Defense Budget
Review of DOD's Report on Budgeting for Fuel Cost Fluctuations
Gao ID: GAO-07-688R April 26, 2007
The Office of Management and Budget (OMB) establishes for the Department of Defense (DOD) the price DOD will use for pricing crude oil when constructing its budget for upcoming fiscal years. DOD in turn uses OMB's price in establishing the standard price to be used for a barrel of fuel for budgeting purposes by DOD fuel customers such as the military services. Because of the volatility of world petroleum prices, the standard price for a barrel of fuel included in the President's annual budget request for DOD may be lower or higher than the actual price established by the world market at any point in time after DOD's budget request is submitted to the Congress. During the fiscal year, DOD pays for fuel at the actual market rate, which typically varies from the budgeted rate. As a result, if the actual price of crude oil increases above the price DOD charges its customers, more dollars are needed to pay for fuel than originally budgeted. If the actual price is lower than what DOD charges its customers, DOD has more dollars than needed. Additionally, if DOD responds to increases in the world market crude oil prices by increasing the price it charges its customers above what they initially budgeted, the customers will have additional funding needs to pay their fuel bills. Concerned as to whether DOD's method for setting fuel prices has produced realistic budget estimates, last year the Congress required DOD to consider alternative methods. Specifically, the John Warner National Defense Authorization Act for Fiscal Year 2007 requires the Secretary of Defense to submit a report on the fuel rate and cost projection used in the annual DOD budget presentation. The act required that DOD identify alternative approaches, including approaches used by other federal departments and agencies and the feasibility of using private economic forecasting organizations, for selecting fuel rates that would produce more realistic estimates of the amounts required for DOD to accommodate fuel rate fluctuations. DOD is also required to discuss the advantages and disadvantages of each approach and to identify the department's preferred approach among the alternatives and provide a rationale for preferring that approach. Finally, the act further requires that GAO review DOD's report, including the basis for the Secretary's conclusions for the preferred approach. DOD submitted its report to the Congress on February 27, 2007. In response to the act, we determined (1) the extent to which DOD identified and evaluated alternative crude oil forecasts that could be used in setting its fuel rates--such as forecasts used by other federal departments and agencies and private economic forecasting organizations, and (2) DOD's basis for selecting its preferred fuel rate setting approach.
DOD identified and evaluated approaches for forecasting crude oil prices used by other federal departments and forecasts from private forecasting organizations. DOD received responses from eight agencies. DOD determined that seven of the eight respondents used DOD's forecast, did not have a forecast method, or did not have a forecasting method that would accommodate the size and complexity of DOD's fuel requirement. Thus, DOD concluded that only the Department of Energy's (DOE) forecasting method, which uses the Energy Information Administration (EIA) to provide forecast prices for crude oil, was an option that warranted further evaluation. According to DOD's report, it conducted four analyses using different scenarios to compare its forecast approach, which is based on crude oil forecasts provided by OMB with the methods used by DOE and 38 private forecasting organizations. DOD reported that DOE's EIA analysis produced forecasts that were marginally closer to actual crude oil prices than either DOD's current method or most other private organizations' forecasts, and only in a few cases did the private organizations produce forecasts that were closer to actual costs than DOD's current method. DOD selected its current method as its preferred forecasting approach over the DOE and 38 private forecasting alternatives. According to the DOD report, DOD chose to continue to use its current rate setting method because it believes none of the alternative forecasting methods produced significantly more accurate results. Specifically, DOD did not believe that the margin of difference between forecasts based on its current method and alternative approaches was significant enough to warrant a change. In assessing DOD's comparative analysis, we found limitations on the scope of the analysis due to the lack of available historical forecast data. Specifically, DOD included 18 months of data or less in each of the comparative scenarios it analyzed and the scenarios did not involve forecasts from the same time period DOD used to set its budget request. According to DOD officials, historical forecasting data were not available to conduct a more extensive multiyear comparison or to replicate the time-frame in which the fiscal year 2006 budgeted bulk fuel rate was set. DOD officials agreed that had it been available, these additional data would have produced a more ideal comparison. Consequently, based on the results of the analysis that DOD was able to conduct with the data available and given the volatile crude oil market, we agree that the results did not provide a compelling reason for DOD to adjust its rate setting approach and that DOD's current forecast based on OMB's guidance for crude oil prices is a reasonable approach. In order for DOD to conduct a more robust and extensive analysis, it would need to begin capturing and maintaining the necessary forecast data now to conduct such analyses in the future.
