Zach Ming is a Director in E3’s resource planning practice, with an emphasis on the reliability of high renewable electricity systems. He also has extensive expertise in regulatory and rate design issues, distributed resource cost effectiveness, and market design. He combines technical acumen with a talent for distilling complex topics into clear, actionable takeaways. Mr. Ming has been the lead author on several high-profile resource planning studies including Long-Run Resource Adequacy under Deep Decarbonization Pathways for California and Resource Adequacy in the Pacific Northwest. Mr. Ming teaches a graduate level course at Stanford University titled Electricity Economics that provides a foundation of economic principles on the topics of regulation, planning, and operation of electric utilities.
Zach enjoys being on the front lines of the most interesting topics in the industry and analyzing the rapid transformation of the electricity sector. He is passionate about creating an electricity system that is both economically efficient and environmentally sustainable.
Zach joined E3 in 2013. His prior experience includes internships at General Electric, Citigroup, Oklahoma Gas & Electric, and MAP Royalty.
Education: MS, management science and engineering (energy and environment track), and BS, civil and environmental engineering (atmosphere and energy), Stanford University
- Assessment of Market Reform Options to Enhance Reliability of the ERCOT System
- Capacity and Reliability Planning in the Era of Decarbonization
- The Load-Serving Entity Reliability Obligation: A Market Design Reform to Ensure Electric Reliability in Texas
- Scalable Markets for the Energy Transition: A Blueprint for Wholesale Electricity Market Reform
- The Role of Firming Generation in Microgrids: A California Case Study
- Net-Zero New England: Ensuring Electric Reliability in a Low-Carbon Future
- Long-Run Resource Adequacy Under Deep Decarbonization Pathways for California
- Resource Adequacy in the Pacific Northwest
- California Net Energy Metering Ratepayer Impacts Evaluation
- Nevada Net Energy Metering Impacts Evaluation
- South Carolina Act 236 Cost Shift and Cost of Service Analysis
- Nevada Net Energy Metering Impacts Evaluation 2016 Update
- 2019 TDV Updates
- Time Dependent Valuation of Energy for Developing Building Efficiency Standards
- CPUC Avoided Cost DRAFT Results
- Avoided Costs 2016 Interim Update
- The Benefits and Costs of Net Energy Metering in New York
Net Zero Carbon Pathways Study | Omaha Public Power District, 2021
To support the development of its 2021 Integrated Resource Plan (IRP), Omaha Public Power District (OPPD) engaged E3 to perform a comprehensive study on various pathways for OPPD to achieve net zero carbon by 2050. With a goal of net zero carbon emissions by 2050, OPPD sought a study to understand different pathways to achieve their target emissions, reliability, costs, and generation. E3’s study consisted of three primary phases: multi-sector modeling using the E3 PATHWAYS model to develop multiple electricity sector demand forecasts; reliability and resiliency analysis using the E3 RECAP model; and portfolio optimization using the E3 RESOLVE model to develop cost-optimal electricity portfolios that achieved both net-zero carbon and target reliability by 2050. E3 found that OPPD can achieve net zero while balancing affordability and reliability and that all net zero pathways require a cessation of coal generation and reduced use of fossil generation. A mix of new low-carbon resources including renewable energy, energy storage, and community-wide energy efficiency will be required as well as firm capacity resources, which will be needed to maintain resource adequacy.
Pacific Northwest Resource Adequacy Study | Pacific Northwest Utilities, 2018-19
E3 was retained by a consortium of public and private utilities in the Pacific Northwest to evaluate regional resource adequacy under a resource mix that, for both economic and public policy reasons, is transitioning toward higher levels of renewable energy and storage and away from coal. The study used E3’s RECAP model to examine the reliability of different portfolios and reliability contributions of individual resources such as wind, solar, hydro, and energy storage. The study examined both near-term (2030) and long-term (2050) systems. The results found that the Northwest region needs new capacity in the near term to meet growing loads and compensate for planned coal retirements. In the long term, E3 found that deep decarbonization could be achieved if sufficient firm capacity was retained for reliability during times of low wind, solar, and hydro generation. While wind, solar, hydro, and battery storage could provide reliability benefits to the system, replacing all carbon-emitting firm resources with these alternatives was found to be impractical due to the large overbuild required. Study sponsors included the Public Generating Pool (PGP), a consortium of publicly owned utilities in Washington and Oregon; Avista Corporation; Puget Sound Energy; and Northwestern Energy.
