduce costs," states Dr. David Gordon, a professor at the University of Dallas and an expert in operations management and process improvement (D. Gordon, personal communications, February 9, 2002). In his opinion, customers and process meet in areas such as proposals, installations, purchasing/ordering, billing, inquires, and complaints. Dr. Gordon further states that organizations can improve some of these processes by using electronic applications. By improving the processes, Dr. Gordon means the following:
In its simple form, the ROI is given by:
As can be seen in the ROI formula, the different costs are related to a process, and this is where "Business Process Analysis" becomes important to help determine the different activities involved in a process.
When measuring a proposed project's ROI, the first step is to determine and identify the project's benefits. It should be established what the main reason for the project is, e.g., to increase sales, the number of sales leads, production, and customer satisfaction, or to reduce the sales cycle, network downtime, operating costs, the cost per sales lead, and the time to configure a data or voice network. An e-commerce application may replace or reduce the current sales force and distribution channels, or it may increase the performance of the current sales force and distribution channels.
It must also be determined what the expected results are. Statements such as, "The objective of this project is to improve…" help identify these results.
Once the proposed project's expected results are established, the following basic Business Process Analysis procedures should be used for collecting the information regarding the current process (Gordon, 2002):
The same should be done for the new e-commerce application process; variations in performance, schedule, and cost should be noted.
Mapping the Process
After developing an understanding of the current process, the following steps should be used to map the current process and the new process:
Consulting |
|
Personnel |
|
IT Purchases |
|
Implementation and Integration |
|
Training and Documentation |
|
Facilities |
|
Advertising |
|
Figure 1: Current Process Flow-Matrix Diagram
Figure 2: Proposed Process Flow-Matrix Diagram
Figure 3: Initial Investment
"Underestimating implementation costs is not as big a problem as underestimating maintenance and operation costs," states Barbara Gomolski (2001, p. 12) in her article, "The Cost of E-Business". She points out that, typically, ongoing costs of new systems are 40% to 60% of the first year's expenses. If the first year's expenses of hardware, software, and staffing are $1 million, then it will cost a company approximately $500,000 per year to maintain and integrate that system.
Many consultants and IT managers share Barbara Gomolski's opinion about the cost of maintaining and integrating an e-commerce solution. Therefore, when trying to determine the cost of a new process, not only the initial investment should be considered, but also, the recurring cost that will continue after the project has been implemented. A good example of this point is that of DoveBid, which, in November 1999, rolled out an online auction service for surplus capital assets. IDC prepared a bulletin describing DoveBid's ROI for adding e-commerce to an existing bricks and mortar company. In that bulletin, IDC showed that most of the costs were not related to acquiring information technology, but to other expenses. For its B2B auction site, DoveBid spent 1% on IT equipment and software purchases, 10% in consulting fees, 34% in staffing, and 55% in advertising (Rosenthal, 2000). The advertising costs were relatively high since this was a new service, but it was important to let the potential customers know about its B2B auction web site.
Initial and recurring costs can fall into any of the seven broad categories (Oleson, 2000): Consulting, Personnel, Software, Hardware, Implementation & Integration, Training, and Facilities (office space expense). Initial costs are also called implementation or start-up costs. Recurring costs are also called operation or maintenance costs. The following table shows some of the costs that need to taken into account when calculating the initial and the recurring costs.
Measuring the ROI for an e-commerce application is no different than measuring it for any other project in the sense that all projects have tangible and intangible benefits. The initial investment and the operational and maintenance expenses for implementing an e-commerce project are tangibles, also referred to as "hard dollars", which can be translated directly into a value such as money or time.
