Learning to struggle

If there’s one big thing we need in society that the education system is not properly teaching us, that is the need to struggle. There’s this sentiment in the education system that struggling suggests something is wrong, that is a state to transit away from, and to be avoided if possible. But what if struggling through difficulties, challenges is actually an important aspect of life? What if it takes struggling in order to truly learn something? Not just to acquire head knowledge but also to have a practical sense of how to use that knowledge?

How do we teach people to be resilient otherwise? How do we cultivate a generation of people who can actually deal with those problematic issues confronting mankind (eg. climate change, sharp inequalities, cracks in market capitalism, etc)?

AI Roadmap

Everything that has become a norm in our lives went through some hype cycle. So in essence people may overblow its usefulness and think these things are going to change the world but then it doesn’t change the world overnight so things comes crashing down for a while before it goes on to slowly change the world. The internet is probably the best example. In the 90s people were sure that the internet was going to change everything, and so it went through a bit of a hype. So did computers in the 80s. But after the hype, things crashed, and then life went on except it got changed bit by bit, steadily and surely.

Generative AI is itself going through a bit of that; we are all sure things are going to turn out great. Of course, some doomsayers will be warning the world of the problems and calamity it would bring – just as Socrates thought writing was a poor form of communication and would also bring about the decline in memory of men. I think it is probably necessary to create more safeguards for AI and allow the governance to evolve with its development.

I think Gen AI will be helping to augment the capabilities of human workers for a really long time before they come to ‘replace’ workers so to speak. Yes of course you could use some kind of AI technology to help you even have a conversation at the call center, but it’s not going to be able to handle 100% of the queries, you will eventually still have a human in place. Consultants for example, who might have been spending time copy-pasting or doing data entry type of work might lose their jobs but then there will still be someone senior who needs to intervene.

The real economic challenge for us is how are we going to let Gen AI do the so-called low-level jobs while maintaining a pathway for us to train more junior workers into capable senior workers. Sure there is the grunt work that has to be done but traditionally, the juniors learn the ropes by doing those work. If they are going to be performed by Gen AI, then how on earth are they going to be able to get the chance to learn?

There is still substantial job opportunities which are slightly underpaid but cannot be replaced by Gen AI. These work are underpaid either because of systematic biases in the economic systems or as a function of labour market rigidities. They include the care-giving, pastoral guidance type of roles, as well as all of the cases where it is important to have a human example who can model moral character and other crucial human attributes. No kid is going to see the politeness of a Gen AI figure or speech bot and say he or she wants to be courteous because they are a role model for the kid.

To me, those problems will need to be gradually resolved before we would allow AI to play a bigger part in the lives of people. Part of the way some of these problems are resolved is actually through mutual cancellation with the demographic transition challenge. Economies that are mature and have severely ageing population will need to rely on AI for many things. Improving labour mobility globally should slow down the need for that but it is inevitable for these markets who have the resources to play the early adopters’ role.

Geopolitics-driven transition

There is increasing acknowledgement of China’s leadership in a huge range of technologies around the energy transition and yet the struggle is that a lot of narratives in the Anglo-saxon world seem to be rather negative about this whenever the conversation on economics of equipment starts talking about using Chinese products.

I’m not sure if trying to re-invent the Chinese leadership in the technologies should be a key priority. Isn’t it the typical ‘western’ idea of trade that every country can develop their comparative advantage and should stick to it? One of the huge comparative advantage that the west has lies in taking seriously very preliminary, immature and ill-formed ideas and persistently exploring, improving, refining them until they are good enough for the market. At that point, the Asian economies with its ability to scale up further and drive costs down takes over those hardware aspects and this allows for prosperity and mutual gains.

The innovations in business model, technology and regulations that are needed probably will proceed the same way. Geopolitics can seem to drive the climate transition at times (such as putting a price on carbon, regulating flow of goods based on carbon content, enforcing carbon disclosures for companies, etc.), but they could also drive things in another way. When America or Europe puts tariffs on China batteries and other technologies, it can set back more advanced technologies that their local ecosystems are trying to build on top of solar, or batteries.

The truth is, more developed markets with more firms in the ‘traditional’ industrial sectors will definitely have to deal with some can of stasis introduced by incumbents lobbying, the inertia from having to restructure the economy, whereas the newer and up-and-coming markets have less to lose, or less industries to cannibalise when they are trying to develop their own industries. China’s advantage of leapfrogging some of the fossil fuels and moving straight from coal to renewables is simply something more fundamental.

The question as a global society is how we can lean on the strengths of different countries to deal with this global climate problem. Geopolitics and global competition can sometimes help. But not when competition turn towards having to re-invent the wheel.

