Industry Research

This global energy supply-demand model combines our supply outlooks for coal, oil, gas, LNG, wind and solar, nuclear and hydro, into a build-up of useful global energy balances in 2023-30. Energy markets can be well-supplied from 2025-30, barring and disruptions, but only because emerging industrial superpowers will continuing using high-carbon coal.
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5 million industrial robots have now been deployed globally, in an $18bn pa market. But growth could inflect, with the rise of AI, and to solve labor bottlenecks, as strategic value chains are re-shored. Robotics effectively substitute labor inputs for electricity inputs. Hence today’s 18-page report compiles 25 case studies, explores the theme and who benefits?
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US electricity sales reached 4,000 TWH in 2024, rising +2.3% YoY, and bringing the trailing ten-year CAGR to 0.5% pa. The current breakdown is 38% residential, 36% commercial, 26% industrial. All three are now growing. To help understand load growth, this data-file is a breakdown of US electricity demand by sector, by use and over time.
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Europe’s energy ambitions are now intractable: It is just not feasible to satisfy former climate goals, new geopolitical realities, and also power future AI data centers. Hence this 18-page report evaluates Europe’s energy options; predicts how policies are going to change; and re-forecasts Europe’s gas and power balances, both to 2030 and to 2050.
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Drones cost just $1k-100k each. They may use 95-99% less energy than traditional vehicles. Their ascent is being helped by battery technology and AI. Hence this 14-page report reviews recent progress from 40 leading drone companies. What stood out most was a re-shaping of the defense industry, plus helpful deflation across power grids, renewables, agriculture, mining and last-mile delivery.
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Microwave Chemical is a small-cap company, developing microwave-based heating solutions, across over a dozen use cases, from acrylic recyling, to producing food/cosmetic compounds, to carbon fiber (particularly interesting!). We reviewed a dozen of the company’s patents in this data-file, which is a Microwave Chemical technology review and finds a moat in efficient microwave heating.
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Increasingly efficient AI should unlock ever more widespread and more sophisticated uses of AI. This is shown by reviewing 40,000 patents from 200 industrial companies. This 15-page report summarizes notable companies, patent filings, and updates our 2030 forecasts for AI energy.
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eHighways electrify heavy trucks via overhead catenary wires. They have been de-risked by half-a-dozen real-world pilots. High-utilization routes can support 10% IRRs on both road infrastructure and hybrid trucks. This 15-page report finds benefits in logistics networks and for integrating renewables?
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A Kardashev scale civilization uses all the energy it has available. Hence this 16-page report explores ten futuristic uses for global energy, which could absorb an additional 50,000 TWH pa by 2050 (60% upside), mainly from solar. And does this leap in human progress also allay climate concerns better than pre-existing roadmaps to net zero?
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Absorption chillers perform the thermodynamic alchemy of converting waste heat into coolness. Interestingly, their use with solid oxide fuel cells may have some of the lowest costs and CO2 for powering and cooling AI data-centers. This 14-page report explores the opportunity, costs and challenges.
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This data-file screens the costs of alternative shipping fuels, such as LNG, blue methanol, blue ammonia, renewable diesel, green methanol, green ammonia, hydrogen and e-fuels versus marine diesel. Shipping costs rise between 10% to 3x, inflating the ultimate costs of products by 0.1-30%, for CO2 abatement costs of $130-1,000/ton. We still prefer CO2 removals.
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Wealthier countries’ energy use has historically slowed, then plateaued after reaching $40k of GDP per capita. Could this effect cause global energy demand to disappoint? This 15-page report argues it is unlikely. Adjust for the energy intensity of manufacturing and imports, and energy use continues rising with incomes.
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Japan’s oil demand peaked at 5.8Mbpd in 1996, and has since declined at -2.0% per year to 3.4Mbpd in 2023. To some, this trajectory may be a harbinger of events to come in broader global oil markets? While to others, Japan has unique features that do not generalize globally? Hence this report and data-file…
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The average major economy produces 70% of its own energy and imports the other 30%. This 12-page note explores energy self-sufficiency by country. We draw three key conclusions: into US isolationism; Europe’s survival; and the pace of EV adoption, both in China and in LNG-importing nations.
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Linear generator technology can convert any gaseous fuel into electricity, with c45% electrical efficiency, and >80% efficiency in CHP mode. This data-file reviews Mainspring Energy’s patents. We conclude that the company has locked up the IP for piston-seal assemblies in a linear generator with air bearings, but longevity/maintenance could be a key challenge to explore.
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Rising energy demands of AI are now the biggest uncertainty in all of global energy. To understand why, this 17-page note is an overview of AI computing from first principles, across transistors, DRAM, GPUs and deep learning. GPU efficiency will inevitably increase, but compute increases faster. AI most likely uses 300-2,500 TWH in 2030, with a base case of 1,000 TWH.
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This data-file captures the costs of industrial cooling, especially liquid cooling using commercial HVAC equipment, across heat-exchangers, cooling tower evaporators and chillers. Our base case is that removing 100MW-th of heat has capex costs of $1,000/ton, equivalent to c$300/kW-th, expending 0.12 kWh-e of electricity per kWh-th, with a total cost of 7 c/ton-hour.
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The power demands of AI will contribute to the largest growth of new generation capacity in history. This 18-page note evaluates the power implications of AI data-centers. Reliability is crucial. Gas demand grows. Annual sales of CCGTs and back-up gensets in the US both rise by 2.5x? This is our most detailed AI report to date.
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The capex costs of data-centers are typically $10M/MW, with opex costs dominated by maintenance (c40%), electricity (c15-25%), labor, water, G&A and other. A 30MW data-center must generate $100M of revenues for a 10% IRR, while an AI data-center in 2024 may need to charge $5/EFLOP of compute.
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Generac is a US-specialist in residential- and commercial-scale power generation solutions, founded in 1959, headquartered in Wisconsin, with 8,800 employees and $7bn of market cap. What outlook amidst power grid bottlenecks? To answer this question, we have tabulated data on 250 Generac products.
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This data-file forecasts the energy consumption of the internet, rising from 800 TWH in 2022 to 2,000 TWH in 2030 and 3,750 TWH by 2050. The main driver is the energy consumption of AI, plus blockchains, rising traffic, and offset by rising efficiency. Input assumptions to the model can be flexed. Underlying data are from technical papers.
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We have attempted a detailed breakdown of global energy demand across 50 categories, to identify emerging opportunities in the energy transition, and suggesting upside to energy demand forecasts? This 12-page note sets out our conclusions and is intended a useful reference.
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This data-file is a breakdown of global energy demand by end use, drawing across our entire research library, to disaggregate the global energy system across almost 50 applications, across transportation, heat, electricity, materials and manufacturing. Numbers, calculations, efficiencies and heating temperatures are in the data-file.
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India’s electricity demand is growing by 6-8% (+100-140 TWH) per year, but 75% of the total still comes from coal, which has itself grown at a 5% CAGR over the past half-decade. Wind and solar would need to grow 4x faster than 2023 levels for thermal generation just to flatline. What implications and opportunities for global energy markets?
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This 15-page note evaluates 10 commodity disruptions since the Stone Age. Peak demand for commodities is just possible, in total tonnage terms, as part of the energy transition. But it is historically unprecedented. And our plateau in tonnage terms is a doubling in value terms, a kingmaker for gas, plastics and materials. Outlooks for 30 major commodities are reviewed.
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MOSFETs are fast-acting digital switches, used to transform electricity, across new energies and digital devices. MOSFET power losses are built up from first principles in this data-file, averaging 2% per MOSFET, with a range of 1-10% depending on voltage, switching, on resistance, operating temperature and reverse recovery charge.
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Using a commodity more efficiently can cause its demand to rise not fall; as greater efficiency opens up unforeseen possibilities. This is Jevon’s Paradox. Our 16-page report finds it is more prevalent than we expected. Efficiency gains underpin 25% of our roadmap to net zero. To be effective, commodity prices must also rise and remain high, otherwise rebound effects will raise demand.
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Average home sizes matter for overall residential energy demand, heating and cooling demand. Hence the purpose of this data-file is to aggregate average home sizes by country, then translate the data into living space per capita. A good rule of thumb is that each $1k pp pa of GDP translates one-for-one into 1m2 pp pa of useful living space.
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Global residential energy demand runs at 2.5 MWH pp pa, of which c40% is from electricity, 40% is gas, c13% is biomass and c7% is oil. In our gas and power models, electrification rises to 65% by 2050, to help renewables reach 50% of global electricity. Heat pumps improve efficiency and lower primary demand in the developed world.
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Lighting is 2% of global energy, 6% of electricity, 25% of buildings’ energy. LEDs are 2-20x more efficient than alternatives. Hence this 16-page report is our outlook for LEDs in the energy transition. We think LED market share doubles to c100% in the 2030s, to save energy, especially in solar-heavy grids. But demand is also rising due to ‘rebound effects’ and use in digital devices. We have screened 20 mature and (mostly) profitable pure plays.
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This 14-page report explores whether global industrial activity is set to become ever more concentrated in a few advantaged locations, especially the US Gulf Coast, China and the Middle East. Industries form ecosystems. Different species cluster together. Elsewhere, in our view, you can no more re-shore a few select industries than introduce dung beetles onto the moon. These mega-trends matter for economic forecasts and valuations.
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This data-file quantifies the energy needed to produce steam, for industrial heat, chemicals, CCS plants and hydrogen reforming? As rules of thumb, low pressure saturated steam at 100◦C requires 2.6 GJ/ton (720kWh/ton), medium pressure dry steam at 6-bar and 300◦C requires 3 GJ/ton (830kWh/ton) and super-critical steam at 250-bar and 600◦C requires 4 GJ/ton (1,150kWh/ton).
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The average US home uses 2,000 kWh of electricity for air conditioners each year. Air conditioning energy consumption is broken down from first principles in this data-file, as a function of temperatures, humidity, heating days, household size, insulation and coefficient of performance (COP). What routes to lower the air conditioning energy demand and CO2 emissions?