GAO-07-688R, Defense Budget: Review of DOD's Report on Budgeting for Fuel Cost Fluctuations
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April 26, 2007:
The Honorable Carl Levin:
Chairman:
The Honorable John McCain:
Ranking Member:
Committee on Armed Services:
United States Senate:
The Honorable Ike Skelton:
Chairman:
The Honorable Duncan L. Hunter:
Ranking Member:
Committee on Armed Services:
House of Representatives:
Subject: Defense Budget: Review of DOD's Report on Budgeting for Fuel
Cost Fluctuations:
The Office of Management and Budget (OMB) establishes for the
Department of Defense (DOD) the price DOD will use for pricing crude
oil when constructing its budget for upcoming fiscal years. DOD in turn
uses OMB's price in establishing the standard price to be used for a
barrel of fuel for budgeting purposes by DOD fuel customers such as the
military services. Because of the volatility of world petroleum prices,
the standard price for a barrel of fuel included in the President's
annual budget request for DOD may be lower or higher than the actual
price established by the world market at any point in time after DOD's
budget request is submitted to the Congress. During the fiscal year,
DOD pays for fuel at the actual market rate, which typically varies
from the budgeted rate. As a result, if the actual price of crude oil
increases above the price DOD charges its customers, more dollars are
needed to pay for fuel than originally budgeted. If the actual price is
lower than what DOD charges its customers, DOD has more dollars than
needed. Additionally, if DOD responds to increases in the world market
crude oil prices by increasing the price it charges its customers above
what they initially budgeted, the customers will have additional
funding needs to pay their fuel bills.
Concerned as to whether DOD's method for setting fuel prices has
produced realistic budget estimates, last year the Congress required
DOD to consider alternative methods. Specifically, the John Warner
National Defense Authorization Act for Fiscal Year 2007 requires the
Secretary of Defense to submit a report on the fuel rate and cost
projection used in the annual DOD budget presentation.[Footnote 1] The
act required that DOD identify alternative approaches, including
approaches used by other federal departments and agencies and the
feasibility of using private economic forecasting organizations, for
selecting fuel rates that would produce more realistic estimates of the
amounts required for DOD to accommodate fuel rate fluctuations. DOD is
also required to discuss the advantages and disadvantages of each
approach and to identify the department's preferred approach among the
alternatives and provide a rationale for preferring that approach.
Finally, the act further requires that GAO review DOD's report,
including the basis for the Secretary's conclusions for the preferred
approach. DOD submitted its report to the Congress on February 27,
2007.
In response to the act, we determined (1) the extent to which DOD
identified and evaluated alternative crude oil forecasts that could be
used in setting its fuel rates--such as forecasts used by other federal
departments and agencies and private economic forecasting
organizations, and (2) DOD's basis for selecting its preferred fuel
rate setting approach.
In conducting our work, we examined DOD's report to the Congress on
budgeting for fuel cost fluctuations and other pertinent documentation
on DOD's methodology to identify the alternative crude oil forecasts
DOD considered for selecting budgeted fuel rates. We interviewed
responsible officials from the Office of the Under Secretary of
Defense, the DOD Comptroller, and Defense Logistics Agency (DLA), and
OMB to discuss DOD's methodology and rationale for selecting its
preferred fuel rate selection approach. We also assessed DOD's
comparative analyses and the basis for its conclusions. We conducted
our work from February 2007 to April 2007 in accordance with generally
accepted government auditing standards.
Summary:
DOD identified and evaluated approaches for forecasting crude oil
prices used by other federal departments and forecasts from private
forecasting organizations. DOD received responses from eight
agencies.[Footnote 2] DOD determined that seven of the eight
respondents used DOD's forecast, did not have a forecast method, or did
not have a forecasting method that would accommodate the size and
complexity of DOD's fuel requirement. Thus, DOD concluded that only the
Department of Energy's (DOE) forecasting method, which uses the Energy
Information Administration (EIA)[Footnote 3] to provide forecast prices
for crude oil, was an option that warranted further evaluation.