Carbon pricing

I’ve written about carbon credits (here and here); but I never really quite considered them from the perspective of carbon tax, because I generally thought of it as just another instrument that is used to price carbon. In reality, the different mechanisms actually work differently. And even for ‘carbon markets’, where you allow trading (which can take the form of credits or allowances, again slightly different conceptually), the carbon price can take on different meanings depending on the underlying instrument in question.

Singapore’s carbon tax system introduced the idea of allowing carbon credits to ‘offset’ these taxes. And the carbon credits are essentially international carbon credits generated from projects that removes or mitigates emissions in one way or another. This is not new as some other markets have allowed the use of offsets to reduce ETS liabilities (eg. Korea). In Singapore, companies who wish to do so can only have 5% of their carbon tax exposure offset using eligible carbon credits; and there are clear specifications of what works and what doesn’t.

This marriage of carbon taxes and pricing with the generation of quality international carbon credits is something critical to bring the next step of carbon pricing to maturity. Global ‘carbon resources’ in the form of means of removal and sequestration is not uniform, even when we are all sharing the same atmosphere. It is therefore necessary to be able to trade carbon. Technically, because there is negligible transport cost when you ‘trade’ carbon, global pricing of carbon should eventually converge to the same levels. It is potentially as close as it gets to a good that can be pure commodity. Yet because of the whole issue around measurement integrity and the lack of consensus around some of the dodgier types of carbon credit methods, it is going to be very difficult for pricing to converge any time soon. The variations globally in regulating carbon emissions and putting a price on carbon emissions would also serve to slow down global carbon trade.

At the end of the day, there are wider geopolitical and economic considerations blocking stronger climate action. Working along these forces will be necessary since fighting them is rarely an option.

SAF and fuel mandates

I wrote about the trickiness of cutting subsidies which raises the cost to various groups in the society. This is effectively changing the underlying dynamics of wealth transfer in the society. Another thing that could alter the dynamics is putting some kind of regulation into the system. This tends to be less controversial when people are in agreement that the regulation is necessary. For example, getting companies to increase climate disclosure or just improve packaging labels etc would raise prices for customers as companies need to bear these costs in order to comply.

One could argue the consumers benefit from those regulations so it is fair for them to pay the price. What about when passing environmental regulations? Essentially when you first pass them, it creates benefits for parties going beyond the consumers themselves. Take the case of putting pollution control regulations on a manufacturing plant; eventually the consumers of the product of that plant is paying the cost but the ones who benefit from the regulation are the ones living near the manufacturing plant. That is when you evoke the ‘polluter pays’ principle because in this case, you are regulating away a ‘cost’ that existed in the system rather than creating a new benefit.

That brings us to the issue of climate change and greenhouse gas emissions. I work in the field of energy transition and this is intimate linked to those problems. For one, my day job is focused on solving these issues. What I’m wondering, as the CORSIA regulations kick in to push aviation industry to decarbonise, is whether national governments will choose to spend time going out to set up agreement to enable carbon credit trade which involves corresponding adjustments, or put in fuel blending mandates for Sustainable Aviation Fuel (SAF) which can play a role in airlines meeting CORSIA obligations.

Setting up fuel blending mandates will cost the airlines, who will then pass on the cost to the passengers. And perhaps that will reduce the tourism to the country, or perhaps it could increase the cost of doing business and hence make it less attractive for inbound investments. All of that factor causes it to be unclear who is paying the cost for the environmentalism and whether it ends up hurting the country more. Fuel blending mandate could nevertheless bring about new manufacturing jobs and opportunities that offset the job losses. And at the same time, you might attract relevant, future ready technologies to be based in your country.

Looking at the situation now, it is unlikely for SAF or other green fuels to get into the market through a supply push. The fact is that without a proper, transparent and accepted carbon price, there is no incentive to use a greener fuel that would cost more expensive. And this are green fuel that still ends up emitting carbon dioxide albeit in the short-cycle and hence considered to have zero greenhouse warming potential. Government should take the stance that they will have to mandate the blending and then manage the impact of the costs later. In this case, the ‘polluter pays’ principle could be evoked as a foundation but then various other instruments and tools can be used to cushion the impact for various groups to continue achieving economic objectives.

Cutting subsidies

So having ranted incorrectly about energy subsidies, I saw this article about Malaysia and was reminded of this set of principles I suggested to one of the officials at the Single Buyer of Peninsular Malaysia while working with them on a project. These are ideas on how to move towards a regime where subsidies are reduced and does not apply to everyone:

1. Make them transparent: Start by making clear where there is a subsidy; even when there is a blanket subsidy, make sure that the amount of subsidy is clearly shown to those receiving the subsidy, and that the burden of the subsidy is properly attributed, reported, even publicly. Where price controls are used, the implicit subsidy needs to be made explicit.

