*

Bilal Siddika


  • Data Vizdom: Sustainable aviation fuels

    Data Vizdom: Sustainable aviation fuels




    Event

    Data Vizdom: Sustainable aviation fuels

    What better way to understand concepts big and small than through data visualizations? In this blog series, we bring you a collection of visuals on events, academic theories, and insights around economics and transportation, especially — but not exclusively — from academia and news organizations. Join us to explore and engage with interesting and insightful data visualizations from creators around the world.

    Ever since the proliferation of air travel, the world has shrunk in size and become more connected. Improving economic conditions and reducing airfares have made flying accessible, guaranteeing the industry’s growth in the coming decades. However, this is not entirely positive, as it means a rise in the industry’s share of global CO2 emissions, which currently stands at 2.5%. This week’s Data Vizdom delves into the increasing interest in sustainable aviation fuels to reduce the impact of flying.

    Over the years, the quantity of fuel burned per passenger-km has reduced at a CAGR of 3.4%. A significant portion of this increased efficiency is attributable to improved engines, with each new generation of aircraft achieving a 15-20% gain over its predecessor. Gains from increasing seat density and loads have reached their ceiling. Further design innovations can be expected to yield gains but will come at a significant monetary cost.

    Fuel efficiency: Why airlines need to switch to more ambitious measures – McKinsey & Company (March 1, 2022)

    This has necessitated alternative approaches to reduce fuel consumption and emissions reduction in general. Sustainable aviation fuels offer a promising compromise as it matches the relevant properties of jet fuel and also does not require the large R&D investment of hydrogen and electric planes.

    Emitting up to 80% less greenhouse gas than conventional jet fuel, sustainable aviation fuels can be produced from a variety of non-fossil fuel sources such as used cooking oil, animal fats and food crops. The ability to utilize what is generally wasted and reduce emissions offers great value, which will make sustainable aviation fuels a major source of emission reduction in the aviation industry by 2050.

    The aviation industry wants to be net zero—but not yet – The Economist (May 14, 2023)

    Boeing has promised that all of its planes will be capable of running on sustainable aviation fuels by 2030. This commitment is echoed throughout the industry, with sustainable aviation fuels being the most popular decarbonization initiative undertaken to meet climate goals.

    Sky-High Cost of Clean Aviation Isn’t Fazing Airlines Yet – BloombergNEF (June 6, 2023)

    While it is straightforward to make the switch to sustainable aviation fuels, there is a significant lack of production to meet the industry’s demand. In 2024, the industry consumed over 250 million tonnes of jet fuel compared to the measly 0.24 million tonnes of sustainable aviation fuel. Furthermore, sustainable aviation fuel currently costs more than twice as much per tonne as conventional jet fuel.

    Green air travel: why synthetic fuel prompts genuine excitement – Financial Times (December 10, 2023)

    To improve production and bring down costs, many airlines and energy companies around the world have announced joint ventures. The production of ethanol-based sustainable aviation fuel is expected to ramp up exponentially by 2025, with almost all of it concentrated in the food crop-rich United States.

    Why Green Air Travel Will Save US Corn Farmers From Extinction – Bloomberg (September 26, 2023)

    In conclusion, as countries implement regulations mandating the aviation industry to adopt sustainable aviation fuels, it is crucial to rapidly scale production to meet increasing demand. Allocating a greater proportion of food crops for fuel production will significantly impact water usage and availability for nutritional purposes. Success in producing sustainable aviation fuels using carbon captured directly from the air could provide an answer.

    Help us make this series even better! We would love to hear about sources we should follow to discover interesting projects and visualizations. Write to Bilal Siddika on LinkedIn or via email.