According to DOD's report, it conducted four[Footnote 4] analyses using
different scenarios to compare its forecast approach, which is based on
crude oil forecasts provided by OMB with the methods used by DOE and 38
private forecasting organizations. DOD reported that DOE's EIA analysis
produced forecasts that were marginally closer to actual crude oil
prices than either DOD's current method or most other private
organizations' forecasts, and only in a few cases did the private
organizations produce forecasts that were closer to actual costs than
DOD's current method. DOD selected its current method as its preferred
forecasting approach over the DOE and 38 private forecasting
alternatives. According to the DOD report, DOD chose to continue to use
its current rate setting method because it believes none of the
alternative forecasting methods produced significantly more accurate
results. Specifically, DOD did not believe that the margin of
difference between forecasts based on its current method and
alternative approaches was significant enough to warrant a change.
In assessing DOD's comparative analysis, we found limitations on the
scope of the analysis due to the lack of available historical forecast
data. Specifically, DOD included 18 months of data or less in each of
the comparative scenarios it analyzed and the scenarios did not involve
forecasts from the same time period DOD used to set its budget request.
According to DOD officials, historical forecasting data were not
available to conduct a more extensive multiyear comparison or to
replicate the time-frame in which the fiscal year 2006 budgeted bulk
fuel rate was set. DOD officials agreed that had it been available,
these additional data would have produced a more ideal comparison.
Consequently, based on the results of the analysis that DOD was able to
conduct with the data available and given the volatile crude oil
market, we agree that the results did not provide a compelling reason
for DOD to adjust its rate setting approach and that DOD's current
forecast based on OMB's guidance for crude oil prices is a reasonable
approach. In order for DOD to conduct a more robust and extensive
analysis, it would need to begin capturing and maintaining the
necessary forecast data now to conduct such analyses in the future.
Background:
DOD is the largest federal consumer of energy, accounting for over 92
percent of the petroleum-based energy consumed by the federal
government. DOD bulk fuel pricing is based on OMB's guidance for crude
oil prices. DOD uses three components in establishing its budgeted bulk
fuel price. The first component is the price for crude oil, the second
component is the added expense for refining the crude oil, and the
third component is a factor to account for DOD's overhead costs
associated with transportation and storage of the fuel. To estimate the
cost of crude oil, the Council of Economic Advisors, the Department of
the Treasury, and OMB, referred to as the Troika, jointly prepare a set
of economic assumptions for agencies to use in preparing their overall
budgets. From these economic assumptions, OMB directly provides DOD the
crude oil price projections it uses in setting its bulk fuel price. In
developing the crude oil price projections, the Troika uses oil price
projections coming from the prices in the futures market for West Texas
Intermediate crude oil in the New York Mercantile Exchange. For the
2007 budget, futures prices projected 5 years ahead were used in
developing crude oil price projections. DOD and its customers use
refined oil products, such as jet fuel and diesel fuel, and as such DOD
has to include in its bulk fuel budget prices the additional cost of
refining the fuel above crude oil projections. This component is
estimated using a statistical technique that analyzes the historical
data relationship between crude oil prices and refined oil
prices.[Footnote 5] Finally, DOD adds an overhead factor that reflects
transportation and storage costs of the petroleum products to DOD. When
comparing DOD's current method for setting bulk fuel prices to
alternative methods, the refining crude oil expense and overhead factor
should not be considered. Specifically, DOD's refining crude oil
expense and overhead costs have to be added to any forecast DOD used to
set fuel prices, and are unique factors to DOD. Consequently, DOD's
cost for crude oil (the first component) is what is comparable to other
forecasts for oil.
DOD Identified and Evaluated Alternative Crude Oil Forecasts:
In meeting its legislative requirement, DOD identified and evaluated
alternative crude oil forecasts by other federal departments and
forecasts from 38 private forecasting organizations. DOD evaluated
these different forecasts by conducting a comparative analysis of four
different scenarios, in which DOD reported that only one method
produced slightly better estimates than its current method. However,
DOD believed that the improvement was marginal and, along with the
limited scope of its analysis due to the data limitations, did not
warrant a change from DOD's current methodology.
DOD Evaluated Federal Agencies' and Private Organizations' Crude Oil
Forecasts:
In its report, DOD evaluated crude oil forecasts used by other federal
departments and agencies. DOD solicited information from several
federal departments and agencies as to what method they used to
forecast crude oil. DOD received responses from eight departments and
agencies: the Departments of Commerce, Energy, Justice, and State, the
U.S. Postal Service, U.S. Customs and Border Protection agency, General
Services Administration, and Federal Bureau of Investigation. Of the
eight respondents, DOD evaluated each approach and determined seven did
not have a forecast method that would meet its needs. Of these seven,
one agency used DOD's forecasts, another did not have a forecast method
in place and the remaining five did not have crude oil forecast methods
that DOD believed would accommodate the size and complexity of DOD's
fuel requirement. Consequently, DOD concluded that only one agency--
DOE, which uses EIA forecasts--had a forecast that warranted further
evaluation.
