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Rebecca Quintal MBA 555, Fall 2011 CAL# 1 04 October 2011 1 of 35 PART I 1. Differentiate between the use of duration and modified duration to the decision maker. Duration, as defined by Federick R. Macaulay, is the weighted average of time until cash flows are received (in present values) from the instrument / capital project that equal the investment. Shorter durations are preferable since that means that the individual cash flows are larger (shorter time required to earn back the investment). Duration is generally used for instruments that have a fixed cash flow. Modified Duration is generally used for instruments / capital projects that are sensitive to interest rates and have cash flows that are not fixed. The modified duration provides a measure of how the instrument / capital project duration changes based on interest rate changes. Therefore capital projects that have fixed rates of return may find Macaulay’s Duration a good indicator of the value to be received from the project (expressed in units of time), while capital projects that are susceptible to varying rates of return, will find modified duration (expressed in the percent change in the value of a project) a better aid in decision making. 2. Examine the NPV Profile diagnostic graph. What does the crossover of NPV profiles mean to the decision-maker? A crossover of the Net Present Value Profile indicates that a project that has a better return at say a low discount rate, and is preferred over other projects, will have another project crossover it and the other project will then become the preferred project at a higher discount rate. The crossover point indicates at what discount rate there is a switch to a different preferred project. Decision makers can use this information to decide which capital project to select based on the discount rate they expect to achieve. Graphs of the Adjusted Net Present Value (Adj. NPV) Profile of the top 5 ranking projects were made and analyzed. As the table below shows, the top five projects ranked on Adj. NPV were 7, 17, 19, 9 and 20.

Rebecca Quintal MBA 555, Fall 2011 CAL# 1 04 October 2011...Rebecca Quintal MBA 555, Fall 2011 CAL# 1 04 October 2011 2 of 35 The figure below shows the Adj. NPV Profile for these

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  • Rebecca Quintal MBA 555, Fall 2011 CAL# 1 04 October 2011

    1 of 35

    PART I 1. Differentiate between the use of duration and modified duration to the decision maker.

    Duration, as defined by Federick R. Macaulay, is the weighted average of time until cash flows are received (in present values) from the instrument / capital project that equal the investment. Shorter durations are preferable since that means that the individual cash flows are larger (shorter time required to earn back the investment). Duration is generally used for instruments that have a fixed cash flow. Modified Duration is generally used for instruments / capital projects that are sensitive to interest rates and have cash flows that are not fixed. The modified duration provides a measure of how the instrument / capital project duration changes based on interest rate changes. Therefore capital projects that have fixed rates of return may find Macaulay’s Duration a good indicator of the value to be received from the project (expressed in units of time), while capital projects that are susceptible to varying rates of return, will find modified duration (expressed in the percent change in the value of a project) a better aid in decision making.

    2. Examine the NPV Profile diagnostic graph. What does the crossover of NPV profiles mean to the decision-maker?

    A crossover of the Net Present Value Profile indicates that a project that has a better return at say a low discount rate, and is preferred over other projects, will have another project crossover it and the other project will then become the preferred project at a higher discount rate. The crossover point indicates at what discount rate there is a switch to a different preferred project. Decision makers can use this information to decide which capital project to select based on the discount rate they expect to achieve.

    Graphs of the Adjusted Net Present Value (Adj. NPV) Profile of the top 5 ranking projects were made and analyzed. As the table below shows, the top five projects ranked on Adj. NPV were 7, 17, 19, 9 and 20.

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    The figure below shows the Adj. NPV Profile for these five projects and there is no crossover observed. Project 7 is the preferred project (highest Adj. NPV) at all interest rates used in the graph.

    However, if the top projects, as identified if the Conditional Variance at Risk (CVaR), are graphed (4, 6, 14, 16 and 2) we do see a crossover point. Project 2 has the highest Adj. NPV at low discount rates, but then at approximately 7%, project 6 becomes the preferred project. Project 6 remains the preferred project for all interest rates graphed greater than 7%. Project 2 continues to “crossover” the other projects, and becomes the least preferred project once the discount rate reaches approximately 12% or greater.

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    3. Are rankings produced by the traditional ranking methods consistent across all twenty projects? Focus on NPV (Adj NPV), IRR, and CVaR at a minimum.

    The project rankings produced by the traditional ranking methods do not produce the same order of project rankings. A subset of Table 1 is provided below, which displays the Adj NPV, IRR, and CVaR values. Adjusted Net Present Value and Internal Rate of Return provide the same results for the top five projects, while Conditional Value at Risk ranks the projects very differently. CVaR provides a measure of the potential losses and provides a weighted average of VaR and the losses that exceed VaR. Thus, a project that may rank high in CVaR (minimal risk) may not provide the best returns if the project is successful, which can be determined by such indicator as Adj. NPV and IRR.