    Speaker(s)

    • Aïchata S. Koné

      CIRANO & GVCdtLab

    • Thierry Warin

      HEC Montréal, CIRANO, GVCdtLab & Digital Data Design (D^3) Institute at Harvard Business School

  • Data Vizdom: Livable cities

    Data Vizdom: Livable cities




    Event

    Data Vizdom: Livable cities

    What better way to understand concepts big and small than through data visualizations? In this blog series, we bring you a collection of visuals on events, academic theories, and insights around economics and transportation, especially — but not exclusively — from academia and news organizations. Join us to explore and engage with interesting and insightful data visualizations from creators around the world.

    Economic activity is strikingly concentrated in cities, bringing in opportunities that more than compensate highly skilled labour for facing the negative aspects of city life, including its incredibly high cost of living. This week’s Data Vizdom brings attention to the factors that make cities livable beyond the usual economic barometers such as income levels and housing prices.

    Wealth inequalities and poverty concentration in Toronto – School of Cities (July 13, 2022)

    A defining characteristic of cities is their comparatively higher population density. In well-planned cities, this key feature can enhance walkability through the development of alternative modes of mobility that disincentivize the use of cars. A well-developed network of sidewalks, bicycle lanes and public transportation also has a positive impact on the environment and public health.

    The interactive visualization below maps cities based on the most used modes of transport by their inhabitants. Among all Canadian cities, Victoria in British Columbia has the lowest car dependency. Explore the modal split of your city to see how walkable it is in comparison to its global peers.

    The ABC of mobility – Prieto-Curiel and Ospina (March 2024)

    The Canadian Suburbs Atlas provides a highly granular view of in-city mobility within Canadian cities. The interactive map shows the modal split by neighbourhood along with the major transit lines of the city.

    Canadian Suburbs Atlas – Gordon (n.d.)

    To accommodate their inhabitants, cities need to have higher density housing, making space an extremely valuable commodity. This often leads to densely built-up neighbourhoods that lack sufficient green spaces. The MIT Senseable City Lab uses Google Street View panoramas to develop a tree canopy index that captures human perception of their environment beyond simply mapping a city’s parks, better representing everyday life in a particular city.

    Exploring the Green Canopy in cities around the world – MIT Senseable City Lab (n.d.)

    Beyond these two factors, the Economist Intelligence Unit conducts an annual survey that rates 173 cities across five categories: stability, healthcare, culture and environment, education and infrastructure. The following visualization maps the rank of cities on this index, showing the geographical distribution of the most and least livable cities.

    The world’s most liveable cities in 2024 – The Economist (June 26, 2024)

    In terms of regional diversity, we see that a large majority of cities scoring over 90 points are located in Western Europe and North America. Most cities scoring between 60 and 80 are situated in Asia and Australasia, while cities with the lowest scores are predominantly found in the Middle East, Sub-Saharan Africa and North Africa.

    As the global population continues to concentrate in cities, it is imperative to ensure that they evolve to become more inclusive, sustainable and socially cohesive for their inhabitants.

    Help us make this series even better! We would love to hear about sources we should follow to discover interesting projects and visualizations. Write to Bilal Siddika on LinkedIn or via email.

    Speaker(s)

    • Aïchata S. Koné

      CIRANO & GVCdtLab

    • Thierry Warin

      HEC Montréal, CIRANO, GVCdtLab & Digital Data Design (D^3) Institute at Harvard Business School

  • Data Vizdom: Carbon markets

    Data Vizdom: Carbon markets




    Event

    Data Vizdom: Carbon markets

    What better way to understand concepts big and small than through data visualizations? In this blog series, we bring you a collection of visuals on events, academic theories, and insights around economics and transportation, especially — but not exclusively — from academia and news organizations. Join us to explore and engage with interesting and insightful data visualizations from creators around the world.

    This week’s Data Vizdom looks at carbon markets, a system where CO2 emission units or carbon credits are traded. This effectively sets a price on carbon and incentivizes reductions in its emission.