In addition to evaluating the methods used by other departments and
agencies to forecast crude oil prices, DOD conducted research to
determine which private organizations had experience in forecasting
energy-related commodities. DOD determined that 38 private
organizations had forecasts for crude oil prices that could be included
in its comparative analysis.
DOD's Report Included a Comparative Analysis of Four Scenarios to
Evaluate Crude Oil Forecasts:
To evaluate the different crude oil forecast, DOD's report included a
comparative analysis of four different scenarios. DOD compared its OMB-
based forecast, DOE's EIA forecast, and up to 38[Footnote 6] other
private economic forecasting organizations' crude oil forecasts to EIA
actual price data to determine which method came closest to predicting
actual crude oil prices. DOD's report included four different
comparison scenarios that compared June 2005 forecasts to actual rates
for (1) the average price for the first quarter of fiscal year 2006,
(2) the average price for the third quarter of fiscal year 2006, (3)
the average price for the entire 2006 calendar year, and (4) each of
the six quarters from the fourth quarter of fiscal year 2005 to the
first quarter of fiscal year 2007. The results of these four scenarios
follow.
The first scenario compared OMB's, EIA's, and 38 private organizations'
June 2005 forecasts to EIA's actual crude oil price of $60.00 per
barrel for the first quarter of fiscal year 2006. Table 1 shows that 1
private organization's forecast and the EIA forecast performed better-
-were closer to the actual price--than the OMB forecast for this time
period, and 37 of the 38 private organizations had forecasts that
performed below--were farther away from the actual price--than OMB's
forecasts.
Table 1: Comparison of Forecasts from OMB, EIA, and 38 Private
Organizations in June 2005 to the EIA Actual Price Using the Average of
the First Quarter of Fiscal Year 2006:
Dollars per barrel:
Organization: Private organization; A forecast;
June 2005 forecasts: 57.10;
Difference between June 2005 forecast and actual price of $60.00:
(2.90).
Organization: EIA forecast;
June 2005 forecasts: 55.00;
Difference between June 2005 forecast and actual price of $60.00:
(5.00).
Organization: OMB forecast;
June 2005 forecasts: 53.43;
Difference between June 2005 forecast and actual price of $60.00:
(6.57).
Organization: 37 other private organizations' forecasts;
June 2005 forecasts: Ranging from 32.00 to 53.00;
Difference between June 2005 forecast and actual price of $60.00:
(28.00 to 7.00).
Source: DOD data.
[End of table]
The second scenario compared OMB's, EIA's, and 28 private
organizations' June 2005 forecasts to EIA's actual price of $70.41 per
barrel for the third quarter of fiscal year 2006. Table 2 shows that 3
private organizations' and the EIA forecast performed better than the
OMB forecast for this time period and 25 of the 28 private
organizations had forecasts that performed below OMB's forecasts.
Table 2: Comparison of Forecasts from OMB, EIA, and 28 Private
Organizations in June 2005 to the EIA Actual Price Using the Average of
the Third Quarter of Fiscal Year 2006:
Dollars per barrel:
Organization: Private organization A forecast;
June 2005 forecasts: 59.30;
Difference between June 2005 forecast and actual price of $70.41:
(11.11).
Organization: Private organization B forecast;
June 2005 forecasts: 55.00;
Difference between June 2005 forecast and actual price of $70.41:
(15.41).
Organization: Private organization C forecast;
June 2005 forecasts: 54.00;
Difference between June 2005 forecast and actual price of $70.41:
(16.41).
Organization: EIA forecast;
June 2005 forecasts: 53.58;
Difference between June 2005 forecast and actual price of $70.41:
(16.83).
Organization: OMB forecast;
June 2005 forecasts: 52.80;
Difference between June 2005 forecast and actual price of $70.41:
(17.61).
Organization: 25 other private organizations' forecasts;
June 2005 forecasts: Ranging from 37.00 to 52.80;
Difference between June 2005 forecast and actual price of $70.41:
(33.41 to 20.41).
Source: DOD data.
