LEVELIZED COST OF ENERGY+
WITH SUPPORT FROM
June 2024
Table of Contents
EXECUTIVE SUMMARY
LAZARD’S LEVELIZED COST OF ENERGY ANALYSISVERSION 17.0
LAZARD’S LEVELIZED COST OF STORAGE ANALYSISVERSION 9.0
LAZARD’S LEVELIZED COST OF HYDROGEN ANALYSISVERSION 4.0
APPENDIX
LCOE v17.0
LCOS v9.0
LCOH v4.0
I
II
III
IV
3
7
18
26
30
A
B
C
31
40
45
Executive Summary
Copyright 2024 Lazard
This analysis has been prepared by Lazard for general informational and illustrative purposes only, and it is not intended to be, and should not be construed as, financial
or other advice. No part of this material may be copied, photocopied or duplicated in any form by any means or redistributed without the prior written consent of Lazard.
(1) This analysis has been compiled using U.S.-focused data.
Executive SummaryLevelized Cost of Energy Version 17.0
(1)
The results of our Levelized Cost of Energy (“LCOE”)
analysis reinforce what we observe across the Power, Energy & Infrastructure Industrysizable
and well-capitalized companies that can take advantage of supply chain and other economies of scale, and that have strong balance sheet support to
weather fluctuations in the macro environment, will continue leading the build-out of new renewable energy assets. This is particularly true in a rising
LCOE environment like what we have observed in this year’s analysis. Amplifying this observation, and not overtly covered in our report, are the
complexities related to currently observed demand growth and grid-related constraints, among other factors. Key takeaways from Version 17.0 of
Lazard’s LCOE include:
1. Low End LCOE Values Increase; Overall Ranges Tighten
Despite high end LCOE declines for selected renewable energy technologies, the low ends of our LCOE have increased for the first time ever, driven by the persistence of
certain cost pressures (e.g., high interest rates, etc.). These two phenomena result in tighter LCOE ranges (offsetting the significant range expansion observed last year)
and relatively stable LCOE averages year-over-year. The persistence of elevated costs continues to reinforce the central theme noted abovesizable and well-capitalized
companies that can take advantage of supply chain and other economies of scale, and that have strong balance sheet support to weather fluctuations in the macro
environment, will continue leading the build-out of new renewable energy assets.
2. Baseload Power Needs Will Require Diverse Generation Fleets
Despite the sustained cost-competitiveness of renewable energy technologies, diverse generation fleets will be required to meet baseload power needs over the long term.
This is particularly evident in today’s increasing power demand environment driven by, among other things, the rapid growth of artificial intelligence, data center
deployment, reindustrialization, onshoring and electrification. As electricity generation from intermittent renewables increases, the timing imbalance between peak
customer demand and renewable energy production is exacerbated. As such, the optimal solution for many regions is to complement new renewable energy technologies
with a “firming” resource such as energy storage or new/existing and fully dispatchable generation technologies (of which CCGTs remain the most prevalent). This
observation is reinforced by the results of this year’s marginal cost analysis, which shows an increasing price competitiveness of existing gas-fired generation as compared
to new-build renewable energy technologies. As such, and as has been noted in our historic reports, the LCOE is just the starting point for resource planning and has
always reinforced the need for a diversity of energy resources, including but not limited to renewable energy.
3. Innovation Is Critical to the Energy Transition
Continuous innovation across technology, capital formation and policy is required to fully enable the Energy Transition, which we define to include a generation mix that is
diverse and advanced enough to meet the ongoing reshaping of our energy economy. The Energy Transition will also require continued maturation of selected
technologies not included in our analysis (e.g., carbon capture, utilization and sequestration (“CCUS”), long duration energy storage, new nuclear technologies, etc.). While
the results of this year’s LCOE reinforce our previous conclusionsthe cost-competitiveness of renewables will lead to the continued displacement of conventional
generation and an evolving energy mixthe timing of such displacement and composition of such mix will be impacted by many factors, including those outside of the
scope of our LCOE (e.g., grid investment, permitting reform, transmission queue reform, economic policy, continued advancement of flexible load and locally sited
generation, etc.).
I EXECUTIVE SUMMARY
4
Copyright 2024 Lazard
This analysis has been prepared by Lazard for general informational and illustrative purposes only, and it is not intended to be, and should not be construed as, financial
or other advice. No part of this material may be copied, photocopied or duplicated in any form by any means or redistributed without the prior written consent of Lazard.
Executive SummaryLevelized Cost of Storage Version 9.0
(1)
The results of our Levelized Cost of Storage (“LCOS”) analysis reinforce what we observe across the Power, Energy & Infrastructure Industryenergy
storage system (“ESS”) applications are becoming more valuable, well understood and, by extension, widespread as grid operators begin adopting
methodologies to value these resources leading to increased transaction activity and infrastructure classification for the ESS asset class. Key
takeaways from Version 9.0 of Lazard’s LCOS include:
1. Increased LCOS Variability
While we saw incremental declines in the low end LCOS as compared to last year’s analysis, the high end increased more noticeably, resulting in a wider range of LCOS
outcomes across the operational parameters analyzed. The decline on the low end was, in part, driven by a noticeable decline in cell prices resulting from increased
manufacturing capacity in China and decreased mineral pricing. However, this was offset by significant increases in engineering, procurement and construction (“EPC”)
pricing driven, in part, by high demand, increased timeline scrutiny, skilled labor shortages and prevailing wage requirements. Also notable is the increased impact of
economies of scale benefits in procurement, mirroring the observations we have seen in the LCOE in recent years.
2. The Power of the IRA Is Clear
Despite the significant increases in wholesale pricing for lithium carbonate and lithium hydroxide observed from 2022 to 2023, the IRA’s grant of ITC eligibility for
standalone ESS assets kept LCOS v8.0 values relatively neutral as compared to LCOS v7.0. One year later, for this year’s LCOS v9.0, ITC implementation, including the
application of energy community adders, is fully underway and the impacts are clear. The ITC, along with lower cell pricing and technology improvements, is leading to an
increasing trend of oversizing battery capacity to offset future degradation and useful life considerations, which is not only extending useful life expectations but is also
increasing residual value and overall project returns. While the ITC and energy community adder are prevalent, the domestic content adder remains uncertain,
notwithstanding the various domestic manufacturing announcements. The lack of clarity related to qualifying for local content is leading to longer lead times and higher
contingencies. Adding to this overall complexity is the recently proposed increase of Section 301 import tariffs on lithium-ion batteries, which many believe will lead to
increased domestic battery supply but with uncertain costs results.
3. Lithium-Ion Batteries Remain Dominant
Lithium-ion batteries remain the most cost competitive short-term (i.e., 2 – 4-hour) storage technology, given, among other things, a mature supply chain and global
market demand. Lithium-ion, however, is not without its challenges. For example, safety remains a concern for utilities and commercial & industrial owners, particularly in
urban areas, and longer-duration lithium-ion use cases can have challenging economic profiles. As such, industry participants have started progressing non-lithium-based
technology solutions, including for longer-duration use cases and applications. Such technologies are targeting new market segments, including industrial applications,
data center deployments and ultra-long duration applications in regions with high penetration of intermittent renewable energy. However, the development of long duration
energy storage still requires clear demonstration of the commercial operation of these technologies, market maturation (including the development of stronger incentives
for long duration projects that could capture capacity revenues in merchant and bilateral markets) and manufacturing scale to realize (long-promised) cost reductions, all
resulting in greater willingness of insurance and financing participants to underwrite these projects.
(1) This analysis has been compiled using U.S.-focused data.
I EXECUTIVE SUMMARY
5
Copyright 2024 Lazard
This analysis has been prepared by Lazard for general informational and illustrative purposes only, and it is not intended to be, and should not be construed as, financial
or other advice. No part of this material may be copied, photocopied or duplicated in any form by any means or redistributed without the prior written consent of Lazard.
Hydrogen continues to be regarded as a potential solution for industrial processes that will be difficult to decarbonize through other existing
technologies or alternatives. Hydrogen production in the U.S. primarily comes from fossil fuels through steam-methane reforming (“SMR”) and
methane splitting processes resulting in “gray” hydrogen. The cost of the equipment (i.e., the “electrolyzer”) and the source of the electricity (i.e.,
wind- and solar-derived electricity for “green” hydrogen, nuclear-derived electricity for “pink” hydrogen, etc.) continue to have the greatest impact on
the levelized cost of hydrogen production. Key takeaways from Version 4.0 of Lazard’s Levelized Cost of Hydrogen (“LCOH”) analysis include:
1. A Maturing Industry Drives Declining Costs
Observable declines in the results of our LCOH analysis indicate that the hydrogen electrolyzer industry is continuing to mature and will likely scale over time. Proton
Exchange Membrane (“PEM”) and Alkaline electrolyzers are the dominant technologies, but their higher costs relative to currently available alternatives (e.g., renewables
+ BESS, dispatchable gas-fired generation, etc.) hinder significant market expansion. Notably, there is a considerable price disparity across the market for electrolyzer
equipment, which would be more overtly pronounced had this report included electrolyzers manufactured in China given the significantly lower price expectations. Despite
this price disparity, Western-supplied electrolyzers and related equipment remain competitive given the greater level of performance validation and freedom from the
potential risks of tariff and trade implications.
2. Uncertainty Around IRA Implementation
Implementation challenges for hydrogen projects vary dramatically by markets and use cases. In the U.S., project developers are waiting for final guidance from the
Treasury Department on the IRA 45(V) tax credit to provide clarity on which projects qualify for the production subsidy (up to $3 per kilogram of hydrogen). A key concern
for project developers is how the production costs for green hydrogen will be impacted by hourly matching requirements which would stipulate that renewable power
production must occur in the same hour as hydrogen production. Hourly matching requirements would likely lead to an increase in the results of our LCOH due to higher
renewable power development costs and lower electrolyzer utilization rates. Final guidance from the Treasury Department may impact the competitiveness and adoption
rate for green hydrogen relative to alternatives such as “blue” hydrogen (i.e., hydrogen produced from fossil fuels with CCUS).
3. Use Case Analysis Is Critical
While the scope of our LCOH remains focused on the cost of production, we plan to broaden the LCOH in the coming years to evaluate various use cases (similar to the
expansion of our LCOS analysis and the related “Value Snapshots”). We continue to see growing interest from key hydrogen off-takers in the chemicals industry (e.g.,
ammonia for use in fertilizer) and demand is expected to continue increasing for fuels produced from clean hydrogen to help decarbonize transportation sectors (e.g.,
maritime). In addition, several companies in hard-to-abate industrial sectors (e.g., steel, construction materials, etc.) are considering hydrogen as an alternative to fossil
fuels for some heat-generating applications. Although the technology is broadly available, using hydrogen for power generation (or blending it with natural gas) will likely
require capital-intensive upgrades to current generation assets, storage facilities and pipelines to protect the legacy infrastructure and avoid leakages.
Executive SummaryLevelized Cost of Hydrogen Version 4.0
(1)
(1) This analysis has been compiled using U.S.-focused data.
I EXECUTIVE SUMMARY
6
Lazard’s Levelized Cost of Energy AnalysisVersion 17.0
Copyright 2024 Lazard
This analysis has been prepared by Lazard for general informational and illustrative purposes only, and it is not intended to be, and should not be construed as, financial
or other advice. No part of this material may be copied, photocopied or duplicated in any form by any means or redistributed without the prior written consent of Lazard.
Introduction
Lazard’s Levelized Cost of Energy analysis addresses the following topics:
Comparative LCOE analysis for various generation technologies on a $/MWh basis, including sensitivities for U.S. federal tax subsidies, fuel prices, carbon pricing and
cost of capital
Illustration of how the LCOE of onshore wind, utility-scale solar and hybrid projects compare to the marginal cost of selected conventional generation technologies
Illustration of how the LCOE of onshore wind, utility-scale solar and hybrid projects, plus the cost of firming intermittency in various regions, compares to the LCOE of
selected conventional generation technologies
Historical LCOE comparison of various technologies
Illustration of the historical LCOE declines for onshore wind and utility-scale solar
Appendix materials, including:
Deconstruction of the LCOE for various generation technologies by capital cost, fixed operations and maintenance (“O&M”) expense, variable O&M expense and fuel
cost
An overview of the methodology utilized to prepare Lazard’s LCOE analysis
A summary of the assumptions utilized in Lazard’s LCOE analysis
Other factors would also have a potentially significant effect on the results contained herein, but have not been examined in the scope of this current analysis. These additional
factors, among others, may include: implementation and interpretation of the full scope of the IRA; economic policy, transmission queue reform, network upgrades and other
transmission matters, congestion, curtailment or other integration-related costs; permitting or other development costs, unless otherwise noted; and costs of complying with
various environmental regulations (e.g., carbon emissions offsets or emissions control systems). This analysis is intended to represent a snapshot in time and utilizes a wide, but
not exhaustive, sample set of Industry data. As such, we recognize and acknowledge the likelihood of results outside of our ranges. Therefore, this analysis is not a forecasting
tool and should not be used as such, given the complexities of our evolving Industry, grid and resource needs. Except as illustratively sensitized herein, this analysis does not
consider the intermittent nature of selected renewables energy technologies or the related grid impacts of incremental renewable energy deployment. This analysis also does not
address potential social and environmental externalities, including, for example, the social costs and rate consequences for those who cannot afford distributed generation
solutions, as well as the long-term residual and societal consequences of various conventional generation technologies that are difficult to measure (e.g., airborne pollutants,
greenhouse gases, etc.)
