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