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The variability of solar and wind generation increases transmission network operating costs associated with maintaining system stability. These ancillary services costs are likely to increase as a share of total energy costs in regions with ambitious renewable energy targets. We examine how ecient deployment of intermittent renewable generation capacity across locations depends on the costs of balancing real-time system demand and supply. We then show how locational marginal network taris can be designed to implement the ecient outcome for intermittent renewable generation unit location decisions. We demonstrate the practical applicability of this approach by applying our theory to obtain quantitative results for the California electricity market.

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The following is Part 2 of a two-article series on Stanford e-Oita. For Part 1, please go here. 


Stanford e-Oita is an online course for high school students in Oita Prefecture in the southwestern island of Kyushu, Japan, that is sponsored by the Oita Prefectural Government. Launched in fall 2019, it is offered by the Stanford Program on International and Cross-Cultural Education (SPICE) in collaboration with the Oita Prefectural Board of Education. SPICE is grateful to Oita Prefectural Governor Katsusada Hirose whose vision made this course possible.

Note: The content of this publication has not been approved by the United Nations and does not reflect the views of the United Nations or its officials or Member States. 


Stanford e-Oita was launched in October 2019, soon after the Climate Action Summit at the United Nations. Over six million people marched in protest all over the world. It was another wake-up call to global warming. Swedish activist, Greta Thunberg’s UN speech on the environmental crisis addressed the world, but resonated with the youth in particular, who made up many of the 5000 protesters at rallies throughout Japan. A high school student herself, “Greta-san’s” UN address also spoke to high school students throughout Japan including those in the smallest of towns in Oita Prefecture.

With a population of a little over a million, Oita Prefecture is located in the lush and mountainous island of Kyushu. It’s known for its onsen (hot springs) which bubble with organic minerals from the rich, volcanic deposits below. Steam rises from onsen towns like Beppu City as well as neighboring Yufuin in Yufu City at the foothill of Mt. Yufu. Stanford e-Oita students are from 15 high schools in Oita Prefecture. They are from the southern towns of Tsukumi and Usuki, known for their stone Buddhas. They are from Nakatsu and Usa, home to the head Hachiman Shrine, along the northern coast. They also come from the historic cities of Hita and Taketa further inland.

My reflections on the course follow, interspersed with comments made by students in their online discussions, in their final presentations, or in evaluations that were used for assessment, collected by Mr. Keisuke Toyoda and Mr. Hironori Sano of the Oita Prefectural Board of Education. Both teachers attended my class as well as the four days of final student presentations.

This year’s inaugural cohort focused on U.S.–Japan relations, the United Nations Sustainable Development Goals (UNSDGs), and entrepreneurship. The six-month course ended in April 2020, just as the world began to lock down due to the COVID-19 pandemic.

To first- and second-year high school students, the 17 UNSDGs can seem broad and a bit intimidating, but my 30 Stanford e-Oita students reframed unfamiliar concepts like “Sustainable Cities” and “Responsible Consumption and Production” to more familiar terms such as “tourism” and “recycling,” and even “up-cycling.” They soon realized that not only do these issues reflect so much of the immediate world around them, these agendas are also interconnected with one another. It grew increasingly clear that each student has an impact on our environment. They also have the responsibility to sustain it whether they’re from Stockholm or Oita.

Oita’s selection to host the Rugby World Cup in October 2019, and its invitation of athletes from New Zealand, presented an opportunity to learn about UNSDGs in an unexpected way. While the international teams were warmly welcomed by Oita’s residents, their arrival may have stirred controversy had the local tourist association not loosened its age-old refusal of bathers with tattoos. While body-art is part of Maori cultural heritage and a source of pride and identity, in Japan, it is often affiliated with the underworld. Stanford e-Oita students used these current events to shift lines of sight and inquiry to have discussions on equity, inclusivity, and human rights.