II LAZARD’S LEVELIZED COST OF ENERGY ANALYSIS VERSION 17.0
8
Copyright 2024 Lazard
This analysis has been prepared by Lazard for general informational and illustrative purposes only, and it is not intended to be, and should not be construed as, financial
or other advice. No part of this material may be copied, photocopied or duplicated in any form by any means or redistributed without the prior written consent of Lazard.
Levelized Cost of Energy ComparisonVersion 17.0
Selected renewable energy generation technologies remain cost-competitive with conventional generation technologies under certain circumstances
Source: Lazard and Roland Berger estimates and publicly available information.
Note: Here and throughout this analysis, unless otherwise indicated, the analysis assumes 60% debt at an 8% interest rate and 40% equity at a 12% cost. See page titled “Levelized Cost of Energy ComparisonSensitivity to Cost of Capital”
for cost of capital sensitivities.
(1) Given the limited public and/or observable data available for new-build geothermal, coal and nuclear projects the LCOE presented herein reflects Lazard’s LCOE v14.0 results adjusted for inflation and, for nuclear, are based on then-
estimated costs of the Vogtle Plant. Coal LCOE does not include cost of transportation and storage.
(2) The fuel cost assumptions for Lazard’s LCOE analysis of gas-fired generation, coal-fired generation and nuclear generation resources are $3.45/MMBTU, $1.47/MMBTU and $0.85/MMBTU respectively, for year-over-year comparison
purposes. See page titled “Levelized Cost of Energy ComparisonSensitivity to Fuel Prices” for fuel price sensitivities.
(3) Reflects the average of the high and low LCOE marginal cost of operating fully depreciated gas peaking, gas combined cycle, coal and nuclear facilities, inclusive of decommissioning costs for nuclear facilities. Analysis assumes that the
salvage value for a decommissioned gas or coal asset is equivalent to its decommissioning and site restoration costs. Inputs are derived from a benchmark of operating gas, coal and nuclear assets across the U.S. Capacity factors, fuel,
variable and fixed operating expenses are based on upper- and lower-quartile estimates derived from Lazard’s research. See page titled “Levelized Cost of Energy ComparisonNew Build Renewable Energy vs. Marginal Cost of
Existing Conventional Generation” for additional details.
(4) Represents the illustrative midpoint LCOE for Vogtle nuclear plant units 3 and 4 based on publicly available estimates. Total operating capacity of ~2.2 GW, total capital cost of ~$31.5 billion, capacity factor of ~97%, operating life of 60
80 years and other operating parameters estimated by Lazard’s LCOE v14.0 results adjusted for inflation. See Appendix for more details.
(5) Reflects the LCOE of the observed high case gas combined cycle inputs using a 20% blend of green hydrogen by volume (i.e., hydrogen produced from an electrolyzer powered by a mix of wind and solar generation and stored in a
nearby salt cavern). No plant modifications are assumed beyond a 2% increase to the plant’s heat rate. The corresponding fuel cost is $6.66/MMBTU, assuming ~$5.25/kg for green hydrogen (unsubsidized PEM). See LCOHVersion
4.0 for additional information.
$30
(3)
(1)
$150
(5)
(1)
(1)
$32
(3)
$190
(4)
$85
(3)
Levelized Cost of Energy ($/MWh)
$122
$54
$29
$60
$64
$27
$45
$74
$110
$142
$69
$45
$284
$191
$92
$210
$106
$73
$133
$139
$228
$222
$168
$108
$0 $25 $50 $75 $100 $125 $150 $175 $200 $225 $250 $275 $300
Solar PVRooftop Residential
Solar PVCommunity & C&I
Solar PVUtility
Solar PV + StorageUtility
Geothermal
WindOnshore
Wind + StorageOnshore
WindOffshore
Gas Peaking
U.S. Nuclear
Coal
Gas Combined Cycle
$190
(4)
Renewable Energy
Conventional Energy
(2)
$71
(3)
II LAZARD’S LEVELIZED COST OF ENERGY ANALYSIS VERSION 17.0
9
Copyright 2024 Lazard
This analysis has been prepared by Lazard for general informational and illustrative purposes only, and it is not intended to be, and should not be construed as, financial
or other advice. No part of this material may be copied, photocopied or duplicated in any form by any means or redistributed without the prior written consent of Lazard.
Renewable Energy
$122
$75
$54
$34
$29
$19
$29
$6
$60
$38
$64
$43
$27
$0
$45
$8
$74
$71
$284
$228
$191
$157
$92
$78
$92
$73
$210
$171
$106
$90
$73
$62
$133
$123
$139
$123
$0 $25 $50 $75 $100 $125 $150 $175 $200 $225 $250 $275 $300
Solar PVRooftop Residential (ITC)
Solar PVCommunity & C&I (ITC)
Solar PVUtility (ITC)
Solar PVUtility (PTC)
Solar PV + StorageUtility (ITC)
Geothermal (ITC)
WindOnshore (PTC)
Wind + StorageOnshore (PTC/ITC)
WindOffshore (PTC)
LCOE Subsidized (incl. Energy Community) Subsidized (excl. Energy Community)
(2)
(3)
Levelized Cost of Energy ComparisonSensitivity to U.S. Federal Tax Subsidies
(1)
The Investment Tax Credit (“ITC”), Production Tax Credit (“PTC”) and Energy Community adder, among other provisions in the IRA, are important
components of the LCOE for renewable energy technologies
Source: Lazard and Roland Berger estimates and publicly available information.
Note: Unless otherwise indicated, this analysis does not include other state or federal subsidies (e.g., domestic content adder, etc.). The IRA is comprehensive legislation that is still being implemented and remains subject to
interpretationimportant elements of the IRA are not included in our analysis and could impact outcomes.
(1) This sensitivity analysis assumes that projects qualify for the full ITC/PTC, have a capital structure that includes sponsor equity, debt and tax equity and assumes the equity owner has taxable income to monetize a portion of the
tax credits.
(2) Results at this level are driven by Lazard’s approach to calculating the LCOE and selected inputs (see Appendix A for further details). Lazard’s LCOE analysis assumes, for year-over-year reference purposes, 60% debt at an 8%
interest rate and 40% equity at a 12% cost (together implying an after-tax IRR/WACC of 7.7%). Implied IRRs at this level for Wind—Onshore (PTC) is 13% (i.e., the value of the PTC and Energy Community adder result in an
implied IRR greater than the assumed 12%).
(3) This sensitivity analysis assumes that projects qualify for the full ITC/PTC and also includes an Energy Community adder of 10% for ITC projects and $3/MWh for PTC projects.
Levelized Cost of Energy ($/MWh)
II LAZARD’S LEVELIZED COST OF ENERGY ANALYSIS VERSION 17.0
10
Copyright 2024 Lazard
This analysis has been prepared by Lazard for general informational and illustrative purposes only, and it is not intended to be, and should not be construed as, financial
or other advice. No part of this material may be copied, photocopied or duplicated in any form by any means or redistributed without the prior written consent of Lazard.
$122
$54
$29
$60
$64
$27
$45
$74
$102
$139
$65
$38
$284
$191
$92
$210
$106
$73
$133
$139
$238
$225
$173
$115
$0 $25 $50 $75 $100 $125 $150 $175 $200 $225 $250 $275 $300
Solar PVRooftop Residential
Solar PVCommunity & C&I
Solar PVUtility
Solar PV + StorageUtility
Geothermal
WindOnshore
Wind + StorageOnshore
WindOffshore
U.S. Nuclear
Coal
Gas Combined Cycle
LCOE +/- 25% Fuel Price Adjustment
Renewable Energy
Conventional Energy
(1)
(1)
(2)
(3)
Levelized Cost of Energy ComparisonSensitivity to Fuel Prices
Variations in fuel prices can materially affect the LCOE of conventional generation technologies, but direct comparisons to “competing” renewable
energy generation technologies must take into account issues such as dispatch characteristics (e.g., baseload and/or dispatchable intermediate
capacity vs. peaking or intermittent technologies)
Source: Lazard and Roland Berger estimates and publicly available information.
Note: Unless otherwise noted, the assumptions used in this sensitivity correspond to those used in the LCOE analysis as presented on the page titled “Levelized Cost of Energy ComparisonVersion 17.0”.
(1) Assumes a fuel cost range for gas-fired generation resources of $2.59/MMBTU $4.31/MMBTU (representing a sensitivity range of ± 25% of the $3.45/MMBTU used in the LCOE).
(2) Assumes a fuel cost range for nuclear generation resources of $0.64/MMBTU $1.06/MMBTU (representing a sensitivity range of ± 25% of the $0.85/MMBTU used in the LCOE).
(3) Assumes a fuel cost range for coal-fired generation resources of $1.10/MMBTU $1.84/MMBTU (representing a sensitivity range of ± 25% of the $1.47/MMBTU used in the LCOE).
Gas Peaking
Levelized Cost of Energy ($/MWh)
II LAZARD’S LEVELIZED COST OF ENERGY ANALYSIS VERSION 17.0
11
Copyright 2024 Lazard
This analysis has been prepared by Lazard for general informational and illustrative purposes only, and it is not intended to be, and should not be construed as, financial
or other advice. No part of this material may be copied, photocopied or duplicated in any form by any means or redistributed without the prior written consent of Lazard.
$122
$54
$29
$60
$64
$27
$45
$74
$110
$129
$142
$69
$106
$45
$61
$284
$191
$92
$210
$106
$73
$133
$139
$228
$263
$222
$168
$175
$108
$134
$0 $25 $50 $75 $100 $125 $150 $175 $200 $225 $250 $275 $300
Solar PVRooftop Residential
Solar PVCommunity & C&I
Solar PVUtility
Solar PV + StorageUtility
Geothermal
WindOnshore
Wind + StorageOnshore
WindOffshore
Gas Peaking
U.S. Nuclear
Coal
Gas Combined Cycle
Carbon pricing is one avenue for policymakers to address carbon emissions; a carbon price range of $40 $60/Ton
(1)
of carbon would increase the LCOE for
certain conventional generation technologies, as indicated below
Levelized Cost of Energy ComparisonSensitivity to Carbon Pricing
Levelized Cost of Energy ($/MWh)
LCOE LCOE with Carbon Pricing
Source: Lazard and Roland Berger estimates and publicly available information.
Note: Unless otherwise noted, the assumptions used in this sensitivity correspond to those used in the LCOE analysis as presented on the page titled “Levelized Cost of Energy ComparisonVersion 17.0”.
(1) In November 2023, the U.S. Environmental Protection Agency proposed a $204/Ton social cost of carbon.
(2) The low and high ranges reflect the LCOE of selected conventional generation technologies including an illustrative carbon price of $40/Ton and $60/Ton, respectively.
(2)
(2)
(2)
Renewable Energy
Conventional Energy
II LAZARD’S LEVELIZED COST OF ENERGY ANALYSIS VERSION 17.0
12
Copyright 2024 Lazard
This analysis has been prepared by Lazard for general informational and illustrative purposes only, and it is not intended to be, and should not be construed as, financial
or other advice. No part of this material may be copied, photocopied or duplicated in any form by any means or redistributed without the prior written consent of Lazard.
Levelized Cost of Energy ComparisonSensitivity to Cost of Capital
A key consideration in determining the LCOE for utility-scale generation technologies is the cost, and availability, of capital
(1)
in practice, this
dynamic is particularly significant because the cost of capital for each asset is directly correlated to its specific operational characteristics and the
resulting risk/return profile
Source: Lazard and Roland Berger estimates and publicly available information.