    Project Rankings Adj. NPV IRR CVaR

    Rank 1 Project 7 Project 7 Project 4 Rank 2 Project 17 Project 17 Project 6 Rank 3 Project 19 Project 19 Project 14 Rank 4 Project 9 Project 9 Project 16 Rank 5 Project 20 Project 20 Project 2 Rank 6 Project 5 Project 10 Project 13

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    Project Rankings Adj. NPV IRR CVaR

    Rank 7 Project 1 Project 11 Project 11 Rank 8 Project 3 Project 5 Project 10 Rank 9 Project 10 Project 15 Project 15

    Rank 10 Project 15 Project 13 Project 12 Rank 11 Project 11 Project 3 Project 3 Rank 12 Project 13 Project 1 Project 20 Rank 13 Project 6 Project 18 Project 9 Rank 14 Project 4 Project 8 Project 8 Rank 15 Project 16 Project 12 Project 19 Rank 16 Project 2 Project 2 Project 18 Rank 17 Project 14 Project 16 Project 5 Rank 18 Project 8 Project 6 Project 1 Rank 19 Project 18 Project 14 Project 17 Rank 20 Project 12 Project 4 Project 7

    4. Are project ranks produced by Duration consistent with those produced by Time Spread? If not, then, how different are the rankings (that is, is the difference material to the decision maker?).

    The project rankings as produced by Duration (Dur@R) and Time Spread (TS@R) are very similar with the only differences occurring at the ranking of the 10th and 11th project (see first table). The Duration technique places project 20 in 10th place and project 10 in 11th place, while the Time Spread technique ranks project 10 and 20 in the opposite order. All other rankings are identical. Therefore, the project ranking from one of these methods compared to the other is not really material to the decision maker. The techniques appear to provide redundant information.

    5. As a decision-maker, how can you use the VaR and CVaR measures to resolve conflicts between NPV (or Adjusted NPV) and IRR)? Since VaR and CVaR provides an estimate of the level of loss on a project, the company decision makers can use these measures to choose projects that are likely to provide good cash flows but also limit the amount of risk to the company if the project(s) should fail.

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    PART II

    1. Identify which projects (optima portfolio) the firm should accept/reject under the constrained optimization plan. Under the constrained optimization plan the best projects to accept are Projects 2, 5, 7, 9, 10, 11, 15, 17, 19, and 20 as shown in the table reproduced below. The optimal budget is $410,787.00.

    OPTIMAL Iterations 82

    Obj. Value 410787

    VARIABLE VALUE Project 1 0 Project 2 1 Project 3 0 Project 4 0 Project 5 1 Project 6 0 Project 7 1 Project 8 0 Project 9 1 Project 10 1 Project 11 1 Project 12 0 Project 13 0 Project 14 0 Project 15 1 Project 16 0 Project 17 1 Project 18 0 Project 19 1 Project 20 1 Project 21 0

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    2. Compare the solution in (a) above with that achieved by the traditional ranking method

    (portfolio). If we compare the project rankings in the constrained optimization plan to the traditional portfolio method we will see that many of the same projects were selected. For example, in the table below several of the selected projects in the constrained optimization plan (left two columns) are highlighted in yellow. Projects, 7, 17, 19, 9, 20 and 5 were ranked 1 through 6, respectively in Adj. NPV and ranked 1 through 5, and then ranking 8, respectively in IRR. Note that many of these same projects are ranked low in CVaR, which indicates, should these projects fail, that the losses could be significant.

    Project Rankings Adj. NPV IRR CVaR

    VARIABLE VALUE

    Rank 1 Project 7 Project 7 Project 4

    Project 1 0 Rank 2 Project 17 Project 17 Project 6

    Project 2 1

    Rank 3 Project 19 Project 19 Project 14

    Project 3 0 Rank 4 Project 9 Project 9 Project 16

    Project 4 0

    Rank 5 Project 20 Project 20 Project 2

    Project 5 1 Rank 6 Project 5 Project 10 Project 13

    Project 6 0

    Rank 7 Project 1 Project 11 Project 11

    Project 7 1 Rank 8 Project 3 Project 5 Project 10

    Project 8 0

    Rank 9 Project 10 Project 15 Project 15

    Project 9 1 Rank 10 Project 15 Project 13 Project 12

    Project 10 1

    Rank 11 Project 11 Project 3 Project 3

    Project 11 1 Rank 12 Project 13 Project 1 Project 20

    Project 12 0

    Rank 13 Project 6 Project 18 Project 9

    Project 13 0 Rank 14 Project 4 Project 8 Project 8

    Project 14 0

    Rank 15 Project 16 Project 12 Project 19

    Project 15 1 Rank 16 Project 2 Project 2 Project 18

    Project 16 0

    Rank 17 Project 14 Project 16 Project 5

    Project 17 1 Rank 18 Project 8 Project 6 Project 1

    Project 18 0

    Rank 19 Project 18 Project 14 Project 17

    Project 19 1 Rank 20 Project 12 Project 4 Project 7

    Project 20 1

    Project 21 0

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    3. As a manager, how would you reconcile the portfolio of accepted projects obtained by the