Long-Run Resource Adequacy Under Deep Decarbonization Pathways for California | Calpine, 2018-19
Building on E3’s prior work for the California Energy Commission, this study examines which resources will be needed to maintain resource adequacy in a future California electricity system that is deeply decarbonized and heavily dependent on renewable energy and electric energy storage to meet California’s economy-wide 2050 greenhouse gas reduction goal. Whereas E3’s previous work identified resources California should build to meet GHG and renewable energy targets, this study takes an in-depth look at electric system reliability requirements – and specifically which resources are needed to maintain acceptable long-run reliability in a cost-effective manner. After examining resource adequacy through loss-of-load-probability (LOLP) modeling across thousands of simulated years using its RECAP model, E3 found that achieving economy-wide goals does not require full decarbonization of the electricity sector and that the least-cost electricity portfolio to meet 2050 economy-wide goals includes very large quantities of solar + storage and retains 17 GW to 35 GW of firm natural gas capacity for reliability.
Litigation: pipeline toll restructuring proposal | Canadian Association of Petroleum Producers, 2013–14
The Canadian Association of Petroleum Producers (CAPP) retained E3 to develop regulatory strategy and testify before the Canadian National Energy Board (NEB) in proceedings opposing TransCanada’s proposal to restructure tolls on the Mainline, which transports natural gas from western Canada to eastern markets. TransCanada had proposed restructuring tolls to maintain the line’s economic viability, as throughput declined due to soaring shale gas production in the northeastern U.S. The proposed change shifted fixed costs away from shippers, who were direct customers of the Mainline, toward producers, who were supplying gas to TransCanada’s own distribution network. Our alternative on behalf of CAPP offered a performance-based incentive with some pricing flexibility and balancing accounts that allowed TransCanada a reasonable opportunity to increase throughput and revenues and recover its investment. The NEB ultimately rejected TransCanada’s proposal in favor of CAPP’s, averting a shift of $300 million per year in fixed costs to western Canadian gas producers.
Litigation: assessing solar resources value | Oregon PUC staff, 2016–17
The Oregon Public Utilities Commission (OPUC) staff retained E3 to develop a methodology for calculating the value of customer-owned solar photovoltaic resources to ratepayers of investor-owned electric utilities, with the aim of informing regulatory policy. E3 partner Arne Olson served as an expert witness on behalf of the commission staff in a litigated case before the OPUC. Our methodology received broad support from stakeholders, including utilities, environmental groups, solar industry advocates, and consumer advocates. The commission is expected to rule on the proposed methodology in early 2017.
Net energy metering tariff evaluation tool | CPUC, 2015
E3 created a public tool for the California Public Utilities Commission (CPUC) to inform the development of a successor to existing net energy metering (NEM) tariffs for eligible customer-sited renewable generators. This tool helped the CPUC and stakeholders balance legislative directives to design tariffs that maintain sustainable growth of such generation and ensure that total benefits to customers are approximately equal to total costs.
The tool lets users evaluate different rate designs, simulating their impact on adoption of customer-sited PV and on bills for all ratepayers, while accounting for feedback effects on future rates and life-cycle cost-effectiveness. Providing a common model to all parties allowed the CPUC and stakeholders to focus on fundamental differences in proposals and scenarios, rather than on disagreements and confusion over model differences.
Time-dependent valuation for building codes | CEC, 1999–present
E3 supports the California Energy Commission (CEC) in implementing the state building energy code by maintaining the economic framework for energy standard requirements and allowed trade-offs for new construction. We have worked with the CEC and its stakeholders since 1999 to continually refine a time-dependent valuation (TDV) methodology, and we are now under contract to support the 2025 Title 24 Update. The TDV methodology uses a 30-year forecast of the social cost of energy that varies hourly and by location to account for shifts in system peaks over time, and regional variations in climate and grid utilization. . E3’s initial study investigated a shift to a value-based standard that accounts for the time and geographic differences in energy costs seen in California energy prices, natural gas and propane markets, as well as in the costs of electric utility distribution and transmission systems. TDV was initially adopted in 2005, and E3 supported the updates in 2008, 2013, 2016, 2019, and 2022.
Avoided Cost Model for evaluating DER programs | CPUC, 2004–present
Since 2004, the California Public Utilities Commission (CPUC) has used E3’s Avoided Cost Model (ACM) to estimate the benefits of energy efficiency, distributed generation, energy storage, and other distributed energy resources (DERs). The ACM has evolved along with energy markets and policy in the West, and it currently projects avoided costs for energy, losses, generation capacity, ancillary services, subtransmission and distribution capacity, renewable portfolio standard purchases, carbon allowances, and other air permit costs. The 30-year hourly forecast is differentiated across California’s 16 climate zones. Since 2019, E3 has provided ongoing support to refine the CPUC’s cost-effectiveness framework for distributed energy resources, expanding the applications of the Avoided Cost Calculator to include the cost-effectiveness of California’s entire DER portfolio.
The CPUC approves over $1 billion in annual funding for DERs using these avoided costs for its cost-effectiveness tests. The ACM is suitable for stakeholder processes and contentious regulatory proceedings because it uses robust methods and publicly available input data. E3 also allows the download of the ACM so that all stakeholders can audit any of the calculations.
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