The intangibles, also called "soft dollars", are benefits that sometimes cannot be tied directly to cash. This is mainly due to a lack of information that can be used to establish a level of value. For example, it is difficult to give a value to the intangibles on the following detailed list (Schlegel, 2001; Meta Group, 2001):
In any ROI calculation, it will take significant time and effort to determine the value for these intangibles. Product Managers, Sales Teams, and personnel in IT and the e-commerce departments might be of assistance in placing values on intangibles (the Finance department generally seems to generate hard dollar values for tangibles). Some examples of methods and tools used to identify intangibles include workshops, roundtable discussions, and desk research. Once the values have been established and agreed upon, it makes sense to use them in all ROIs calculations, not only to save time, but also to make all ROI calculations comparable.
After calculating a project's ROI, how can it be determined whether the project should be implemented or not? If a project has an ROI of 15%, for example, is that enough return for a company to implement the project?
After calculating the ROI for an e-commerce application, it is necessary to compare it to a point of reference; in this case, it should be compared to the company's cost of capital. The cost of capital of a company is a complex interaction of several factors such as interest rate depreciation, taxes, and capital gains. Different projects have different risk levels, so companies have different costs of capital for different types of projects. A company's chief financial officer can determine the company's cost of capital for e-commerce applications. This cost of capital may be different for other company investments because of the different risks involved in e-commerce projects vs. other expenditures. In a simple ROI calculation, not using Present Value, the ROI of a project should be higher than the cost of capital to be considered for approval. In an ROI calculation using the Present Value, the Cost of Capital is the rate used to discount the cash inflows and outflows.
When companies include e-commerce initiatives in their visions and strategies, they should consider e-commerce applications that are in accord with those visions and strategies and that have appropriate ROIs.
When calculating the ROI for an e-commerce project, it is necessary to take into account the following:
It is generally assumed that measuring the ROI for an e-commerce application is associated more with finance rather than with the business process analysis, but, in reality, it is the other way around. Finance rules are standard and the same formulas can be used to calculate the ROI for any project; for example, this article includes a template with all the standard finance formulas. On the other hand, the activities are different from project to project and to uncover and quantify those activities requires much more effort. Calculating the intangible benefits is another area that will require a lot of time because standardized information is not available. In addition, how one company calculates intangibles might substantially differ from how other companies might do it. This chapter includes some e-commerce intangibles collected during the research phase that might be used as a starting point.
In this section, a case study, the ROI of an Online Tool for Configuring and Pricing a Data Product, will be used to show, step-by-step, how to conduct an ROI calculation. The numbers used in this case study are hypothetical.
The following are the steps to calculate the ROI for this business case:
ROI Depth and Level of Complexity
If several persons are asked to individually prepare an ROI for a specific project, chances are that each ROI would be calculated in a different way. Everyone's approach to the ROI is different, but even though the ROIs are prepared using different approaches, the results may be the same. However, it is recommended that before starting work on an ROI, several interviews should be conducted to gather information about how ABC, Inc. measures ROIs, so that the ROI is prepared according to the company's or manager's guidelines. ABC's e-commerce group can help determine the issues involved in measuring the ROI of e-commerce applications. Questions such as the following could be put to five executives from e-commerce:
The answers to these questions provide input as to the type and depth of the ROI measurement. The Center of Public Technology of the University of North Carolina recommends using a three-tiered set of business case methodologies that are scaled to the size and complexity of an IT or e-commerce initiative. The following are the three possible methodologies (Rivenbark, FitzGerald, Schelin, Yates, & Runkle, 2001, p. 23):
ABC's executives agreed that the two-tiered model should be used because the ROI measurement is not very complex and the investments are not very high. The executives also decided not to include intangible benefits in the ROI calculation.
Identifying the Processes
The second step in preparing the ROI analysis for ABC, Inc. is to determine the activities that take place for the current process, as well as the activities that would be involved with the new process.
Again, interviews could be used to gather information; five persons who are very familiar with the current process could be asked the following questions:
The answers to these questions allows a company to determine whether or not the new process includes all suggested changes, and if there are other costs not taken previously into account.