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This 16-page report beaks down global CO2 emissions, across six causal factors and 28 countries and regions. Global emissions rose at +0.7% pa CAGR from 2017-2022, of which +1.0% pa is population growth, +1.4% pa rising incomes, -1.4% pa efficiency gains, -0.5% renewables, 0% nuclear, +0.2% ramping back coal due to underinvestment in gas. Depressingly, progress towards net zero slowed down in the past five years. Reaching net zero requires vast acceleration in renewables, infrastructure, nuclear, gas and nature.
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Swing Adsorption separates gases, based on their differential loading onto zeolite adsorbents at varying Pressures. The first PSA plant goes back to 1966. Today, tens of thousands of PSA plants purify hydrogen, biogas, polymers, nitrogen/oxygen and possibly in the future, can capture CO2? This 16-page note explores the technology, costs, challenges, companies.
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Pressure swing adsorption purifies gases according to their differing tendencies to adsorb onto adsorbents under pressure. Pressure swing adsorption costs $0.1/kg when separating pure hydrogen from reformers, and $2-3/mcf when separating bio-methane from biogas. Our cost breakdowns include capex, opex, maintenance, zeolite replacement, compression power and CO2 costs.
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Powering the internet consumed 800 TWH of electricity in 2022, as 5bn users generated 4.7 Zettabytes of traffic. Our guess is that the internet’s energy demands double by 2030, including due to AI (e.g., ChatGPT), adding 1% upside to global energy and 2.5% to global electricity demand. This 13-page note aims to break down the numbers and their implications.
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This data-file breaks down global oil demand, country-by-country, product-by-product, month-by-month, across 2017-2024. Global oil demand ran at 103 Mbpd in 2024, for +1.0 Mbpd of growth, according to our databases. For perspective, global oil demand rose at +1.2Mbpd per year in the 30-years from 1989->2019, so not much evidence, on face value, that “peak oil is nigh”.
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This model forecasts long-run oil demand to 2050, by end use, by year, and by region; across the US, the OECD and the non-OECD. We see demand gently rising through the 2020s, peaking at 105Mbpd in 2026-28, then gently falling to 85Mbpd by 2050 in the energy transition.
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This model captures global energy demand by region through 2050, rising from 70,000 TWH in 2019-22 to 120,000 MWH in 2050. Demand rises c2% pa. Energy use per global person rises at 1% pa from 9.3 MWH pp pa to 12.6 MWH pp pa. Meeting human civilization’s energy needs is crucial to the energy transition.
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This data-file tabulates the energy intensity and CO2 intensity of materials, in tons/ton of CO2, kWh/ton of electricity and kWh/ton of total energy use per ton of material. The build-ups are based on 160 economic models that we have constructed to date, and simply intended as a helpful summary reference. Our key conclusions on CO2 intensity of materials are below.
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The energy intensity of plastic products and the CO2 intensity of plastics are built up from first principles in this data-file. Virgin plastic typically embeds 3-4 kg/kg of CO2e. But compared against glass, PET bottles embed 60% less energy and 80% less CO2. Compared against virgin PET, recycled PET embeds 70% less energy and 45% less CO2. Aluminium packaging is also highly efficient.
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This data-file aggregates granular data into US gas transmission, by company and by pipeline, for 40 major US gas pipelines which transport 45TCF of gas per annum across 185,000 miles; and for 3,200 compressors at 640 related compressor stations.
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MOSFETs are fast-acting digital switches, used to transform electricity, across new energies and digital devices. MOSFET power losses are built up from first principles in this data-file, averaging 2% per MOSFET, with a range of 1-10% depending on voltage, switching, on resistance, operating temperature and reverse recovery charge.
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Lithium ion batteries famously have cathodes containing lithium, nickel, manganese, cobalt, aluminium and/or iron phosphate. But how are these cathode active materials manufactured? This data-file gathers specific details from technical papers and patents by leading companies such as BASF, LG, CATL, Panasonic, Solvay and Arkema.
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What is the energy intensity of fiber optic cables? Our best estimate is that moving each GB of internet traffic through the fixed network requires 40Wh/GB of energy, across 20 hops, spanning 800km and requiring an average of 0.05 Wh/GB/km. Generally, long-distance transmission is 1-2 orders of magnitude more energy efficient than short-distance.
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The CO2 intensity of oil and gas production is tabulated for 425 distinct company positions across 12 distinct US onshore basins in this data-file. Using the data, we can aggregate the total upstream CO2 intensity in (kg/boe), methane leakage rates (%) and flaring intensity (in mcf/boe), by company, by basin and across the US Lower 48.
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This US refinery database covers 125 US refining facilities, with an average capacity of 150kbpd, and an average CO2 intensity of 33 kg/bbl. Upper quartile performers emitted less than 20 kg/bbl, while lower quartile performers emitted over 40 kg/bbl. The goal of this refinery database is to disaggregate US refining CO2 intensity by company and by facility.
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This data-file is a breakdown of c1MTpa of refrigerants used in the recent past for cooling, across refrigerators, air conditioners, in vehicles, industrial chillers, and increasingly, heat pumps. The market is shifting rapidly towards lower-carbon products, including HFOs, propane, iso-butane and even CO2 itself. We still see fluorinated chemicals markets tightening.
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What is the energy payback and embedded energy of solar? We have aggregated the consumption of 10 different materials (in kg/kW) and around 10 other energy-consuming line-items (in kWh/kW). Our base case estimate is 2.5 MWH/kWe of solar and an energy payback of 1.5-years. Numbers and sensitivities can be stress-tested in the data-file.
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How much does fertilizer increase crop yields? Aggregating all of the global data, a good rule of thumb is that up to 200kg of nitrogen can be applied per acre, increasing corn crop yields from 60 bushels per acre (with no fertilizer) to 160 bushels per acre (at 200 kg/acre). But the relationship is logarithmic, with diminishing returns.
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The CO2 intensity of coal is estimated at 0.37kg/kWh of thermal energy, at a typical coal grade comprising 63% carbon and 6,250 kWh/ton of energy content. This is the average across 25 samples in our data-file, while moisture, ash and sulphur are also appraised. Coal is 2x more CO2 intensive than natural gas.
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The CO2 intensity of producing corn averages 0.23 tons/ton, or 75kg/boe. 50% is from N2O emissions, a powerful greenhouse gas, from the breakdown of nitrogen fertilizer. Producing 1 kWh of food energy requires 9 kWh of fossil energy.
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Scope 4 CO2 emissions capture the CO2 that is avoided by use of a product. Many energy investments with positive Scope 1-3 emissions have deeply negative Scope 1-4 emissions. Numbers are quantified and may offer a more constructive approach to decarbonization investments.
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Global palm oil production runs at 80MTpa, for food, HPC and bio-fuels. Carbon intensity is 1.2 tons CO2e per ton of crude palm oil, excluding land use impacts, and 8.0 tons/ton on a global basis including land use impacts. This means once a bio-fuel has more than c35% palm oil in its feedstock, it is likely to be higher carbon than conventional diesel.
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This data-file calculates the CO2 intensity of wood in the energy transition. Context matters, and can sway the net climate impacts from -2 tons of emissions reductions per ton of wood through to +2 tons of incremental emissions per ton of wood. Calculations can be stress-tested in the data-file.
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Methane leaks from 1M pneumatic devices across the US onshore oil and gas industry comprise 50% of all US upstream methane leaks and 20% of upstream CO2. This file aggregates the data. Rankings reveal operators with a pressing priority to replace >100,000 medium and high bleed devices, and other best-in-class companies.
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630 companies have now pledged to reach some variant of net zero by early-2022. The average year for this ambition is 2044. Although it varies by sector. 50% of companies are including some Scope 3 emissions in their definitions. This data-file presents our conclusions by sector.
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There are 1,500 industrial furnaces in the US manufacturing sector, with average capacity of 60MWth, c90% powered by natural gas, and thus explaining over 3.5 bcfd of US gas demand (4-5% of total). This is an unbelievably complex landscape, but we have captured as much facility-by-facility data as possible.
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This data-file summarizes the costs of capturing CO2. The lowest-cost options are to access pure CO2 streams that are simply being vented at present. Next are blue hydrogen, steel and cement, which could each have GTpa scale. Power stations place next, at $60-100/ton. DAC is carbon negative but expensive.
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The most important determinant of cooking’s CO2 intensity is consumer behaviour. At today’s energy costs and grid mix, gas-fired cooking yields the lowest costs. Sometimes electrification of cooking will decrease CO2 and sometimes not. Electric induction is most efficient, but 2-3x more expensive than gas and electric hobs.
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This data-file summarizes over a dozen industrial heating technologies, including their temperatures, efficiency, advantages and challenges. Generally 90% of incoming energy can be converted to industrial process heat and c40% achieves useful exergetic output. But ranges very broadly from 10-90%.
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This data-file calculates the costs, the embedded energy and the embedded CO2 of different construction materials, both during their production and for ongoing heating and cooling. Insulated wood and cross-laminated timber have the lowest CO2 intensities and can be extremely cost competitive.
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This data-file illustrates the outsized contribution of blue carbon ecosystems in the carbon cycle, looking across mangroves, tidal marshes, sea grasses and peat bogs. Degradation of blue carbon ecosystems continues with vast CO2 consequences, comparable to the entire global cement industry.
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The aim of this data-file is to compile CO2 concentrations in industrial exhaust streams, as a molar percentage of flue gas. This matters for the costs of CO2 separation. Most promising CCS candidates are bio-ethanol plants, industrial hydrogen production and some gas processing, followed by cement and steel plants.
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The average American consumes 36MWH of energy each year, emits 20 tons of CO2, spends $2,000 directly on energy (6% of income) and $4,500 including the energy embedded in goods and services (15% of income). A CO2 price of $75/ton may fully decarbonize the US but would absorb another 5% of average income.
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Manufacturing metal components can be extremely energy intensive, as 60-95% of original materials are often machined away. Additive manufacturing is thus able to deliver c65% CO2 savings per kg of materials in our base case. This data-file quantifies the CO2 savings based on input variables and technical papers.
