Where the growth is: Infrastructure

By Frank E. Holmes, Financial Planning


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U.S. investors have increasingly bought into the idea that they should have overseas exposure as a way to diversify their portfolios. Well, the start to 2008 has done its best to bash that thinking — the subprime debt and derivatives crisis that has wreaked so much havoc at home has also buckled the knees of international markets.

So what's a global-minded investor to do? Before answering that, allow me a few observations:

• An estimated 500 million rural Chinese are expected to migrate to cities and towns during the next few decades, and India's urban population will double.

• Saudi Arabia is no longer content to pump massive quantities of crude oil out of the ground and ship it elsewhere for processing into more lucrative products.

• The American Society of Civil Engineers estimates that the U.S. would have to lay out more than $1 trillion in the next few years to bring our nation's highways, airports, water systems and other facilities into good repair.

The common thread among these three points is that they all relate to infrastructure. The scale of spending under way or envisioned both here and abroad is enormous. That's why I believe infrastructure will be one of the best global investment opportunities for years to come.

The Organization for Economic Cooperation and Development, better known as OECD, estimates that the world will require more than $1.8 trillion per year in infrastructure investment in the coming decades — an annual tab that the public sector can't be expected to pick up in full. That's similar to a recent figure from the consulting firm Booz Allen Hamilton, which pegs the cost of modernizing urban water, electricity and transportation systems over the next 25 years at $41 trillion — a figure roughly equal to the 2006 market capitalization of all shares held in all stock markets in the world.

For emerging markets like China, India and the Middle East, the play is the massive build-out of infrastructure to support future growth ambitions. For North America, Western Europe and the rest of the developed world, there is a pressing need to repair or replace aging roads, bridges and the like.

You get a vague sense of this need when you're dodging potholes or cursing a "no service available" message on your mobile phone. But things came into clearer focus last summer when a highway bridge in Minneapolis collapsed into the Mississippi River, killing 13 people and injuring more than 100 others. "A bridge in America shouldn't just fall down," U.S. Sen. Amy Klobuchar of Minnesota said at the time, and she's right. But that's how it is with infrastructure: People really don't think much about it until something falls down.

Before the Minneapolis bridge, there was Hurricane Katrina. The worst property damage and hundreds of fatalities occurred when the swollen Mississippi River broke open sections of the levee system protecting New Orleans. On a less-tragic note, Chicago's crumbling mass transit system has been called the biggest hurdle to its bid for the 2016 Summer Olympics.

Infirm infrastructure is hardly unique to the United States. A recent study in Canada found that the country's roadways, sewer systems, wastewater treatment facilities and bridges were either at or had passed the halfway point of their useful life. A drought in London a few years back exposed a network of leak-riddled water pipes under the Thames that dated back to Queen Victoria's reign, and in Russia and Eastern Europe, the post-Communist period has been one of growth and modernization.

Among developing nations, much of the demand for infrastructure boils down to a pair of key trends: population growth and urbanization. The global population is expected to grow at an average rate of 1.6% annually, according to the United Nations. At that rate, by 2030 there will be 8.3 billion people on Earth, with six out of every 10 living in cities.

More than 80% of the planet's people live in the emerging world, the giants being China and India. In sheer numbers, China's and India's combined populations comprise 40% of humanity and their economies are growing around 10% annually.

I've already mentioned how the rural Chinese are flocking to cities in search of economic opportunities. The same phenomenon is true of India: an estimated 540 million Indians will be urban dwellers in 2025, roughly double today's levels. Like the upwardly mobile in the West, these urban dwellers will expect better transportation and communication services, so they can remain connected to the countryside.

Many of the top government and business leaders in China and India were educated at U.S. universities and have brought the "American dream" back to their homeland. China's current five-year plan, which runs through 2010, calls for spending $200 billion for airports and subways, $175 billion for railroads and $80 billion for highways, and $70 billion for water and wastewater treatment. Morgan Stanley estimates that China will need $346 billion for electricity generation and distribution between 2006 and 2010.

India, which significantly lags China in its current state of development, announced in late 2007 that it intends to spend 8% of its GDP — that is, $500 billion — on infrastructure over the next five years in order to hit its desired economic growth rate of 10%. The country is plagued by power shortages, a dearth of multilane highways, and antiquated and overwhelmed ports.

I went to India recently and found many of the same frustrations as a decade ago. The airport in New Delhi remains dirty and disorganized. In Bangalore, the country's high-tech capital, a new airport is opening this year, but the roads leading there are so congested that travelers must plan on a two- to three-hour drive to travel the 20 miles from downtown.