    simple ranking method compared to that produced by the efficient optimization? As a manager, I would select the projects that rank highest in NPV that also were selected by the constrained optimization plan. With this approach, we would be positioned to provide the best cash flows (in present value). The optimal budget, as determined by constrained optimization plan, is $410,787.00. Based on Adj. NPV that means that we should accept the top six ranked projects as is shown in the below table. The cumulative Adj. NPV of the top six projects is $399,152. Taking on the seventh project would increase the budget to $416,609 and therefore would exceed the optimal budget.

    PART III

    1. Analyze the results. When making capital budget decisions such as choosing which projects to launch, many variables must be considered. First the selected projects must have positive Adj. NPV. As can be seen in the table below, and the Decision tables at the end of this document, Projects, 2, 4, 6, 8, 12, 14, 16 and 18 all have both negative Adj. NPV and also negative NVP with timed outflows. The doesn’t mean that the projects are expected to lose money, but rather the initial investment many be large and the annual returns may be small in comparison and therefore require many years to break even. Project 18 is an example of this type of project; it has an initial investment of $93,443 and the sum of cash flows after 10 periods is only $134,023.54. Therefore, the NPV of that project ends up being negative.

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    Other variables that a manager would evaluate when selecting capital projects are the Duration and Time Spread at the Discount Rate. For both duration and time spread, it is better to have the numbers below. That is the amount of time that it takes to earn back money invested for the project (time spread) and can also take into consideration the size of the of the cash flows (duration). The preferred projects have returns on the investment that are high and come quickly after the initial investment. As can be seen below, two of the top six projects, as defined in the rankings, have comparatively low time spread and duration (projects 7 and 17). Projects with very high duration and time spread are not good candidates (e.g. project 2, 4, 6, 12, 14, and 16).

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    Other considerations when selecting capital projects is to compare the rewards of the project (Adj. NPV) to the potential risk of losing money on the investment if the project does not perform as proposed. The below table plots both Adj. NPV and two risk indicators Variance at Risk (VaR) and Conditional Variance at Risk (CVaR). First only projects with positive Adj. NPV would be selected. Next a decision maker would look at projects that have relatively high Adj. NPV compared to the VaR and CVaR values. This means that the likely rewards are great compared to the risks. Certainly, projects with too high VaR and CVaR should be avoided as too risky. As the graphic shows below, projects, 7, 17, 19, 9, 20 and 5 are the best candidates (in that order) based on this analysis. This is also the exact order the projects were ranked in the traditional ranking method using the Adj. NPV indicator alone.

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    TABLES / GRAPHICS

    Cash Flows Project 1 Project 1 Project 2 Project 2 Project 3

    E R E R E

    Discount Rate (eg: 0.15)

    11.00% 11.00% 11.00% 11.00% 11.00%

    Purchase ($) \ Salvage ($)

    $80,262 $840 $16,460 $91 $44,530

    Period_1 $16,134 $1,652

    Period_2 $16,083 $1,648

    Period_3 $16,017 $1,643

    Period_4 $16,100 $1,649

    Period_5 $16,069 $1,647

    Period_6 $815 $16,027 $1,644

    Period_7 $807 $15,924 $1,636

    Period_8 $797 $16,163 $1,654

    Period_9 $809 $16,037 $1,644

    Period_10 $805 $16,132 $1,651

    Period_11 $1,644

    Period_12 $1,644

    Period_13 $1,653

    Period_14 $1,648

    Period_15 $1,640

    Period_16

    Period_17

    Period_18

    Period_19

    Period_20

    Sum of Flows -->

    $84,297.30 $160,690.53 $16,460.93 $24,705.93 $44,530.58

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    Cash Flows

    Project 3 Project 4 Project 4 Project 5 Project 5 Project 6

    R E R E R E

    Discount Rate (eg: 0.15)

    11.00% 11.00% 11.00% 11.00% 11.00% 11.00%

    Purchase ($) \ Salvage ($)