[End of table]
The third scenario compared OMB's, EIA's, and 13 private organizations'
June 2005 forecasts to EIA's actual price of $66.02 per barrel for
calendar year 2006. Table 3 shows that 1 private organization's
forecast and the EIA forecast performed better than the OMB forecast
for this time period and 12 of the 13 organizations had forecasts that
performed below OMB's forecasts.
Table 3: Comparison of Forecasts from OMB, EIA, and 13 Private
Organizations in June 2005 to the EIA Actual Prices for Calendar Year
2006:
Dollars per barrel:
Organization: Private organization C forecast;
June 2005 forecasts: 55.00;
Difference between June 2005 forecast and actual price of $66.02:
(11.02).
Organization: EIA forecast;
June 2005 forecasts: 54.23;
Difference between June 2005 forecast and actual price of $66.02:
(11.79).
Organization: OMB forecast;
June 2005 forecasts: 52.58;
Difference between June 2005 forecast and actual price of $66.02:
(13.44).
Organization: 12 other private organizations' forecasts;
June 2005 forecasts: Ranging from 41.80 to 51.25;
Difference between June 2005 forecast and actual price of $66.02:
(24.22 to 14.77).
Source: DOD data.
[End of table]
The fourth scenario compared forecasts of OMB, EIA, and 1 private
organization from the fourth quarter of fiscal year 2005 to the first
quarter of 2007 to EIA actual prices for each of those quarters. As
shown in table 4, the EIA forecast performed better than the OMB
forecast for this time period, and the private organization's forecasts
performed below both OMB's forecasts and EIA's forecasts.
Table 4: Comparison of Forecasts from OMB, EIA and 1 Private
Organization to the EIA Actual Prices for the Fourth Quarter of Fiscal
Year 2005 to the First Quarter of 2007:
Dollars per barrel:
4th Quarter 2005;
EIA actual price: 63.19;
EIA forecast: 52.83;
OMB forecast: 52.68;
Private organization D forecast: 52.50.
1st Quarter 2006;
EIA actual price: 60.00;
EIA forecast: 55.00;
OMB forecast: 53.43;
Private organization D forecast: 53.00.
2nd Quarter 2006;
EIA actual price: 63.27;
EIA forecast: 54.00;
OMB forecast: 53.24;
Private organization D forecast: 52.00.
3rd Quarter 2006;
EIA actual price: 70.41;
EIA forecast: 53.58;
OMB forecast: 52.80;
Private organization D forecast: 50.00.
4th Quarter 2006;
EIA actual price: 70.42;
EIA forecast: 54.33;
OMB forecast: 52.37;
Private organization D forecast: 49.00.
1st Quarter 2007;
EIA actual price: 59.98;
EIA forecast: 55.00;
OMB forecast: 51.76;
Private organization D forecast: 48.00.
Source: DOD data.
[End of table]
The overall results of DOD's four comparative analyses show that EIA
forecasts produced forecasts that were closer to the actual price than
OMB's forecasts in each scenario[Footnote 7] and 3 of the 38 private
organizations outperformed OMB and EIA forecasts in individual
comparison scenarios; however, no private organization consistently
outperformed either OMB or EIA in all scenarios.
DOD Selected Its Preferred Approach Based on Results of Its Comparative
Analysis:
DOD selected its current method--based on OMB's forecasts--as its
preferred bulk fuel rate setting approach because it concluded that
it's comparative analysis showed that results using OMB's forecasts
were comparable to or better than the alternative forecasts it
evaluated. Based on the comparative analysis performed, DOD concluded
that because the results showed only marginal improvement (1.92 percent
difference) in using EIA's forecast over OMB's forecast and since no
private organization consistently outperformed OMB forecasts in all
scenarios, it did not warrant a change from DOD's current methodology.
DOD also reported that inaccurate forecasts are pervasive in the
current economic conditions based on market volatility. Thus, DOD
concluded that changing forecasting sources or methods may not provide
more realistic estimates for DOD at this time.
Our Assessment Showed Data Limitations Constrained DOD's Comparative
Analysis, but Current Fuel Rate Setting Approach Seems Reasonable:
In assessing DOD's comparative analysis, we found that lack of
available historical forecast data limited the scope of DOD's analysis.
DOD included 18 months or less of data in each of the comparative
scenarios it conducted. An economist in DOD's Defense Energy Support
Center, who performed the analysis, agreed that a thorough evaluation
of a group's long-term forecasting performance should include several
different time periods. However, according to DOD officials, DOD was
not able to obtain historical forecasting data to perform comparisons
prior to June 2005 because these data are not retained by private
forecast organizations. Consequently, DOD used June 2005 forecasts to
predict crude oil prices for the various fiscal year 2006 scenarios.