    Take a look at annual CO2 emissions, and it becomes clear that developing countries account for over two-thirds of the total. This is not surprising in a world with global supply chains where high-emission activities such as mining, farming and manufacturing are concentrated outside the cost-prohibitive developed world. Data on historical CO2 emissions over the last 170 years attributes half of all emissions to rich countries, which comprise only 12% of the world’s population.

    Who Has The Most Historical Responsibility for Climate Change? – The New York Times (November 12, 2021)

    While historical responsibility for carbon emissions remains a concern, countries have been experimenting with setting a price on carbon to meet their climate pledges. Two key measures have been designed to encourage companies to invest in lowering their emissions. The first is levying a tax on a company’s carbon emissions based on volume. The second is establishing a system that allows companies to trade carbon credits, which permit them to emit one ton of CO2 per unit. The latter, known as emissions trading systems, have been gaining popularity of late.

    Climate graphic of the week: Carbon pricing reaps $84bn but falls ‘well below’ climate goals – Financial Times (May 27, 2022)

    Carbon markets are of two types: compliance and voluntary. Under the compliance system, governments set an overall cap on emissions and allocate limits to companies through the granting of credits. These carbon credits can be used by companies to emit up to their allocated limit or sold to other companies, effectively making it more expensive to pollute at status-quo levels. Credits can also be created by reducing or removing CO2, such as through the use of solar panels or carbon capture technology. In voluntary markets, credits are generated when companies invest in carbon reduction projects.

    Carbon markets are going global – The Economist (May 26, 2022)

    With each new compliance market and carbon tax levied, a greater percentage of GHG emissions is covered and priced. Currently, almost a quarter of all GHG emissions are covered under carbon-pricing initiatives.

    The price for carbon credits varies depending on the market, with prices in compliance markets far outpacing those in voluntary markets. The market size of the former reached $850 billion in 2021. In fact, the commodification of carbon has allowed individual investors to speculate while also contributing to climate action.

    How carbon prices are taking over the world – The Economist (October 1, 2023)

    The demand for voluntary credits is expanding, driven by climate-friendly projects in the developing world. Startups in Africa, for example, are generating credits by selling cleaner fuels such as bioethanol to replace firewood and charcoal used for cooking. Profits from the sale of carbon credits are used to reduce the market price of these fuels. The African Carbon Markets Initiative (ACMI) estimates that the continent is currently harnessing only 2% of its potential, with a goal to sell $100 billion worth of credits annually by 2050.

    Could carbon credits be Africa’s next big export? – The Economist (November 30, 2023)

    While critics have questioned the efficacy of carbon markets in reducing emissions, an increasing number of governments are establishing new compliance markets. With greater global adoption, trading in credits is expected to rise, thereby raising the cost of polluting our planet.

    Help us make this series even better! We would love to hear about sources we should follow to discover interesting projects and visualizations. Write to Bilal Siddika on LinkedIn or via email.

    Speaker(s)

    • Aïchata S. Koné

      CIRANO & GVCdtLab

    • Thierry Warin

      HEC Montréal, CIRANO, GVCdtLab & Digital Data Design (D^3) Institute at Harvard Business School

  • Data Vizdom: Tackling deforestation with EUDR

    Data Vizdom: Tackling deforestation with EUDR




    Event

    Data Vizdom: Tackling deforestation with EUDR

    What better way to understand concepts big and small than through data visualizations? In this blog series, we bring you a collection of visuals on events, academic theories, and insights around economics and transportation, especially — but not exclusively — from academia and news organizations. Join us to explore and engage with interesting and insightful data visualizations from creators around the world.

    As supply chains became more global, countries began enforcing reporting obligations on companies to ensure that their suppliers did not use forced or child labor to manufacture their products. Countries are now devising policies that take a more hands-on approach to managing their supply chains. This week’s Data Vizdom examines the recently adopted European Union Deforestation Regulation (EUDR) to understand the rationale behind it.