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CO2-cured concrete has c60% lower emissions than traditional concrete, which is the most widely used construction material on the planet, comprising 4bn tons of annual CO2 emissions, or 8% of the global total. This data-file profiles the CO2 and economic costs of Solidia versus traditional cement, to size the opportunity.
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US bioethanol plants produce 1Mbpd of liquid fuels, with an average CO2 intensity of 85kg/boe. Overall, corn-based bioethanol has c40% lower CO2 than oil products. We screened the leaders and laggards by CO2-intensity, covering Poet, Valero, Great Plains, Koch, Marathon and White Energy.
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Producing a ton of coal typically emits 0.19T of CO2, equivalent to 50kg/boe. The numbers comprise mining, methane leaks and transportation. Hence domestic coal production will tend to emit 2x more CO2 than gas production, plus c2x more CO2 in combustion. However, numbers vary widely based on input assumptions, such as methane lakage rates, btu content and transportation distances, which can be flexed in the model.  
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This data-file calculates the contribution of Platform Supply Vessels (PSVs) to an oil and gas asset’s emissions. Our base case estimate is 0.1kg/boe for a productive asset in a well-developed basin. Numbers rise 4x in a remote basin, and by another c4x for smaller fields. 1kg/boe is possible. These emissions can be lowered by 10-20% through by LNG-fuelling or battery-hybridization.
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This data-file quantifies the CO2 intensity of oil sands mining and SAGD, line by line, based on real-world data. We also derive a CO2 curve ranking c2.5Mbpd of production across Alberta, to compare different operators. Steam-oil-ratios explain c60% of the variance in SAGD assets’ emissions.
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Methane leakages average 0.2% when distributing natural gas to end-customers, across the US’s 160 retail gas networks. Leakages are most correlated with the share of sales to smaller customers. 80 distinct gas companies are ranked in this data-file. State-owned utilities appear to have 2x higher leakage rates versus public companies.
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This model disaggregates the CO2 emissions of producing shale oil, across 14 different contributors: such as materials, drilling, fracturing, supply chain, lifting, processing, methane leaks and flaring. CO2 intensity can be flexed by changing the input assumptions. Our ‘idealized shale’ scenario follows in a separate tab, showing how Permian shale production could become ‘carbon neutral’.
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With methane emissions fully controlled, burning gas is c60% lower-CO2 than burning coal. However, taking natural gas to cause 120x more warming than CO2 over a short timeframe, the crossover (where coal emissions and gas emissions are equivalent) is 4% methane intensity. The gas industry must work to mitigate methane.
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Gas gathering and gas processing are 50% less CO2 intensive than oil refining. Nevertheless, these processes emitted 18kg of CO2e per boe in 2018. Methane matters most, explaining 1-7kg/boe of gas industry CO2-equivalents. This data-file assesses 850 US gas gathering and processing facilities, to screen for leaders and laggards, by geography and by operator.
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What is more CO2-intensive: the c4,000 truck trips needed to complete a shale well, or giant offshore service vessels (OSVs), which each consume >100bpd of fuel? This data-file quantifies the CO2 intensity of supply-chains, for 10 different resource types, as a function of 30 input variables.
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This data-file tabulates Permian CO2 intensity, based on regulatory disclosures from 20 of the leading producers to the EPA. The data are disaggregated by company, across 18 different categories, such as combustion, flaring, venting, pneumatics, storage tanks and methane leaks. There are opportunities to lower emissions.
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This data-file estimates the CO2 intensity of drilling oil wells, based on the fuel consumption of different rig types. Drilling wells is not the largest portion of the oil industry’s total CO2 intensity. Nevertheless there is a 50x spread between the best barrels at prolific onshore fields and the worst barrels at mature deepwater assets.
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CO2 intensity of oil refineries could rise by 20% due to IMO 2020 sulphur regulations, if all high-sulphur fuel oil is upgraded into low-sulphur diesel, we estimate. The drivers are an extra stage of cracking, plus higher-temperature hydrotreating, which will also increase hydrogen demands. This one change could undo 30-years of efficiency gains.
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Solar semiconductors have changed the world, converting light into clean electricity. Hence can thermoelectric semiconductors follow the same path, converting heat into electricity with no moving parts? This 14-page report reviews the opportunity, challenges, efficiency, costs and companies.
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MOSFETs are fast-acting digital switches, used to transform electricity, across new energies and digital devices. MOSFET power losses are built up from first principles in this data-file, averaging 2% per MOSFET, with a range of 1-10% depending on voltage, switching, on resistance, operating temperature and reverse recovery charge.
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Pressure exchangers transfer energy from a high-pressure fluid stream to a low-pressure fluid stream, and can save up to 60% input energy. Energy Recovery Inc is a leading provider of pressure exchangers, especially for the desalination industry, and increasingly for refrigeration, air conditioners, heat pump and industrial applications. Our technology review finds a moat.
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Lighting is 2% of global energy, 6% of electricity, 25% of buildings’ energy. LEDs are 2-20x more efficient than alternatives. Hence this 16-page report is our outlook for LEDs in the energy transition. We think LED market share doubles to c100% in the 2030s, to save energy, especially in solar-heavy grids. But demand is also rising due to ‘rebound effects’ and use in digital devices. We have screened 20 mature and (mostly) profitable pure plays.
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20 leading companies in LED lighting are compared in this data-file, mostly mid-caps with $2-10bn market cap and $1-8bn of lighting revenues, listed in the US, Europe, Japan, Taiwan. Operating margins averaged 8% in 2022, due to high competition, fragmentation and inorganic activity. The value chain ranges from LED semiconductor dyes to service providers installing increasingly efficient lighting systems as part of the energy transition.
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Montana Technologies is developing AirJoule, an HVAC technology that uses metal organic frameworks, to lower the energy costs of air conditioning by 50-75%. The company is going public via SPAC and targeting first revenues in 2024. Our AirJoule technology review finds strong rationale, technical details and challenges.
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AI will be a game-changer for global energy efficiency, saving 10x more energy than it consumes directly, closing ‘thermodynamic gaps’ where 80-90% of all primary energy is wasted today. Leading corporations will harness AI to lower costs and accelerate decarbonization. This 19-page note explores opportunities.
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EROEI is the best metric for comparing end-to-end energy efficiencies. Wind and solar currently have EROEIs that are lower and ‘slower’ than today’s global energy mix; stoking upside to energy demand and capex. But future wind and solar EROEIs could improve 2-6x. This 13-page report explores whether this will be the make-or-break factor determining the ultimate share of renewables?
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Projections of future global energy demand depend on energy efficiency gains, which are hoped to step up from 1% per year since 1970, to above 3% per year to 2050. But there is a problem. Energy efficiency is vague. And hard to measure. This 17-page note explains why we are worried that global energy demand will surprise to the upside as efficiency gains disappoint optimistic forecasts.
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How has the efficiency of prime movers increased across industrial history? This data-file profiles the continued progress in the efficiency of power generation over time, from 1650 to 2050e. As a rule of thumb, the energy system has shifted to become ever more efficient over the past 400-years.
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A typical simple-cycle gas turbine is sized at 200MW, and achieves 38% efficiency, as super-heated gases at 1,250ºC temperature and 100-bar pressure expand and drive a turbine. Efficiency rises to 58% in a combined cycle. The purpose of this data-file is to tabulate typical operating parameters of gas turbines.
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Engines convert heat into work. They are governed by thermodynamics. This note is not a 1,000 page textbook. The goal is to explain different heat engines, simply, in 13-pages, covering what we think decision makers in the energy transition should know. The theory underpins the appeal of electrification, ultra-efficient gas turbines, CHPs, nuclear HTGRs and new super-critical CO2 power cycles.
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This data-file is a breakdown of c1MTpa of refrigerants used in the recent past for cooling, across refrigerators, air conditioners, in vehicles, industrial chillers, and increasingly, heat pumps. The market is shifting rapidly towards lower-carbon products, including HFOs, propane, iso-butane and even CO2 itself. We still see fluorinated chemicals markets tightening.
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High-quality building automation typically saves 30-40% of the energy needed for lighting, heating and cooling a building. This matters amidst energy shortages, and reduces payback times on $100-500k up-front capex. This data-file aggregates case studies of KNX energy savings, and screens 70 companies, from Capital Goods giants to private pure-plays.
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This data-file captures the energy economics of leaching in the mining industry, especially the costs of heap leaching, for the extraction of copper, nickel, gold, silver, other precious metals, uranium, and Rare Earths. The data-file allows you to stress test costs in $/ton of ore, $/ton of metal, capex, opex, chemicals costs, energy intensity and CO2 intensity.
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This data-file is an overview of energy efficiency. The average power generation facility is c40% efficient. The average ICE is 20%. The average EV is 80%. The average industrial process is 85%. Some new energies have efficiency losses.
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PureCycle was founded in 2015, went public via SPAC in 2021 and aims to recycle waste polypropylene into virgin-like polypropylene saving 79% of the usual input energy and 35% of the input CO2. Despite recent controversies, our PureCycle technology review is able to de-risk several ambitions.
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Aurubis produces copper products from 1MTpa of recycled materials and 2.25MTpa of concetrates. Energy use and CO2 emissions are two-thirds lower than primary copper production. Our technology review finds a partial moat.
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1GTpa of material is recycled globally, across steel, paper, glass, plastics and other metals. On average, 35% of these materials are produced from recycled feeds, saving 70% of the energy and CO2, with upside in the Energy Transition.
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Power factor corrections could save 0.5% of global electricity, with $20/ton CO2 abatement costs in normal times, and 30% pure IRRs during energy shortages. They will also be needed to integrate more new energies into power grids. This note outlines the opportunity in capacitor banks, their economics and leading companies.
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Oil consuming countries are encouraged to have emergency plans to save 7-10% of their demand in a crisis. This data-file outlines how. c10Mbpd could be saved globally. But it requires extreme measures. Largest are odd-even rationing, ride-sharing, free public transit and lower highway speed limits.