    $740 $6,039 $99 $80,307 $7,637 $5,094

    Period_1 $8,826 $337 $15,353

    Period_2 $8,934 $334 $15,218

    Period_3 $8,943 $328 $15,935

    Period_4 $8,852 $332 $16,574

    Period_5 $8,867 $335 $15,839

    Period_6 $8,903 $333 $15,570

    Period_7 $8,852 $347 $16,781

    Period_8 $8,890 $330 $16,473

    Period_9 $8,890 $339 $16,343

    Period_10 $8,939 $329 $17,099

    Period_11 $342

    Period_12 $333

    Period_13 $325

    Period_14 $328

    Period_15 $328

    Period_16 $334

    Period_17 $320

    Period_18 $328

    Period_19 $329

    Period_20 $333

    Sum of Flows -->

    $88,902.01 $6,039.14 $6,653.96 $80,307.91 $161,191.29 $5,094.76

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    Cash Flows

    Project 6 Project 7 Project 7 Project 8 Project 8

    R E R E R

    Discount Rate (eg: 0.15)

    11.00% 11.00% 11.00% 11.00% 11.00%

    Purchase ($) \ Salvage ($)

    $75 $49,945 $4,360 $76,647 $1,195

    Period_1 $387 $35,750 $11,151

    Period_2 $386 $34,926 $11,083

    Period_3 $391 $36,025 $11,173

    Period_4 $395 $33,581 $10,973

    Period_5 $390 $11,004

    Period_6 $388 $11,056

    Period_7 $396 $10,938

    Period_8 $394 $10,905

    Period_9 $393 $10,771

    Period_10 $398 $10,919

    Period_11 $392

    Period_12 $384

    Period_13 $392

    Period_14 $384

    Period_15 $387

    Period_16

    Period_17

    Period_18

    Period_19

    Period_20

    Sum of Flows -->

    $5,863.49 $49,945.22 $140,284.21 $76,647.03 $109,978.08

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    Cash Flows

    Project 9 Project 9 Project 10 Project 10 Project 11

    E R E R E

    Discount Rate (eg: 0.15)

    11.00% 11.00% 11.00% 11.00% 11.00%

    Purchase ($) \ Salvage ($)

    $33,394 $2,764 $11,676 $893 $11,676

    Period_1 $10,990 $2,873

    Period_2 $11,087 $2,904

    Period_3 $11,456 $3,023

    Period_4 $11,213 $2,945

    Period_5 $11,323 $2,981

    Period_6 $10,940 $2,857

    Period_7 $11,144 $2,923

    Period_8 $11,057 $2,895

    Period_9 $11,291 $2,970

    Period_10 $11,268 $2,963

    Period_11

    Period_12

    Period_13

    Period_14

    Period_15

    Period_16

    Period_17

    Period_18

    Period_19

    Period_20

    Sum of Flows -->

    $33,394.57 $111,773.88 $11,676.21 $29,338.76 $11,676.21

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    Cash Flows

    Project 11 Project 12 Project 12 Project 13 Project 13

    R E R E R

    Discount Rate (eg: 0.15)

    11.00% 11.00% 11.00% 11.00% 11.00%

    Purchase ($) \ Salvage ($)

    $893 $87,532 $8,019 $10,889 $698

    Period_1 $2,419 $7,999 $2,112

    Period_2 $2,297 $8,825 $2,184

    Period_3 $2,310 $8,557 $2,160

    Period_4 $2,395 $8,678 $2,171

    Period_5 $2,090 $8,712 $2,174

    Period_6 $2,360 $9,757 $2,265

    Period_7 $2,323 $7,881 $2,101

    Period_8 $2,480 $8,698 $2,173

    Period_9 $2,266 $7,679 $2,084

    Period_10 $2,435 $8,650 $2,168

    Period_11 $9,542

    Period_12 $9,032

    Period_13 $8,662

    Period_14 $10,334

    Period_15 $9,294

    Period_16

    Period_17

    Period_18

    Period_19

    Period_20

    Sum of Flows -->

    $23,380.87 $87,532.16 $132,305.51 $10,889.31 $21,596.24

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    Cash Flows

    Project 14 Project 14 Project 15 Project 15 Project 16

    E R E R E

    Discount Rate (eg: 0.15)

    11.00% 11.00% 11.00% 11.00% 11.00%

    Purchase ($) \ Salvage ($)

    $9,788 $679 $20,430 $1,918 $7,369

    Period_1 $470 $3,670

    Period_2 $576 $4,269

    Period_3 $572 $4,246

    Period_4 $526 $3,986

    Period_5 $527 $3,995

    Period_6 $553 $4,139

    Period_7 $590 $4,349

    Period_8 $514 $3,918

    Period_9 $507 $3,878

    Period_10 $538 $4,059

    Period_11 $566

    Period_12 $528

    Period_13 $572

    Period_14 $553

    Period_15 $574

    Period_16 $541

    Period_17 $468

    Period_18 $565

    Period_19 $580

    Period_20 $560

    Sum of Flows -->

    $9,788.03 $10,887.74 $20,430.98 $40,513.56 $7,369.72

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    Cash Flows

    Project 16 Project 17 Project 17 Project 18 Project 18

    R E R E R

    Discount Rate (eg: 0.15)