Students identified one or more UNSDGs that resonated with their concerns and personal experiences whether it was the flooding of their neighborhood due to climate change, the rising aging population of their hometown, or the arrival of foreign residents in their communities. For their final presentations, students pitched their ideas on how they would tackle particular social or environmental challenges. They had five minutes to present 10 PowerPoint slides, in English.

Sustainable Cities and Communities
“Sustainable Cities and Communities” must have been the most popular UNSDG among students. This was not surprising considering Oita’s recognition as a major travel destination for onsen. When exploring “Sustainable Cities,” students wondered how onsen culture and tourism could be re-imagined to appeal to, and be accessible to more diverse audiences including teens, young professionals, international visitors, and the LGBT (lesbian, gay, bisexual, and transgender) community.

Stanford e-Oita student Koyomi envisioned a multilingual travel app linking travel agencies, inns, transportation, and tourist destinations, allowing visitors to explore sites and accessibility in real time. Nao looked at ways to address issues common in many regional towns such as population stagnation, vacant housing, and school closings. She suggested launching an interactive website to revitalize interest in historical sites and make regional festivals appealing to youth. Moe thought that historical sites could even be refreshed using “retro” designs and images.

Affordable and Clean Energy
Yuri approached onsen from a different, environmental angle. In her final presentation, she showed us how the onsen steam can harness renewable geo-thermal energy. Unlike nuclear plants, geo-thermal power plants harness energy from turbines, powered by steam, produced by water, and heated by seismic activity.

Nao described the “Heat Island” phenomenon in Japan: cities in urban areas are warmer than nearby rural areas, having the potential to raise the temperature of urban areas by several degrees, enough to affect weather patterns. One way to counter this effect would be to develop innovative and environmental “green roof” buildings.

Airi commented, “Before, I thought that onsen were just a source of tourism but onsen can also be thought of as renewable energy. It’s amazing that onsen can have many uses. We need to preserve this wonderful culture in Oita!” Students recognized that their neighborhoods, whether they lived in the city or in remote towns, were rich in resources and stories. 

Quality Education
Next, Stanford e-Oita students approached the UNSDG, “Quality Education.” Rather than focusing on the social and educational services for students already enrolled in schools, students looked at the potential educational needs of working, foreign students and their families, as well as foreigners who want to permanently relocate to Oita to work. Ken hoped to see laws enacted to provide these permanent immigrants with voting rights so they can become more empowered and contribute to Japanese society.

Kohaku proposed a cultural school for foreigners that would allow them to attend night classes, online. This would offer those working during the day with a chance to build up their language skills while simultaneously learn about Japanese culture and history. Proposals like this touch on education, gender, and economic growth, showing the inter-connectedness of UNSDGs. 

Hozuki supported online classes for non-traditional students who need flexible learning options. She also welcomed this option for youth who resist attending school due to bullying, domestic abuse, or a family’s financial insecurity. Hozuki added, “It would create a ‘safe space’ for them.”

Gender Equality
“International Coming Out Day” on October 11th is another “safe space” for individuals wanting to reach out to their communities for support and self-empowerment. Manaka pointed to specific “gender free” and “barrier-free” spaces that provide daredemo toire (the “anyone toilet”). Acknowledgment of “safe spaces” like these reduces the harassment and violence that many LGBT communities face.

Zero Hunger/Clean Water and Sanitation
Ayami pointed to the importance of promoting local foods and labeling it for transparency and accountability. Amiko suggested the creation of “Oita Care Packages” that would simultaneously promote local food to other regions of Japan and minimize food waste.

Asako made sure to add that the production of food also involved aquaculture. Honoka and Yuri noted that the management of these marine resources should begin with measures countering pollution.

Amika, who gave a presentation on tackling food waste using an app, commented, “I realized that there was something that even young people can do.” When asked how she would finance the development of her app, she replied with confidence, “Oh, I’ll just crowdfund!” Technology and social media have made it easier for students to collaborate and share ideas. This is certainly the case for tech-savvy high school students.