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The purpose of this data-file is to tabulate our best estimates for the CO2 associated with different activities. The average US person emits about 2.2kg of CO2e per hour. Food and transport choices have a large impact. Among the lowest carbon is reading at home on a tablet.
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This 15-page note explores whether axial flux motors could come to dominate in the future of transportation. They promise 2-3x higher power densities, even versus Tesla’s world-leading PMSRMs; and 10-15x higher than clunky industrial AC induction units; while also surpassing c96% efficiencies.
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Variable frequency drives precisely control motors. Amazingly they could reduce global electricity demand by c10%. We expect a sharp acceleration due to sustained energy shortages, increasingly renewable-heavy grids and excellent 20-50% IRRs. Hence this 14-page note reviews the opportunity and who benefits. 
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Variable frequency drives optimize the operating speeds of electric motors. Average energy saving are 34% and average costs are $250/kW. Hence our modelling calculates >15% IRRs installing a VFD at a typical industrial motor. This data-file captures the economics.
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This data-file outlines the top twenty companies producing variable frequency drives to precisely control electric motors. The top three companies are European capital goods players. High-quality VFDs may protect against growing competition from China.
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Aerogels have thermal conductivities that are 50-80% below conventional insulators. Target markets include preventing thermal runaway in electric vehicle batteries and cryogenic industrial processes (e.g., LNG). This data-file notes some challenges, using our usual patent review framework. 
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Insulating materials slow the flow of heat from a warm house by 30-100x. But 60-90% of today’s housing stock is 30-70% under-insulated. We think renovation rates could treble as gas shortages re-prioritize energy savings. This 12-page note screens who might benefit.
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Some policymakers now aspire to ban gas boilers and ramp heat pumps 10x by 2050. In theory, the heat pump technology is superior. But in practice, there are ten challenges. It could become a political disaster. The most likely outcome is a 0-2% pullback in European gas by 2030.
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This data-file tabulates our subjective opinions on c20 different heat pump companies, based on their consumer reviews, pricing, reliability, efficiency, company size, models, integration, and visual/acoustic properties. We conclude heat pumps are opaque and must be selected carefully.
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Absorption chillers perform the thermodynamic alchemy of converting waste heat into coolness. Capex costs of absorption chillers average $600/kW-th and all-in absorption chiller costs run to 6-7 cents/ton-hour, depending on the price of incoming waste heat. This data-file captures the economics of absorption chillers from first principles.
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The purpose of this data-file is to ballpark the ultimate potential market size for combined heat and power systems in the US (CHPs). Our build-up looks across five main categories: large power facilities, large industrial heating facilities, landfill gas, electric vehicle charging and smaller-scale commercial and multi-family usage.
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This data-file estimates the efficiency of electric motors and power generators, using specific examples and data-points. This matters as there are around 50bn motors in the world, consuming c45% of global electricity. Efficiency ratings are generally high, above 90%, although lagging and non-optimized motors can be in the 70-80% range.
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We are raising our medium-term oil demand forecasts by 2.5-3.0 Mbpd to reflect the growing reality of autonomous vehicles. AVs improve fuel economy in cars and trucks by 15-35%, and displace 1.2Mbpd of air travel. But their convenience also increases travel. This note outlines the opportunity.
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We have screened 25 leading companies in autonomous vehicles (public and private), tabulating their technical progress and proposals for Level 4-5 autonomy. 75% of the companies were founded in the last decade. Leaders are focused on freight, cars, taxis and LiDAR sensing.
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The most important determinant of cooking’s CO2 intensity is consumer behaviour. At today’s energy costs and grid mix, gas-fired cooking yields the lowest costs. Sometimes electrification of cooking will decrease CO2 and sometimes not. Electric induction is most efficient, but 2-3x more expensive than gas and electric hobs.
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This data-file summarizes over a dozen industrial heating technologies, including their temperatures, efficiency, advantages and challenges. Generally 90% of incoming energy can be converted to industrial process heat and c40% achieves useful exergetic output. But ranges very broadly from 10-90%.
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This data-file assesses lighting solutions throughout history, from candles, to whale oil, to incandescent bulbs, to modern LEDs. Overall, the best LEDs now achieve over 80% useful energy efficiency. Lighting costs have improved by 100x over the past century, while efficiency has improved 13x.
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Vertical greenhouses achieve 10-400x greater yields per acre than field-growing, stacking layers of plants indoors, and illuminating each layer with LEDs. Economics are exciting. CO2 intensity varies. But it can be carbon-negative if powered by renewables. This 17-page case study outlines the opportunity.
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We estimate a house equipped with the best modern appliances will likely have 60% lower energy demand versus 30-years ago. 40% is from improvements over time, and 20% is from choosing the best modern appliances in each category. We present 20,000 data-points across eight categories.
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Vehicles transport people and freight around the world, explaining 70% of global oil demand, 30% of global energy use, 20% of global CO2e emissions. This overview summarizes all of our research into vehicles, and key conclusions for the energy transition.
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Battery swapping has seen a sudden surge of interest, especially for cars in China, some heavy vehicles, and two-wheelers throughout emerging markets. Can the theme re-accelerate EVs? This 19-page report finds many advantages, controversies over costs, and profiles leading companies.
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Leading companies in battery swapping are covered in this data-file, with the dozen largest companies operating around 25,000 stations by the end of 2024 (80% for 2-3 wheelers, 20% for cars or larger vehicles). Rapid expansion is guided. CATL says swap stations could meet the needs of one-third of electric vehicles by 2030. This data-file compares the companies and their offerings.
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eHighways electrify heavy trucks via overhead catenary wires. They have been de-risked by half-a-dozen real-world pilots. High-utilization routes can support 10% IRRs on both road infrastructure and hybrid trucks. This 15-page report finds benefits in logistics networks and for integrating renewables?
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eHighways present an opportunity to electrify heavy trucking, by conveying medium voltage power via overhead steel catenary lines, through a pantograph, to an electric or hybrid-electric truck. This data-file captures the economics of eHighways, covering capex costs, returns and sensitivities, both for road operators and truck operators. The CO2 intensity of trucking can be reduced […]
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Vehicle taxes by country are tabulated in this data-file, based on vehicles’ pre-tax prices, tailpipe emissions, weight, engine size and power. They range from sub-10% of the cost of the underlying vehicle in the US, through to 150% in Norway, and above 100% in Netherlands, Denmark and France. What implications for EV adoption?
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Who is impacted if vehicle sales, EVs or ICE volumes surprise? Autos are a $2.7 trn pa global market, a vast 2.5% of global GDP. 15% is gross margin for OEMs. The other 85% is spread across metals, materials and capital goods. Hence this 14-page note highlights 200 companies from our database of 1,500 companies. Some are geared to ICEs. Some to EVs. And some to both.
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Global vehicle sales by manufacturer are broken down in this screen. 20 companies produce 85% of the world’s vehicles, led by Toyota, VW, Stellantis, GM and Ford. The data-file contains key numbers and notes on each company, including each company’s sales of BEVs, PHEVs, general EV strategy, and how it has been evolving in 2024.
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Could PGMs experience another up-cycle through 2030, on more muted EV sales growth in 2025-30, and rising catalyst loadings per ICE vehicle? This 16-page note explores global supply chains for platinum and palladium, the long-term demand drivers for PGMs in energy transition, and profiles leading PGM producers.
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There has been a remarkable reduction in the negative air quality impacts of combustion vehicles since 1970, as quantified in this data-file and over time. Vehicle emissions of CO, NOx and HCs have all fallen by 20-60x over the past 50-years, to 5 grams/mile, 0.2 grams/mile and 0.3 grams per mile, respectively. This data-file quantifies […]
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Could electric vehicles deflate towards cost parity with ICEs in 2025-30, helping to re-accelerate EV adoption? This 13-page report contains a granular sum-of-the-parts cost breakdown for EVs vs ICEs. Then we consider battery deflation, power train deflation, small urban EVs, tax incentives, and the representativeness of low-cost Chinese EVs.
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This data-file quantifies the cost per mile of vehicle ownership across different categories by correlating second hand car prices with their accumulated mileage. Hybrids and regular passenger cars are most economical. SUVs and EVs are 2x more expensive. Hydrogen vehicles depreciate fastest and will have lost over 90% of their value after 100,000 miles.
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This data-file disaggregates the $30k total cost of a typical new ICE and the c$45k total cost of a typical new EV, as a sum-of-the-parts, across 25 cost lines. Drivetrain costs are similar at $8-9k each. The key challenge for the EV is the battery. The electric vehicle cost breakdown shows promise for improving power electronics and smaller batteries.
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Energy transition technologies are often envisaged to follow S-curves: rapidly inflecting, then reaching 100% market adoption. However, this 17-page report argues electric vehicles will more likely saturate at 15-30% of sales in 2025-30. EVs were already at 15% of sales in 2023. So what would the more limited EV upside mean for energy and materials?
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Six leading companies in turbochargers control two-thirds of the $15-20bn pa global turbochargers market. 55% of ICE vehicles now have turbochargers, which can improve fuel economy my as much as 10%, by enabling smaller and better utilized engines to achieve higher peak power ratings. What opportunities ahead, to adapt for vehicle electrification, or even if EV sales accelerate less than expected in 2025-30?
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Global electricity demand for electric vehicles will rise from 120TWH in 2024 to 500 TWH in 2030 and 3,300 TWH in 2050, ultimately adding 11% upside to today’s global electricity demand, as part of our roadmap to net zero. This data-file quantifies electricity demand for EVs by region and over time, including data into the real-world fuel economy of EVs.
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Electric vehicles’ total cost of ownership remains 40% higher than ICE vehicles, at $7,000 per year, versus $5,000 per year, all based on the latest 2024 data, for 50 vehicles. Electric vehicle up-front prices are 55% higher, insurance costs are 30% higher, while energy costs are 60% lower. 20 different pricing metrics are compared and contrasted in this data-file.
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Electric vehicle battery life will realistically need to reach 1,500 cycles for the average passenger vehicle, 2,000-3,000 cycles after reflecting a margin of safety for real-world statistical distributions, and 3,000-6,000 cycles for higher-use commercial vehicles. This means lithium ion batteries may be harder to displace with novel chemistries?