    The WWF reports that the world’s forest cover is being lost at an alarming rate due to deforestation. This is primarily driven by the need for more agricultural land to sustain the growing global population. Other region-specific factors, such as logging and mining, also contribute to this loss.

    Deforestation Fronts – WWF (n.d.)

    The impact of forest cover loss from human intervention varies based on the cause. Logging in plantation forests causes short-term environmental impacts, as these areas can eventually regrow. However, clearing the Amazon rainforest for farming permanently transforms the ecosystem.

    While almost all deforestation occurs in tropical regions, a significant portion of it is driven by the demand for agricultural inputs that are ultimately consumed elsewhere in the world.

    Deforestation and Forest Loss – Our World in Data (February 2021)

    To reduce the negative environmental impact generated by its demand, the EUDR prohibits the sale of any product that uses the following seven commodities or their derivatives sourced from deforested or degraded land after December 31, 2020.

    The Race to Map the World and Protect $110 Billion of Trade – Bloomberg (June 1, 2024)

    The current list of commodities averages out to $110 billion in trade, representing a sizeable portion of output for many of the EU’s trade partners. To ensure compliance, companies must ensure traceability of their supply chains down to the geolocation of the plot of land used to grow their inputs.

    As a percentage of their exports, these commodities represent more than 8% of total exports for many countries in Africa and between 3% to 5% for many countries in South America, Asia and Europe.

    A large majority of suppliers in these countries are racing against the clock to map their land and ensure compliance, or risk losing their livelihoods. The cost of non-compliance is high, with potential fines reaching up to 4% of the company’s turnover in the EU.

    Trade and Development Chart: Impact of the EU deforestation regulation – World Bank Blogs (December 13, 2023)

    So far, very few companies have programs in place to ensure traceability in their supply chains that meet the requirements of the EUDR.

    Navigating the EU Regulation on Deforestation-Free Products: 5 Key EUDR Questions Answered About Company Readiness and Investor Risk – Sustainalytics (April 2, 2024)

    As countries continue to seek deadline extensions, the full effects of the EUDR will only become evident over time, reshaping global trade dynamics and driving towards more sustainable commodity sourcing practices in global supply chains.

    Help us make this series even better! We would love to hear about sources we should follow to discover interesting projects and visualizations. Write to Bilal Siddika on LinkedIn or via email.

    Speaker(s)

    • Aïchata S. Koné

      CIRANO & GVCdtLab

    • Thierry Warin

      HEC Montréal, CIRANO, GVCdtLab & Digital Data Design (D^3) Institute at Harvard Business School

  • Batteries for EVs: A supply chain perspective

    Batteries for EVs: A supply chain perspective

    Event

    Batteries for EVs: A supply chain perspective

    The world is undergoing a transition to a net-zero economy with technological development driving this change. Energy generation and transportation have received great attention as they together account for about half of global greenhouse gas emissions1. In terms of CO2 emissions, transportation generates one-fifth of the total, with 75% of that coming from road vehicles2. This makes electric vehicles (EVs) instrumental in reducing the overall environmental impact generated from road transportation. To support the expected increase in demand for EVs, the supply chain needs to be strong and resilient to exogenous shocks.

    From a technological perspective, EVs are simpler in design compared to their internal combustion engine counterparts, with significantly fewer moving parts. However, they require substantially more mineral resources for their motors and batteries. For automakers, batteries present a key technological challenge as their design shapes the key characteristics of the vehicle and determines the minerals required to manufacture it.

    At present, mineral-intensive lithium-ion batteries are the industry standard. Focused R&D efforts have led to an increase in battery density, longer cycle life and reduced average costs, falling by 90% since 20103. Yet, the cost of the battery pack is by far the most expensive manufacturing expense of an EV. On an average this cost was estimated to be at $6,300 in 20214, representing one-third of the total vehicle cost5. To better understand the economic dynamics behind this, it is imperative to understand the structure of a lithium-ion battery.