    11.00% 11.00% 11.00% 11.00% 11.00%

    Purchase ($) \ Salvage ($)

    $586 $34,431 $1,938 $93,443 $3,273

    Period_1 $536 $22,451 $13,985

    Period_2 $552 $22,712 $13,635

    Period_3 $577 $23,134 $13,170

    Period_4 $519 $22,163 $13,476

    Period_5 $588 $13,242

    Period_6 $565 $13,287

    Period_7 $596 $13,481

    Period_8 $575 $13,316

    Period_9 $542 $13,417

    Period_10 $568 $13,010

    Period_11 $538

    Period_12 $558

    Period_13 $603

    Period_14 $572

    Period_15 $536

    Period_16

    Period_17

    Period_18

    Period_19

    Period_20

    Sum of Flows -->

    $8,431.97 $34,431.95 $90,461.81 $93,443.22 $134,023.54

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    Cash Flows

    Project 19 Project 19 Project 20 Project 20

    E R E R

    Discount Rate (eg: 0.15)

    11.00% 11.00% 11.00% 11.00%

    Purchase ($) \ Salvage ($)

    $37,912 $3,185 $37,912 $3,185

    Period_1 $13,256 $9,777

    Period_2 $12,916 $9,378

    Period_3 $12,463 $9,722

    Period_4 $12,761 $8,866

    Period_5 $12,533 $9,435

    Period_6 $12,577 $9,628

    Period_7 $12,766 $9,450

    Period_8 $12,606 $10,019

    Period_9 $12,704 $9,411

    Period_10 $12,308 $9,432

    Period_11

    Period_12

    Period_13

    Period_14

    Period_15

    Period_16

    Period_17

    Period_18

    Period_19

    Period_20

    Sum of Flows --> $37,912.71 $126,894.61 $37,912.71 $95,122.74

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    Decision

    Project 1 Project 2 Project 3 Project 4 Ranking Criterion

    Payback(Simple) 4.991 9.993 5.012 18.147

    Naive ROR 20.04% 10.01% 19.95% 5.51%

    Payback(Discounted) 7.905 #NUM! 7.692 #NUM!

    Unrecovered Investment (E)

    $0 $21,991 $0 $27,157

    Unrecovered Investment (R)

    $0 $21,991 $0 $27,157

    IRR w/ Timed Outflows (UIRR)

    13.76% 5.45% 14.11% 1.07%

    MIRR w/ Timed Outflows (UMIRR)

    12.86% 5.19% 13.28% 1.04%

    NPV w/ Timed Outflows (UNPV)

    $12,910 $(4,596) $8,073 $(3,368)

    Profitability Index (PI) 1.161 0.721 1.181 0.442

    Adj. NPV $17,456 $(5,090) $10,916 $(3,368)

    Adjusted PI 1.217 0.691 1.245 0.442

    Duration @R Rate 4.669 6.140 4.683 7.294

    Duration @IRR 4.478 7.038 4.468 10.239

    Modified Duration 4.104 5.822 4.104 7.216

    Time Spread (TS) @R Rate

    5.092 7.064 5.108 8.889

    Time Spread (TS) @IRR

    4.993 7.529 4.996 10.420

    StdDev of Net DCF $3,124 $361 $1,633 $79

    VaR (NPV) $14,443 $1,386 $7,929 $264

    CVaR (NPV) $15,724 $1,534 $8,599 $297

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    Decision

    Project 5 Project 6 Project 7 Project 8 Ranking Criterion

    Payback(Simple) 5.089 13.009 1.406 6.933

    Naive ROR 19.65% 7.69% 71.10% 14.42%

    Payback(Discounted) 7.804 #NUM! 1.626 #NUM!