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Electric vehicles are a world-changing technology, 2-6x more efficient than ICEs, but how quickly will they ramp up to re-shape global oil demand? This 14-page note finds surprising ‘stickiness’. Even as EV sales explode to 200M units by 2050 (2x all-time peak ICE sales), the global ICE fleet may only fall by 40%. Will LT oil demand surprise to the upside or downside?
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We have modeled the global light vehicle fleet, light vehicle sales by region, and the world’s shift from internal combustion engines (ICEs) towards electric vehicles (EVs) through 2050. Our base case model sees almost 200M EV sales by 2050, and a c40% decline to around 1bn combustion vehicles in the world’s fleet by 2050.
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The weighted-average combustion vehicle in the world has a current age of 12-years and an expected service life of 20-years. In other words, a new combustion vehicle entering the global fleet in 2023 will most likely be running through 2043. Useful data and notes are compiled overleaf.
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This data-file assesses electric vehicle magnets, permanent magnets and the use of Rare Earth materials such as neodymium (NdFeB). 80-90% of recent EVs have used Rare Earth permanent magnets, averaging 1.5 kg per vehicle, or 7.5g/kW of drive-train power, across the data-file. But the numbers vary vastly. From 0-4 kg per vehicle. 20 vehicles from different OEMs are tabulated in the data-file.
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Bulk carriers move 5GTpa of commodities around the world, explaining half of all seaborne global trade. This model is a breakdown of bulk shipping cost. We estimate a cost of $2.5 per ton per 1,000-miles, and a CO2 intensity of 5kg per ton per 1,000-miles. Marine scrubbers increasingly earn their keep and uplift IRRs from 10% to 12% via fuel savings.
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This data-file calculates the fuel economy of planes from first principles, using physics to calculate lift and drag, and comparing with actual data from aircraft manufacturers. The typical fuel economy of a plane is 80 passenger-mpg to carry 400 passengers, 8,000km at 900kmph, using jet fuel with 12,000 Wh/kg energy density. What sensitivities and decarbonization opportunities?
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This database tabulates the typical fuel consumption of offshore vessels, in bpd and MWH/day. We think a typical offshore construction vessel will consume 300bpd, a typical rig consumes 200bpd, supply vessels consume 150bpd, cable-lay vessels consume 150bpd, dredging vessels consume 100bpd and medium-sized support vessels consume 50bpd. Examples are given in each category, with typical variations in the range of +/- 50%.
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Hillcrest Energy Technologies is developing an ultra-efficient SiC inverter, which has 30-70% lower switching losses, up to 15% lower system cost, weight, size, and thus interesting applications in electric vehicles. How does it work and can we de-risk the technology?
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This is a simple model, to break down the $30k sales price of a typical mass-market automobile. c25% accrues to suppliers, c20% is sales taxes, c20% is dealer costs/logistics, c10% employees, c10% material inputs, c10% O&M, 1% electricity and c5% auto-maker margins. Prices may inflate 60% amidst industrial shortages.
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This 14-page note explains the crucial power-electronics in an electric vehicle fast-charging station, running at 150-350kW. Most important are power-MOSFETs, comprising c5-10% of charger costs. The market trebles by the late 2020s.
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Power MOSFETs are an energy transition technology, the building block behind inverters, DC-DC converters, EV drive trains, EV chargers and other renewables-battery interfaces. Hence this data-file is a screen of companies making power MOSFETs, especially new and higher-efficiency devices using Silicon Carbide as the semi-conductor.
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This 14-page note compares the economics of EV charging stations with conventional fuel retail stations. Our main question is whether EV chargers will ultimately get over-built. Hence prospects may be best for charging equipment and component manufacturers.
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This 15-page note explores whether axial flux motors could come to dominate in the future of transportation. They promise 2-3x higher power densities, even versus Tesla’s world-leading PMSRMs; and 10-15x higher than clunky industrial AC induction units; while also surpassing c96% efficiencies.
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This data-file profiles leading companies and products in the space of axial flux motors, with an average power density of almost 8kW/kg, which is 10x higher than a typical AC induction motor in heavy industry. Leading companies are profiled, based on reviewing over 1,200 patents.
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There are around 50,000 giant mining trucks in operation globally. The largest examples are 15m long, 10m wide, 8m high, can carry around 350-450 tons and reach top speeds of 40mph. This data-file captures the economics, costs and inflationary impacts of decarbonization.
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This data-file breaks down the cost of shipping cryogenic cargoes in seaborne tankers. LNG costs $1-3/mcf. The most important input variable is transport distance. Although switching to e-fuels (green hydrogen, ammonia, methanol) can double total cost.
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This data-file estimates the economics of a passenger jet, over the course of its life: i.e., what ticket price must be charged to earn a 10% IRR after covering the capex costs of the plane, fuel costs, crew, maintenance and airport and air traffic charges. Decarbonization is challenging.
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This data-file models the total costs of shipping a container c10,000 nautical miles from China to the West, in a 20,000 TEU vessel. Emerging fuels can lower the CO2 intensity of shipping from their baseline of 0.15kg/TEU-mile, by 60-90%, but freight costs inflate by 30%-3x.
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ChargePoint is the leading provider of Level 2 EV charging stations in the US and aims to help electrify mobility and freignt. Our review finds a library of simple, clear, specific and easy-to-understand patents. More debatable are the technology edge and future IP defensability.
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Steel comprises c50% of the volume and c80% of the weight of materials in a vehicle. Each 1% reduction in mass yields a 1% improvement in fuel econome. Carbon fiber repays its extra costs after 30-70k miles, while hybridisation repays its extra costs after 10-30k miles.
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Recycling lithium batteries could be worth $100bn per year by 2040 while supporting electric vehicles’ ascent. Hence new companies are emerging to recapture 95% of spent materials with environmentally sound methods. Our 15-page note explores what it would take for battery-recycling to become both practical and compelling.
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Nio is a listed, electric vehicle manufacturer, headquartered in Shanghai. It operates over 200 “battery swap” stations, and the 2-millionth battery swap was completed in March-2021, with swap times soon falling to 3-minutes. Our patent analysis suggests a genuine moat in swappable batteries, which could only have been built up by an auto-maker. 
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Commodities comprise over $6trn of of the world’s $33trn pa in global trade, or around 20%, alongside $10trn in services, $2trn of electronic goods, $1trn in cars, $1trn in mechanical capital goods. This data-file breaks down global commodity imports and exports, by country and by region.
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Conveyors are often the most economical way to move bulk materials over long distances, e.g., from a mine to a processing plant, with an economic cost of $0.1/ton-km, in order to generate a 10% IRR on capex, opex and other costs. These costs are c30% lower than for heavy trucks, opex is at least 60% lower, and CO2 intensity is also about 60% lower. Conveyor costs are calculated in this data-file.
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Howmet is an engineered metals company, and the world’s #1 supplier of blades and vanes for jet engines and gas turbines. It has claimed an edge in direct-casting cooling channels (rather than drilling them) and bond coats that improve the adherence of Thermal Barrier Coatings. Our Howmet gas turbine technology review found support for these claims, via reviewing a dozen patents.
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Could PGMs experience another up-cycle through 2030, on more muted EV sales growth in 2025-30, and rising catalyst loadings per ICE vehicle? This 16-page note explores global supply chains for platinum and palladium, the long-term demand drivers for PGMs in energy transition, and profiles leading PGM producers.
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This data-file is a screen of leading PGM producers and recyclers. Eight companies control 90% of global production. Most are mid-caps. Four have primary listings in South Africa. Three are listed in Europe and the UK. Ore grades average 4 grams/ton, and recovery requires 60GWH/ton of energy, emitting 40kT/ton of CO2. But do recent company disclosures suggest that the gloom over PGMs is lifting?
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Core global PGM demand ran at 565 tons in 2023, which remains c6% lower than the all-time peak demand of 600Tpa in 2019. We model a recovery to 700 Tpa of demand for platinum, palladium and rhodium in 2030, then a long run decline to 350Tpa if EVs ultimately reach 90% of vehicle sales by 2050. Numbers can be stress-tested in this model.
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Commodity price volatility tends to be lognormally distributed, based on the data from ten commodities, over the past 50-years. Means are 20% higher than medians. Skew factors average +1.5x. Standard errors average 50%, while more volatile prices have more upside skew.
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Batteries, electrolysers and cleaner metals/materials value chains all hinge on electrochemistry. Hence this 19-page note explains the energy economics from first principles. The physics are constructive for lithium and next-gen electrowinning, but perhaps challenge green hydrogen aspirations?
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The economic cost of copper production is build up from first princples in this model, from mine, to concentrator, to smelter to 99.99% pure copper cathodes. Our base case is $7.5/kg copper cathode, with 4 tons/ton CO2 intensity, after starting from an 0.57% ore grade. Numbers vary sharply and can be stress-tested in the data-file.
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Global steel supply-demand runs at 2GTpa in 2023, having doubled since 2003. Our best estimate is that steel demand rises another 80%, to 3.6GTpa by 2050, including due to the energy transition. Global steel production by country is now dominated by China, whose output exceeds 1GTpa, which is 8x the #2 producer, India, at 125MTpa.
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Global tin demand stands at 400kTpa in 2023 and rises by 2.5x to 1MTpa in 2050 as part of the energy transition. 50% of today’s tin market is for solder, which sees growing application in the rise of the internet, rise of EVs and rise of solar. Global tin supply and demand can be stress-tested in the model.
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HJT solar modules are accelerating, as they are highly efficient, and easier to manufacture. But HJT could also be a kingmaker for Indium metal, which is used in transparent and conductive thin films (ITO). Our forecasts see primary Indium use rising 4x by 2050. Indium is 100x rarer than Rare Earth metals. It could be a bottleneck. What implications?
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Power grid circuit kilometers need to rise 3-5x in the energy transition. This trend directly tightens global aluminium markets by over c20%, and global copper markets by c15%. Slow recent progress may lead to bottlenecks, then a boom? This 12-page note quantifies the rising demand for circuit kilometers, grid infrastructure, underlying metals and who benefits?