If ABC would choose to purchase a new e-commerce application, instead of developing one internally, then a sales representative from the company that sells the application could be interviewed and asked the following questions:
Current and New Process Costs
With the information collected during the interviews, a Task-Activity matrix should be prepared; it should list all the activities, grouped by tasks, as shown in Table 1. This table shows the activities that take place at ABC, Inc. when configuring a data product. The activities are grouped by their main four tasks: Maintain, Product Configuration, Purchasing and Shipping, and Installation. The next step is to determine which activities are going to be eliminated and which ones are going to be improved with the new process. Based on this information, a flow diagram for both processes, the current and the new improved process, should be drawn as shown in Figures 1 and 2.
Tasks |
Activity |
Activity |
Activity |
Activity |
---|---|---|---|---|
Maintain |
Train customers' sales engineers |
Update engineering configuration rules |
||
Send pricing catalogs to customer |
Load pricing catalogs |
|||
Product Configuration |
Prepare configuration draft |
Send configuration for review |
||
Verify configuration |
Resolve differences |
Send final configuration to customer |
Review and approve configuration |
|
Key-in configuration |
Price configuration |
|||
Purchasing & Shipping |
Place order |
Match or approve |
Check equipment for shipping |
|
Installation |
Check received items |
Check for missing parts |
Order missing parts |
|
Note: The activities highlighted in the lighter shade can be eliminated. The ones highlighted in the darker shade can be improved. |
The flow-matrix diagram for the current and new processes shown in Figures 1 and 2 includes the activities, contributors, the time spent in each activity, the labor rate for each activity, and the total cost of the process on one worksheet.
Combining all this information on one worksheet helps not only to visualize the process, but also to enter the information and calculate the cost for each process (Shiavi, Bourne, Brodersen, & Dawant, 1995; Brassard & Ritter, 1994).
This flow-matrix diagram model is used in the ROI Calculator Tool that is part of this chapter.
Calculate the Initial and Recurring Costs
The cost for the initial investment and the recurring costs are entered on the worksheets. In ROI Calculator Tool, the highlighted part of the ROI formula at the top of the worksheet shows which part of the ROI formula the information is for.
For each of the worksheets, the ROI Excel tool provides additional formulas to calculate the cells not highlighted in yellow.
Preliminary ROI Results
Before trying to calculate the intangible benefits, it must be determined whether the ROI results satisfy the company's requirements. The ROI tool provides two calculations, the Simple ROI and the Net Present Value (NPV) ROI (Oleson, 2000; Brigham & Houston, 1999). It is necessary to enter the company's Federal and State Taxes Bracket, the Company Discount Rate, and the Straight-line Depreciation (Yrs) on the worksheet to calculate the NPV.
Figures 5 and 6 show the ROI results without taking into account the intangible benefits.
The Simple and NPV ROI calculations for this example, Figures 5 and 6, show that this project has a very high return, and that it is not necessary to measure and calculate the intangible benefits (which would be shown above as "Other Benefits").
Calculating the Intangible Benefits
Intangibles, by definition, are assets that are not physical in nature; for example, goodwill, patents, trademarks, customer satisfaction, and copyrights. For those intangibles that can be measured, a dollar value can be assigned or calculated.
ABC's executives agreed not to include the intangible benefits in the ROI calculation for their e-commerce tool. However, because this is a very important aspect of an ROI calculation, some examples on how to calculate intangibles such as customer satisfaction, customer and employee retention, decreased time to market, reduced sales outstanding, and web improvement are discussed in this section.
The ROI Calculator Tool calculates several intangibles such as customer satisfaction, customer and employee retention, decreased time to market, reduced sales outstanding, and web improvement. These measurements are discussed in this section.