    Unrecovered Investment (E)

    $0 $10,854 $0 $32,046

    Unrecovered Investment (R)

    $0 $10,854 $0 $32,046

    IRR w/ Timed Outflows (UIRR)

    14.40% 1.94% 47.64% 7.12%

    MIRR w/ Timed Outflows (UMIRR)

    14.13% 1.85% 43.00% 6.64%

    NPV w/ Timed Outflows (UNPV)

    $16,503 $(2,268) $61,944 $(11,286)

    Profitability Index (PI) 1.206 0.555 2.240 0.853

    Adj. NPV $22,315 $(2,512) $158,998 $(15,261)

    Adjusted PI 1.278 0.507 4.183 0.801

    Duration @R Rate 4.881 6.184 2.394 4.665

    Duration @IRR 4.631 7.721 2.050 4.952

    Modified Duration 4.266 6.066 1.622 4.355

    Time Spread (TS) @R Rate

    5.329 7.116 2.460 5.090

    Time Spread (TS) @IRR

    5.200 7.903 2.284 5.236

    StdDev of Net DCF $2,670 $85 $4,199 $2,092

    VaR (NPV) $13,817 $327 $34,183 $9,946

    CVaR (NPV) $14,912 $362 $35,905 $10,804

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    Decision

    Project 9 Project 10 Project 11 Project 12 Ranking Criterion

    Payback(Simple) 2.988 3.976 5.069 10.219

    Naive ROR 33.47% 25.15% 19.73% 9.79%

    Payback(Discounted) 3.828 5.530 7.689 #NUM!

    Unrecovered Investment (E)

    $0 $0 $0 $111,608

    Unrecovered Investment (R)

    $0 $0 $0 $111,608

    IRR w/ Timed Outflows (UIRR)

    27.30% 19.75% 14.48% 5.95%

    MIRR w/ Timed Outflows (UMIRR)

    26.59% 19.19% 14.07% 5.98%

    NPV w/ Timed Outflows (UNPV)

    $33,360 $5,902 $2,392 $(23,326)

    Profitability Index (PI) 1.999 1.506 1.205 0.734

    Adj. NPV $45,109 $7,981 $3,235 $(25,832)

    Adjusted PI 2.351 1.684 1.277 0.705

    Duration @R Rate 4.739 4.759 4.777 6.475

    Duration @IRR 3.731 4.168 4.522 7.372

    Modified Duration 3.723 3.974 4.173 6.111

    Time Spread (TS) @R Rate

    5.173 5.196 5.227 7.492

    Time Spread (TS) @IRR

    4.630 4.885 5.095 7.956

    StdDev of Net DCF $2,040 $534 $437 $1,805

    VaR (NPV) $9,944 $2,608 $2,096 $7,147

    CVaR (NPV) $10,781 $2,827 $2,275 $7,887

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    Decision

    Project 13 Project 14 Project 15 Project 16 Ranking Criterion

    Payback(Simple) 5.038 18.071 5.064 13.082

    Naive ROR 19.85% 5.53% 19.75% 7.64%

    Payback(Discounted) 7.731 #NUM! 7.735 #NUM!

    Unrecovered Investment (E)

    $0 $43,530 $0 $15,404

    Unrecovered Investment (R)

    $0 $43,530 $0 $15,404

    IRR w/ Timed Outflows (UIRR)

    14.23% 1.54% 14.33% 2.45%

    MIRR w/ Timed Outflows (UMIRR)

    13.74% 1.56% 14.05% 2.47%

    NPV w/ Timed Outflows (UNPV)

    $2,078 $(5,399) $4,072 $(3,219)

    Profitability Index (PI) 1.191 0.448 1.199 0.563

    Adj. NPV $2,809 $(5,399) $5,507 $(3,565)

    Adjusted PI 1.258 0.448 1.270 0.516

    Duration @R Rate 4.757 7.573 4.822 6.431

    Duration @IRR 4.528 10.566 4.583 7.988

    Modified Duration 4.165 7.458 4.218 6.277

    Time Spread (TS) @R Rate

    5.193 9.287 5.261 7.437

    Time Spread (TS) @IRR

    5.074 10.843 5.138 8.233

    StdDev of Net DCF $396 $125 $733 $119

    VaR (NPV) $1,926 $423 $3,593 $466

    CVaR (NPV) $2,089 $474 $3,893 $515

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    Decision Project 17 Project 18 Project 19 Project 20

    Ranking Criterion

    Payback(Simple) 1.527 6.938 2.942 4.018

    Naive ROR 65.47% 14.41% 33.99% 24.89%

    Payback(Discounted)

    1.771 #NUM! 3.758 5.572

    Unrecovered Investment (E)

    $0 $37,068 $0 $0

    Unrecovered Investment (R)

    $0 $37,068 $0 $0

    IRR w/ Timed Outflows (UIRR)

    43.67% 7.32% 27.67% 19.79%

    MIRR w/ Timed Outflows (UMIRR)

    38.76% 6.92% 26.94% 19.29%

    NPV w/ Timed Outflows (UNPV)

    $37,020 $(13,054) $38,238 $19,227

    Profitability Index (PI)