Conclusion
Big social change can come from individuals in small and remote towns. Stanford e-Oita students have shown that their hometowns in Oita offer fascinating contexts to begin conversations on sustainability. Students have gained a deeper appreciation of local natural resources, cultural traditions, and historical sites. They also gained a sense that they, too, can contribute to social change right from their own backyards. Yuzu noted, “What I enjoyed most about the final presentations was that I was able to get to know ‘Oita’ from different perspectives.”

Now, better equipped with the confidence to discuss their ideas and speak up about their local and global concerns, e-Oita students may feel a step closer to even internationally recognized activists like fellow teen Greta Thunberg. If the UNSDGs represent our world’s commitment to building a better world for people by 2030, then Stanford e-Oita students would be the perfect Gen Zers to stand alongside Greta to do just that. 

Acknowledgements
SPICE provided me with an opportunity to invite artists, activists, researchers, and entrepreneurs (including several Stanford alumni) to share their personal and professional stories with students over Zoom. Their openness to address questions put Stanford e-Oita students at ease, allowing them to take a bold step out of their comfort zones and engage. I’d like to thank the following individuals for their collaborative spirit and generosity:

Gary Mukai
Director, Stanford Program on International and Cross-Cultural Education (SPICE)

Michelle Kumata
Artist and Former Exhibition Director, Wing Luke Museum of the Asian Pacific American Experience

Jan Johnson
Owner, Panama Hotel [National Historic Landmark] in Seattle's Nihonmachi (Japantown)

Glenda Pearson
President, Friends of Mukai Farm & Garden [National Register of Historic Places]

The Honorable Norman Mineta
Former U.S. Secretary of Commerce and Transportation

Xiao Wang
CEO, Co-Founder, Boundless Immigration

Sara Daniels
CEO, Co-Founder, Blue Canoe Learning

Jonathan Poli
Product Design Engineer, Seattle Children's Hospital


SPICE also offers online courses to U.S. high school students on Japan (Reischauer Scholars Program), China (China Scholars Program), and Korea (Sejong Korea Scholars Program), and online courses to Chinese high school students on the United States (Stanford e-China Program) and to Japanese high school students on the United States and U.S.–Japan relations (Stanford e-Japan Program). 

To stay informed of SPICE news, join our email list and follow us on Facebook, Twitter, and Instagram.


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United Nations Sustainable Development Goals; reprinted with approval of the United Nations.
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Daily city-level expenditures and prices are used to estimate the price responsiveness of gasoline demand in the United States. Using a frequency of purchase model that explicitly acknowledges the distinction between gasoline demand and gasoline expenditures, the price elasticity of demand is consistently found to be an order of magnitude larger than estimates from recent studies using more aggregated data. Estimating demand using higher levels of spatial and temporal aggregation is shown to produce increasingly inelastic estimates. A decomposition is then developed and implemented to understand the relative importance of several different factors in explaining this result.

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This paper formulates and estimates a household-level, billing-cycle water demand model under increasing block prices that accounts for the impact of monthly weather variation, the amount of vegetation on the household’s property, and customer-level heterogeneity in demand due to household demographics. The model utilizes US Census data on the distribution of household demographics in the utility’s service territory to recover the impact of these factors on water demand. An index of the amount of vegetation on the household’s property is obtained from NASA satellite data. The household-level demand models are used to compute the distribution of utility-level water demand and revenues for any possible price schedule. Knowledge of the structure of customer-level demand can be used by the utility to design nonlinear pricing plans that achieve competing revenue or water conservation goals, which is crucial for water utilities to manage increasingly uncertain water availability yet still remain financially viable. Knowledge of how these demands differ across customers based on observable household characteristics can allow the utility to reduce the utility-wide revenue or sales risk it faces for any pricing plan. Knowledge of how the structure of demand varies across customers can be used to design personalized (based on observable household demographic characteristics) increasing block price schedules to further reduce the risk the utility faces on a system-wide basis. For the utilities considered, knowledge of the customer-level demographics that predict demand differences across households reduces the uncertainty in the utility’s system-wide revenues from 70 to 96 percent. Further reductions in the uncertainty in the utility’s system-wide revenues in the, range of 5 to 15 percent, are possible by re-designing the utility’s nonlinear price schedules to minimize the revenue risk it faces given the distribution of household-level demand in its service territory.