Figure 4: Recurring Costs (Operation and Maintenance)
Customer Satisfaction
Customer satisfaction reduces cost or increases profits in the following areas:
Figure 5: Preliminary Simple ROI Results Without Intangible Benefits
Increasing Customer Retention
Companies are always losing customers and, normally, it costs more to get a new customer than to keep one. That is why there is so much emphasis on retaining customers. The value of a customer to a company is the profit that (s)he brings to the company. Suppose, for example, that ABC, Inc. is losing 10% of its customers a year and would like to implement a Customer Relationship Management (CRM) application with the idea of losing only 4% of its customers. Furthermore, ABC, Inc. is more interested in retaining its more valuable customers rather than those that bring less profitability. Figure 7 shows a customer retention calculation (Synergex, 2001; Novo, 2000).
The following methodology shows how to calculate the different values. First, the customers should be grouped into profitability segments; then it should be determined, of the 10% that ABC is losing, what percentage is in each profitability segment. This calculation is not necessary, but it helps to visualize which segment of the customers ABC, Inc. is losing. This is given by:
Figure 6: NPV ROI without Intangible Benefits
Second, the number of retained customers in each of the profitability segments that ABC, Inc. would like to have should be determined. This is given by:
Figure 7: Measuring Customer Retention
Third, the profits that ABC, Inc. will gain by retaining some of the customers that it is currently losing should be calculated. This is given by:
This procedure shows that if ABC, Inc. implements a CRM application that results in retaining some of the customers that it is now losing, ABC, Inc. will have a profit of $3,015,000. The same approach can be used for a company that is gaining more customers than it is losing. The percentage of gained customers can be used instead of the percentage of retained customers.
Customer Life Time Value (CLV)
Many online activities are aimed at retaining customers and the Customer Life Time Value (CLV) can be used to justify the investment by showing projected increase sales or margins (Hansen, 2000, pp. 179–180).
CLV is a measure of the Net Present Value of a customer's profitability for the period, in years, that a customer will remain loyal and keep buying a company's product. It includes the initial cost of getting a new customer.
Figure 8: Customer Life Time Value
Figure 9: Increasing Employee Retention
Increasing Employee Retention
To determine the savings to a company for increasing employee retention, the number of retained employees should be multiplied by how much it costs a company to hire and train a new employee. In the example below, after implementing an e-business application, a company was able to reduce the number of employees leaving the company in a particular year from 1,236 to 437. If the cost to hire and train a new employee was $546 per employee, then the total savings to the company was $436,254.
Decreasing Time-to-Market
Engineers exchanging information online can reduce the time spent in product development considerably. The main effect of introducing a product earlier to the market is that it brings future sales to the present. The profit to the company is the Net Present Value of those sales.
Figure 10: Decreasing Time-to-Market
Figure 11: Web Updates
An early product introduction may also allow a company to increase market share or to charge more for the product.
Web Updates
The number of web pages that a company posts on the Internet or on their intranet increases continuously. Updating web pages is costly, and the solution is to update the web pages by using a software application that updates the pages dynamically.
Reduced Days Sales Outstanding (Average Collection Period) and Float
Companies using ABC's Online Tool for Configuring and Pricing Data products will be able to place the order and pay online with a wire transfer by using Electronic Data Interchange (EDI) in their ordering management process. Wire transfers expedite receivables collection by several days.
The benefit to ABC, Inc. for collecting accounts receivable earlier is what a company can earn on those early cash flows; that is, the investment produced when the savings are reinvested or by having to borrow less money to maintain the required cash balance to operate.
Increasing Online Sales
When customers purchase products online, they do not require any assistance, thus reducing the cost of sales. The resulting cost savings can be calculated by determining how long it takes a salesperson to do a sale and multiplying that by his/her salary.
Figure 12: Reducing Collection Period
Figure 13: Increasing Online Sales
Providing Online Support
When customers find the information that they need at a company's web site, it saves the company the cost of technical support. A way to calculate the savings of online support is to determine offline and online support costs per unit and then to multiply the difference by the percentage of customers looking for support online.
Finding Information on the Web Site
The calculation of this savings is similar to the savings calculation of Providing Support Online. Determine the number of visitors who will not call the company and multiply it by the cost of each phone call.