    2.075 0.860 2.009 1.507

    Adj. NPV $95,024 $(17,652) $51,705 $25,998

    Adjusted PI 3.760 0.811 2.364 1.686

    Duration @R Rate 2.398 4.693 4.694 4.757

    Duration @IRR 2.087 4.972 3.664 4.155

    Modified Duration 1.669 4.373 3.677 3.971

    Time Spread (TS) @R Rate

    2.464 5.129 5.131 5.199

    Time Spread (TS) @IRR

    2.304 5.271 4.574 4.883

    StdDev of Net DCF $2,384 $2,608 $2,473 $1,777

    VaR (NPV) $21,477 $12,227 $11,583 $8,534

    CVaR (NPV) $22,455 $13,296 $12,597 $9,262

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    Rankings

    Project Rankings

    Payback IRR MIRR NPV Adj. NPV

    Rank 1 Project 7 Project 7 Project 7 Project 7 Project 7

    Rank 2 Project 17 Project 17 Project 17 Project 19 Project 17

    Rank 3 Project 19 Project 19 Project 19 Project 17 Project 19

    Rank 4 Project 9 Project 9 Project 9 Project 9 Project 9

    Rank 5 Project 10 Project 20 Project 20 Project 20 Project 20

    Rank 6 Project 20 Project 10 Project 10 Project 5 Project 5

    Rank 7 Project 1 Project 11 Project 15 Project 1 Project 1

    Rank 8 Project 3 Project 5 Project 11 Project 3 Project 3

    Rank 9 Project 13 Project 15 Project 5 Project 10 Project 10

    Rank 10 Project 15 Project 13 Project 13 Project 15 Project 15

    Rank 11 Project 11 Project 3 Project 3 Project 11 Project 11

    Rank 12 Project 5 Project 1 Project 1 Project 13 Project 13

    Rank 13 Project 8 Project 18 Project 18 Project 6 Project 6

    Rank 14 Project 18 Project 8 Project 8 Project 16 Project 4

    Rank 15 Project 2 Project 12 Project 12 Project 4 Project 16

    Rank 16 Project 12 Project 2 Project 2 Project 2 Project 2

    Rank 17 Project 6 Project 16 Project 16 Project 14 Project 14

    Rank 18 Project 16 Project 6 Project 6 Project 8 Project 8

    Rank 19 Project 14 Project 14 Project 14 Project 18 Project 18

    Rank 20 Project 4 Project 4 Project 4 Project 12 Project 12

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    Rankings

    Project Rankings Dur@R TS@R CVaR

    Rank 1 Project 7 Project 7 Project 4

    Rank 2 Project 17 Project 17 Project 6

    Rank 3 Project 8 Project 8 Project 14

    Rank 4 Project 1 Project 1 Project 16

    Rank 5 Project 3 Project 3 Project 2

    Rank 6 Project 18 Project 18 Project 13

    Rank 7 Project 19 Project 19 Project 11

    Rank 8 Project 9 Project 9 Project 10

    Rank 9 Project 13 Project 13 Project 15

    Rank 10 Project 20 Project 10 Project 12

    Rank 11 Project 10 Project 20 Project 3

    Rank 12 Project 11 Project 11 Project 20

    Rank 13 Project 15 Project 15 Project 9

    Rank 14 Project 5 Project 5 Project 8

    Rank 15 Project 2 Project 2 Project 19

    Rank 16 Project 6 Project 6 Project 18

    Rank 17 Project 16 Project 16 Project 5

    Rank 18 Project 12 Project 12 Project 1

    Rank 19 Project 4 Project 4 Project 17

    Rank 20 Project 14 Project 14 Project 7

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    Cumulative Benefits

    Cum. Benefits Payback IRR MIRR NPV Adj. NPV

    Rank 1 1.406 47.60% 43.00% $61,944 $158,998

    Rank 2 1.527 43.70% 38.80% $100,182 $254,023

    Rank 3 2.942 27.70% 26.90% $137,203 $305,728

    Rank 4 2.988 27.30% 26.60% $170,564 $350,838

    Rank 5 3.976 19.80% 19.30% $189,791 $376,836

    Rank 6 4.018 19.70% 19.20% $206,294 $399,152

    Rank 7 4.991 14.50% 14.10% $219,205 $416,609

    Rank 8 5.012 14.40% 14.10% $227,278 $427,526

    Rank 9 5.038 14.30% 14.10% $233,180 $435,507

    Rank 10 5.064 14.20% 13.70% $237,253 $441,014

    Rank 11 5.069 14.10% 13.30% $239,646 $444,249

    Rank 12 5.089 13.80% 12.90% $241,724 $447,059

    Rank 13 6.933 7.30% 6.90% $239,455 $444,547

    Rank 14 6.938 7.10% 6.60% $236,236 $441,179