India's leaders can see the cost of these shortcomings by looking east to China, where the roads and airports are modern and efficient. Tens of billions of dollars in direct foreign investment pour into China annually, while India struggles to persuade potential investors to buy into the country's future.

Over the coming years, spending by the Gulf countries is expected to exceed that of India, even though their total population is just a small fraction of India's billion-plus one. Oil prices around $100 a barrel have created a mind-boggling revenue stream. Unlike during previous oil booms, Gulf nations are investing those petrodollars in their own infrastructure this time.

Of course, Dubai is the world's poster child for infrastructure, with its lavish and imaginative projects, including what is expected to be the world's tallest building, and manmade islands in the shape of the world's continents. Less well known is what is happening in Saudi Arabia: A half-dozen "economic cities" are being built from scratch as part of a government plan to attract foreign capital and to capitalize on its location between Europe and Asia.

Many companies will be involved in this work, including heavy-equipment makers, cement suppliers, steel manufacturers, utilities, and engineering firms. On a broader level, there will be continued strong demand for copper, steel and other commodities.

Governmental involvement is what separates the infrastructure build-out from regular construction activity, and I believe the political will exists to support long-term infrastructure creation worldwide, regardless of short-term economic conditions. We have spoken to many companies that agree with this outlook. They are upgrading their capacity to participate in both public-sector and private projects. Leaders of emerging nations acknowledge that future economic growth in their countries depends directly on infrastructure improvements. A similar argument can be applied to the United States and other developed markets.

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Altmaier's new electricity forecast: the main driver is e-mobility

Germany 2030 Electricity Demand Forecast projects 658 TWh, driven by e-mobility, heat pumps, and green hydrogen. BMWi and BDEW see higher renewables, onshore wind, photovoltaics, and faster grid expansion to meet climate targets.

 

Key Points

A BMWi outlook to 658 TWh by 2030, led by e-mobility, plus demand from heat pumps, green hydrogen, and industry.

✅ Transport adds ~70 TWh; cars take 44 TWh by 2030

✅ Heat pumps add 35 TWh; green hydrogen needs ~20 TWh

✅ BDEW urges 70% renewables and faster grid expansion

 

Gross electricity consumption in Germany will increase from 595 terawatt hours (TWh) in 2018 to 658 TWh in 2030. That is an increase of eleven percent. This emerges from the detailed analysis of the development of electricity demand that the Federal Ministry of Economics (BMWi) published on Tuesday. The main driver of the increase is therefore the transport sector. According to the paper, increased electric mobility in particular contributes 68 TWh to the increase, in line with rising EV power demand trends across markets. Around 44 TWh of this should be for cars, 7 TWh for light commercial vehicles and 17 TWh for heavy trucks. If the electricity consumption for buses and two-wheelers is added, this results in electricity consumption for e-mobility of around 70 TWh.

The number of purely battery-powered vehicles is increasing according to the investigation by the BMWi to 16 million by 2030, reflecting the global electric car market momentum, plus 2.2 million plug-in hybrids. In 2018 there were only around 100,000 electric cars, the associated electricity consumption was an estimated 0.3 TWh, and plug-in mileage in 2021 highlighted the rapid uptake elsewhere. For heat pumps, the researchers predict an increase in demand by 35 TWh to around 42 TWh. They estimate the electricity consumption for the production of around 12.5 TWh of green hydrogen in 2030 to be just under 20 TWh. The demand at battery factories and data centers will increase by 13 TWh compared to 2018 by this point in time. In the data centers, there is no higher consumption due to more efficient hardware despite advancing digitization.

The updated figures are based on ongoing scenario calculations by Prognos, in which the market researchers took into account the goals of the Climate Protection Act for 2030 and the wider European electrification push for decarbonization. In the preliminary estimate presented by Federal Economics Minister Peter Altmaier (CDU) in July, a range of 645 to 665 TWh was determined for gross electricity consumption in 2030. Previously, Altmaier officially said that electricity demand in this country would remain constant for the next ten years. In June, Chancellor Angela Merkel (CDU) called for an expanded forecast that would have to include trends in e-mobility adoption within a decade and the Internet of Things, for example.

Higher electricity demand
The Federal Association of Energy and Water Management (BDEW) is assuming an even higher electricity demand of around 700 TWh in nine years. In any case, a higher share of renewable energies in electricity generation of 70 percent by 2030 is necessary in order to be able to achieve the climate targets and to address electricity price volatility risks. The expansion paths urgently need to be increased and obstacles removed. This could mean around 100 gigawatts (GW) for onshore wind turbines, 11 GW for biomass and at least 150 GW for photovoltaics by 2030. Faster network expansion and renovation will also become even more urgent, as electric cars challenge grids in many regions.
 