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The Department of Defense has begun to ratchet up spending to recapitalize the U.S. strategic nuclear triad and its supporting infrastructure, as several programs move from research and development into the procurement phase.  The projected Pentagon expenditures are at least $167 billion from 2021-2025. This amount does not include the large nuclear warhead sustainment and modernization costs funded by the Department of Energy, projected to cost $81 billion over the next five years.

Nuclear forces require modernization, but that will entail opportunity costs. In a budget environment that offers little prospect of greater defense spending, especially in the COVID19 era, more money for nuclear forces will mean less funding for conventional capabilities.

That has potentially negative consequences for the security of the United States and its allies. While nuclear forces provide day-to-day deterrence, the Pentagon leadership spends most of its time thinking about how to employ conventional forces to manage security challenges around the world. The renewed focus on great power competition further elevates the importance of conventional forces. It is important to get the balance between nuclear and conventional forces right, particularly as the most likely path to use of nuclear arms would be an escalation of a conventional conflict. Having robust conventional forces to prevail in or deter a conventional conflict in the first place could avert a nuclear crisis or worse.

Nuclear Weapons and Budgets

For the foreseeable future, the United States will continue to rely on nuclear deterrence for its security and that of its allies (whether we should be comfortable with that prospect is another question). Many U.S. nuclear weapons systems are aging, and replacing them will cost money, lots of money. The Pentagon’s five-year plan for its nuclear weapons programs proposes $29 billion in fiscal year 2021, rising to $38 billion in fiscal year 2025, as programs move from research and development to procurement. The plan envisages a total of $167 billion over five years. And that total may be understated; weapons costs increase not just as they move to the procurement phase, but as cost overruns and other issues drive the costs up compared to earlier projections.

The Pentagon knew that the procurement “bow wave” of nuclear weapons spending would hit in the 2020s and that funding it would pose a challenge. In October 2015, the principal deputy undersecretary of defense said “We’re looking at that big bow wave and wondering how the heck we’re going to pay for it…  and probably thanking our stars that we won’t be here to have to answer the question.”

The Pentagon’s funding request for fiscal year 2021 includes $4.4 billion for the new Columbia-class ballistic missile submarine that will replace Ohio-class submarines, which will begin to be retired at the end of the decade; $1.2 billion for the life extension program for the Trident II submarine-launched ballistic missile (SLBM); $1.5 billion for the Ground Based Strategic Deterrent, an intercontinental ballistic missile (ICBM) to replace the Minuteman III ICBM; $2.8 billion for the B-21 stealth bomber that will replace the B-1 and B-2 bombers; $500 million for the Long-Range Standoff Missile that will arm B-52 and B-21 bombers; and $7 billion for nuclear command, control and communications systems.

The Pentagon funds primarily go to delivery and command and control systems for nuclear weapons. The National Nuclear Security Administration at the Department of Energy bears the costs of the warheads themselves.  It seeks $15.6 billion for five nuclear warhead life-extension and other infrastructure programs in fiscal year 2021, the first year of a five-year plan totaling $81 billion. The fiscal year 2021 request is nearly $3 billion more than the agency had earlier planned to ask, which suggests these programs are encountering significant cost growth.

Some look at these figures and the overall defense budget (the Pentagon wants a total of $740 billion for fiscal year 2021) and calculate that the cost of building and operating U.S. nuclear forces will amount to “only” 6-7 percent of the defense budget. That may be true, but how relevant is that figure?