Note: Analysis assumes 60% debt and 40% equity. Unless otherwise noted, the assumptions used in this sensitivity correspond to those used on the page titled “Levelized Cost of Energy ComparisonVersion 17.0”.
(1) Cost of capital as used herein indicates the cost of capital applicable to the asset/plant and not the cost of capital of a particular investor/owner.
(2) Reflects the average of the high and low LCOE for each respective cost of capital assumption.
Average LCOE
(2)
After
-Tax
IRR/WACC
4.2% 5.4% 6.5% 7.7% 8.8% 10.0%
Cost of Equity
6.0% 8.0% 10.0% 12.0% 14.0% 16.0%
Cost of Debt
5.0% 6.0% 7.0% 8.0% 9.0% 10.0%
$70
$74
$79
$85
$91
$98
$46
$50
$55
$61
$67
$74
$40
$43
$46
$50
$54
$59
$88
$97
$107
$118
$130
$143
$66
$69
$72
$76
$80
$85
$137
$148
$158
$169
$181
$193
$125
$142
$161
$182
$204
$226
$84
$90
$98
$107
$116
$127
25
50
75
100
125
150
175
200
225
$250
LCOE
($/MWh)
Gas Peaking
Geothermal
Coal
Gas Combined
Cycle
Solar PV
Utility
WindOnshore
LCOE v17.0
U.S. Nuclear
WindOffshore
II LAZARD’S LEVELIZED COST OF ENERGY ANALYSIS VERSION 17.0
13
Copyright 2024 Lazard
This analysis has been prepared by Lazard for general informational and illustrative purposes only, and it is not intended to be, and should not be construed as, financial
or other advice. No part of this material may be copied, photocopied or duplicated in any form by any means or redistributed without the prior written consent of Lazard.
$29
$19
$6
$60
$38
$27
$0
$45
$8
$39
$31
$28
$23
$92
$78
$73
$210
$171
$73
$62
$133
$123
$130
$33
$113
$37
$0 $25 $50 $75 $100 $125 $150 $175 $200 $225 $250 $275 $300
Solar PVUtility
Solar PVUtility (ITC)
Solar PVUtility (PTC)
Solar PV + StorageUtility
Solar PV + StorageUtility (ITC)
WindOnshore
WindOnshore (PTC)
Wind + StorageOnshore
Wind + StorageOnshore (PTC/ITC)
Gas Peaking
U.S. Nuclear
Coal
Gas Combined Cycle
Levelized Cost of Energy ($/MWh)
LCOE Subsidized (excl. Energy Community)
Marginal Cost
(1)
(2)
(2)
(2)
(2)
Levelized Cost of Energy ComparisonNew Build Renewable Energy vs. Marginal Cost
of Existing Conventional Generation
Certain renewable energy generation technologies have an LCOE that is competitive with the marginal cost of selected existing conventional
generation technologiesnotably, as incremental, intermittent renewable energy capacity is deployed and baseload gas-fired generation utilization
rates increase, this gap closes, particularly in low gas pricing and high energy demand environments
Source: Lazard and Roland Berger estimates and publicly available information.
Note: Unless otherwise noted, the assumptions used in this sensitivity correspond to those used on page titled “Levelized Cost of Energy ComparisonVersion 17.0”.
(1) Reflects the marginal cost of operating fully depreciated gas, coal and nuclear facilities, inclusive of decommissioning costs for nuclear facilities. Analysis assumes that the salvage value for a decommissioned gas or coal asset
is equivalent to its decommissioning and site restoration costs. Inputs are derived from a benchmark of operating gas, coal and nuclear assets across the U.S. Capacity factors, fuel, variable and fixed O&M are based on upper-
and lower-quartile estimates derived from Lazard’s research.
(2) See page titled “Levelized Cost of Energy ComparisonSensitivity to U.S. Federal Tax Subsidies” for additional details.
(2)
Subsidized (incl. Energy Community)
Levelized Cost of
New Build Wind
and Solar
Marginal Cost of
Existing
Conventional
Generation
(1)
II LAZARD’S LEVELIZED COST OF ENERGY ANALYSIS VERSION 17.0
14
Copyright 2024 Lazard
This analysis has been prepared by Lazard for general informational and illustrative purposes only, and it is not intended to be, and should not be construed as, financial
or other advice. No part of this material may be copied, photocopied or duplicated in any form by any means or redistributed without the prior written consent of Lazard.
Gas Combined Cycle LCOE v17.0 ($45 $108/MWh)
Gas Peaking LCOE v17.0 ($110 $228/MWh)
Levelized Cost of Energy ComparisonCost of Firming Intermittency
The incremental cost to firm
(1)
intermittent resources varies regionallyas such is defined by the relevant reliability organizations using the current
effective load carrying capability (“ELCC”)
(2)
values and the current cost of adding new firming resources
Source: Lazard and Roland Berger estimates and publicly available information.
Note: Total LCOE, including firming cost, does not represent the cost of building a 24/7 firm resource on a single project site, but, instead, the LCOE of a renewable resource and the additional costs required to achieve the resource
adequacy requirement in the relevant reliability region based on the net cost of new entry (“Net CONE”). ISO ELCC data as of April 2024.
(1) Firming costs reflect the additional capacity needed to supplement the net capacity of the renewable resource (nameplate capacity * (1 ELCC)) and the Net CONE of a new firm resource (capital and operating costs, less
expected market revenues). Net CONE is assessed and published by grid operators for each regional market. Grid operators use a natural gas peaker as the assumed new resource in MISO ($8.22/kW-mo), SPP ($8.56/kW-mo)
and PJM ($10.20/kW-mo). In CAISO, the assumed new resource is a 4-hour lithium-ion battery storage system ($18.92/kW-mo). For the PV + Storage cases in CAISO and PJM, assumed storage configuration is 50% of PV MW
and 4-hour duration.
(2) ELCC is an indicator of the incremental reliability contribution of a given resource to the electricity grid based on its contribution to meeting peak electricity demand. For example, a 1 MW wind resource with a 15% ELCC provides
0.15 MW of capacity contribution and would need to be supplemented by 0.85 MW of additional firm capacity in order to represent the addition of 1 MW of firm system capacity.
(3) Reflects the average of the high and low of Lazard’s LCOE v17.0 for each technology using the regional capacity factor, as indicated, to demonstrate the regional differences in project costs.
(4) For PV + Storage cases, the effective ELCC value is represented. CAISO and PJM assess ELCC values separately for the PV and storage components of a system. Storage ELCC value is provided only for the capacity that can
be charged directly by the accompanying resource up to the energy required for a 4-hour discharge during peak load. Any capacity available in excess of the 4-hour maximum discharge is attributed to the system at the solar
ELCC. ELCC values for storage range from 90% to 95% for CAISO and PJM.
LCOE Including Levelized Firming Cost ($/MWh)
(3)
(3)
(3) (1)
Solar Wind Solar PV + Storage Wind Solar Wind Solar PV + Storage Wind Solar Wind
ELCC
39% 26% 8% 51%
(4)
14% 57% 19% 42% 72%
(4)
21% 38% 25%
Capacity Factor
18% 34% 23% 23% 23% 21% 39% 18% 18% 42% 23% 33%
Resource Penetration
6% 25% 52% 52% 20% 1% 58% 7% 7% 7% 21% 44%
MISO CAISO SPP PJM
ERCOT
II LAZARD’S LEVELIZED COST OF ENERGY ANALYSIS VERSION 17.0
15
$62
$53
$49
$107
$80
$55
$47
$63
$137
$44
$50
$56
$53
$38
$42
$68
$75
$47
$29
$54
$87
$25
$42
$42
$100
$91
$78
$63
$153
$146
$162
$123
$177
$172
$75
$67
$67
$49
$106
$97
$160
$110
$69
$50
$78
$71
$81
$67
0
25
50
75
100
125
150
175
200
225
$250
Levelized Cost of Energy ($/MWh)
LCOE Subsidized (excl. Energy Community) Firming Cost
Copyright 2024 Lazard
This analysis has been prepared by Lazard for general informational and illustrative purposes only, and it is not intended to be, and should not be construed as, financial
or other advice. No part of this material may be copied, photocopied or duplicated in any form by any means or redistributed without the prior written consent of Lazard.
Levelized Cost of Energy ComparisonHistorical LCOE Comparison
Lazard’s LCOE analysis indicates significant historical cost declines for utility-scale renewable energy generation technologies, which has begun to
level out in recent years and slightly increased this year
Source: Lazard and Roland Berger estimates and publicly available information.
(1) Reflects the average of the high and low LCOE for each respective technology in each respective year. Percentages represent the total decrease in the average LCOE since Lazard’s LCOE v3.0.
Selected Historical Average LCOE Values
(1)
Solar PV
Utility
(83%)
$359
$248
$157
$125
$98
$79
$64
$55
$50
$43
$40
$37
$36
$60
$61
$111
$111
$111
$102
$105
$109
$108
$102
$102
$102
$109
$112
$108
$117
$118
$83
$82
$83
$75
$74
$74
$65
$63
$60
$58
$56
$59
$60
$70
$76
$135
$124
$71
$72
$70
$59
$55
$47
$45
$42
$41
$40
$38
$50
$50
$123
$96
$95
$96
$104
$112
$117
$117
$148
$151
$155
$163
$167
$180
$182
$76
$107
$104
$116
$116
$116
$100
$98
$97
$91
$91
$80
$75
$82
$85
$275
$243
$227
$216
$205 $205
$192
$191
$183
$179
$175
$175
$173
$168
$169
20
80
140
200
260
320
$380
2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 2023 2024
LCOE
($/MWh)
Gas Combined
Cycle
(8%)
WindOnshore
(65%)
U.S. Nuclear
49%
Coal
7%
Gas Peaking
(38%)
Geothermal
12%
//
LCOE Version
3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0
II LAZARD’S LEVELIZED COST OF ENERGY ANALYSIS VERSION 17.0
16
Copyright 2024 Lazard
This analysis has been prepared by Lazard for general informational and illustrative purposes only, and it is not intended to be, and should not be construed as, financial
or other advice. No part of this material may be copied, photocopied or duplicated in any form by any means or redistributed without the prior written consent of Lazard.
Solar PVUtility LCOE Range Solar PVUtility LCOE AverageWindOnshore LCOE Range WindOnshore LCOE Average
$101
$99
$50
$48
$45
$37
$32 $32
$30
$29
$28
$26
$26
$24
$27
$169
$148
$92
$95 $95
$81
$77
$62
$60
$56
$54
$54
$50
$75
$73
0
50
100
150
200
$250
2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 2023 2024
LCOE
($/MWh)
WindOnshore 2009 2023 Percentage Decrease/CAGR: (65%)
(1)
(7%)
(2)
WindOnshore 2016 2023 Percentage Decrease/CAGR: (1)%
(1)
(0%)
(2)
//
$323
$226
$148
$101
$91
$72
$58
$49
$46
$40
$36
$31
$30
$24
$29
$394
$270
$166
$149
$104
$86
$70
$61
$53
$46
$44
$42
$41
$96
$92
0
90
180
270
360
$450
2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 2023 2024
LCOE
($/MWh)
Solar PVUtility 2009 2023 Percentage Decrease/CAGR: (83%)
(1)
(12%)
(2)
Solar PVUtility 2016 2023 Percentage Increase/CAGR: 5%
(1)
(1%)
(2)
//
Levelized Cost of Energy ComparisonHistorical Renewable Energy LCOE
While the low end of the LCOE for both wind and solar has increased slightly, reflecting current market conditions, the average has remained nearly
flat and the overall range has narrowed, reflecting, among other things, reconciliation of the supply chain challenges that were notable last year
Source: Lazard and Roland Berger estimates and publicly available information.
(1) Reflects the average percentage increase/(decrease) of the high end and low end of the LCOE range.
(2) Reflects the average compounded annual rate of decline of the high end and low end of the LCOE range.
Wind—Onshore Solar PVUtility
LCOE
Version
3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0
LCOE
Version
3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0
II LAZARD’S LEVELIZED COST OF ENERGY ANALYSIS VERSION 17.0
17
Lazard’s Levelized Cost of Storage AnalysisVersion 9.0
Copyright 2024 Lazard
This analysis has been prepared by Lazard for general informational and illustrative purposes only, and it is not intended to be, and should not be construed as, financial
or other advice. No part of this material may be copied, photocopied or duplicated in any form by any means or redistributed without the prior written consent of Lazard.