2. Share a cross-section of the beneficiaries: Often, fuel subsidies are meant to help manage the cost of living for the lower income. But when it is implemented through price controls or blanket subsidies, it disproportionately benefits the largest energy users. By publicising who are the beneficiaries of the subsidy and how much who gets, you can start considering how to reduce the subsidy for select groups of beneficiary that will be impacted the least.

3. Reduce subsidy for beneficiaries not aligned with policy intents: unless the state policy intention is to benefit the fossil fuel industry, there are always some groups benefiting from a blanket subsidy whose profile doesn’t align with the target group you are trying to help.

4. Keep the subsidy only for groups targeted: once the policy intents are clearer and there is social consensus of who the target groups should be, the subsidies can be pared back to be given only to those who need them. This means that subsidies need to shift from producer-side towards consumer-side. This should be aided by improvements in technology, government data-collection, and new channels for disbursing benefits.

The truth is that economics of renewables have improved and could match fossil energy in some cases. Cutting subsidies for fossil fuel will not just help reduce the reliance on them but free up more government resources to accelerate the transition. We should not allow subsidies to stand in the way of the transition.

Single pivot point

To make a change, we need a single pivot point each time. The pivot point is where things are fixed in place and do not change, and all the other changes hinge on it. And then when we make the next change, we can have another pivot point. But with any one change, we need to select a point of invariance to ensure some kind of order for the change.

In our climate transition today, too many people are trying to change things without a pivot point, thinking that the whole world has to transform. Determining what can be kept constant first is probably a good way to use consensus to drive actions. Then you’ll begin to realise what you are trying to keep the same can have far reaching consequences. For example, if you want to keep energy demand constant and start switching out existing demand into renewables, then you’re making it difficult for economic activities to expand. If you want to keep energy cost constant, then you risk keeping things to status quo and banishing adoption of costlier but greener technologies.

Laying out the trade-offs matter but one can consider how we fix certain parameters and move others first before coming back to revisit these. Take energy costs for example; given the cost of living issues and challenges, governments might want to focus on expanding proven, existing low cost green energy sources and pushing through all manner of regulations, and coordination necessary. Capture of landfill gas to be upgraded into biomethane and upgrading the biogas produced in wastewater treatment plants are low-cost sources of renewable gas that can be plugged into the existing system to displace fossil fuels. Malabar’s biomethane injection plant has just received the Greenpower certification and is the first biomethane plant in Australia to do so, ushering in what we hope to see as an era of using market mechanisms to drive renewable gas and fuel growth as it had done so for renewable electricity in the past decade in Australia.

Some may argue that prolongs the life of fossil infrastructure but we are calling them fossil infrastructure only because they are majority driven by fossil fuels as a result of legacy. One day, those infrastructure could be 100% driving renewable fuels.

EV charging incentives

For a long time, EV charging infrastructure has been seen as something in the domain of public goods and should be driven by the government. The challenge on the government side is the question of whether it makes sense for them to invest ahead of EV adoption. Investors are nervous about it because EV chargers seem to them like something, which can pop up pretty much anywhere, and there’s no ‘moat’ to support stable revenues even if they serve as an infrastructure practically. Without proper government-regulated structure, it is difficult for investors to put capital into infrastructure in a place where there’s going to be limited utilisation.

Contrast this with petrol kiosk franchises – they are well-established and have demonstrable cash flow, with strong support from the oil & gas companies backing them. Electricity companies are sometimes backing EV charging point networks in order to increase electricity retail but the truth is that electricity distribution works on an entirely different business model from fuel distribution. A lot of investors believe that the petrol kiosks will themselves be the best location for very fast or ultra-fast chargers (usually 10-20 minutes for a full charge). The other fast chargers (1.5-4 hours for a full charge) will likely be in destinations like shopping malls or other commercial buildings.

Yet EV charging infrastructure is so important as a basis to increase EV uptake which the energy transition desperately needs. Electrification of energy needs from transport enables an easier decarbonisation as we can focus on renewable energy in the power sector while transport and other sectors just have to focus on electrification (which of course, can be quite a pain for some sectors – that’s for another day). So how do we increase and improve EV charging infrastructure? Where can we align the incentives? What role should the government play, if at all? And what if it becomes an extremely profitable business down the line?

Pathway to Hydrogen

I keep thinking about the role hydrogen would play in the netzero energy system. It is important because most specialists in the field think it will be incredibly important. But I’m afraid some of them think of the importance not from an energy or thermodynamics perspective but from a technological, socio-economic perspective. I think that is misguided for something that is so nascent and imature.