 

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How Bitcoin's vast energy use could burst its bubble

Bitcoin Energy Consumption drives debate on blockchain mining, proof-of-work, carbon footprint, and emissions, with CCAF estimates in terawatt hours highlighting electricity demand, fossil fuel reliance, and sustainability concerns for data centers and cryptocurrency networks.

 

Key Points

Electricity used by Bitcoin proof-of-work mining, often fossil-fueled, estimated by CCAF in terawatt hours.

✅ CCAF: 40-445 TWh, central estimate ~130 TWh

✅ ~66% of mining electricity sourced from fossil fuels

✅ Proof-of-work increases hash rate, energy, and emissions

 

The University of Cambridge Centre for Alternative Finance (CCAF) studies the burgeoning business of cryptocurrencies.

It calculates that Bitcoin's total energy consumption is somewhere between 40 and 445 annualised terawatt hours (TWh), with a central estimate of about 130 terawatt hours.

The UK's electricity consumption is a little over 300 TWh a year, while Argentina uses around the same amount of power as the CCAF's best guess for Bitcoin, as countries like New Zealand's electricity future are debated to balance demand.

And the electricity the Bitcoin miners use overwhelmingly comes from polluting sources, with the U.S. grid not 100% renewable underscoring broader energy mix challenges worldwide.

The CCAF team surveys the people who manage the Bitcoin network around the world on their energy use and found that about two-thirds of it is from fossil fuels, and some regions are weighing curbs like Russia's proposed mining ban amid electricity deficits.

Huge computing power - and therefore energy use - is built into the way the blockchain technology that underpins the cryptocurrency has been designed.

It relies on a vast decentralised network of computers.

These are the so-called Bitcoin "miners" who enable new Bitcoins to be created, but also independently verify and record every transaction made in the currency.

In fact, the Bitcoins are the reward miners get for maintaining this record accurately.

It works like a lottery that runs every 10 minutes, explains Gina Pieters, an economics professor at the University of Chicago and a research fellow with the CCAF team.

Data processing centres around the world, including hotspots such as Iceland's mining strain, race to compile and submit this record of transactions in a way that is acceptable to the system.

They also have to guess a random number.

The first to submit the record and the correct number wins the prize - this becomes the next block in the blockchain.

Estimates for bitcoin's electricity consumption
At the moment, they are rewarded with six-and-a-quarter Bitcoins, valued at about $50,000 each.

As soon as one lottery is over, a new number is generated, and the whole process starts again.

The higher the price, says Prof Pieters, the more miners want to get into the game, and utilities like BC Hydro suspending new crypto connections highlight grid pressures.

"They want to get that revenue," she tells me, "and that's what's going to encourage them to introduce more and more powerful machines in order to guess this random number, and therefore you will see an increase in energy consumption," she says.

And there is another factor that drives Bitcoin's increasing energy consumption.

The software ensures it always takes 10 minutes for the puzzle to be solved, so if the number of miners is increasing, the puzzle gets harder and the more computing power needs to be thrown at it.

Bitcoin is therefore actually designed to encourage increased computing effort.

The idea is that the more computers that compete to maintain the blockchain, the safer it becomes, because anyone who might want to try and undermine the currency must control and operate at least as much computing power as the rest of the miners put together.

What this means is that, as Bitcoin gets more valuable, the computing effort expended on creating and maintaining it - and therefore the energy consumed - inevitably increases.

We can track how much effort miners are making to create the currency.

They are currently reckoned to be making 160 quintillion calculations every second - that's 160,000,000,000,000,000,000, in case you were wondering.

And this vast computational effort is the cryptocurrency's Achilles heel, says Alex de Vries, the founder of the Digiconomist website and an expert on Bitcoin.

All the millions of trillions of calculations it takes to keep the system running aren't really doing any useful work.

"They're computations that serve no other purpose," says de Vries, "they're just immediately discarded again. Right now we're using a whole lot of energy to produce those calculations, but also the majority of that is sourced from fossil energy, and clean energy's 'dirty secret' complicates substitution."

The vast effort it requires also makes Bitcoin inherently difficult to scale, he argues.

"If Bitcoin were to be adopted as a global reserve currency," he speculates, "the Bitcoin price will probably be in the millions, and those miners will have more money than the entire [US] Federal budget to spend on electricity."

"We'd have to double our global energy production," he says with a laugh, even as some argue cheap abundant electricity is getting closer to reality today. "For Bitcoin."

He says it also limits the number of transactions the system can process to about five per second.

This doesn't make for a useful currency, he argues.