Introduction
Lazard’s Levelized Cost of Storage analysis
addresses the following topics:
LCOS Analysis:
Comparative LCOS analysis for various energy storage systems on a $/MWh basis
Comparative LCOS analysis for various energy storage systems on a $/kW-year basis
Energy Storage Value Snapshots:
Overview of potential revenue applications for various energy storage systems
Overview of the Value Snapshot analysis and identification of selected geographies for each use case analyzed
Results from the Value Snapshot analysis
Appendix Materials, including:
An overview of the use cases and operational parameters of selected energy storage systems for each use case analyzed
An overview of the methodology utilized to prepare Lazard’s LCOS analysis
A summary of the assumptions utilized in Lazard’s LCOS analysis
Other factors would also have a potentially significant effect on the results contained herein, but have not been examined in the scope of this current analysis. These additional
factors, among others, may include: implementation and interpretation of the full scope of the IRA; economic policy, transmission queue reform, network upgrades and other
transmission matters, congestion; curtailment or other integration-related costs; permitting or other development costs, unless otherwise noted; and costs of complying with
various regulations (e.g., federal import tariffs or labor requirements). This analysis also does not address potential social and environmental externalities, as well as the long-
term residual and societal consequences of various energy storage system technologies that are difficult to measure (e.g., resource extraction, end of life disposal, lithium-ion-
related safety hazards, etc.). This analysis is intended to represent a snapshot in time and utilizes a wide, but not exhaustive, sample set of Industry data. As such, we recognize
and acknowledge the likelihood of results outside of our ranges. Therefore, this analysis is not a forecasting tool and should not be used as such, given the complexities of our
evolving Industry, grid and resource needs.
III LAZARD’S LEVELIZED COST OF STORAGE ANALYSISVERSION 9.0
19
Copyright 2024 Lazard
This analysis has been prepared by Lazard for general informational and illustrative purposes only, and it is not intended to be, and should not be construed as, financial
or other advice. No part of this material may be copied, photocopied or duplicated in any form by any means or redistributed without the prior written consent of Lazard.
Levelized Cost of Storage ComparisonVersion 9.0 ($/MWh)
Lazard’s LCOS analysis evaluates standalone energy storage systems on a levelized basis to derive cost metrics across energy storage use cases and
configurations
(1)
Source: Lazard and Roland Berger estimates and publicly available information.
Note: Here and throughout this section, unless otherwise indicated, the analysis assumes 20% debt at an 8% interest rate and 80% equity at a 12% cost, which is a different capital structure than Lazard’s LCOE analysis. Capital costs
are comprised of the storage module, balance of system and power conversion equipment, collectively referred to as the energy storage system, equipment (where applicable) and EPC costs. Augmentation costs are not
included in capital costs in this analysis and vary across use cases due to usage profiles and lifespans. Charging costs are assessed at the weighted average hourly pricing (wholesale energy prices) across an optimized annual
charging profile of the asset. See Appendix B for charging cost assumptions and additional details. The projects are assumed to use a 5-year MACRS depreciation schedule.
(1) See Appendix B for a detailed overview of the use cases and operation parameters analyzed in the LCOS.
(2) This sensitivity analysis assumes that projects qualify for the full ITC and have a capital structure that includes sponsor equity, debt and tax equity and also includes a 10% Energy Community adder.
(3) This sensitivity analysis assumes that projects qualify for the full ITC and have a capital structure that includes sponsor equity, debt and tax equity.
$222
$156
$188
$141
$170
$124
$373
$280
$882
$653
$352
$265
$322
$248
$296
$226
$518
$409
$1,101
$855
$0 $200 $400 $600 $800 $1,000 $1,200 $1,400
Utility-Scale Standalone
(100 MW, 1-hour)
Utility-Scale Standalone
(100 MW, 2-hour)
Utility-Scale Standalone
(100 MW, 4-hour)
C&I Standalone
(1 MW, 2-hour)
Residential Standalone
(0.006 MW, 4-hour)
Levelized Cost of Storage ($/MWh)
LCOS Subsidized (incl. Energy Community) Subsidized (excl. Energy Community)
(3)
(2)
In-Front-of-the-
Meter
Behind-the-Meter
III LAZARD’S LEVELIZED COST OF STORAGE ANALYSISVERSION 9.0
20
Copyright 2024 Lazard
This analysis has been prepared by Lazard for general informational and illustrative purposes only, and it is not intended to be, and should not be construed as, financial
or other advice. No part of this material may be copied, photocopied or duplicated in any form by any means or redistributed without the prior written consent of Lazard.
$70
$49
$119
$89
$214
$156
$235
$176
$1,157
$857
$84
$156
$284
$258
$1,122
$111
$203
$374
$326
$1,445
$0 $200 $400 $600 $800 $1,000 $1,200 $1,400 $1,600 $1,800
Utility-Scale Standalone
(100 MW, 1-hour)
Utility-Scale Standalone
(100 MW, 2-hour)
Utility-Scale Standalone
(100 MW, 4-hour)
C&I Standalone
(1 MW, 2-hour)
Residential Standalone
(0.006 MW, 4-hour)
Levelized Cost of Storage ($/kW-year)
LCOS Subsidized (incl. Energy Community) Subsidized (excl. Energy Community)
Levelized Cost of Storage ComparisonVersion 9.0 ($/kW-year)
Lazard’s LCOS analysis evaluates standalone energy storage systems on a levelized basis to derive cost metrics across energy storage use cases and
configurations
(1)
(3)
(2)
Source: Lazard and Roland Berger estimates and publicly available information.
Note: Here and throughout this section, unless otherwise indicated, the analysis assumes 20% debt at an 8% interest rate and 80% equity at a 12% cost, which is a different capital structure than that used in Lazard’s LCOE analysis.
Capital costs are comprised of the storage module, balance of system and power conversion equipment, collectively referred to as the energy storage system, equipment (where applicable) and EPC costs. Augmentation costs
are not included in capital costs in this analysis and vary across use cases due to usage profiles and lifespans. Charging costs are assessed at the weighted average hourly pricing (wholesale energy prices) across an optimized
annual charging profile of the asset. See Appendix B for charging cost assumptions and additional details. The projects are assumed to use a 5-year MACRS depreciation schedule.
(1) See Appendix B for a detailed overview of the use cases and operation parameters analyzed in the LCOS.
(2) This sensitivity analysis assumes that projects qualify for the full ITC and have a capital structure that includes sponsor equity, debt and tax equity and also includes a 10% Energy Community adder.
(3) This sensitivity analysis assumes that projects qualify for the full ITC and have a capital structure that includes sponsor equity, debt and tax equity.
In-Front-of-the-
Meter
Behind-the-Meter
III LAZARD’S LEVELIZED COST OF STORAGE ANALYSISVERSION 9.0
21
Copyright 2024 Lazard
This analysis has been prepared by Lazard for general informational and illustrative purposes only, and it is not intended to be, and should not be construed as, financial
or other advice. No part of this material may be copied, photocopied or duplicated in any form by any means or redistributed without the prior written consent of Lazard.
Value SnapshotsRevenue Potential for Selected Storage Use Cases
The numerous potential sources of revenue available to energy storage systems reflect the benefits provided to customers and the grid
The scope of revenue sources is limited to those captured by existing or soon-to-be commissioned projectsrevenue sources that are not clearly
identifiable or without publicly available data have not been analyzed
Use Cases
(1)
Description
Utility-Scale
Standalone
Utility-Scale
PV + Storage
Utility-Scale
Wind + Storage
Commercial &
Industrial
Standalone
Commercial &
Industrial
PV + Storage
Residential
PV + Storage
Residential
Standalone
Wholesale
Demand
Response—
Wholesale
Manages high wholesale price or emergency conditions on the
grid by calling on users to reduce or shift electricity demand
Energy
Arbitrage
Storage of inexpensive electricity to sell later at higher prices
(only evaluated in the context of a wholesale market)
Frequency
Regulation
Provides immediate (4-second) power to maintain generation-
load balance and prevent frequency fluctuations
Resource
Adequacy
Provides capacity to meet generation requirements at peak
load
Spinning/ Non-
Spinning
Reserves
Maintains electricity output during unexpected contingency
events (e.g., outages) immediately (spinning reserve) or within
a short period of time (non-spinning reserve)
Demand
Response—
Utility
Manages high wholesale price or emergency conditions on the
grid by calling on users to reduce or shift electricity demand
Customer
Bill
Management
Allows reduction of demand charge using battery discharge
and the daily storage of electricity for use when time of use
rates are highest
Backup Power
Provides backup power for use by residential and commercial
customers during grid outages
Incentives
Payments provided to residential and commercial customers to
encourage the acquisition and installation of energy storage
systems
Source: Lazard and Roland Berger estimates, Enovation Analytics and publicly available information.
(1) Represents the universe of potential revenue streams available to the various use cases. Does not represent the use cases analyzed in the Value Snapshots.
III LAZARD’S LEVELIZED COST OF STORAGE ANALYSISVERSION 9.0
22
Copyright 2024 Lazard
This analysis has been prepared by Lazard for general informational and illustrative purposes only, and it is not intended to be, and should not be construed as, financial
or other advice. No part of this material may be copied, photocopied or duplicated in any form by any means or redistributed without the prior written consent of Lazard.
Value Snapshot Case StudiesOverview
Lazard’s Value Snapshots analyze the financial viability of illustrative energy storage systems designed for selected use cases
Source: Lazard and Roland Berger estimates, Enovation Analytics and publicly available information.
Note: Actual project returns may vary due to differences in location-specific costs, revenue streams and owner/developer risk preferences.
(1) Refers to the California Independent System Operator.
(2) Refers to the Electricity Reliability Council of Texas.
(3) Refers to the Pacific Gas & Electric Company.
(4) Refers to the Hawaiian Electric Company.
Location Description
Storage
(MW)
Generation
(MW)
Storage
Duration
(hours) Revenue Streams
In-Front-of-the-
Meter
Utility-Scale
Standalone
CAISO
(1)
(SP-15)
Large-scale energy storage system 100 4
Energy Arbitrage
Frequency Regulation
Resource Adequacy
Spinning/Non-Spinning Reserves
Utility-Scale
PV + Storage
ERCOT
(2)
(South Texas)
Energy storage system designed to be
paired with large solar PV facilities
50 100 4
Utility-Scale
Wind + Storage
ERCOT
(2)
(South Texas)
Energy storage system designed to be
paired with large wind generation facilities
50 100 4
Behind-the-Meter
Commercial &
Industrial
Standalone
PG&E
(3)
(California)
Energy storage system designed for behind-
the-meter peak shaving and demand charge
reduction for C&I energy users
1 2
Demand ResponseUtility
Bill Management
Incentives
Tariff Settlement, Demand
Response Participation, Avoided
Costs to Commercial Customer
and Local Capacity Resource
Programs
Commercial &
Industrial
PV + Storage
PG&E
(3)
(California)
Energy storage system designed for behind-
the-meter peak shaving and demand charge
reduction services for C&I energy users
0.5 1 4
Residential
Standalone
HECO
(4)
(Hawaii)
Energy storage system designed for behind-
the-meter residential home useprovides
backup power and power quality
improvements
0.006 4
Demand ResponseUtility
Bill Management
Tariff Settlement
Incentives
Residential
PV + Storage
HECO
(4)
(Hawaii)
Energy storage system designed for behind-
the-meter residential home useprovides
backup power, power quality improvements
and extends usefulness of self-generation
0.006 0.01 4
1
2
3
4
5
6
7
III LAZARD’S LEVELIZED COST OF STORAGE ANALYSISVERSION 9.0
23
Copyright 2024 Lazard
This analysis has been prepared by Lazard for general informational and illustrative purposes only, and it is not intended to be, and should not be construed as, financial
or other advice. No part of this material may be copied, photocopied or duplicated in any form by any means or redistributed without the prior written consent of Lazard.
Value Snapshot Case Studies—Overview (cont’d)
Lazard’s Value Snapshots analyze the financial viability of illustrative energy storage systems designed for selected use cases
Source: Lazard and Roland Berger estimates, Enovation Analytics and publicly available information.
Note: Project parameters (i.e., battery size, duration, etc.) presented above correspond to the inputs used in the LCOS analysis.
(1) Assumes the project provides services under contract with PG&E.
(2) Assumes the project provides services under contract with HECO.
