Submitted:
16 March 2026
Posted:
19 March 2026
You are already at the latest version
Abstract
Keywords:
1. Introduction: Estimating “Known Unknowns” and “Unknown Unknowns”
“because as we know, there are known knowns: there are things we know we know. We also know there are known unknowns: that is to say, we know there are some things (we know) we do not know. But there are also unknown unknowns—the ones we don’t know we don’t know …, it is the latter category that tends to be the difficult one.”
“Since estimating an MR is difficult because the inherent risks are unpredictable, the traditional percentage method is still used for this purpose. To address this shortcoming, this study proposes an MR estimation method based on the cost and schedule performance ratios of international construction projects.”
“For our purposes in this Cost Guide, contingency reserve represents funds held at or above the government program office for ‘unknown unknowns’ that are outside a contractor’s control… Management reserve funds, in contrast, are for ‘known unknowns’ that are tied to the contract’s scope and managed at the contractor level… The value of the contract includes these known unknowns in the budget base, and the contractor decides how much money to set aside. We recognize that other organizations may use the terms differently.”
“Previous studies on this topic have only addressed estimation methods that consider project budget reserves against identified risks [known unknowns]. As a result, project managers still face the challenge of completing projects within given budgets but without the relevant tools to deal with unidentified risks [unknown unknowns]. This study proposes an approach for estimating reserves for both identified and unidentified risks separately. The study also suggests using the three-point estimation technique…”
“It is AACE’s recommended practice that whenever the term ‘risk’ is used, that the term’s meaning be clearly defined for the purposes at hand… risk means ‘an undesirable potential outcome and/or its probability of occurrence,’ i.e., ‘downside uncertainty (a.k.a. threats).’ Opportunity, on the other hand, is ‘a desirable potential outcome and/or its probability of occurrence,’ i.e., ‘upside uncertainty’… Range estimating is a risk analysis technology that combines Monte Carlo sampling, a focus on the few critical items, and heuristics (rules of thumb) to rank critical risks and opportunities.”
“This section is compatible with the guidance provided in DOE G 413.3-7A, Risk Management Guide, dated January 2011, for the consistent use and development of Contingency and Management Reserve (MR) in capital asset projects’ cost estimates. Contingency and MR are project cost elements directly related to project risks and are an integral part of project cost estimates… Use of MR should follow [Earned Value Management, EVM, System] rules as per ANSI/EIA-748A.”
“While ‘contingency’ is a commonly used generic term in cost estimation for any financial provision that is above an estimated base cost, contingency may also be given a specific, more limited meaning in particular contexts, for example, in the ISDC [International Structure for Decommissioning Costing]. Therefore, in order to reduce possible ambiguity and confusion, instead of the term ‘contingency,’ the terms ‘estimating uncertainty’ and ‘funded risk’ are used in this report. The term ‘estimating uncertainty’ is used in this report for the provision related to uncertainties within the defined project scope…”
2. A Review of Federal and Industry Management Reserve Guidelines
“Research has found that programs typically set their contract value so they can set aside 5 to 10 percent as a management reserve. This amount may not be sufficient for some programs and may be more than others need. One way to derive the amount of management reserve needed is to conduct a risk analysis for schedule (to determine the schedule reserve needed) and for cost (to determine the management reserve for cost). Risk and uncertainty analysis should be used to specify the probability that work will be performed within budget. The likelihood of meeting the budget can then be increased by establishing a sufficient management reserve budget.”
“Analysts often use the terms risk and uncertainty interchangeably. In fact, they are distinct from one another. Uncertainty is the indefiniteness of the outcome of a situation. Uncertainty captures the entire range of possible positive and negative outcomes associated with a given value or calculated result. In a cost estimating model, an analyst generally addresses uncertainty first. The analyst then addresses risks/opportunities if and only if the uncertainty assessment has not already captured them.”
“This paper provides [an analysis of] the amount and use of MR budget on hundreds of defense acquisition contracts from 1975 to 1998. Results indicate statistically significant differences in the median MR budget percentage across contract types (cost-reimbursable and [fixed-]price) and the military services managing the contracts (Army, Air Force, Navy)…”
“A cost estimate is considered credible when any limitations of the analysis are discussed, and the estimate’s results are cross-checked. We found USACE’s estimate substantially meets this characteristic. A formal cost risk and uncertainty analysis was performed, and it was used to set the amount needed for cost contingency for the program.”