By one estimate, the cost of building and operating the F-35 fighter program for the U.S. Air Force, U.S. Navy and U.S. Marines over the program’s lifetime will be $1 trillion. Amortized over 50 years, that amounts to $20 billion per year or “only” 2.7 percent of the Defense Department’s fiscal year 2021 budget request. The problem is that these percentages and lots of other “small” percentages add up. When one includes all of the programs, plus personnel and readiness costs as well as everything else that the Pentagon wants, the percentages will total to more than 100 percent of the figure that Congress is prepared to appropriate for defense.

Opportunity Costs

The defense budget is unlikely to grow. Opportunity costs represent the things the Pentagon has to give up or forgo in order to fund its nuclear weapons programs. The military services gave an indication of these costs with their “unfunded priorities lists,” which this year total $18 billion. These show what the services would like to buy if they had additional funds, and that includes a lot of conventional weapons.

The Air Force, for example, would like to procure an additional twelve F-35 fighters as well as fund advance procurement for an additional twelve F-35s in fiscal year 2022. It would also like to buy three more tanker aircraft than budgeted.

The Army is reorienting from counter-insurgency operations in places such as Afghanistan and Iraq to facing off against major peer competitors, that is, Russia and China. Its wish list includes more long-range precision fires (artillery and short-range surface-to-surface missiles), a new combat vehicle, helicopters and more air and missile defense systems.

The Navy would like to add five F-35s to its aircraft buy, but its bigger desire is more attack submarines and warships, given its target of building up to a fleet of 355 ships. The Navy termed a second Virginia-class attack submarine its top unfunded priority in fiscal year 2021. It has set a requirement for 66 attack submarines and currently has about 50. However, as older Los Angeles-class submarines retire, that number could fall to 42.  Forgoing construction of a Virginia-class submarine does not help to close that gap.

Moreover, the total number of Navy ships, now 293, will decline in the near term, widening the gap to get to 355. The Navy’s five-year shipbuilding program cut five of twelve planned Arleigh Burke-class destroyers, and cost considerations have led the Navy to decide to retire ten older Burke-class destroyers rather than extend their service life for an additional ten years. This comes when China is rapidly expanding its navy, and Russian attack submarines are returning on a more regular cycle to the Atlantic Ocean.

The Navy has said that funding the first Columbia-class ballistic missile submarine forced a cut-back in the number of other ships in its fiscal 2021 shipbuilding request. The decision not to fund a second Virginia-class attack submarine appears to stem directly from the unexpected $3 billion plus-up in funding for the National Nuclear Security Administration’s fiscal year 2021 programs.

These are the opportunity costs of more nuclear weapons: fewer dollars for aircraft, ships, attack submarines and ground combat equipment for conventional deterrence and defense.

Nuclear War and Deterring Conventional Conflict

The principal driving factor behind the size of U.S. nuclear forces comes from Russian nuclear forces and doctrine. Diverse and effective U.S. nuclear forces that can deter a Russian nuclear attack should suffice to deter a nuclear attack by any third country. In contrast to the Cold War, the U.S. military no longer seems to worry much about a “bolt from the blue”—a sudden Soviet or Russian first strike involving a massive number of nuclear weapons designed to destroy the bulk of U.S. strategic forces before they could launch. That is because, under any conceivable scenario, sufficient U.S. strategic forces—principally on ballistic missile submarines at sea—would survive to inflict a devastating retaliatory response.

The most likely scenario for nuclear use between the United States and Russia is a regional conflict fought at the conventional level in which one side begins to lose and decides to escalate by employing a small number of low-yield nuclear weapons, seeking to reverse battlefield losses and signal the strength of its resolve. Questions thus have arisen about whether Russia has an “escalate-to-deescalate” doctrine and whether the 2018 U.S. nuclear posture review lowers the threshold for use of nuclear weapons.

