Lucas Woodley’s research while affiliated with Harvard University and other places

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Publications (7)


Estimating the tipping point for lithium iron phosphate batteries
  • Article

January 2025

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7 Reads

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2 Citations

Applied Energy

Ashley Nunes

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Chung Yi See

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Lucas Woodley

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[...]

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Gao Liu

Overview of EV sales scenarios and impact of mineral supply constraints
a estimates for sedan only fleet. b estimates for SUV + sedan fleet.
Estimates reflect production constraints, trends in consumption patterns, and import patterns
Overview of mineral demands versus available supply (Optimal chemistry – NMC 811).
Estimates reflect production constraints, trends in consumption patterns, and import patterns
Overview of mineral demands versus available supply (Market mix).
Climate impacts of critical mineral supply chain bottlenecks for electric vehicle deployment
  • Article
  • Full-text available

August 2024

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59 Reads

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11 Citations

New tailpipe emissions standards aim to increase electric vehicle (EV) sales in the United States. Here, we analyze the associated critical mineral supply chain constraints and enumerate the climate consequences of these constraints. Our work yields five findings. First, the proposed standard necessitates replacing at least 10.21 million new internal combustion engine vehicles with EVs between 2027 and 2032. Second, based on economically viable and geologically available mineral reserves, manufacturing sufficient EVs is plausible and reduces up to 457.3 million tons of CO2e. Third, mineral production capacities in the United States and amongst allies support the deployment of 5.09 million vehicles between 2027 and 2032, well short of compliance target. Fourth, this shortfall produces at least 59.54 million tons of CO2e in lost lifecycle emissions benefits. Fifth, limited production of battery-grade graphite and cobalt may represent particularly profound constraints. Pathways that afford comparable emission reductions are subsequently explored.

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Auto procurement and utilization trends analysis based on NHTS data
Historical automotive trend data.
Requisite EV longevity thresholds
a, Scenario 1: requisite EV longevity threshold (yr) to achieve the 28,069 mile requisite aggregate utilization threshold. Blue text represents current EV utilization multipliers (the proportion of miles EVs cover compared to equivalent ICEVs), annual vehicle utilization and new vehicle ownership duration. Red shades denote conditions wherein estimated requisite longevity exceeds trends observed today. b, Scenario 2: requisite EV longevity threshold (yr) to achieve the 68,160 mile requisite aggregate utilization threshold. Blue text represents current EV utilization multipliers (the proportion of miles EVs cover compared to equivalent ICEVs), annual vehicle utilization and new vehicle ownership duration. Red shades denote conditions wherein estimated requisite longevity exceeds trends observed today. c, Scenario 3: requisite longevity threshold (yr) to achieve the 28,069 mile requisite aggregate utilization threshold. Blue text represents current EV utilization multipliers (the proportion of miles EVs cover versus equivalent ICEVs), primary versus secondary vehicle utilization percentage and new vehicle ownership duration. Red shades denote conditions wherein estimated requisite longevity exceeds current trends. d, Scenario 4: requisite longevity threshold (yr) to achieve the 68,160 mile requisite aggregate utilization threshold. Blue text represents current EV utilization multipliers (the proportion of miles EVs cover versus equivalent ICEVs), primary versus secondary vehicle utilization percentage and new vehicle ownership duration. Red shades denote conditions wherein estimated requisite longevity exceeds current trends.
Re-thinking procurement incentives for electric vehicles to achieve net-zero emissions

June 2022

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201 Reads

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56 Citations

Nature Sustainability

Procurement incentives are a widely leveraged policy lever to stimulate electric vehicle (EV) sales. However, their effectiveness in reducing transportation emissions depends on the behavioural characteristics of EV adopters. When an EV is used, under what conditions and by whom dictates whether or not these vehicles can deliver emissions reductions. Here, we document that replacing gasoline powered vehicles with EVs may—depending on behavioural characteristics—increase, not decrease, emissions. We further show that counterfactual vehicle inventory—how many vehicles a household would own absent an EV purchase—is an important influencer of these effects. We conclude that achieving emissions reductions using EVs requires redesigning procurement incentive programmes in a manner that (re)distributes incentives towards the second-hand EV market. Doing so would not only facilitate emissions reductions but also address fiscal prudency and regressivity concerns associated with these programmes.