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Electric currents create magnetic fields. Moving magnets induce electric currents. These principles underpin 95% of global electricity, while 50% of wind turbines and 95% of electric vehicles use permanent magnets with Rare Earth metals. This 15-page overview of magnets explains key magnet concepts and controversies for the energy transition.
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The DRI+EAF pathway already underpins 6% of global steel output, with 50% lower CO2 than blast furnaces. But could IRA incentives encourage another boom here? Blue hydrogen can reduce CO2 intensity to 75% below blast furnaces, and unlock 20% IRRs at $550-600/ton steel? This 13-page report explores the opportunity, and who benefits.
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Electra is developing an electrochemical refining process, to convert iron ore into high purity iron, and ultimately into steel, using only renewable electricity. It has raised c$100M, gained high-profile backers, and is working towards a test plant. This 9-page note reviews an exceptionally detailed patent, finds clear innovations, but also some remaining risks and cost question marks.
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Super-alloys have exceptionally high strength and temperature resistance. They help to enable 6GTpa of decarbonization, across efficient gas turbines, jet engines (whether fueled by oil, hydrogen or e-fuels), vehicle parts, CCS, and geopolitical resiliency. Hence this 15-page report explores nickel-niobium super-alloys, energy transition upside, and leading companies.
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Direct reduced iron (DRI) is produced by reacting iron ore with H2-CO syngas, fueled by natural gas, in over 150 facilities worldwide. Direct reduction iron costs $300/ton, consuming 3,000kWh/ton of energy and CO2 intensity of 0.6 tons/ton. The process can be decarbonized via low-carbon hydrogen in the syngas, as the world strives towards decarbonized steel.
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This data-file aggregates information into the strength, temperature resistance, rigidity, costs and CO2 intensities of important metals and materials. These are used in gas turbines, wind turbines, pipelines, CCS, power transmission.
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This data-file is a screen of leading companies in super-alloys, covering US pure-plays, mega-caps in industrials and defence, and emerging world producers of Rare Earth metals. In each case, we have included our notes and observations.
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Boston Metal aims to decarbonize steel, using molten oxide electrolysis, absorbing 4MWH/ton of steel. This data-file is a Boston Metal technology review, based on assessing 55 patents across 3 families. We were unable to de-risk the technology. A key challenge is conveying current into the cell, as it operates around 1,600C, which is above the melting point of most feasible conductor materials.
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Ramping new energies is creating bottlenecks in materials. But how much can material use be thrifted away? This is a case study of silver intensity in the solar industry, which halved in the past decade, and could halve again. Conclusions matter for solar companies, silver markets, other bottlenecks.
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This data-file calculates the losses in a solar cell from first principles. Losses on the surface of the cell are typically c4%, due to contact resistance, emitter resistance and shading. Sensitivity analysis suggests there may be future potential to halve silver content in a solar cell from 20g/kW to 10g/kW without materially increasing the losses beyond 4%.
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Bioleaching uses bacteria to metabolize insoluble sulfides and iron complexes. It produces 20% of the world’s copper; with 50% lower capex, at least 50% less CO2 and up to 80-90% recoveries; but it is currently limited to specific mineralogies. A prospect for the 2020s is that new technologies may unlock more minerals.
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Jetti Resources has developed a breakthrough technology to recover copper from low-grade sulfide ores, by leaching with sulphuric acid, thiocarbonyls, ferric iron (III) sulphates and oxidizing bacteria. The patents lock up the technology, with detailed experimental data. But what are the costs of copper production, what CO2 intensity and what technical challenges remain?
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This data-file summarizes our latest thesis on ten commodities with upside in the energy transition. The average one will see demand rise by 3x and price/cost appreciate or re-inflate by 100%. The data-file contains a 6-10 line summary of our work into each commodity.
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In a ‘weird recession’, GDP growth turns negative, yet commodity prices continue surprising to the upside. This 10-page note explores three reasons that 2022-24 may bring a ‘weird recession’. There is historical precedent, prices must remain high to attract new investment and buyers may stockpile bottlenecked materials. How will this affect different industries?
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How do commodities perform in recessions? Industrial metals are usually hit hardest, falling 35% peak-to-trough. Energy price spikes partly cause two-thirds of recessions, then typically trade back to pre-recession levels. Precious metals, mainly gold, tend to appreciate in financial crises. Data are compiled in this file, across recessions back to 1970.
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Gold and silver are stores of value, especially in a world of persistently high inflation and low rates. Silver is also likely to be the main bottleneck for solar in the 2020s. Hence our 18-page note models the end-to-end mining and refining of these metals. We find very steep energy/CO2 curves, and fear supply shortages. What upside for well-run gold-silver incumbents?
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This data-file is an overview of mining equipment companies. For each company, we have noted its location, size, age, number of employees, number of patents, latest revenues, operating margins, exposure to the mining equipment industry, and a few short summary sentences. Where possible, we have also broken down the company’s revenues by end-market or by commodity.
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This data-file captures the marginal cost of silver and gold production, at an integrated mining-refining operation. In our base case, a 10% IRR requires a silver price of $17/Oz and a gold price of $1,750/Oz, while the energy and CO2 intensities are an eye watering 100-150 tons/ton and 9,000 tons/ton, respectively. Numbers vary widely on ore grade.
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This data-file captures the energy economics of leaching in the mining industry, especially the costs of heap leaching, for the extraction of copper, nickel, gold, silver, other precious metals, uranium, and Rare Earths. The data-file allows you to stress test costs in $/ton of ore, $/ton of metal, capex, opex, chemicals costs, energy intensity and CO2 intensity.
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Electrowinning costs and energy economics are built up in this data-file. A charge of $900/ton is required to earn a 10% IRR on a $3,000/kTpa plant with a median energy consumption of 2-3 MWH/ton. Although this will vary metal by metal.
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The costs of froth flotation are aggregated in this data-file, building up the typical capex costs (in $/Tpa), energy costs (in kWh/ton) and other opex lines (in $/ton) of one of the most important processes for the modern metals and materials industry. A good rule of thumb is $10/ton costs to concentrate a material by over 4x.
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Bio-coke is a substitute for coal-coke in steel-making and other smelting operations. We model it will cost c$450/ton, c50% more than coal-coke, but saves 2 – 2.5 tons/ton of CO2. Abatement costs can be as low as $70/ton. Although not always, and there are comparability issues.
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Mining crushing-grinding costs are typically $10/ton of ore, breaking 3-10cm rubble into 30-100 micron powders. Capex averages $20/Tpa and energy cost averages 20kWh/ton.
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The front contacts in today’s solar cells are made of screen-printed silver, absorbing 11% of 2021’s silver market. Silver can be substituted with copper, but manufacturing is c5x more costly. So we expect a silver spike, then a switch. This 16-page note explains our outlook, and who benefits?
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This data-file is a simple demand outlook for silver in the energy transition. Demand could rise 2.5x from 30kTpa to 85kTpa in 2050, driven by solar and electrification. Although in practice, we think a price spike will displace silver with copper.
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Aurubis produces copper products from 1MTpa of recycled materials and 2.25MTpa of concetrates. Energy use and CO2 emissions are two-thirds lower than primary copper production. Our technology review finds a partial moat.
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1GTpa of material is recycled globally, across steel, paper, glass, plastics and other metals. On average, 35% of these materials are produced from recycled feeds, saving 70% of the energy and CO2, with upside in the Energy Transition.
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This data-file provides an overview of energy economics, across 175 different economic models constructed by Thunder Said Energy, in order to put numbers in context. This helps to compare marginal costs, capex costs, energy intensity, interest rate sensitivity, and other key parameters that matter in the energy transition.
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Annual commodity prices are tabulated in this database for 70 materials commodities; covering steel prices, other metal prices, chemicals prices, polymer prices, all with data going back to 2012. 2022 was a record year for commodities. The average material commodity traded 25% above its 10-year average and 60% of all material commodities made ten-year highs.
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Microwave Chemical is a small-cap company, developing microwave-based heating solutions, across over a dozen use cases, from acrylic recyling, to producing food/cosmetic compounds, to carbon fiber (particularly interesting!). We reviewed a dozen of the company’s patents in this data-file, which is a Microwave Chemical technology review and finds a moat in efficient microwave heating.
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This data-file explores Leilac low-carbon cement technology, which separates the calcination stage, within an indirectly heated reactor, so that 98% pure CO2 can be gathered and sequestered, with requiring post-combustion CCS (amines). Patents from parent company, Calix, lock up the technology, with clear and intelligible details, although this also shows where the challenges are.
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The commodity intensity of global GDP has fallen at -1.2% over the past half-century, as incremental GDP is more services-oriented. So is this effect adequately reflected in our commodity outlooks? This 4-page report plots past, present and forecasted GDP intensity factors, for 30 commodities, from 1973->2050. Oil is anomalous. And several commodities show rising GDP intensity.
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Phosphoric acid production costs are $500-900/ton, for a 10% IRR on a new facility, with $1,000-2,000/Tpa of capex. This is using the ‘wet process’, where phosphate ores are reacted with sulfuric acid. CO2 intensity is 0.6 tons/ton. However, the numbers depend on product purity. There is also a 10x higher carbon, yet potentially lower-cost process, using coke in China. These variations are captured in our model.
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Electronic devices are changing the world, from portable electronics to AI data centers. Hence what materials are used in electronic devices, as percentage of mass, and in kg/kW terms? This data-file tabualates the bill of materials, for different devices, across different studies.
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This 15-page note evaluates 10 commodity disruptions since the Stone Age. Peak demand for commodities is just possible, in total tonnage terms, as part of the energy transition. But it is historically unprecedented. And our plateau in tonnage terms is a doubling in value terms, a kingmaker for gas, plastics and materials. Outlooks for 30 major commodities are reviewed.
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Polysilicon is a highly pure, crystalline silicon material, used predominantly for photovoltaic solar, and also for ‘chips’ in the electronics industry. Global polysilicon capacity is estimated to reach 3MTpa in 2024, and global polysilicon production surpasses 1.7MTpa in 2024. China now dominates the industry, approaching 94% of all global capacity.