However, DOD set its fiscal year 2006 budgeted fuel prices in December
2004, 6 months earlier than the forecasts DOD used in the analyses.
When DOD set its fuel rate in December 2004, the forecast it used
predicted fuel costs 10 to 21 months into the future (December 2004 to
October 2005 through September 2006). Most of the scenarios DOD
included in its analysis did not predict far enough into the future to
replicate what DOD does each year when its sets its budgeted fuel
rates--for example, scenario one only predicted 3 months into the
future. In addition, OMB's December 2004 forecast for crude oil was
$40.45 a barrel, which was $12.98 a barrel lower than the June 2005 OMB
forecast DOD used in scenario one. The closer the forecast is to the
actual time-frame being estimated, the easier it is to predict a more
accurate forecast. The DOD economist we spoke with agreed that it would
have been a more meaningful analysis to use December 2004 forecasts,
but again stated that forecasts were not available from EIA or private
forecasting organizations for that time-frame. In fact, the EIA
forecast data that DOD used in the analysis are only available from the
month starting the forecast to the end of the next calendar year. For
example, in December 2004, EIA forecasted data only through December
2005--which would have been insufficient to provide a basis for DOD in
establishing fiscal year 2006 rates. According to DOD officials, the
timing of the EIA forecast data does not match up to the time-frame
when DOD has to set its rates for budgeting purposes.
Consequently, based on the results of the analysis that DOD was able to
conduct with the data available, we agree that the results did not
provide a compelling reason for DOD to adjust its rate setting approach
at this time. Because of DOD's decision to retain its current approach,
we reviewed the basis for OMB's forecast to determine if it is based on
reasonable assumptions. OMB's forecast is based on the futures market
of crude oil. Using futures' prices for crude oil seems like a
reasonable approach because buyers and sellers are actually making
purchases and sales based on their ideas and information about the
future price of crude oil. The futures price for crude oil for a
particular date would reflect the interaction between buyers and
sellers and the best estimate for the price of crude oil at that time.
Barring more extensive analysis that might provide additional
information to consider in selecting an alternative forecast, we
believe that DOD's current method for producing fuel rates is a
reasonable approach. In order for DOD to conduct a more robust
analysis, it would need to begin capturing and maintaining the
necessary forecast data now to conduct such analysis in the future.
Agency Comments:
DOD officials reviewed a draft of this report and had no comments.
We are sending copies of this report to the Senate and House Armed
Services Committees. We also will make copies available to others upon
request. In addition, this report will be available at no charge on
GAO's Web site at http://www.gao.gov.
If you have any questions concerning this report, please contact me at
(202) 512-9619 or pickups@gao.gov. Contact points for our Offices of
Congressional Relations and Public Affairs may be found on the last
page of this report. Key contributors to this assignment were Bonita P.
Anderson, Renee S. Brown, Laura L. Durland, Julia Matta, Charles W.
Perdue, and Jeanett H. Reid.
Signed by:
Sharon Pickup:
Director, Defense Capabilities and Management:
(350960):
FOOTNOTES
[1] Pub. L. No. 109-364, § 1006 (2006).
[2] DOD solicited inquiries from at least 21 federal departments and
several independent agencies but did not have information on the exact
number.
[3] The Congress created EIA within the DOE in 1977. As a statistical
agency, it provides policy-independent data, forecasts, and analyses to
promote sound policy making, efficient markets, and public
understanding regarding energy and its interaction with the economy and
the environment.
[4] DOD actually analyzed five scenarios but eliminated one in its
report to the Congress because the data were similar to scenario four.
[5] The statistical approach used for the 2007 budget and earlier
budgets was regression analysis. A DOD energy official indicated that
they are examining different statistical methods to look at this
relationship in the future.
[6] According to DOD officials, they were not able to obtain forecasts
for each of the 38 private organizations for each scenario DOD
evaluated because the historic forecasting data were not always
available. Therefore, the number of private organizations compared in
each scenario varies.
[7] The eliminated scenario compared the average price for the entire
2006 fiscal year for OMB's, EIA's and 1 private organization's
forecasts. This comparison also showed that EIA's June 2005 forecast
was more accurate than OMB's forecast by 1.92 percent.
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