“The DOE Contingency discussed here is the contingency needed to mitigate project risks that are within the project baseline but are generally beyond the contractor’s control. It is additive to the MR… The steps to follow for DOE Contingency are similar as for MR.”
“When the Office of Project Management (PM) completes an independent cost review (ICR) or an independent cost estimate (ICE) report, the team often refers back to [AACEI (2020, Table 1) [35]] to determine the estimate class, and based on the estimate class determination, it assigns expected estimate uncertainty ranges.”
“The cost range approved with CD-1 [Critical Decision 1: Approve Alternate Selection and Cost Range] is $1,630,000,000 to $5,000,000,000 (then-year dollars). The point estimate associated with the current stage of the project (conceptual design) is $3,228,500,000 (then-year dollars). The management reserve and government contingency included in the cost estimate provides approximately 80% confidence in the project cost.”
3. A Review of Management Reserves in Hanford Cost Estimates
“The sheer expanse of the Hanford Site [1518 square km or 586 square miles], the inherent hazards associated with the significant inventory of nuclear materials and wastes, the large number of aging contaminated facilities, the diverse nature and extent of environmental contamination, and the proximity to the Columbia River [the largest river in the Western Hemisphere flowing into the Pacific Ocean] make the Hanford Site perhaps the world’s largest and most complex environmental cleanup project.”
“The Hanford site in Washington State is a particular challenge. The [TPA] has hampered attempts to accelerate and innovate the cleanup. A central challenge at Hanford is the classification of radioactive waste. High-Level Waste (HLW) and Low-Level Waste (LLW) classifications drive the remediation and disposal process… changes in waste classification from HLW to LLW… would allow LLW to be grouted rather than vitrified.”
“Design, performance, or technical requirements, which drive traditional parametric models or translate analogous system costs, are often unavailable in the early life-cycle stages of basic or applied technology development… Researchers have proposed or developed frameworks, analyses, and modeling concepts that apply predictors such as Technology Readiness Levels (TRL).”
“Cost and schedule uncertainty are included in the development of Total Project Cost and… are reserved to accommodate additional work scope related to risk events that may occur from conditions and events that were not known during project planning and other unanticipated changes or uncertainties [unknowns unknows]. This includes estimates for cost and schedule uncertainty based on risk analysis methods that comply with DOE guidelines and orders.”
“To accommodate the possible deficiencies identified by the [Office of Project Management] review of the USACE parametric analysis [USACE, 2018 [76]], the AoA estimate includes slightly higher allowances for MR and DOE Contingency than those used by USACE. The adders included by the AoA Team are 40% (compared to 36.3% by USACE) and 15% (compared to 13.4% by USACE), respectively, for MR and DOE Contingency.”
“[DOE-OPM, 2018 [34]] requires that critical technologies for Major System Acquisition (MSA) projects achieve Technical Readiness Level TRL-4 prior to [Approval of the Alternative Selection and Cost Range]… [DOE-OPM, 2018 [34]] also requires that all critical technologies achieve TRL-7 prior to [the Approval of the Performance Baseline]. Given the difficulty that DOE has had in resolving the [issues] associated with the new tank mixing technologies for the WTP PT Facility, the AoA Team will not evaluate HLW processing alternatives that use critical technologies that have not been demonstrated for HLW processing.”
“During the course of the audit, we held discussions with the [OPM] concerning the proper use of management reserve, and the unique facts and circumstances associated with the Sludge Removal Project. The [OPM] agreed that the use of management reserve to reset the baseline for already completed work scope would, under normal circumstances, be noncompliant with the American National Standards Institute 748-C Earned Value Management Intent Guide.”