Honolulu, Hawaii
Residential PV + Storage
(2)
HECO
Project size: 0.006 MW / 0.025 MWh
0.010 MW PV
Residential Standalone
(2)
HECO
Project size: 0.006 MW / 0.025 MWh
Los Angeles, California
Utility-Scale
CAISO
Project size: 100 MW / 400 MWh
San Francisco, California
C&I Standalone
(1)
PG&E
Project size: 1 MW / 2 MWh
C&I PV + Storage
(1)
PG&E
Project size: 0.5 MW / 2 MWh
1 MW PV
Corpus Christi, Texas
Project size: 50 MW / 200 MWh
100 MW PV
Utility-Scale PV + Storage
ERCOT
Project size: 50 MW / 200 MWh
100 MW Wind
Utility-Scale Wind + Storage
ERCOT
1
2
3
4
5
6
7
III LAZARD’S LEVELIZED COST OF STORAGE ANALYSISVERSION 9.0
24
Copyright 2024 Lazard
This analysis has been prepared by Lazard for general informational and illustrative purposes only, and it is not intended to be, and should not be construed as, financial
or other advice. No part of this material may be copied, photocopied or duplicated in any form by any means or redistributed without the prior written consent of Lazard.
Value Snapshot Case Studies—Results
Project economics evaluated in the Value Snapshot analysis continue to evolve year-over-year as costs change and the value of revenue streams
adjust to reflect underlying market conditions, utility rate structures and policy developments
Source: Lazard and Roland Berger estimates, Enovation Analytics and publicly available information.
Note: Levelized costs presented for each Value Snapshot reflect local market and operating conditions (including installed costs, market prices, charging costs and incentives) and are different in certain cases from the LCOS results
for the equivalent use case on the page titled “Levelized Cost of Storage ComparisonVersion 9.0 ($/MWh)”, which are more broadly representative of U.S. storage market conditions as opposed to location-specific conditions.
Levelized revenues in all cases are gross revenues (not including charging costs). Subsidized levelized cost for each Value Snapshot reflects: (1) average cost structure for storage, solar and wind capital costs, (2) charging
costs based on local wholesale prices or utility tariff rates and (3) all applicable state and federal tax incentives, including 30% federal ITC for solar and/or storage, $27.50/MWh federal PTC for wind and 35% Hawaii state ITC for
solar and solar + storage systems. Value Snapshots do not include cash payments from state or utility incentive programs. Revenues for Value Snapshots (1) (3) are based on hourly wholesale prices from the 365 days prior to
December 15, 2023. Revenues for Value Snapshots (4) (7) are based on the most recent tariffs, programs and incentives available as of December 2023.
(1) In previous versions of this analysis, Energy Arbitrage was referred to as Wholesale Energy Sales.
Utility-Scale
Standalone
(CAISO)
Utility-Scale
PV + Storage
(ERCOT)
Utility-Scale
Wind + Storage
(ERCOT)
0
50
100
150
200
250
$300
Energy Arbitrage Frequency Regulation
Spinning/Non-Spinning Reserves Resource Adequacy
C&I
Standalone
(PG&E)
C&I
PV + Storage
(PG&E)
Residential
Standalone
(HECO)
Residential
PV + Storage
(HECO)
0
100
200
300
400
500
$600
Local Incentive Payments Bill Management
Demand ResponseUtility
13.9%25.5%21.1%28.9% 41.7% 22.2% 37.4%
In-Front-of-the-Meter Revenue Behind-the-Meter Revenue
$/MWh $/MWh
Subsidized IRR
1 2 3 4 5 6 7
Subsidized IRR
(1)
III LAZARD’S LEVELIZED COST OF STORAGE ANALYSISVERSION 9.0
25
Lazard’s Levelized Cost of Hydrogen AnalysisVersion 4.0
Copyright 2024 Lazard
This analysis has been prepared by Lazard for general informational and illustrative purposes only, and it is not intended to be, and should not be construed as, financial
or other advice. No part of this material may be copied, photocopied or duplicated in any form by any means or redistributed without the prior written consent of Lazard.
Introduction
Lazard’s Levelized Cost of Hydrogen analysis addresses the following topics:
Comparative and illustrative LCOH analysis for various green and pink hydrogen production systems on a $/kg basis
Comparative and illustrative LCOE analysis for natural gas peaking generation, a potential use case in the U.S. power sector, utilizing a 25% hydrogen blend on a $/MWh
basis, including sensitivities for U.S. federal tax subsidies
Appendix materials, including:
An overview of the methodology utilized to prepare Lazard’s LCOH analysis
A summary of the assumptions utilized in Lazard’s LCOH analysis
Note on Methodology:
The analysis within includes storage costs paid to a third party but does not include any expenditures related to the transport, construction of pipeline or
construction of storage
This analysis does not include electrolyzers produced in China, which are currently priced at one third of the price of incumbent electrolyzers, as they
struggle to penetrate the U.S. market due to lack of thorough testing and uncertainty around potential tariffs or other trade disruptions with China
Other factors would also have a potentially significant effect on the results contained herein, but have not been examined in the scope of this current analysis. These additional
factors, among others, could include: implementation and interpretation of the full scope of the IRA; development costs of the electrolyzer and associated renewable energy
generation facility; conversion, storage and transportation costs of the hydrogen once produced; additional costs to produce alternate products (e.g., ammonia); costs to upgrade
existing infrastructure to facilitate the transportation of hydrogen (e.g., natural gas pipelines); electrical grid upgrades; costs associated with modifying end-use
infrastructure/equipment to use hydrogen as a fuel source; potential value associated with carbon-free fuel production (e.g., carbon credits, incentives, etc.). This analysis also
does not address potential environmental and social externalities, including, for example, water consumption and the societal consequences of displacing the various conventional
fuels with hydrogen that are difficult to measure
As a result of the developing nature of hydrogen production and its applications, it is important to have in mind the somewhat limited nature of the LCOH (and related limited
historical market experience and current market depth). In that regard, we are aware that, as a result of our data collection methodology, some will have a view that electrolyzer cost
and efficiency, plus electricity costs, suggest a different LCOH than what is presented herein. The sensitivities presented in our study are intended to address, in part, such views
IV LAZARD’S LEVELIZED COST OF HYDROGEN ANALYSISVERSION 4.0
27
Copyright 2024 Lazard
This analysis has been prepared by Lazard for general informational and illustrative purposes only, and it is not intended to be, and should not be construed as, financial
or other advice. No part of this material may be copied, photocopied or duplicated in any form by any means or redistributed without the prior written consent of Lazard.
$4.45
$2.48
$4.33
$2.36
$3.19
$1.22
$3.07
$1.11
$6.05
$4.08
$5.49
$3.52
$4.33
$2.36
$3.86
$1.89
$0.00 $1.00 $2.00 $3.00 $4.00 $5.00 $6.00 $7.00
PEM
(20 100 MW)
Alkaline
(20 100 MW)
PEM
(20 100 MW)
Alkaline
(20 100 MW)
LCOH Subsidized (excl. Energy Community)
Subsidized green and pink hydrogen can reach levelized production costs under $2/kg
(1)
fully depreciated operating nuclear plants yield higher
capacity factors and, when only accounting for operating expenses, pink hydrogen can reach production costs lower than green hydrogen
Levelized Cost of Hydrogen ComparisonVersion 4.0 ($/kg)
Source: Lazard and Roland Berger estimates and publicly available information.
Note: Unless otherwise indicated, this analysis assumes electrolyzer capital expenditure assumptions based on high and low values of sample ranges, with additional capital expenditure for hydrogen storage. Capital expenditure for
underground hydrogen storage assumes $20/kg storage cost, sized at 120 Tons for green hydrogen and 200 Tons for pink hydrogen (size is driven by electrolyzer capacity factors). Pink hydrogen costs are based on marginal
costs for an existing nuclear plant (see Appendix C for detailed assumptions).
(1) In the U.S., ~$2/kg is the cost to produce gray hydrogen using low-cost natural gas.
(2) This sensitivity analysis assumes that projects qualify for the hydrogen PTC but does not include subsidized electricity costs. This analysis assumes projects have a capital structure that includes sponsor equity, debt and tax
equity. The IRA is comprehensive legislation that is still being implemented and remains subject to interpretationimportant elements of the IRA are not included in our analysis and could impact outcomes.
Levelized Cost of Hydrogen ($/kg)
(2)
Green
Hydrogen
Pink
Hydrogen
IV LAZARD’S LEVELIZED COST OF HYDROGEN ANALYSISVERSION 4.0
28
Copyright 2024 Lazard
This analysis has been prepared by Lazard for general informational and illustrative purposes only, and it is not intended to be, and should not be construed as, financial
or other advice. No part of this material may be copied, photocopied or duplicated in any form by any means or redistributed without the prior written consent of Lazard.
Levelized Cost of Energy ComparisonGas Peaking with 25% Hydrogen Blend
While hydrogen-ready natural gas turbines are still being tested, preliminary results, including our illustrative LCOH analysis, indicate that a 25%
hydrogen by volume blend is feasible and cost competitive
Source: Lazard and Roland Berger estimates and publicly available information.
Note: This analysis assumes a fuel blend of 25% hydrogen and 75% natural gas by volume. Results are driven by Lazard’s approach to calculating the LCOE of an illustrative gas peaking plant and selected inputs (see LCOE
Appendix for further details). Natural gas fuel cost is assumed to be $3.45/MMBtu, hydrogen fuel cost based on LCOH $/kg for case scenarios, assumes 8.8 kg/MMBtu for hydrogen. Analysis includes hydrogen storage costs for
a maximum of 8-hour peak episodes for a maximum of 7 days per year, resulting in additional costs of $120/kW (green) and $190/kW (pink). Previous versions of this analysis sensitized only the cost of hydrogenthe current
version sensitizes both the hydrogen production parameters and the gas peaking plant parameters.
(1) This sensitivity analysis assumes that projects qualify for the hydrogen PTC but does not include subsidized electricity costs. This analysis assumes projects have a capital structure that includes sponsor equity, debt and tax
equity. The IRA is comprehensive legislation that is still being implemented and remains subject to interpretationimportant elements of the IRA are not included in our analysis and could impact outcomes.
(1)
Levelized Cost of Energy ($/MWh)
Lazard’s LCOE v17.0 Gas Peaking Range
$110 $228/MWh
IV LAZARD’S LEVELIZED COST OF HYDROGEN ANALYSISVERSION 4.0
29
$171
$138
$169
$137
$158
$125
$157
$124
$300
$265
$296
$246
$286
$237
$283
$233
$0 $50 $100 $150 $200 $250 $300 $350
PEM
(20 100 MW)
Alkaline
(20 100 MW)
PEM
(20 100 MW)
Alkaline
(20 100 MW)
LCOE Subsidized (excl. Energy Community)
Green
Hydrogen
Pink
Hydrogen
Appendix
LCOE v17.0
Copyright 2024 Lazard
This analysis has been prepared by Lazard for general informational purposes only, and it is not intended to be, and should not be construed as, financial or other
advice. No part of this material may be copied, photocopied or duplicated in any form by any means or redistributed without the prior written consent of Lazard.
$112
$48
$25
$56
53
$22
$40
$62
$71
$114
$48
$18
$9
$6
$4
$4
$2
$5
$5
$12
$8
$15
$5
$1
$9
$4
$4
$3
$3
$28
$9
$13
$23
$122
$54
$29
$60
$64
$27
$45
$74
$110
$142
$69
$45
$0 $25 $50 $75 $100 $125 $150 $175
Solar PVRooftop Residential
Solar PVCommunity & C&I
Solar PVUtility
Solar PV + StorageUtility
Geothermal
WindOnshore
Wind + StorageOnshore
WindOffshore
Gas Peaking
U.S. Nuclear
Coal
Gas Combined Cycle
Capital Cost Fixed O&M Variable O&M Fuel Cost
Levelized Cost of Energy ComponentsLow End
Certain renewable energy generation technologies are already cost-competitive with conventional generation technologies; key factors regarding the
continued cost decline of renewable energy generation technologies are the ability of technological development and Industry scale to continue
lowering operating expenses and capital costs for renewable energy generation technologies
Source: Lazard and Roland Berger estimates and publicly available information.
Notes: Figures may not sum due to rounding.
Levelized Cost of Energy ($/MWh)
Renewable Energy
Conventional Energy
A LCOE V17.0
32
Copyright 2024 Lazard
This analysis has been prepared by Lazard for general informational purposes only, and it is not intended to be, and should not be construed as, financial or other
advice. No part of this material may be copied, photocopied or duplicated in any form by any means or redistributed without the prior written consent of Lazard.
Levelized Cost of Energy ComponentsHigh End
Certain renewable energy generation technologies are already cost-competitive with conventional generation technologies; key factors regarding the
continued cost decline of renewable energy generation technologies are the ability of technological development and Industry scale to continue
lowering operating expenses and capital costs for renewable energy generation technologies
Source: Lazard and Roland Berger estimates and publicly available information.