Figure 14: Increasing Online Sales
Figure 15: Finding Information on the Web Site
As mentioned previously, there is no specific information available about calculating intangibles in e-commerce. The issue is complex because companies might see the value of an intangible from different perspectives and take different approaches to arriving at a dollar value. Therefore, as part of the IT Governance, each company should create its own library of intangibles values and use it for all ROI calculations.
[1]The Applied Information Economics was developed by Douglas Hubbard and uses concepts in Economics, Statistics, Decision Analysis, Information Theory, and other disciplines to measure intangibles in an ROI calculation. See Appendix A for more information.
The case study, the ROI of an Online Tool for Configuring and Pricing a Data Product, was used to show, step-by-step, how to conduct an ROI calculation. The ROI results were taken directly from the ROI Calculator Tool that includes all the financial formulae. As part of the IT Governance, organizations should develop or purchase a particular ROI calculator and use it for all e-commerce ROI calculations. The use of the same tool for all projects will provide ROI results based on the same standards, in addition to reducing the time needed to prepare a ROI calculation for an e-commerce project.
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1 The Applied Information Economics was developed by Douglas Hubbard and uses concepts in Economics, Statistics, Decision Analysis, Information Theory, and other disciplines to measure intangibles in an ROI calculation. See Appendix A for more information.
A definition of some terms associated with ROI terminology and the pros and cons of using alternative measurements will assist in understanding the measured benefits of a project. The ROI term definitions were compiled from different sources (Rivenbark et al., 2001; Friedlob & Plewa, 1996; CIOView, 2001; Brigham & Houston, 1999).
The ROI is the total quantitative net savings or return, in hours, dollars, or other measurable units, generated by an initial investment, divided by the total cost of the initial investment. It is the most popular metric. The following are some of the pros and cons:
The Net Present Value is the calculation of the project's cash inflows and outflows discounted to the present time using a pre-selected project Discount Rate or Cost of Capital. The difference between the discounted inflows and outflows is the Net Present Value. A positive NPV means that the project will earn a return greater than an investment would make using the discount rate. A negative NPV means that the company would be better served investing in another project because the project's return is less than the discount rate. The following are some of the pros and cons:
The Internal Rate of Return is the investment yield rate produced by a project when the Net Present Value calculation is used; it is the rate at which the present value of the inflows is equal to the outflows. The IRR is compared to the Project Discount Rate. If the IRR is higher than the Project Discount Rate, the project is selected; if it is lower, the project is rejected. The pros and cons of using IRR for implementing decisions include the following:
The Payback Period calculation determines the amount of time, either estimated or measured, that is required for a project, improvement effort, or e-commerce application savings to recoup the initial investment, to show a profit, or to break even. Typically, projects with a short payback period are preferred because they are assumed to indicate a lesser degree of risk. The following are some of the pros and cons:
The Discounted Payback is similar to regular payback, except that the expected cash flows are discounted by the project's cost of capital.
AIE, developed by Douglas Hubbard, a principal of Hubbard Ross, applies proprietary scientific and mathematical methods to compute the return on the IT investment — including all intangibles. The following are some of the pros and cons:
The estimated or measured total cost in hours, dollars, or other units that an improvement effort requires to be planned, executed, and completed.
The Cost of Capital is the interest rate that a company has to pay to providers of capital when borrowing capital to implement a particular business or project. Also called Project Discount Rate.
Sometimes organizations are considering e-commerce applications that would require a large financial investment to implement, and they would prefer the help of an external company to prepare the ROI. In doing the research for this paper, the authors have come across names of some companies that offer those services. The authors have neither had any contact with these companies, nor recommend any of them.
The following is a list of companies that provide those services.
Section I - IT Governance Frameworks
Section II - Performance Management as IT Governance Mechanism
Section III - Other IT Governance Mechanisms
Section IV - IT Governance in Action