The solar and battery learning curves cannot be used to project what happens to hydrogen because it is fundamentally a more complex type of project. A lot less plug-and-play compared to solar panels or batteries. For solar panels, the technology takes in light and transform it into power, which in essence is the flow of electrons. There is of course the issue of DC power versus AC power but the inverters will deal with that translation; and you can plug directly to existing electricity grids. Of course, when you have a lot of them the grid must start shifting but at least you get a shot at getting started. And after that you’ve got batteries coming in, again almost ready to work with the existing electrical infrastructure.

Green hydrogen production integrates with the electricity system fine as well; it takes in power, feeds the electrolyser which separates pure water into oxygen and hydrogen, storing away the gas as it is being produced. However, the most valuable output in the process, the hydrogen, needs to be properly stored and transported to where it is needed. And all of these infrastructure do not yet exists! The largest part of the revenue generation problem has not been sorted!

This is why it is so difficult to get hydrogen started, and so expensive to do so even when the technology seem more and more established. The challenge is that a lot of that infrastructure would also serve some of the current fossil gas interests. There are issues of couse with the risks of interest conflicts when the fossil industry push for hydrogen.

The fact that hydrogen is not so plug-and-play to our current system means more evolution is needed before we are ready. Instead of putting direct incentives into hydrogen production, we should be using our resources to solve the problems along the journey to the hydrogen future. A lot of these problems involves collective action, coordination of choices and displacement of swarthe of economic activities that requires proper thought about restructuring.

There is really much more work to do than administering incentives. And this is definitely not an area the government can easily rely on market incentives to accomplish.

Ordering the transition

There is some kind of rational order to the energy transition. It depends on the maturity of the system, the current technologies deployed, the infrastructure in place, and also our views on the technologies ahead. This order will not occur naturally, nor will the economics of it follow naturally. Instead, it is an approach that requires coordination across the energy system, regulatory framework, and the markets to ensure that order proceeds as it should. There is no single right answer, which means there can be some variation but by and large, there are clearly right directions to move forward on.

It is critical to sharply focus on the objective of decarbonisation and organise other matters around it first. Presently, most of the global discussions, and the market narratives are clouded by issues around cost concerns, job losses, stranded assets and lots of doom and gloom around those. Worrying about them is putting the cart before the horse because we need to properly envision a future before we decide whether the sacrifices are worth and how to deal with those secondary problems derived from them. After all, you don’t choose your destination based on the public transport time table.

If for example we want to look at the decarbonisation of power systems, there is first the displacement of fossil generation with wind and solar. So wind and solar must first be installed into the system and ‘traditional renewable power’ such as hydropower and even bioenergy boosted. As battery technologies are not rolling out as quickly, hydropower and even biogas plants can and should help with some of the smoothing of supply. Yet if they are not sufficient, batteries must be put into the system to enhance the reliability and reduce intermittency so that renewable power is able to displace fossil generation.

And only then, would the power system be able to start supporting electrification of other industries as a route to decarbonise. There is no point thinking that electrification is a route to decarbonisation if the power system itself is loaded with coal and gas plants, and increased demand is continually used to justify the continued fossil presence. And then only when the power system is properly decarbonised should we start considering and pushing for green hydrogen. Otherwise, having our renewable electricity capacities all caught up in green hydrogen production is definitely not a great idea for the industries looking at electrification to decarbonise – you’re pushing up the electricity cost on both sides, and then you end up complaining that green hydrogen is not cost-competitive.

If we believe that we want to pursue a route of hydrogen production that is based on highly efficient electrolysers then we may only be able to do so when batteries are really cheap. This is because highly efficient electrolysers can only have their costs justified through high utilisation. Yet renewable electricity is expensive when they are scarce which is probably the case for a system full of solar at night, so if you want to keep the electrolysers going 24/7, you need batteries to keep pushing electrons through them. Highly efficient electrolysers, combined with lots of batteries for maintaining high utilisation is a great formula for extremely expensive green hydrogen. Cheap but inefficient electrolysers might actually end up doing the work of pushing down cost of hydrogen earlier (see some ideas here).

Now all that only helps with the production cost of green hydrogen; there are other issues and cost barriers which needs to be overcome. More on them in my next post. But what I’m trying to show here is that there is a rational, orderly way to approach the problem of decarbonising our systems. And the way to consider it is not to load up the emissions problem with all of the other considerations upfront. Rather, we organise ourselves better by thinking first about the best route to decarbonise based on carbon intensity, then we identify the costs, figure out the trade-offs and see what is worth sacrificing.