Notes: Figures may not sum due to rounding.
$269
$176
$82
$199
$79
$58
$118
$116
$170
$191
$128
$67
$15
$15
$11
$11
$2
$15
$15
$23
$19
$17
$17
$10
$25
$5
$5
$6
$5
$34
$9
$18
$26
$284
$191
$92
$210
$106
$73
$133
$139
$228
$222
$168
$108
$0 $25 $50 $75 $100 $125 $150 $175 $200 $225 $250 $275 $300
Solar PVRooftop Residential
Solar PVCommunity & C&I
Solar PVUtility
Solar PV + StorageUtility
Geothermal
WindOnshore
Wind + StorageOnshore
WindOffshore
Gas Peaking
U.S. Nuclear
Coal
Gas Combined Cycle
Capital Cost Fixed O&M Variable O&M Fuel Cost
Levelized Cost of Energy ($/MWh)
Renewable Energy
Conventional Energy
A LCOE V17.0
33
Copyright 2024 Lazard
This analysis has been prepared by Lazard for general informational purposes only, and it is not intended to be, and should not be construed as, financial or other
advice. No part of this material may be copied, photocopied or duplicated in any form by any means or redistributed without the prior written consent of Lazard.
Levelized Cost of Energy Comparison—Methodology
($ in millions, unless otherwise noted)
Lazard’s LCOE analysis consists of creating a power plant model representing an illustrative project for each relevant technology and solving for the
$/MWh value that results in a levered IRR equal to the assumed cost of equity (see subsequent “Key Assumptions” pages for detailed assumptions by
technology)
Source: Lazard and Roland Berger estimates and publicly available information.
Note: Numbers presented for illustrative purposes only.
* Denotes unit conversion.
(1) Assumes half-year convention for discounting purposes.
(2) Assumes full monetization of tax benefits or losses immediately.
(3) Reflects initial cash outflow from equity investors.
(4) Reflects a “key” subset of all assumptions for methodology illustration purposes only. Does not reflect all assumptions.
(5) Economic life sets debt amortization schedule. For comparison purposes, all technologies calculate LCOE on a 20-year IRR basis.
Year 0 1 2
3 4
5 6 7
20 Key Assumptions
Capacity (MW)
(A) 175 175 175 175
175 175 175 175
Capacity (MW) 175
Capacity Factor (B) 55% 55% 55% 55% 55% 55% 55% 55% Capacity Factor 55%
Total Generation ('000 MWh) (A) x (B) = (C)* 843
843 843 843 843 843 843
843 Fuel Cost ($/MMBtu)
$0.00
Levelized Energy Cost ($/MWh)
(D)
$24.4
$24.4
$24.4
$24.4 $24.4 $24.4 $24.4
$24.4 Heat Rate (Btu/kWh) 0
Total Revenues
(C) x (D) = (E)* $20.6 $20.6 $20.6 $20.6
$20.6 $20.6 $20.6 $20.6
Fixed O&M ($/kW-year) $20.0
Variable O&M ($/MWh) $0.0
Total Fuel Cost (F) --
-- -- -- -- -- --
-- O&M Escalation Rate
2.25%
Total O&M (G)* 3.5 3.6 3.7 3.7 3.8 3.9 4.0 5.5 Capital Structure
Total Operating Costs (F) + (G) = (H) $3.5 $3.6 $3.7 $3.7 $3.8 $3.9 $4.0 $5.5 Debt 60.0%
Cost of Debt
8.0%
EBITDA (E) - (H) = (I) $17.1 $17.0 $16.9 $16.8 $16.7 $16.7 $16.6 $15.1 Tax Investors 0.0%
Cost of Equity for Tax Investors 10.0%
Debt Outstanding - Beginning of Period (J) $107.6 $105.5 $103.2 $100.7 $98.0 $95.1 $92.0 $9.9
Equity 40.0%
Debt - Interest Expense (K) (8.6) (8.4) (8.3) (8.1) (7.8) (7.6) (7.4) (0.8) Cost of Equity 12.0%
Debt - Principal Payment (L) (2.1) (2.3) (2.5) (2.7) (2.9) (3.1) (3.4) (9.9) Taxes and Tax Incentives:
Levelized Debt Service (K) + (L) = (M) ($10.7) ($10.7) ($10.7) ($10.7) ($10.7) ($10.7) ($10.7) ($10.7) Combined Tax Rate 40%
Economic Life (years) 20
EBITDA (I)
$17.1 $17.0 $16.9 $16.8 $16.7 $16.7 $16.6 $15.1 MACRS Depreciation (Year Schedule) 5
Depreciation (MACRS) (N) (35.9) (57.4) (34.4)
(20.7) (20.7)
(10.3)
0.0 0.0 PTC (+10% for Domestic Content) $0.0
Interest Expense (K)
(8.6) (8.4) (8.3) (8.1) (7.8) 6.3 16.6 (0.8) PTC Escalation Rate 1.5%
Taxable Income (I) + (N) + (K) = (O) ($27.4) ($48.8) ($25.8)
($11.9) ($11.8)
($7.6)
($7.4) $14.3 Capex
EPC Costs ($/kW) $1,025
Federal Production Tax Credit Value (P) $0.0 $0.0 $0.0 $0.0 $0.0 $0.0 $0.0 $0.0 Additional Owner's Costs ($/kW) $0
Federal Production Tax Credit Received (P) x (C) = (Q)*
$0.0 $0.0 $0.0 $0.0 $0.0 $0.0 $0.0 $0.0 Transmission Costs ($/kW) $0
Tax Benefit (Liability) (O) x (tax rate) + (Q) = (R) $11.0 $19.5 $10.3 $4.8 $4.7 $0.0 $0.0 $0.0 Total Capital Costs ($/kW) $1,025
Capital Expenditures ($71.8) ($107.6) $0.0 $0.0 $0.0 $0.0 $0.0 $0.0 $0.0 Total Capex ($mm) $179
After-Tax Net Equity Cash Flow (I) + (M) + (R) = (S) ($71.8) $17.3 $25.8 $16.5 $10.8 $10.7 $0.0 $0.0 ($1.4)
Cash Flow Distribution
Cash Flow to Equity Investors (S) x (% to Equity Investors) ($71.8) $17.3 $25.8 $16.5 $10.8 $10.7 $6.4
$2.1 ($1.4) Portion to Tax Investors (After Return is Met) 1%
IRR For Equity Investors 12.0%
(1)
Unsubsidized Onshore Wind Low Case Sample Illustrative Calculations
(5)
(2)
(4)
(3)
Technology-dependent
Levelized
A LCOE V17.0
34
Copyright 2024 Lazard
This analysis has been prepared by Lazard for general informational purposes only, and it is not intended to be, and should not be construed as, financial or other
advice. No part of this material may be copied, photocopied or duplicated in any form by any means or redistributed without the prior written consent of Lazard.
Levelized Cost of EnergyKey Assumptions
Renew able Energy: Solar PV
Unit s
Rooftop Residential Community and C&I Utility
Low High Low High Low High
Net Facility Output MW 0.005 5
150
Total Capital Cost $/kW
$2,300
$4,150 $1,300
$2,900 $850
$1,400
Fixe d O&M $/kW-yr $16.50
$20.00 $13.00
$20.00 $11.00
$14.00
Variable O&M
$/MWh
–– –– ––
He at Rat e Btu/kWh –– –– ––
Capacity Factor %
20%
15% 25%
15% 30%
15%
Fuel Price $/MMBTU
––
–– ––
Construction Time Months 9 12 12
Facility Life Years 25 30
35
Levelized Cost of Energy $/MWh $122
$284 $54
$191 $29
$92
Source: Lazard and Roland Berger estimates and publicly available information.
A LCOE V17.0
35
Copyright 2024 Lazard
This analysis has been prepared by Lazard for general informational purposes only, and it is not intended to be, and should not be construed as, financial or other
advice. No part of this material may be copied, photocopied or duplicated in any form by any means or redistributed without the prior written consent of Lazard.
Renew able Energy
Unit s
Geothermal Wind—Onshore Wind—Offshore
Low High Low High Low High
Net Facility Output MW 250 250 1,000
Total Capital Cost $/kW $4,860
$6,280 $1,300
$1,900 $3,750
$5,750
Fixe d O&M $/kW-yr $14.50
$15.75 $24.50
$40.00 $60.00
$91.50
Variable O&M $/MWh $9.05
$24.80 –– ––
He at Rat e Btu/kWh –– –– ––
Capacity Factor % 90%
80% 55%
30% 55%
45%
Fuel Price $/MMBTU –– –– ––
Construction Time Months 36 12 36
Facility Life Years 25 30 30
Levelized Cost of Energy $/MWh $64
$106 $27
$73 $74
$139
Levelized Cost of EnergyKey Assumptions (cont’d)
Source: Lazard and Roland Berger estimates and publicly available information.
A LCOE V17.0
36
Copyright 2024 Lazard
This analysis has been prepared by Lazard for general informational purposes only, and it is not intended to be, and should not be construed as, financial or other
advice. No part of this material may be copied, photocopied or duplicated in any form by any means or redistributed without the prior written consent of Lazard.
Renewable Energy: Hybrid Generation + Storage
Units
Solar PV + StorageUtility Wind + Storage—Onshore
Low High Low High
Storage
Power Rating
MW 50 50
Duration Hours 4 4
Usable Energy
MWh 200 200
90% Depth of Discharge Cycles/Year % 350 350
Roundtrip Efficiency % 91% 88%
Inverter Cost $/kW $30
$60 $30
$60
Total Capital Cost (excl. Inverter) $/kWh $249
$421 $249
$421
Storage O&M
$/kWh $3.63
$8.18 $3.63
$8.18
Generation
Capacity MW 100 100
Capacity Factor % 30%
55%
Project Life Years 20
20
Total Capital Cost $/kW $850
$1,400 $1,300
$1,900
Fixed O&M $/kW $11.00
$14.00 $24.50
$40.00
Extended Warranty Start Year 3 3
Warranty Expense % of Capital Costs %
0.5%
1.5% 0.5%
1.5%
Charging Cost $/MWh $0.00 $0.00
Unsubsidized LCOE $/MWh $60
$210
$45
$133
Levelized Cost of EnergyKey Assumptions (cont’d)
Source: Lazard and Roland Berger estimates and publicly available information.
A LCOE V17.0
37
Copyright 2024 Lazard
This analysis has been prepared by Lazard for general informational purposes only, and it is not intended to be, and should not be construed as, financial or other
advice. No part of this material may be copied, photocopied or duplicated in any form by any means or redistributed without the prior written consent of Lazard.
Conventional Energy
Unit s
Gas Peaking (New Build)
U.S. Nuclear (New Build) Coal (New Build)
Gas Combined Cycle
(Ne w Build )
Low High Low High Low High Low High
Net Facility Output MW 240
50 2,200 600 550
Total Capital Cost $/kW $700
$1,150 $8,765
$14,400 $3,310
$7,005 $850
$1,300
Fixe d O&M
$/kW-yr
$10.00
$17.00 $136.00
$158.00
$40.85
$94.35 $10.00
$25.50
Variable O&M $/MWh
$3.50
$5.00
$4.40
$5.15 $3.10
$5.70 $2.75
$5.00
He at Rat e Btu/kWh 8,000
9,800 10,450 8,750
12,000 6,750
7,500
Capacity Factor
% 15%
10% 92%
89% 85%
65% 90%
30%
Fuel Price $/MMBTU $3.45
$0.85 $1.47
$3.45
Construction Time Months 24 69 60
66 24
Facility Life Years 20 40 40 20
Levelized Cost of Energy $/MWh $110
$228 $142
$222 $69
$168 $45
$108
Levelized Cost of EnergyKey Assumptions (cont’d)
Source: Lazard and Roland Berger estimates and publicly available information.
A LCOE V17.0
38
Copyright 2024 Lazard
This analysis has been prepared by Lazard for general informational purposes only, and it is not intended to be, and should not be construed as, financial or other
advice. No part of this material may be copied, photocopied or duplicated in any form by any means or redistributed without the prior written consent of Lazard.
Levelized Cost of EnergyKey Assumptions (cont’d)
Source: Lazard and Roland Berger estimates and publicly available information.