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Over the past decade, costs have deflated by 85% for lithium ion batteries, 75% for solar and 25% for onshore wind. Now new energies are entering a new era. Future costs are mainly determined by materials. Bottlenecks matter. Deflation is slower. Even higher-grade materials are needed to raise efficiency. This 14-page note explores the new […]
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Hydrogen peroxide production costs run at $1,000/Tpa, to generate a 10% IRR at a greenfield production facility, with c$2,000/Tpa capex costs. Today’s market is 5MTpa, worth c$5bn pa. CO2 intensity runs to 3 kg of CO2 per kg of H2O2. But lower-carbon hydrogen could be transformational for clean chemicals?
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MIRALON is an advanced material, being commercialized by Huntsman, purifying carbon nanotubes from the pyrolysis of methane and also yielding turquoise hydrogen. This data-file reviews MIRALON technology, patents, and a strong moat. Our model sees 15% IRRs if Huntsman reaches a medium-term cost target of $10/kg MIRALON and $1/kg H2.
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35 indium producers are screened in this data-file, as our energy transition outlook sees primary demand rising 4x from 900 tons in 2022 to over 3.5ktons in 2050, for uses in HJT solar cells and digital devices. 60% of global supply is produced by 20 Chinese companies. But five listed materials companies in Europe, Canada, Japan and Korea also stand out.
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Some industries can absorb low-cost electricity when renewables are over-generating and avoid high-cost electricity when they are under-generating. The net result can lower electricity costs by 2-3c/kWh and uplift ROCEs by 5-15% in increasingly renewables-heavy grids. This 14-page note ranges over 10,000 demand shifting opportunities, to identify who can benefit most.
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The global market for vacuum pumps is worth $15bn per year, with growing importance for making semiconductors, solar panels and AI chips. This data-file reviews ten leading companies in vacuum pumps, including one European-listed capital goods leader, a European pure-play and a Japanese-listed pure-play.
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Cryogenic air separation is used to produce 400MTpa of oxygen, plus pure nitrogen and argon; for steel, metals, ammonia, wind-solar inputs, semiconductor, blue hydrogen and Allam cycle oxy-combustion. Hence this 16-page report is an overview of industrial gases. How does air separation work? What costs, energy use and CO2 intensity? Who benefits amidst the energy transition?
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This data-file assesses electric vehicle magnets, permanent magnets and the use of Rare Earth materials such as neodymium (NdFeB). 80-90% of recent EVs have used Rare Earth permanent magnets, averaging 1.5 kg per vehicle, or 7.5g/kW of drive-train power, across the data-file. But the numbers vary vastly. From 0-4 kg per vehicle. 20 vehicles from different OEMs are tabulated in the data-file.
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Over $100bn pa of industrial gases and $5-6bn pa of cryogenic air separation plants are produced each year. This data-file is a screen of leading industrial gas companies and cryogenic air separation companies, breaking down their market share (number of ASUs constructed) history, geography, sales and headcounts.
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This data-file aggregates information into the strength, temperature resistance, rigidity, costs and CO2 intensities of important metals and materials. These are used in gas turbines, wind turbines, pipelines, CCS, power transmission.
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Bulk carriers move 5GTpa of commodities around the world, explaining half of all seaborne global trade. This model is a breakdown of bulk shipping cost. We estimate a cost of $2.5 per ton per 1,000-miles, and a CO2 intensity of 5kg per ton per 1,000-miles. Marine scrubbers increasingly earn their keep and uplift IRRs from 10% to 12% via fuel savings.
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Blue ammonia can economically decarbonize the fertilizer industry, using low-cost natural gas; with options to decarbonize combustion fuels in the future. This report covers where we see the best opportunities, as reforms to the 45Q have already kick-started a 20MTpa boom of new US projects.
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This data-file captures a sample of 30MTpa of blue ammonia projects from 1980 to 2030, including their location, companies, timings (year of FID, year of start-up), their sizes (in MTpa), their CO2 reductions (in %), their capex costs (in $M, where disclosed) and the implied capex costs ($/Tpa). We have also summarized each project with 3-10 lines of text.
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This data-file captures the costs of producing different grades of silicon carbide: from materials grade SiC ($1,500/ton marginal cost, 5 tons/ton CO2 intensity) through to SiC wafers that are used in the electronics industry ($30M/ton, 200 tons/ton?). SiC semiconductor remains opaque.
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Silicon carbide power electronics will jolt the energy transition forwards, displacing silicon, and improving the efficiency of most new energies by 1-10 pp. Hence we wonder if this disruptor will surprise to the upside, quintupling by 2027. This 12-page note reviews the technology, advantages, challenges, and who benefits?
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This data-file summarizes our latest thesis on ten commodities with upside in the energy transition. The average one will see demand rise by 3x and price/cost appreciate or re-inflate by 100%. The data-file contains a 6-10 line summary of our work into each commodity.
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Global production of nitric acid is 60MTpa, in a $25bn pa market, spanning c500 production facilities. This data-file estimates a marginal cost of $350/ton HNO3 and a CO2 intensity averaging 1.8 tons/ton. There are feedback loops where gas shortages could result in fertilizer and metal shortages.
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This data-file is an overview of mining equipment companies. For each company, we have noted its location, size, age, number of employees, number of patents, latest revenues, operating margins, exposure to the mining equipment industry, and a few short summary sentences. Where possible, we have also broken down the company’s revenues by end-market or by commodity.
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The costs of froth flotation are aggregated in this data-file, building up the typical capex costs (in $/Tpa), energy costs (in kWh/ton) and other opex lines (in $/ton) of one of the most important processes for the modern metals and materials industry. A good rule of thumb is $10/ton costs to concentrate a material by over 4x.
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Hydrogen cyanide is a chemical intermediate, used for making perspex, nylon-6,6 and sodium cyanide, which in turn is a crucial chemical for extracting gold and silver from precious metal ores. Marginal costs are usually $1,500-1,650/ton and CO2 intensities are 2-3 tons/ton.
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Mining crushing-grinding costs are typically $10/ton of ore, breaking 3-10cm rubble into 30-100 micron powders. Capex averages $20/Tpa and energy cost averages 20kWh/ton.
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An of overview of manufacturing methods is given in this data-file. Costs are 70% correlated with energy intensity, ranging from well below 0.3 MWH/ton to well above 7MWH/ton. The lowest cost techniques take place at huge throughput in the mining industry, while the most intricate are used in semiconductor.
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1GTpa of material is recycled globally, across steel, paper, glass, plastics and other metals. On average, 35% of these materials are produced from recycled feeds, saving 70% of the energy and CO2, with upside in the Energy Transition.
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This data-file captures chlor-alkali process economics, to produce 80MTpa of chlorine and 90MTpa of caustic soda. Our base case requires $600 per ecu for a 10% IRR and a growth project costing $600/Tpa. Electricity is 45% of cash cost. CO2 intensity is 0.5 tons/ton. Interestingly, chlor-alkali plants can demand shift.
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Albemarle is a specialty chemicals company.  Our patent screen de-risks incremental improvements in novel fire-proofing bromine compositions, further and better lithium pathways, and longer-lasting catalysts for cleaner fuels. Overall we think 70% of the patents are for technologies that will advance the energy transition in some way.
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This data-file captures the economics of producing sulphur from H2S via the Claus process, yielding an important input for phosphate fertilizers and metals. Cash costs are $40-60/ton and marginal costs are $100/ton. CO2 intensity is low at 0.1 tons/ton. Data-file explores shortages in energy transition?
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Tricoya is an engineered wood product like MDF, but it has been “acetylated”, in order to confer >50-year longevity, even when exposed to the elements. Accsys Technologies is the parent company listed on AIM and Euronext Amsterdam. This data-file reviews its technology and patent library.
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The carbon credentials of wood are not black-and-white. They depend on context. This 13-page note draws out the numbers and five key conclusions. They count against deforestation, in favor of using waste wood, in favor of wood materials (with some debate around paper) and strongly in favor of natural gas.
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This data-file calculates the CO2 intensity of wood in the energy transition. Context matters, and can sway the net climate impacts from -2 tons of emissions reductions per ton of wood through to +2 tons of incremental emissions per ton of wood. Calculations can be stress-tested in the data-file.
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Global graphite volumes grow 6x in the energy transition, mostly driven by electric vehicles. We see the industry moving away from China’s near-exclusive control. The future favors a handful of Western producers, integrated from mine to anode, with CO2 intensity below 10kg/kg. This 10-page note outlines the opportunity.
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Stora Enso is a pulp, paper and forestry products business, headquartered in Finland, with €10bn per year of revenues. It argues “everything made from fossil-based materials today can be made from a tree tomorrow”. Our patent screen finds a strong focus on sustainable packaging solutions, especially Microfibrillated Cellulose (MFC). 
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5 million industrial robots have now been deployed globally, in an $18bn pa market. But growth could inflect, with the rise of AI, and to solve labor bottlenecks, as strategic value chains are re-shored. Robotics effectively substitute labor inputs for electricity inputs. Hence today’s 18-page report compiles 25 case studies, explores the theme and who benefits?
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There are 5M industrial robots deployed globally. A typical example costs $130k to install, does incur costs to run, but displaces 1.3 FTE jobs, saves 50% total costs, and thus achieves a payback of 1.5-years and a project-level IRR of 65%. This data-file captures the economics of deploying industrial robots.
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This data-file profiles a dozen leading industrial robotics companies. The top five producers account for 60% of the global market, led by companies in Japan and Europe. Although China now comprises half of all industrial robot deployments, and thus Chinese companies are entering the robotics space.
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Exail Technologies is listed in Paris and focuses on navigational and maritime robotics. It has a range of maritime drones, with applications from mine-sweeping to assisting with offshore wind, offshore oil and gas and civil infrastructure projects in coastal waters. A key to these drones is incorporating Exail’s Inertial Navigation Systems. We have reviewed the technology.