    Each EV houses a battery pack comprising multiple battery cells and control electronics within an aluminium or steel casing for protection. A battery cell contains two electrodes — a cathode and an anode — separated by a plastic separator. A lithium salt solution facilitates the movement of ions between the electrodes, with current collectors made of aluminum and copper for the cathode and anode, respectively, collecting and conducting electrical current. The chemistry of the electrodes principally affects the battery’s characteristics, including energy density, charging speed, lifespan, operating temperature, flammability and cost.

    The chart below shows the varying proportions of minerals used in the three leading lithium-ion battery chemistries. Automakers choose a chemistry that best serves the EV’s intended purpose. For instance, NMC batteries are used for high-performance EVs for their superior energy density, despite their higher costs. In contrast, LFP batteries, which have nearly half the energy density, are preferred for entry-level EVs due to their lower cost and longer lifespan.


    Regardless of their chemistry, lithium-ion batteries have a long and complicated supply chain involving globally dispersed actors performing specialized activities from mining to the their integration into EVs. The decentralized nature of these activities, coupled with the diversity in mineral inputs results in extensive international transportation. Minerals travel an estimated average of 50,000 miles from mining sites to their use into cell manufacturing6. To put this into perspective, the EV battery supply chain can be divided into three main stages: upstream, midstream, and downstream.

    The upstream stage involves mining the mineral ores necessary for creating battery components from reserves. While the specific minerals required depend on the battery chemistry, critical minerals like graphite and lithium are essential. The midstream stage involves processing mined mineral ores, refining them to battery-grade quality, converting them into components and then into battery cells by their manufacturers. In the downstream stage, these cells are assembled into large battery packs, integrated with control electronics and installed into EVs. Finally, at the end of its life, the battery ideally undergoes recycling, where its minerals are recovered and recycled to create new batteries7.

    Although a large majority of batteries are not currently recycled, there is significant potential for improvement. Reusing minerals to manufacture new batteries saves the energy expended on mining for virgin minerals and enables companies to mitigate challenges further upstream8. Additionally, dampening demand for critical minerals like cobalt also reduces environmental and social impacts, such as hazardous working conditions and issues like child and forced labor9.


    The interactive chart below shows the top 5 producers of the minerals typically used in EV batteries, with anodes on the left and cathodes on the right. Except for steel, every mineral used is classified as critical — essential for economic or national security, with supply chains vulnerable to disruptions — in Canada10. While the dataset used does not specify the grade of the minerals, which is important, it still highlights the uneven distribution and production of these minerals. This is particularly evident in the production of graphite, lithium, cobalt, phosphate and aluminum, where a single country often controls the majority of supply.

    A second drawback of the dataset is that it does not identify foreign ownership of mines, such as the Tenke Fungurume Mining (TFM) copper-cobalt ore project in Congo, where China holds an 80% equity stake11.

    Economically viable reserves of these minerals are often concentrated in the hands of a few suppliers in politically unstable countries with poor records of upholding human rights and environmental standards. For countries seeking to diversify their supply, opportunities for certain minerals exist but establishing new mines can be a lengthy process. For instance, approximately 20% of the world's lithium reserves are located outside the top 5 producers, offering potential for supply diversification. A similar situation exists for phosphate, with significant reserves found in Morocco. However, igneous phosphate, which is most suitable for LFP batteries, is primarily found in Canada, Russia, and South Africa12.

    On the flip side, battery chemistries and designs are continually evolving. In lithium-ion batteries, anodes are typically graphite, while cathode chemistry varies widely. LFP batteries, which avoid the use of nickel, manganese and cobalt, are gaining market share due to improvements in energy density and performance. However, for countries seeking to de-risk their EV battery supply chain, China also leads in the development and manufacture of LFP batteries, controlling over 95% of global production13. With widespread adoption in the Chinese market, 4 in 10 EVs produced in 2023 were powered by an LFP battery. Another potential disruption could come from sodium-ion batteries, which avoid the use of lithium in favor of nickel or manganese, depending on the chemistry14.