4. A Method of Determining the Implicit Statistical Significance of Differences in Cost Estimates
5. Discussion and Conclusions
Funding
Institutional Review Board Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| ARA | Absolute Risk Aversion |
| D&D | Decontamination and Demolition |
| HLW | High-Level Waste |
| LAW | Low Activity Waste |
| MR | Management Reserve |
| PT | Pre-Treatment Facility |
| TPA | Tri-Party Agreement |
| TRL | Technical Readiness Level |
| TSCR | Tank-Side Cesium Removal facility |
| WTP | Waste Treatment Plant |
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| Terms Used in EIA-748/ | Terms Used in Common | |
|---|---|---|
| Level/Type of Cost | Capital Programming Guide | Commercial Practice |
| Reference | ||
| Owner Cost Contingency | Contingency | Management Reserve |
| Owner Schedule Contingency | Contingency | Schedule Contingency |
| Contractor Cost Contingency | Management Reserve | Cost Contingency |
| Contractor Schedule Contingency | Schedule Margin | Schedule Contingency |
| Estimate | Estimate | AACEI Low-End | AACEI High-End | Narrow | Wide |
|---|---|---|---|---|---|
| Class | Designation | Accuracy Range | Accuracy Range | Accuracy | Accuracy |
| 5 | Conceptual Screening | −50% to −20% | +30% to +100% | −20% to +30% | −50% to +100% |
| 4 | Feasibility Study | −30% to −15% | +20% to +50% | −15% to +20% | −30% to +50% |
| 3 | Budget Authorization | −20% to −10% | +10% to +30% | −10% to +10% | −20% to +30% |
| 2 | Control or Bid | −15% to −5% | +5% to +20% | −5% to +5% | −15% to +20% |
| 1 | Check Estimate | −10% to −3% | +3 to +15% | −3% to +3% | −10% to +15% |
| Table | Account | Base Cost (Billions) | Title |
|---|---|---|---|
| D-02 | RL-0013C | $9.40 | Solid Waste Stabilization and Disposition-200 Area |
| D-03 | RL-0030 | $10.10 | Safeguards and Security |
| D-04 | RL-0030 | $7.90 | Soil and Water Remediation-Groundwater/Vadose Zone |
| D-05 | RL-0040 | $13.70 | Nuclear Facility D&D-Remainder of Hanford |
| D-06 | RL-0041 | $1.40 | Nuclear Facility D&D-River Corridor Closure Project |
| D-07 | RL-0042 | $0.70 | Nuclear Facility D&D-Fast Flux Test Facility Project |
| D-08 | RL-0100 | $1.07 | Richland Community and Regulatory Support |
| D-09 | RL-0201 | $20.40 | Hanford Sitewide Services |
| D-10 | RL-LTS | $12.22 | Long-Term Stewardship |
| D-11 | ORP-0014 | $213.90 | Radioactive Liquid Tank Waste Stabilization and Disposition |
| D-12 | ORP-0060 | $15.50 | Major Construction-Waste Treatment Plant (WTP) |
| Total | Base Cost | $306.29 |
| Facility | Function |
|---|---|
| Tank Farm | Double-shell Tank AP-107 collects and transfers liquid waste to TSCR |
| TSCR | Filters cesium, strontium, and suspended transuranic solids from liquid waste |
| IXC | Ion Exchange Column (IXC) stores wastes removed by TSCR |
| HLW-Vit | The High-Level Waste Vitrification facility will vitrify waste from IXC and ETF |
| Tank Farm | TSCR-treated LAW is stored in Tank AP-106 and transferred to the LAW-Vit Facility |
| 222-S Lab | Provides analytical services for Tank Farms and LAW-Vit feed qualification |
| LAW-Vit | Mixes LAW with glass-forming materials in two high-temperature melters |
| EMF | Concentrates liquid secondary waste from LAW-Vit through evaporation |
| ETF | Treats concentrated liquid from EMF and other sources to remove contaminants |
| LAB | Provides laboratory services to confirm that the LAW-Vit Facility is operating properly |
| ILAW-Trans | Transports ILAW glass-filled containers from LAW-Vit to IDF |
| IDF | Accepts containers of vitrified LAW for disposal and other solid LAW waste forms |
| BOF | Provides essential services to support DFLAW system operations |
| Infrastructure | Provides electricity, water, sewage, security, emergency, and IT services, and roads |
| Table 73 | Table 74 | Table 75 | Table 76 | |
|---|---|---|---|---|
| Base Case: | HLW | HLW and | Minimal Direct Feed | |