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This screen captures a dozen leading companies in CMOS image sensors, which underpin modern digital imagery, from cell-phone cameras to vehicle applications to industrial robots with “machine vision”. It is a concentrated landscape, with incumbents in Japan, Korea, the US and Europe, and fast-growing Chinese competitors. What upside here amidst the rise of AI?
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Drones cost just $1k-100k each. They may use 95-99% less energy than traditional vehicles. Their ascent is being helped by battery technology and AI. Hence this 14-page report reviews recent progress from 40 leading drone companies. What stood out most was a re-shaping of the defense industry, plus helpful deflation across power grids, renewables, agriculture, mining and last-mile delivery.
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This data-file is a screen of 40 leading drone companies, which either manufacturing drones for consumer, commercial and defense purposes; offer drone inspection services; or offer drone delivery services. It is a vibrant landscape, with over half of the companies founded after 2010, worth c$40bn pa, and creating c$120bn pa of economic benefits.
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Increasingly efficient AI should unlock ever more widespread and more sophisticated uses of AI. This is shown by reviewing 40,000 patents from 200 industrial companies. This 15-page report summarizes notable companies, patent filings, and updates our 2030 forecasts for AI energy.
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Absorption chillers perform the thermodynamic alchemy of converting waste heat into coolness. Interestingly, their use with solid oxide fuel cells may have some of the lowest costs and CO2 for powering and cooling AI data-centers. This 14-page report explores the opportunity, costs and challenges.
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Kraken Technologies is an operating system, harnessing big data across the power value chain, from asset optimization, to grid balancing, to utility customer services. We reviewed ten patents, which all harness big data, of which 65% optimize aspects of the grid, and 40% are using AI. This supports the deployment of distributed energy, renewables and EVs.
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Groq has developed LPUs for AI inference, which are up to 10x faster and 80-90% more energy efficient than today’s GPUs. This 8-page Groq technology review assesses its patent moat, LPU costs, implications for our AI energy models, and whether Groq could ever dethrone NVIDIA’s GPUs?
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New AI data-centers are facing bottlenecked power grids. Hence this 15-page note compares the costs of constructing new power lines, gas pipelines or fiber optic links for GW-scale computing. The latter is best. Latency is a non-issue. Thus AI reshapes the future of US shale, midstream and fiber-optics?
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The costs of fiber optic data transmission run at $0.25/TB per 1,000km in order to earn a 10% IRR on constructing a link with $120 per meter capex costs. Capex is 85% of the total cost. This data fiber breaks down the costs of fiber optic data transmission from first principles, across capex, utilization, electricity and maintenance.
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This data-file forecasts the energy consumption of the internet, rising from 800 TWH in 2022 to 2,000 TWH in 2030 and 3,750 TWH by 2050. The main driver is the energy consumption of AI, plus blockchains, rising traffic, and offset by rising efficiency. Input assumptions to the model can be flexed. Underlying data are from technical papers.
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AI will be a game-changer for global energy efficiency, saving 10x more energy than it consumes directly, closing ‘thermodynamic gaps’ where 80-90% of all primary energy is wasted today. Leading corporations will harness AI to lower costs and accelerate decarbonization. This 19-page note explores opportunities.
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Powering the internet consumed 800 TWH of electricity in 2022, as 5bn users generated 4.7 Zettabytes of traffic. Our guess is that the internet’s energy demands double by 2030, including due to AI (e.g., ChatGPT), adding 1% upside to global energy and 2.5% to global electricity demand. This 13-page note aims to break down the numbers and their implications.
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What is the energy intensity of fiber optic cables? Our best estimate is that moving each GB of internet traffic through the fixed network requires 40Wh/GB of energy, across 20 hops, spanning 800km and requiring an average of 0.05 Wh/GB/km. Generally, long-distance transmission is 1-2 orders of magnitude more energy efficient than short-distance.
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This data-file is a technology review for Sentient Energy, assessing innovations in smart grids. Its technology can achieve energy savings via a combination of “Conservation Voltage Reduction” and “Volt-VAR optimization at the grid edge”. This also helps to integrate more solar and EV charging into power grids. We explain the technology.
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A single Bitcoin transaction currently uses c1,000kWh of electricity, 1 million times more than a traditional payment. Hence this note aims to explain how blockchain works, why it has been so energy intensive in the past, and how the energy multiplier could be reduced to maybe 100 – 1,000x.
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This data-file estimates the costs of drone inspections, for the construction and resources industries, using bottom-up numbers from technical papers. Costs per hour can be 30% lower than for traditional quality control. A single drone, including software licenses likely costs c$30k.
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Smart meters and smart devices are capable of transmitting and receiving real-time consumption data and instructions. This data-file tracks 40 leading companies, mostly at the venture and growth stages. They help lower demand, smooth grid volatility and encourage appliance upgrades.
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In 2019, we argued drones would be the single most disruptive technology to gain share in the 2020s, with potential to save over 500MTpa of CO2 emissions, while re-shaping urban consumption, retail and manufacturing. This data-file aims to tabulate key news flow and data-points.
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It takes 15-100 years for a new technology to ramp from 10% to 90% of its peak adoption rate. But what determines the pace? This 15-page note finds answers by evaluating 20 examples that changed the world from 1870 to 2020. We derive four rules of thumb, in order to quantify the pace at which different energy transition technologies will scale up.
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This database tabulates c300 venture investments, made by 9 of the leading Oil Majors. Their strategy is increasingly geared to advancing new energies, digital technologies and improving mobility. Different companies are compared and contrasted, including the full list of venture investments over time.
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We screen 37,000 patents into autonomous vehicles, which will likely increase total road travel by c10%. The pace of activity has been rising at a rapid, 37% CAGR. Our data-file notes the most active companies, including tech firms (Denso, MobilEye, TuSimple, Uber, Waymo, Zoox) and auto companies (Ford, GM, Honda, Toyota, Volvo et al).
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Leading technologies correlate 50-80% with ROACEs and -88% with costs in the energy industry. Hence, we assessed 6,000 patents from 2018-19, to determine which Energy Majors are best-placed to weather the downturn, benefit from dislocation and thrive in the recovery. We find clear leaders in onshore, offshore, shale, LNG and digital.
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We have constructed a database of digitization case studies around the energy industry to quantify the benefits, screen the most digital operators and identify longer-term winners in the supply chain. The theme will accelerate. Just 8% of digitized industrial processes will be materially disrupted due to COVID-19, compared to 80% of non-digitized processes.
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This data-file screens for the technology leaders in fiber-optic cables, which are crucial for the digitization of industries and the world’s structural shift towards remote-working, based on screening 37,000 patents. Revenues and market shares are summarized for the leaders.
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Online retail sales could structurally accelerate by c9% due to the COVID-19 crisis. A full breakdown of inputs and underlying data are included in this model. Individuals that work from home tend to make c63% more online retail purchases than in situ workers.
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The economic benefits of working remotely are between $5-16k per employee per year, as modelled in shit data-file. Hence we quantify that remote work could step up to displace 30% of all commutes from a typical developed world economy by 2030. The conclusions are substantiated using US data.
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The model presents the economic impacts of developing a typical, 625Mboe offshore  gas condensate field using a fully subsea solution, compared against installing a new production facility. The result is a c4% uplift in IRRs, a 50% uplift in NPV6 and a 33% reduction in the project’s gas-breakeven price. The economics are attractive.
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SuperMajors’ shale developments are assumed to differ from E&Ps’ mainly in their scale and access to capital. Access to superior technologies is rarely discussed. But new evidence is emerging. This note assesses 40 of Chevron’s shale patents from 2019, showing a vast array of data-driven technologies, to optimize every aspect of shale.
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Shell is revolutionizing LNG project design, based on reviewing 40 of the company’s gas-focused patents from 2019. The innovations can lower LNG facilities’ capex by 70% and opex by 50%; conferring a $4bn NPV and 4% IRR advantage over industry standard greenfields. Smaller-scale LNG, modular LNG and highly digitized facilities are particularly abetted. This note […]
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This datafile tabulates ten examples of deploying Blockchain in the oil and gas industry since 2017; including companies and cost savings. Most prior examples are in trading. For 2020, we are particularly excited by the broadening of Blockchain technologies into the procurement industry, which can deflate shale costs.
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This data-file tabulates super-computing capacity possessed by leading companies in the energy industry. Computing capacity has risen 4x since 2016, and 70x since 2009. Main uses are seismic interpretation, reservoir modelling and for operational decision-making, which all increases efficiency. Leading companies are identified in the data-file.
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Small, autonomous, electric vehicles are emerging. They are game-changers: rapidly delivering online purchases to customers, creating vast new economic possibilities, but also driving the energy transition. Their ascent could eliminate 500MTpa of CO2, 3.5Mboed of fossil fuels and c$3trn pa of consumer spending across the OECD. The mechanism is a re-shaping of urban consumption habits, […]
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We have tabulated energy economics on 15 commercial drones and run the equations of flight on Amazon’s “Prime Air” solution. We conclude that drone delivery will use 90% less energy, 99% less cost and 90% lower carbon than is typical in current last-mile truck deliveries. Please download the model for all of the numbers.
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Over 20 next-generation subsea robotics concepts are presented. These electric solutions are increasingly autonomous, they reside subsea and can conduct more thorough inspection/intervention work. Inspection is 2-6x faster, and maintenance costs can be halved, yielding savings of $0.5-1/boe at a typical field. The data-file also summarizes the leading Majors and Service Companies in the space.
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Technology leadership is crucial in energy. But it is difficult to discern. Hence, we reviewed 3,000 patents across the 25 largest companies. This note ranks the industry’s “Top 10 technology-leaders”: in upstream, offshore, deep-water, shale, LNG, gas-marketing, downstream, chemicals, digital and renewables. In each case, we profile the leading company, its edge and the proximity […]
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This data-file reviews 950 technical papers from the shale industry in 2018-2020, to identify the cutting edge of shale technology. The trends show an incredible uptick in completion design, frac fluids, EOR and machine learning. Each paper is summarized and categorized. The file also shows which companies and services have a technology edge.
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