    Looking further downstream, China's dominant position in the EV battery supply chain becomes more apparent. While mineral extraction is somewhat geographically diversified, the processing of these minerals into materials suitable for battery parts is highly concentrated in China. More than 50% of graphite, lithium, manganese, cobalt and aluminum processing occurs there. This trend continues in cell manufacturing, with China producing approximately 70% of all cathodes and about 85% of all anodes. The conversion of cells into battery packs is also heavily concentrated in China, accounting for over 75% of global production. Finally, China manufactures approximately 1 in every 2 EVs produced worldwide.

    As broader geopolitical issues affect economic and trade relationships, the stability of global supply chains is increasingly at risk when an outsized share of any activity in the EV battery supply chain occurs in a single country. Such bottlenecks can have negative consequences as countries increasingly weaponize their control over key activities in the supply chains of critical goods15.


    To reduce the risks generated from over-reliance and to build resilience, investments are being made in Canada, the US and Europe across the EV battery supply chain to localize and develop domestic capacity, which is crucial for a successful green transition. Furthermore, the environmental and social impacts of upstream activities in the EV battery supply chain have spurred interest in securing ethical supplies. Greater investments are needed to ensure transparency and prevent malpractices by suppliers.

    The shorter than expected lifespan of batteries and the challenge of achieving circularity through recycling are also significant issues that need to be addressed. While experimentation with battery chemistry has enabled LFP technology to regain competitiveness, the lack of valuable minerals makes their recycling unprofitable16. In the mean time, due to the nature of the industry, EV battery production is expected to remain dominated by China for the foreseeable future.


    References

    1. Ritchie, Rosado and Roser (2020). Breakdown of carbon dioxide, methane and nitrous oxide emissions by sector. Our World in Data.

    2. Ritchie (2020). Cars, planes, trains: where do CO₂ emissions from transport come from?. Our World in Data.

    3. IEA (2024). Batteries and Secure Energy Transitions.

    4. Stinger and Park (2021). Why an Electric Car Battery Is So Expensive, For Now. Bloomberg.

    5. König et al. (2021). An Overview of Parameter and Cost for Battery Electric Vehicles. World Electric Vehicle Journal.

    6. Straubel (2022). The scope and scale of critical mineral demand and recycling of critical minerals. U.S. Senate Committee on Energy and Natural Resources.

    7. Brinn (2022). Electric Vehicle Battery Supply Chains: The Basics. NRDC.

    8. Reinsch et al. (2024). Friendshoring the Lithium-Ion Battery Supply Chain: Battery Cell Manufacturing. CSIS.

    9. Carreon (2023). The EV Battery Supply Chain Explained. RMI.

    10. Government of Canada (n.d.). Canada's critical minerals.

    11. Tang and Chen (2023). China's CMOC, Gécamines reach resolution on DR Congo copper-cobalt mine. S&P Global.

    12. Banerjee (2023). Characterization of First Phosphate’s Lac à l'Orignal Phosphate Deposit, Lac- Saint-Jean Anorthosite (LSJA) Complex, Quebec, Canada: Implications for Supplying Lithium Ferro (Iron) Phosphate (LFP) Batteries. Queen's University.

    13. IEA (2024). Batteries and Secure Energy Transitions.

    14. IEA (2024). Trends in electric vehicle batteries.

    15. Luo and Van Assche (2023). The rise of techno-geopolitical uncertainty: Implications of the United States CHIPS and Science Act. Journal of International Business Studies.

    16. IEA (2022). Global Supply Chains of EV Batteries.

    Speaker(s)

    • Aïchata S. Koné

      CIRANO & GVCdtLab

    • Thierry Warin

      HEC Montréal, CIRANO, GVCdtLab & Digital Data Design (D^3) Institute at Harvard Business School


FR