    Rank 15 9.993 5.90% 6.00% $232,867 $437,613

    Rank 16 10.219 5.50% 5.20% $228,271 $432,523

    Rank 17 13.009 2.50% 2.50% $222,872 $427,124

    Rank 18 13.082 1.90% 1.90% $211,585 $411,863

    Rank 19 18.071 1.50% 1.60% $198,530 $394,210

    Rank 20 18.147 1.10% 1.00% $175,204 $368,377

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    Cumulative Benefits

    Cum. Benefits Dur@R TS@R CVaR Optimal

    Rank 1 2.394 2.460 297.399 $410,787

    Rank 2 2.398 2.464 362.699

    Rank 3 4.665 5.090 474.701

    Rank 4 4.669 5.092 515.183

    Rank 5 4.683 5.108 1534.753

    Rank 6 4.693 5.129 2089.101

    Rank 7 4.694 5.131 2275.847

    Rank 8 4.739 5.173 2827.577

    Rank 9 4.757 5.193 3893.840

    Rank 10 4.757 5.196 7887.820

    Rank 11 4.759 5.199 8599.811

    Rank 12 4.777 5.227 9262.778

    Rank 13 4.822 5.261 10781.312

    Rank 14 4.881 5.329 10804.041

    Rank 15 6.140 7.064 12597.744

    Rank 16 6.184 7.116 13296.484

    Rank 17 6.431 7.437 14912.686

    Rank 18 6.475 7.492 15724.653

    Rank 19 7.294 8.889 22455.221

    Rank 20 7.573 9.287 35905.608

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    Zero/One Model Project 1 Project 2 Project 3 Project 4 Project 5 I I I I I

    MAX NPV (Adjusted) 17,456 -5,090 10,916 -3,368 22,315

    Expense 80,262 16,460 44,530 6,039 80,307

    C2:Mutually Exclusive 1

    C3:Time Delay P(7)

    C4:Mutually Exclusive

    C5:At least 4 from 8 1

    P(2) if P(9) is accepted

    1

    P(3) if P(18) is accepted

    1

    Zero/One Model

    Project 6 Project 7 Project 8 Project 9 Project 10 I I I I I

    MAX NPV (Adjusted) -2,512 158,998 -15,261 45,109 7,981

    Expense 5,094 49,945 76,647 33,394 11,676

    C2:Mutually Exclusive 1

    C3:Time Delay P(7) 1

    C4:Mutually Exclusive 1

    C5:At least 4 from 8 1 1 1 1

    P(2) if P(9) is accepted

    -1

    P(3) if P(18) is accepted

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    Zero/One Model Project 11 Project 12 Project 13 Project 14 Project 15 I I I I I

    MAX NPV (Adjusted)

    3,235 -25,832 2,809 -5,399 5,507

    Expense 11,676 87,532 10,889 9,788 20,430

    C2:Mutually Exclusive

    C3:Time Delay P(7)

    C4:Mutually Exclusive

    1

    C5:At least 4 from 8 1 1

    P(2) if P(9) is accepted

    P(3) if P(18) is accepted

    Zero/One Model

    Project 16 Project 17 Project 18 Project 19 Project 20 I I I I I

    MAX NPV (Adjusted)

    -3,565 95,024 -17,652 51,705 25,998

    Expense 7,369 34,431 93,443 37,912 37,912

    C2:Mutually Exclusive

    C3:Time Delay P(7)

    C4:Mutually Exclusive

    C5:At least 4 from 8 1

    P(2) if P(9) is accepted

    P(3) if P(18) is accepted

    -1

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    Zero/One Model

    Project 21 Sense RHS I

    MAX NPV (Adjusted) 143098

    Expense ≤ 680,171

    C2:Mutually Exclusive ≤ 1

    C3:Time Delay P(7) 1 ≤ 1

    C4:Mutually Exclusive ≤ 1

    C5:At least 4 from 8 ≥ 4

    P(2) if P(9) is accepted = 0

    P(3) if P(18) is accepted = 0

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    Capital Budgeting Optimal Solution

    OPTIMAL

    Iterations 82.000

    Obj. Value 410787.000

    VARIABLE VALUE

    Project 1 0.000

    Project 2 1.000

    Project 3 0.000

    Project 4 0.000

    Project 5 1.000

    Project 6 0.000

    Project 7 1.000

    Project 8 0.000

    Project 9 1.000

    Project 10 1.000

    Project 11 1.000

    Project 12 0.000

    Project 13 0.000

    Project 14 0.000

    Project 15 1.000

    Project 16 0.000

    Project 17 1.000

    Project 18 0.000

    Project 19 1.000

    Project 20 1.000

    Project 21 0.000

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