Marginal Cost of Selected Existing Conventional Generation
Unit s
Gas Peaking (Operating)
U.S. Nuclear (Operating) Coal (Operating)
Gas Combined Cycle
(Operating)
Low High Low High Low High Low High
Net Facility Output
MW 240
50 2,200 600 550
Total Capital Cost
$/kW
$0 $0
$0 $0
Fixe d O&M
$/kW-yr
$4.00
$6.00 $102.40
$109.50 $22.20
$27.80 $9.50
$12.60
Variable O&M
$/MWh $2.60
$9.10
$3.00
$3.50 $2.80
$4.80
$1.00
$2.00
He at Rate Btu/kWh 10,875
12,575 10,400
10,400 10,350
11,175
7,075
7,550
Capacity Factor % 12%
1% 96%
96% 81%
8% 80%
41%
Fuel Price $/ MMBtu
$2.60
$2.90 $0.80
$0.80
$1.70
$4.60
$2.50
$3.50
Construction Time Months 24 69 60 24
Facility Life Years 20 40 40 20
Levelized Cost of Energy $/MWh $39
$130 $31
$33 $28
$113 $23
$37
A LCOE V17.0
39
LCOS v9.0
Copyright 2024 Lazard
This analysis has been prepared by Lazard for general informational purposes only, and it is not intended to be, and should not be construed as, financial or other
advice. No part of this material may be copied, photocopied or duplicated in any form by any means or redistributed without the prior written consent of Lazard.
Energy Storage Use CasesOverview
By identifying and evaluating selected energy storage applications, Lazard’s LCOS analyzes the cost of energy storage for in-front-of-the-meter and
behind-the-meter use cases
Source: Lazard and Roland Berger estimates and publicly available information.
(1) For the purposes of this analysis, “energy arbitrage” in the context of storage systems paired with solar PV includes revenue streams associated with the sale of excess generation from the solar PV system, as appropriate, for a
given use case.
(2) The Value Snapshot analysis only evaluates the 4-hour utility-scale use case.
Use Case Description Technologies Assessed
In-Front-of-the-Meter
Utility-Scale
(Standalone)
Large-scale energy storage system designed for rapid start and precise following of dispatch signal
Variations in system discharge duration are designed to meet varying system needs (i.e., short-
duration frequency regulation, longer-duration energy arbitrage
(1)
or capacity, etc.)
To better reflect current market trends, this analysis analyzes 1-, 2- and 4-hour durations
(2)
Lithium Iron Phosphate (LFP)
Lithium Nickel Manganese
Cobalt Oxide (NMC)
Behind-the-Meter
Commercial &
Industrial
(Standalone)
Energy storage system designed for behind-the-meter peak shaving and demand charge reduction
for C&I users
Units are often configured to support multiple commercial energy management strategies and
provide optionality for the system to provide grid services to a utility or the wholesale market, as
appropriate, in a given region
Lithium Iron Phosphate (LFP)
Lithium Nickel Manganese
Cobalt Oxide (NMC)
Residential
(Standalone)
Energy storage system designed for behind-the-meter residential home useprovides backup power
and power quality improvements
Depending on geography, can arbitrage residential time-of-use (“TOU”) rates and/or participate in
utility demand response programs
Lithium Iron Phosphate (LFP)
Lithium Nickel Manganese
Cobalt Oxide (NMC)
B LCOS V9.0
41
Copyright 2024 Lazard
This analysis has been prepared by Lazard for general informational purposes only, and it is not intended to be, and should not be construed as, financial or other
advice. No part of this material may be copied, photocopied or duplicated in any form by any means or redistributed without the prior written consent of Lazard.
Energy Storage Use CasesIllustrative Operational Parameters
Lazard’s LCOS evaluates selected energy storage applications and use cases by identifying illustrative operational parameters
(1)
Energy storage systems may also be configured to support combined/“stacked” use cases
Source: Lazard and Roland Berger estimates and publicly available information.
Note: Operational parameters presented herein are applied to Value Snapshot and LCOS calculations. Annual and Project MWh in the Value Snapshot analysis may vary from the representative project.
(1) The use cases herein represent illustrative current and contemplated energy storage applications.
(2) Indicates power rating of system (i.e., system size).
(3) Indicates total battery energy content on a single, 100% charge, or “usable energy”. Usable energy divided by power rating (in MW) reflects hourly duration of system. This analysis reflects common practice in the market
whereby batteries are upsized in year one to 110% of nameplate capacity (e.g., a 100 MWh battery actually begins project life with 110 MWh).
(4) “DOD” denotes depth of battery discharge (i.e., the percent of the battery’s energy content that is discharged). A 90% DOD indicates that a fully charged battery discharges 90% of its energy. To preserve battery longevity, this
analysis assumes that the battery never charges over 95%, or discharges below 5%, of its usable energy.
(5) Indicates number of days of system operation per calendar year.
(6) Augmented to nameplate MWh capacity as needed to ensure usable energy is maintained at the nameplate capacity, based on Year 1 storage module cost.
(7) Usable energy indicates energy stored and available to be dispatched from the battery.
Project
Life
(Years)
Storage
(MW)
(2)
Solar/
Wind
(MW)
Battery
Degradation
(per annum)
Storage
Duration
(Hours)
Nameplate
Capacity
(MWh)
(3)
90% DOD
Cycles/
Day
(4)
Days/
Year
(5)
Annual
MWh
(6)
Project
MWh
In-Front-of-the-Meter
Utility-Scale
(Standalone)
20 100 2.6%
1 100 1 350 31,500 630,000
20 100 2.6% 2 200 1 350 63,000 1,260,000
20 100 2.6% 4 400 1 350 126,000 2,520,000
Behind
-the-Meter
Commercial &
Industrial (Standalone)
20 1 2.6% 2 2 1 350 630 12,600
Residential (Standalone)
20 0.006 1.9% 4 0.025 1 350 8 158
= “Usable Energy”
(7)
A B FC E
D
x =
B C
G
x
x =
D E
F
H
x =
A G
B LCOS V9.0
42
Copyright 2024 Lazard
This analysis has been prepared by Lazard for general informational purposes only, and it is not intended to be, and should not be construed as, financial or other
advice. No part of this material may be copied, photocopied or duplicated in any form by any means or redistributed without the prior written consent of Lazard.
Levelized Cost of Storage Comparison—Methodology
Lazard’s LCOS analysis consists of creating a power plant model representing an illustrative project for each relevant technology and solving for the
$/MWh value that results in a levered IRR equal to the assumed cost of equity (see subsequent “Key Assumptions” page for detailed assumptions by
technology)
Source: Lazard and Roland Berger estimates and publicly available information.
Note: Numbers presented for illustrative purposes only.
* Denotes unit conversion.
(1) Assumes half-year convention for discounting purposes.
(2) Total Generation reflects (Cycles) x (Available Capacity) x (Depth of Discharge) x (Duration). Note for the purpose of this analysis, Lazard accounts for Degradation in the Available Capacity calculation.
(3) Charging Cost reflects (Total Generation) / [(Efficiency) x (Charging Cost) x (1 + Charging Cost Escalator)].
(4) O&M costs include general O&M (BESS plus any relevant Solar PV or Wind O&M, escalating annually at 2.5%), augmentation costs (incurred in years needed to maintain usable energy at original storage module cost) and
warranty costs (0.7% of equipment, starting in year 3).
(5) Reflects a “key” subset of all assumptions for methodology and illustration purposes only. Does not reflect all assumptions.
(6) Initial Installed Cost includes Inverter costs, Module cost, Balance-of-System cost and EPC cost.
(7) Reflects initial cash outflow from equity sponsor.
Year
0 1 2 3 4 5 20
Key Assumptions
Capacity (MW)
(A) 100 100 100
100
100 100 Power Rating (MW) 100
Available Capacity (MW) 110 109 106 103 100 110 102 Duration (Hours) 2
Total Generation ('000 MWh) (B)* 63 63 63 63 63 63
Usable Energy (MWh) 200
Levelized Storage Cost ($/MWh) (C)
$178 $178 $178 $178 $178 $178 90% Depth of Discharge Cycles/Day
1
Total Revenues (B) x (C) = (D)* $11.2
$11.2 $11.2 $11.2
$11.2 $11.2 Operating Days/Year 350
Charging Cost ($/kWh) $0.064
Total Charging Cost (E)
(4.4) (4.5) (4.6) (4.7) (4.8) (6.3) Fixed O&M Cost ($/kWh)
$1.30
Total O&M, Warranty, & Augmentation (F)* (0.3) (0.3) (0.6) (0.6) (4.3)
(0.8) Fixed O&M Escalator (%) 2.5%
Total Operating Costs (E) + (F) = (G) ($4.7) ($4.8) ($5.2) ($5.3) ($9.1) ($7.1) Charging Cost Escalator (%) 1.87%
Efficiency (%) 91%
EBITDA
(D) - (G) = (H) $6.5 $6.4 $5.9 $5.8 $2.1 $4.1
Capital Structure
Debt Outstanding - Beginning of Period (I) $11.7 $11.4 $11.2
$10.9 $10.5 $1.1 Debt 20.0%
Debt - Interest Expense (J) (0.9) (0.9) (0.9) (0.9) (0.8) (0.1) Cost of Debt 8.0%
Debt - Principal Payment
(K) (0.3) (0.3) (0.3) (0.3) (0.3) (1.1)
Equity 80.0%
Levelized Debt Service (J) + (K) = (L) (1.2) (1.2) (1.2) (1.2) (1.2) (1.2) Cost of Equity 12.0%
EBITDA (H) $6.5 $6.4 $5.9 $5.8 $2.1 $4.1 Taxes
Depreciation (5-yr MACRS)
(M)
(9.9) (15.9) (9.5) (5.7) (5.7) 0.0 Combined Tax Rate
21.0%
Interest Expense (J) (0.9) 2.8 0.0 (0.0) 0.0 0.0 Contract Term / Project Life (years) 20
Taxable Income (H) + (M) + (J) = (N) ($4.4) ($6.6) ($3.6) $0.1 ($3.6) $4.1 MACRS Depreciation Schedule 5 Years
Federal ITC - BESS 30%
Tax Benefit (Liability) (N) x (Tax Rate) = (O) $0.9 $1.4 $0.8
($0.0) $0.8 ($0.9)
Capex
Federal Investment Tax Credit (ITC) (P) $17.5 $0.0 $0.0 $0.0 $0.0
$0.0 Total Initial Installed Cost ($/kWh) $292
Extended Warranty (% of Capital Cost)
0.7%
Capital Expenditures ($46.7) ($11.7) $0.0 $0.0 $0.0 $0.0 $0.0 Extended Warranty Start Year 3
After-Tax Net Equity Cash Flow (H) + (L) + (O) + (P) = (Q) ($46.7) $23.7 $6.6 $5.5 $4.6 $1.7 $2.1 Total Capex ($mm)
$58
IRR For Equity Investors
12.0%
Subsidized Utility-Scale (100 MW / 200 MWh)—Low Case Sample Calculations
(1)
Use-case specific Global assumptions
(5)
(4)
(6)
(2)
(3)
(7)
B LCOS V9.0
43
Copyright 2024 Lazard
This analysis has been prepared by Lazard for general informational purposes only, and it is not intended to be, and should not be construed as, financial or other
advice. No part of this material may be copied, photocopied or duplicated in any form by any means or redistributed without the prior written consent of Lazard.
Levelized Cost of StorageKey Assumptions
Source: Lazard and Roland Berger estimates and publicly available information.
Note: All cases were modeled using 90% depth of discharge and 10% overbuild. Wholesale charging costs reflect weighted average hourly wholesale energy prices across a representative charging profile of a standalone storage
asset participating in wholesale revenue streams. Escalation is derived from the EIA’s “AEO 2022 Energy SourceElectric Price Forecast (20-year CAGR)”.