Figure 3: Relief eligibility estimates by parental group (S2). Solid lines represent values generalizable to the population. Dotted lines indicate underestimated population-wide values. Values that cannot be estimated are omitted from presentation/analysis.
Figure 4: Relief eligibility for maximum envisioned per-child benefit. A and B correspond to S1 and S2 scenario respectively.
Figure 5: Relief eligibility for refundable only pathways. A and B correspond to S1 and S2 scenario respectively.
Figure 6: Impact of ACTC-CTC parity by credit size. A and B correspond to S1 and S2 scenario respectively.
Estimating beneficiaries of the child tax credit: past, present, and future

May 2022

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144 Reads

Government efforts to address child poverty commonly encompass economic assistance programs that bolster household income. The Child Tax Credit (CTC) is the most prominent example of this. Introduced by the United States Congress in 1997, the program endeavors to help working parents via income stabilization. Our work examines the extent to which the CTC has done so. Our study, which documents clear, consistent, and compelling evidence of gender inequity in benefits realization, yields four key findings. First, stringent requisite income thresholds disproportionally disadvantage single mothers, a reflection of the high concentration of this demographic in lower segments of the income distribution. Second, married parents and, to a lesser extent, single fathers, are the primary beneficiaries of the CTC program when benefits are structured as credits rather than refunds. Third, making program benefits more generous disproportionally reduces how many single mothers, relative to married parents and single fathers, can claim this benefit. Fourth and finally, increasing credit refundability can mitigate gender differences in relief eligibility, although doing so imposes externalities of its own. Our findings can inform public policy discourse surrounding the efficacy of programs like the CTC and the effectiveness of programs aimed at alleviating child poverty.

Citations (6)


... These components operate through a lithium-ion intercalation process, where lithium ions migrate between the anode and cathode to store or discharge energy. The choice of battery chemistry significantly influences energy density, lifespan, cost, and sustainability [49][50][51]. ...

Reference:

Critical Materials for EV Batteries: Challenges, Opportunities, and Policymakers
Estimating the tipping point for lithium iron phosphate batteries
  • Citing Article
  • January 2025

Applied Energy

... Among the resource supply models that have been developed, most rely on Hubbert curves [17][18][19] , which use a simple mathematical model to forecast production with country-level data for total mineral resources. Other mineral supply studies have used dynamic models, such as schedule models 20 , predator-prey models 21 or linear programming (optimization) 8,22 ; machine learning methods based on limited historical production data 23 ; assessments using only current production and project announcements to forecast future supply 24 ; ...

Climate impacts of critical mineral supply chain bottlenecks for electric vehicle deployment

... The magnitude of the differential between abatement costs and the SCC warrants scrutiny from policymakers given the evolution of intent of CAFE standards away from being a mechanism for reducing dependence on foreign oil, to a means of lessening GHG emissions by reducing oil consumption altogether (57). Given the concurrent need to reduce GHG emissions and maintain energy security, while ensuring that efforts to do so are cost effective, our results highlight the need to explore alternative regulations that achieve more robust emissions reductions per dollar spent (58,59). ...

Which state is the cleanest of them all? Pricing long run heterogeneity in carbon abatement costs across America
  • Citing Article
  • August 2024

Journal of Cleaner Production

... The magnitude of the differential between abatement costs and the SCC warrants scrutiny from policymakers given the evolution of intent of CAFE standards away from being a mechanism for reducing dependence on foreign oil, to a means of lessening GHG emissions by reducing oil consumption altogether (57). Given the concurrent need to reduce GHG emissions and maintain energy security, while ensuring that efforts to do so are cost effective, our results highlight the need to explore alternative regulations that achieve more robust emissions reductions per dollar spent (58,59). ...

Targeted electric vehicle procurement incentives facilitate efficient abatement cost outcomes
  • Citing Article
  • May 2023

Sustainable Cities and Society

... Nevertheless, during the actual process of R&D, significant uncertainties arise in various facets, including technology, market, and policies, the success and timing of technological innovation carry a high degree of uncertainty [2][3][4]. For instance, the electric vehicle batteries industry faces uncertainties associated with material technology upgrades [5], ambiguous market dynamics (electric or hydrogen energy) [6], and the reduction of subsidies for new energy vehicles W. Guo, Y. Liang and M. Lei [7]. The timing of achieving a technological breakthrough in performance remains uncertain [8]. ...

Governments should optimize electric vehicle subsidies
  • Citing Article
  • March 2023

Nature Human Behaviour

... Similar scrutiny should be applied to regulations that rely on specific discount rates to be net beneficial. Doing so would not only facilitate emissions reductions but also address economic policy concerns associated with these regulations (14,51 For example, the regulators may conclude that the regulation delivers a net-benefit per unit regulated but may not give an economy-wide estimate of the benefit. Or, the regulators may acknowledge a benefit but not report, or the benefit category is simply unmentioned.' ...

Re-thinking procurement incentives for electric vehicles to achieve net-zero emissions

Nature Sustainability