If the United States and its allies have sufficiently robust conventional forces, they can prevail in a regional conflict at the conventional level and push any decision about first use of nuclear weapons onto the other side (Russia, or perhaps China or North Korea depending on the scenario). The other side would have to weigh carefully the likelihood that its first use of nuclear weapons would trigger a nuclear response, opening the decidedly grim prospect of further nuclear escalation and of things spinning out of control. The other side’s leader might calculate that he/she could control the escalation, but that gamble would come with no guarantee.  It would appear a poor bet given the enormous consequences if things go wrong. Happily, the test has never been run.

This is why the opportunity costs of nuclear weapons programs matter. If those programs strip too much funding from conventional forces, they weaken the ability of the United States and its allies to prevail in a conventional conflict—or to deter that conflict in the first place—and increase the possibility that the United States might have to employ nuclear weapons to avert defeat.

For the United States and NATO members, that could mean reemphasis on an aspect of NATO’s Cold War defense policy.  In the 1960s, 1970s and early 1980s, NATO allies faced Soviet and Warsaw Pact conventional forces that had large numerical advantages, and NATO leaders had doubts about their ability to defeat a Soviet/Warsaw Pact attack at the conventional level. NATO policy thus explicitly envisaged that, if direct defense with conventional means failed, the Alliance could deliberately escalate to nuclear weapons. That left many senior NATO political and military officials uneasy. Among other things, it raised uncomfortable questions about the willingness of an American president to risk Chicago for Bonn.

Russia found itself in a similar situation at the end of the 1990s. With a collapsing economy following the break-up of the Soviet Union, the Russian government had to cut defense spending dramatically. As its conventional capabilities atrophied, Moscow adopted a doctrine envisaging first use of nuclear weapons to compensate. (In the past fifteen years, as Russia’s defense spending has increased, a significant amount has gone to modernizing conventional forces.)

The United States and NATO still retain the option of first use of nuclear weapons. If the U.S. president and NATO leaders were to consider resorting to that option, they then would be the ones to have to consider the dicey bet that the other side would not respond with nuclear arms or that, if it did, nuclear escalation somehow could be controlled.

Assuring NATO allies that the United States was prepared to risk Chicago for Bonn consumed a huge amount of time and fair amount of resources during the Cold War. At one point, the U.S. military deployed more than 7000 nuclear weapons in Europe to back up that assurance. Had NATO had sufficiently strong conventional forces, the Alliance would have been able to push that risky decision regarding nuclear first use onto Moscow—or even have been able to take comfort that the allies’ conventional power would suffice to deter a Soviet/Warsaw Pact attack.

In modernizing, maintaining and operating a safe, secure and effective nuclear deterrent, the United States should avoid underfunding conventional forces in ways that increase the prospect of conventional defeat and/or that might tempt an adversary to launch a conventional attack. If Washington gets the balance wildly out of sync, it increases the possibility that the president might face the decision of whether to use nuclear weapons first—knowing that first use would open a Pandora’s box of incalculable and potentially catastrophic consequences.

Getting the Balance Right in the COVID19 Era

This means that the Department of Defense and Congress should take a hard look at the balance. The Pentagon presumably has weighed the trade-offs, though it is not a unitary actor.  “Nuclear weapons are our top priority” has been the view of the leadership. The trade-offs have been easier to manage in the past several years, when nuclear programs were in the research and development phase, and defense budgets in the first three years of the Trump administration grew. As nuclear programs move into the more expensive procurement phase and the fiscal year 2021 budget shows little increase, the challenge of getting the balance right between nuclear and conventional spending has become more acute. It is not apparent that the Pentagon has weighed the opportunity costs over the next ten-fifteen years under less optimistic budget scenarios.

As for Congress, which ultimately sets and approves the budget, no evidence suggests that the legislative branch has closely considered the nuclear vs. conventional trade-offs.