Utility-Scale Standalone C&I Standalone Residential Standalone
Units (100 MW / 100 MWh) (100 MW / 200 MWh) (100 MW / 400 MWh) (1 MW / 2 MWh) (0.006 MW / 0.025 MWh)
Low High Low High Low High Low High Low High
Power Rating
MW 100 100 100 1 0.006
Duration Hours 1.0 2.0 4.0 2.0 4.2
Usable Energy MWh 100 200 400 2 0.025
90% Depth of Discharge Cycles/Day # 1 1 1 1 1
Operating Days/Year # 350 350 350 350 350
Project Life Years 20 20 20 20 20
Annual Storage Output MWh 31,500 63,000 126,000 630 8
Lifetime Storage Output MWh 630,000 1,260,000 2,520,000 12,600 158
Initial Capital CostDC $/kWh $220
$311 $159
$282 $160
$282 $318
$430 $984
$1,406
Initial Capital CostAC
$/kW $30
$60 $30
$60 $30
$60 $45
$80 $0
EPC Costs $/kWh $34
$129 $31
$116 $29
$110 $59
$159 $0
Total Initial Installed Cost M $ $25
$44 $38
$80 $76
$157 $1 $0
Storage O&M $/kWh $3.7
$8.5 $2.9
$7.8 $2.8
$7.7 $5.5
$11.2 $0.0
Extended Warranty Start
Year 3 3 3 3 3
Warranty Expense % of Capital Costs % 0.50%
1.50% 0.50%
1.50% 0.50%
1.50% 0.50%
1.50% 0.00%
Investment Tax Credit % 30.00%
40.00% 30.00%
40.00% 30.00%
40.00% 30.00%
40.00% 30.00%
40.00%
Charging Cost
$/MWh $58 $64 $51 $129 $325
Charging Cost Escalator % 1.97% 1.97% 1.97% 1.97% 1.97%
Efficiency of Storage Technology % 91%
88% 91%
88% 91%
88% 91%
88% 91%
88%
Levelized Cost of Storage $/MWh $222
$352 $188
$322 $170
$296 $373
$518 $882
$1,101
B LCOS V9.0
44
LCOH v4.0
Copyright 2024 Lazard
This analysis has been prepared by Lazard for general informational purposes only, and it is not intended to be, and should not be construed as, financial or other
advice. No part of this material may be copied, photocopied or duplicated in any form by any means or redistributed without the prior written consent of Lazard.
Levelized Cost of Hydrogen Comparison—Methodology
($ in millions, unless otherwise noted)
Lazard’s LCOH analysis consists of creating a model representing an illustrative project for each relevant technology and solving for the $/kg value
that results in a levered IRR equal to the assumed cost of equity (see subsequent “Key Assumptions” page for detailed assumptions by technology)
Source: Lazard and Roland Berger estimates and publicly available information.
Note: Numbers presented for illustrative purposes only.
* Denotes unit conversion.
(1) Assumes half-year convention for discounting purposes.
(2) Total Electric Demand reflects (Electrolyzer Size) x (Electrolyzer Capacity Factor) x (8,760 hours/year).
(3) Electric Consumption reflects (Heating Value of Hydrogen) x (Electrolyzer Efficiency) + (Levelized Degradation).
(4) Reflects initial cash outflow from equity investors.
(5) Reflects a “key” subset of all assumptions for methodology illustration purposes only. Does not reflect all assumptions.
(6) Economic life sets debt amortization schedule.
Technology-dependent
Levelized
Year 1 2 3 4 5 25 Key Assumptions
Electrolyzer size (MW) (A) 20 20 20 20 20 20 Electrolyzer size (MW) 20.00
Electrolyzer input capacity factor (%) (B) 55% 55% 55% 55% 55% 55% Electrolyzer input capacity factor (%) 55%
Total electric demand (MWh) (A) x (B) = (C)* 96,360 96,360 96,360 96,360 96,360 96,360 Lower heating value of hydrogen (kWh/kgH2) 33
Electric consumption of H2 (kWh/kg) (D) 61.87 61.87 61.87 61.87 61.87 61.87 Electrolyzer efficiency (%) 58.0%
Total H2 output ('000 kg) (C) / (D) = (E) 1,558 1,558 1,558 1,558 1,558 1,558 Levelized penalty for efficiency degradation (kWh/kg) 4.4
Levelized Cost of Hydrogen ($/kg) (F) $7.37 $7.37 $7.37 $7.37 $7.37 $7.37 Electric consumption of H2 (kWh/kg) 57.47
Total Revenues (E) x (F) = (G)* $11.47 $11.47 $11.47 $11.47 $11.47 $11.47 Warranty / i nsurance 1.0%
Total O&M 5.34
Warranty / i nsurance (H) -- -- ($0.5) ($0.5) ($0.5) ($0.6) O&M escalation 2.00%
Total O&M (I)* (5.3) (5.4) (5.4) (5.4) (5.4) (5.8)
Total Operating Costs (H) + (I) = (J) ($5.3) ($5.4) ($5.8) ($5.8) ($5.9) ($6.3)
Capital Structure
EBITDA (G) - (J) = (K) $6.1 $6.1 $5.6 $5.6 $5.6 $5.1 Debt 40.0%
Cost of Debt 8.0%
Debt Outstanding - Beginning of Period (L) $18.1 $17.9 $17.6 $17.3 $17.0 $1.6 Equity 60.0%
Debt - Interest Expense (M) ($1.4) ($1.4) ($1.4) ($1.4) ($1.4) ($0.1) Cost of Equity 12.0%
Debt - Principal Payment (N) ($0.2) ($0.3) ($0.3) ($0.3) ($0.3) ($1.6)
Levelized Debt Service (M) + (N) = (O) ($1.7) ($1.7) ($1.7) ($1.7) ($1.7) ($1.7)
Taxes and Tax Incentives:
Combined Tax Rate 21%
EBITDA (K) $6.1 $6.1 $5.6 $5.6 $5.6 $5.1 Economic Life (years) 25
Depreciation (MACRS) (P) (6.5) (11.1) (7.9) (5.7) (4.0) 0.0 MACRS Depreciation (Year Schedule) 7-Year MACRS
Interest Expense (M) (1.4) (1.4) (1.4) (1.4) (1.4) (0.1)
Taxable Income (K) + (P) + (M) = (Q) ($1.8) ($6.4) ($3.7) ($1.4) $0.2 $5.0 Capex
EPC Costs ($/kW) $2,265
Tax Benefit (Liability) (Q) x (tax rate) = (R) $0.4 $1.3 $0.8 $0.3 ($0.0) $2.9 Additional Owner's Costs ($/kW) $0
Transmission Costs ($/kW) $0
Capital Expenditures ($27) ($18.1) $0.0 $0.0 $0.0 $0.0 $0.0 Total Capital Costs ($/kW) $2,265
After-Tax Net Equity Cash Flow (K) + (O) + (R) = (S) $4.8 $5.8 $4.7 $4.2 $3.9 $6.3 Total Capex ($mm) $45
IRR For Equity Investors
12.0%
(1)
Unsubsidized Green PEMHigh Case Sample Illustrative Calculations
(6)
(2)
(4)
(3)
(5)
61.87
C LCOH V4.0
46
Copyright 2024 Lazard
This analysis has been prepared by Lazard for general informational purposes only, and it is not intended to be, and should not be construed as, financial or other
advice. No part of this material may be copied, photocopied or duplicated in any form by any means or redistributed without the prior written consent of Lazard.
Green Hydrogen Pink Hydrogen
Units
PEM Alkaline PEM Alkaline
Low High Low High Low High Low High
Capacity MW 100 20 100 20 100 20 100 20
Total Capex $/kW $1,063 $1,975 $1,100 $1,831 $1,133 $2,045 $1,170 $1,901
Electrolyzer Stack Capex $/kW $341 $862 $269 $562 $341 $862 $269 $562
Plant Lifetime Years 25 25 25 25
Stack Lifetime Hours 60,000 67,500 60,000 67,500
Heating Value
kWh/kg H
2
33 33 33 33
Electrolyzer Utilization
% 90% 90% 90% 90%
Electrolyzer Capacity Factor % 55% 55% 95% 95%
Electrolyzer Efficiency
% LHV
(1)
65% 67% 65% 67%
Operating Costs
Annual Hydrogen Produced MT 8,681 1,736 8,902 1,780 14,205 2,841 14,568 2,914
Process Water Costs
$/kg H
2
$0.005 $0.005 $0.005 $0.005
Annual Energy Consumption
MWh 481,800 96,360 481,800 96,360 788,400 157,680 788,400 157,680
Net Electricity Cost $/MWh $48.00 $48.00 $35.00 $35.00
Warranty & Insurance (% of Capex) % 1.0% 1.0% 1.0% 1.0%
Warranty & Insurance Escalation % 1.0% 1.0% 1.0% 1.0%
O&M (% of Capex) % 1.5% 1.5% 1.5% 1.5%
Annual Inflation % 2.0% 2.0% 2.0% 2.0%
Capital Structure
Debt % 40% 40% 40% 40%
Cost of Debt % 8% 8% 8% 8%
Equity % 60% 60% 60% 60%
Cost of Equity % 12% 12% 12% 12%
Tax Rate % 40% 40% 40% 40%
WACC % 9.1% 9.1% 9.1% 9.1%
Levelized Cost of Hydrogen $/kg $4.45 $6.05 $4.33 $5.49 $3.19 $4.33 $3.07 $3.86
Subsidized Levelized Cost of Hydrogen $/kg $2.48 $4.08 $2.36 $3.52 $1.22 $2.36 $1.11 $1.89
Memo: Natural Gas Equivalent Cost $/MMBTU $39.05 $53.10 $38.00 $48.20 $28.00 $38.00 $27.00 $33.90
Memo: Natural Gas Equivalent Cost (Subsidized Hydrogen) $/MMBTU $21.80 $35.85 $20.75 $30.95 $10.75 $20.70 $9.70 $16.60
Levelized Cost of HydrogenKey Assumptions
Source: Lazard and Roland Berger estimates and publicly available information.
(1) LHV” refers to the lower heating value of the electrolyzer.
C LCOH V4.0
47
Copyright 2024 Lazard
This analysis has been prepared by Lazard for general informational and illustrative purposes only, and it is not intended to be, and should not be construed as, financial
or other advice. No part of this material may be copied, photocopied or duplicated in any form by any means or redistributed without the prior written consent of Lazard.
George Bilicic
Vice Chairman of Investment Banking, Global Head of Global Power, Energy & Infrastructure
Tel: +1 212 632-1560
george.bilicic@lazard.com
Doug Fordyce
Head of Houston Office
Tel: +1 713 236-4640
doug.fordyce@lazard.com
Akshay Dhiman
Managing Director
Tel: +1 212 632-1535
Pablo Hernandez
Schmidt-Tophoff
Managing Director
Tel: +1 713 236-4618
Gregory Hort
Managing Director
Tel: +1 212 632-6022
Frank Daily III
Managing Director
Tel: +1 713 236-4647
Samuel Scroggins
Managing Director
Tel: +1 212 632-6758
samuel.scroggins@lazard.com
Daniel Katz
Director
Tel: +1 212 632-1966
Mark Lund
Director
Tel: +1 713 236-4639
Gerard Pechal
Director
Tel: +1 713 236-4673
Gennadiy Ryskin
Director
Tel: +1 713 236-4624
Zac Scotton
Director
Tel: +1 713 236-4652
Li Wynn Tan
Director
Tel: +1 212 632-1313
Mattia Battilocchio
Vice President
Tel: +1 212 632-6389
Lauren Davis
Associate
Tel: +1 332 204-5527
Jack Giletto
Associate
Tel: +1 713 236-4655
jack.giletto@lazard.com
Emily Sanchez
Associate
Tel: +1 332 204-5591
emily.sanch[email protected]m
Vivek Singh
Associate
Tel: +1 332 204-5110
vivek.p.singh@lazard.com
Zain Baquer
Analyst
Tel: +1 917 994-3302
Quinn Lewis
Analyst
Tel: +1 332 204-5512
quinn.lewis@lazard.com
George Rao
Analyst
Tel: +1 332 204-5512
Jack Telle
Analyst
Tel: +1 332 204-5512
jack.telle@lazard.com
Bill Sembo
Senior Advisor
Tel: +1 713 236-4653
bill.sembo@lazard.com
Barbara Burger
Senior Advisor
Tel: +1 713 236-4633
C LCOH V4.0
48
Lazard’s LCOE+ will continue to evolve over time, and we appreciate that there can, and will be, varied views regarding the specifics of our analyses. Accordingly, we would
be happy to discuss any of our underlying assumptions and analyses in further detailand, to be clear, we welcome these discussions as we try to improve our studies over
time. In that regard, the studies remain our attempt to contribute in a differentiated and impactful manner to the Energy Transition. Importantly, the Energy Transition is
broader in scope than the deployment of renewable energy generation and a cross-sector focus is critical (e.g., energy efficiency, renewable fuels, decarbonization of
industry/supply chain, etc.).
More generally, Lazard remains committed to our Power, Energy & Infrastructure Group clients, who remain our highest priority. In that regard, we believe that we have the
greatest allocation of resources and effort devoted to this sector of any investment bank. Further, we have an ongoing and intense focus on strategic issues that require long-
term commitment and planning. Accordingly, Lazard strives to maintain its preeminent position as a thought leader and leading advisor to clients on their most important
matters, especially in this Industry.
If you have any questions regarding this memorandum or Lazard’s LCOE+, please feel free to contact any member of the Lazard Power, Energy & Infrastructure Group,
including those listed below.