| HLW and PT | Completion | Re-Purposed | HLW Completion | |
| Element | Completion | Only (no PT) | PT | Only (no PT) |
| PT | $3569 | $0 | $2904 | $0 |
| HLW | $1829 | $1829 | $1829 | $1829 |
| Melter | $68 | $68 | $68 | $0 |
| BOF | $180 | $162 | $180 | $146 |
| LAB | $100 | $90 | $100 | $81 |
| Added Scope: DFHLW | $0 | $480 | $0 | $318 |
| Project + Facility Services | $2422 | $1116 | $2151 | $1006 |
| ORP Direct Support | $330 | $330 | $330 | $330 |
| Base Costs | $8497 | $4074 | $7561 | $3708 |
| Escalation | $3904 | $1906 | $3470 | $1739 |
| Escalation % | 45.95% | 46.78% | 45.89% | 46.89% |
| Fee | $729 | $352 | $649 | $320 |
| Fee% | 5.88% | 5.88% | 5.88% | 5.88% |
| Escalated Base Cost | $13,130 | $6332 | $11,679 | $5767 |
| MR%—Fee | 40.0% | 40.0% | 40.0% | 40.0% |
| MR | $4960 | $2392 | $4412 | $2179 |
| CON%—Fee | 15.0% | 15.0% | 15.0% | 15.0% |
| DOE Contingency | $1860 | $897 | $1655 | $817 |
| Total | $19,951 | $9621 | $17,746 | $8763 |
| Element | Table 73 | Table 75 | Table 74 | Table 76 |
|---|---|---|---|---|
| Mean = CE | $13,130 | $11,679 | $6332 | $5767 |
| MR% + CON% | 55% | 55% | 55% | 55% |
| SD = (55%/2.4) × CE | $3009 | $2677 | $1451 | $1322 |
| b = SD × 0.78 | $2347 | $2088 | $1132 | $1031 |
| mode = CE − (b × 0.577) | $11,776 | $10,475 | $5679 | $5173 |
| median = m − (b × 0.577) | $12,879 | $11,456 | $6210 | $5657 |
| 5% with CI-70 | $8218 | $7310 | $3963 | $3610 |
| 95% with CI-70 | $20,151 | $17,925 | $9717 | $8852 |
| 5% with CI-80 | $9201 | $8184 | $4437 | $4042 |
| 95% with CI-80 | $18,747 | $16,676 | $9040 | $8235 |
| 5% with CI-90 | $10,805 | $9611 | $5210 | $4746 |
| 95% with CI-90 | $16,454 | $14,636 | $7934 | $7227 |
| 1 | When designed, the TSCR was intended to be a temporary facility. A replacement facility will address a problem, as noted by ANS (2025) [49], “According to a November 7 activity report by the [Defense Nuclear Facilities Safety Board], the TSCR system may not be able to produce waste feed fast enough to keep up with the LAW Facility’s vitrification rate.” To accelerate disposal, the latest TPA envisions “grouting” to solidify “supplemental” LAW by mixing it with cement-like materials for off-site disposal, e.g., at the Clive Radioactive Waste Disposal Facility in Utah or the Waste Control Specialists’ facility in Texas. See NASEM (2023) [50] reviewing Bates et al. (2023) [51]. |
| 2 | LAW is not “Low-Activity Radioactive Waste” (LARW) as defined by EPA (2024) [52]. The U.S. Nuclear Regulatory Commission (NRC, 2024 [53]) states, “DOE may determine that certain wastes resulting from reprocessing spent nuclear fuel can be managed as low-level waste (LLW) (i.e., Waste Incidental to Reprocessing, WIR), rather than managed as HLW.” (See discussion in Greenberg et al., 2003 [54]). Hence, LAW is WIR from which cesium, strontium, and transuranics have been removed. |
| 3 | Some “Cost and/or Schedule Uncertainty” percentages for 2017 and 2018 were negative, with “Negative numbers are [BNI] planned givebacks” (DOE-RL, 2015, p. C-57 [70]). BNI was to return $49,000 to the DFLAW and $45,000 to the BOF in 2020. Compare these amounts to the $125M in DOJ (2016) [71]. |
| 4 | Zarghami (2025, p. 227) [84] does not specify the type of risk aversion in his model, e.g., whether it is constant with respect to project or firm size. A risk aversion constant, α, is introduced with “This can be interpreted as the fact that a higher value of α indicates a higher level of risk aversion, implying a tendency to suggest a larger value of management reserve.” Zarghami (2025, p. 222) [84] finds “the methods for determining management reserves have seldom progressed beyond the traditional percentage estimation approach.” Zarghami notes the exceptions to this are Lee et al. (2017) [7], Yahia et al. (2020) [19], and Zarghami (2025) [84]. |
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