All that was before COVID19. The response to the virus and dealing with the economic disruption it has caused have generated a multi-trillion-dollar budget deficit in 2020 and likely will push up deficits in at least 2021. It would be wise now to consider the impact of COVID19.

Having added trillions of dollars to the federal deficit, and facing an array of pressing health and social needs, will Congress be prepared to continue to devote some 50 percent of discretionary funding to the Department of Defense’s requirements? Quite possibly not. If defense budgets get cut, the Pentagon will face a choice:  shift funds from nuclear to conventional force programs, or accept shrinkage of U.S. conventional force capabilities and—as the United States did in the 1950s and early 1960s—rely on nuclear deterrence to address a broader range of contingencies. In the latter case, that would mean accepting, at least implicitly, a greater prospect that the president would have to face the question of first use of nuclear weapons, i.e., a conventional conflict in which the United States was losing.

This is not to suggest that the U.S. military should forgo the strategic triad. Trident II SLBMs onboard ballistic missile submarines at sea remain the most survivable leg of the strategic deterrent. The bomber/air-breathing leg offers flexibility and can carry out conventional missions. The ICBM leg provides a hedge against a breakthrough in anti-submarine warfare. Moreover, if in a crisis or a conventional conflict, the Russian military were to develop the capability to attack U.S. ballistic missile submarines at sea, the Kremlin leadership might well calculate that it could do so without risking a nuclear response. Attacking U.S. ICBMs, on the other hand, would necessitate pouring hundreds of nuclear warheads into the center of America. A Russian leader presumably would not be so foolish as to think there would be no nuclear retaliation.

While sustaining the ICBM leg, one can question whether maintaining 400 deployed ICBMs, as the current plan envisages, is necessary. Reducing that number for the Ground-Based Strategic Deterrent (GBSD) would achieve budget savings, albeit later in the production run.  Another question is whether some way might be found to extend the service life of some portion of the current Minuteman III force that would allow delaying the GBSD program, which is projected to cost $100 billion, by ten-fifteen years and postponing those costs—freeing up funds in the near term for conventional force requirements.

Another issue concerns the Long-Range Standoff Missile (LRSO) and its cost, estimated at some $20 billion when including the nuclear warheads. The B-21 bomber will incorporate stealth and advanced electronic warfare capabilities allowing it to operate against and penetrate sophisticated air defenses. The LRSO, to be deployed beginning in 2030, is intended to replace older air-launched cruise missiles carried by the B-52 bomber and could later equip the B-21 if it loses its ability to penetrate.

An alternative plan would convert B-52s in 2030 to conventional-only missions and delay the LRSO to a future point if/when it appeared that the B-21’s ability to penetrate could come into question. By 2030, the Air Force should have a significant number of B-21s (the B-21 is scheduled to make its first flight in 2021 and enter service in 2025). With at least 100 planned, the Air Force should have a sufficient number of B-21s for the 300 nuclear weapons it appears to maintain at airfields where nuclear-capable bombers are currently based.

These kinds of ideas would free up billions of dollars in the 2020s that could be reallocated to conventional weapons systems. Delaying the GBSD and LRSO and their associated warhead programs by just one year (fiscal year 2021) would make available some $3 billion—enough money for a Virginia-class attack submarine.  Delaying those programs for ten-fifteen years would make tens of billions of dollars available for the military’s conventional force needs.

All things being equal, it is smarter and more efficient to choose to make decisions to curtail or delay major programs rather than to continue them until the money runs out and forces program termination. As it examines the administration’s proposed fiscal year 2021 defense budget, Congress should carefully consider the trade-offs and press the Pentagon to articulate how it weighed the trade-offs between nuclear and conventional forces. In the end, Congress should understand whether it is funding the force that is most likely to deter not just a nuclear attack, but to deter a conventional conflict that could entail the most likely path to nuclear war.

Originally for The National Interest

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Charging full requirements customers for distribution network services using the traditional cents per kilowatt-hour (KWh) price creates economic incentives for consumers to invest in distributed generation technologies, such as rooftop solar photovoltaics, despite the fact that marginal cost of grid-supplied electricity is lower. This paper first assesses the economic efficiency properties of this approach to transmission and distribution network pricing and whether current approach to distribution network pricing implies that full-requirement customers cross-subsidize distributed solar customers. Using data on quarterly residential distribution network prices and distributed solar installations from California’s three largest investor-owned utilities I find that larger amounts of distributed solar capacity and more geographically concentrated solar capacity predict higher distribution network prices and average distribution network costs. This result continues to hold even after controlling for average distribution network costs for the utility, Using these econometric model estimates, I find that 2/3 of the increase in residential distribution network prices for each of the three utilities between 2003 and 2016 can attributed to the growth distributed solar capacity. The paper then investigates the extent of the legal obligation that distributed solar generation customers have to pay for sunk costs of investments in the transmission and distribution networks. The paper closes with a description of an alternative approach to distribution network pricing that is likely to increase the economic signals for efficient electricity consumption and the incentive for cost effective installation of distributed solar generation capacity.

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Economists traditionally argue that forward commodity markets allow more efficient risk-sharing and information aggregation. However, there is little empirical evidence that commodity markets provide economic benefits to producers and consumers of the commodity. This paper demonstrates that the introduction of financial trading to California’s electricity market on February 1st, 2011 improved price discovery and lowered production costs. Specifically, we document that the average, standard deviation and maximum of the differences between day-ahead and real-time electricity prices across California fell after 2/1/2011. Moreover, variable input costs (input energy) per MWh fell by 3% (4%) in high demand hours after 2/1/2011.

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Frank Wolak
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We report results from a large field experiment that with a few hours prior notice provided Danish residential consumers with dynamic price and environmental signals aimed at causing them to shift their consumption either into or away from certain hours of the day. The same marginal price signal is found to cause substantially larger consumption shifts into target hours compared to consumption shifts away from target hours. Consumption is also reduced in the hours of the day before and after these into target hours and there is weaker evidence of increased consumption in the hours surrounding away target hours. The same into versus away results hold for the environmental signals, although the absolute size of the e ects are smaller. Using detailed household-level demographic information for all customers invited to participate in the experiment, both models are re-estimated accounting for this decision. For both the price and environmental treatments, the same qualitative results are obtained, but with uniformly smaller quantitative magnitudes. These selection-corrected estimates are used to perform a counterfactual experiment where all of the retailer’s residential customers are assumed to face these dynamic price signals. We find substantial wholesale energy cost savings for the retailer from declaring into events designed to shift consumption from high demand periods to low demand perio ds within the day, which suggests that such a pricing strategy could significantly reduce the cost of increasing the share of greenhouse gas free wind and solar electricity production in an electricity supply industry.

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National Bureau of Economic Research
Authors
Frank Wolak
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Recent behavioral models of reference-dependent or context-dependent preferences have posited that consumers form reference points or consideration sets based on expectations. We investigate this hypothesis empirically within the retail gasoline market. Given that gasoline consumers have been shown to form price expectations based on past price lev- els, reference- or context-dependence would likely cause gasoline demand to become more price-sensitive when prices are high relative to the recent past (i.e., higher than expected). Consistent with these predictions, we find that gasoline demand in the U.S. is up to three times more elastic when prices rise above their average over the previous year than when prices fall below this average. Reference-price effects vary substantially across cities with different demographic and commuting patterns, and cities that have less elastic demand for gasoline are shown to exhibit greater asymmetry in demand responsiveness. These findings provide valuable new evidence to support recent developments in the behavioral litera- ture and also broaden our understanding of the factors affecting temporal and geographic heterogeneity in the price responsiveness of gasoline demand and the influence of price volatility on overall gasoline consumption.

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Program on Energy and Sustainable Development
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Frank Wolak
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