Rising price of bitcoin graphic
And that view is echoed by many eminent figures in finance and economics.

The two essential features of a successful currency are that it is an effective form of exchange and a stable store of value, says Ken Rogoff, a professor of economics at Harvard University in Cambridge, Massachusetts, and a former chief economist at the International Monetary Fund (IMF).

He says Bitcoin is neither.

"The fact is, it's not really used much in the legal economy now. Yes, one rich person sells it to another, but that's not a final use. And without that it really doesn't have a long-term future."

What he is saying is that Bitcoin exists almost exclusively as a vehicle for speculation.

So, I want to know: is the bubble about to burst?

"That's my guess," says Prof Rogoff and pauses.

"But I really couldn't tell you when."

 

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No deal Brexit could trigger electricity shock for Northern Ireland

Northern Ireland No-Deal Power Contingency outlines Whitehall plans to deploy thousands of generators on barges in the Irish Sea, safeguard the electricity market, and avert blackouts if Brexit disrupts imports from the Republic of Ireland.

 

Key Points

A UK Whitehall plan to prevent NI blackouts by deploying generators and protecting cross-border electricity flows.

✅ Barges in Irish Sea to host temporary power generators

✅ Mitigates loss of EU market access in a no-deal Brexit

✅ Ensures NI supply if Republic cuts electricity exports

 

Such a scenario could see thousands of electricity generators being requisitioned at short notice and positioned on barges in the Irish Sea, even as Great Britain's generation mix shapes wider supply dynamics, to help keep the region going, a Whitehall document quoted by the Financial Times states.

An emergency operation could see equipment being brought back from places like Afghanistan, where the UK still has a military presence, the newspaper said.

The extreme situation could arise because Northern Ireland shares a single energy market with the Irish Republic, where Irish grid price spikes have heightened concern about stability.

The region relies on energy imports from the Republic because it does not have enough generating capacity itself, and the UK is aiming to negotiate a deal to allow that single electricity market on the island of Ireland to continue post-EU withdrawal, while virtual power plant proposals for UK homes are explored to avoid outages, the FT stated.

However, if no Brexit deal is agreed Whitehall fears suppliers in the Irish Republic could cut off power because the UK would no longer be part of the European electricity market, and a recent short supply warning from National Grid underscores the risk.

In a bid to prevent blackouts in Northern Ireland in a worse case situation the Government would need to put thousands of generators into place, even as an emergency energy plan has reportedly not gone ahead nationwide, according to the report.

And officials fear they may need to commandeer some generators from the military in such a scenario, the FT reports.

An official was quoted by the newspaper as saying the preparations were “gob-smacking”.

 

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Customers on the hook for $5.5 billion in deferred BC Hydro operating costs: report

BC Hydro Deferred Regulatory Assets detail $5.5 billion in costs under rate-regulated accounting, to be recovered from ratepayers, highlighting B.C. Utilities Commission oversight, audit scrutiny, financial reporting impacts, and public utility governance.

 

Key Points

BC Hydro defers costs as regulatory assets to recover from ratepayers, influencing rates and financial reporting.

✅ $5.5B in deferred costs recorded as net regulatory assets

✅ Rate impacts tied to B.C. Utilities Commission oversight

✅ Auditor General to assess accounting and governance

 

Auditor General Carol Bellringer says BC Hydro has deferred $5.5 billion in expenses that it plans to recover from ratepayers in the future, as rates to rise by 3.75% over two years.

Bellringer focuses on the deferred expenses in a report on the public utility's use of rate-regulated accounting to control electricity rates for customers.

"As of March 31, 2018, BC Hydro reported a total net regulatory asset of $5.455 billion, which is what ratepayers owe," says the report. "BC Hydro expects to recover this from ratepayers in the future. For BC Hydro, this is an asset. For ratepayers, this is a debt."

She says rate-regulated accounting is used widely across North America, but cautions that Hydro has largely overridden the role of the independent B.C. Utilities Commission to regulate rates.

"We think it's important for the people of B.C. and our members of the legislative assembly to better understand rate-regulated accounting in order to appreciate the impact it has on the bottom line for BC Hydro, for government as a whole, for ratepayers and for taxpayers, especially following a three per cent rate increase in April 2018," Bellringer said in a conference call with reporters.

Last June, the B.C. government launched a two-phase review of BC Hydro to find cost savings and look at the direction of the Crown utility, amid calls for change from advocates.

The review came shortly after a planned government rate freeze was overturned by the utilities commission, which resulted in a three per cent rate increase in April 2018.

A statement by BC Hydro and the government says a key objective of the review due this month is to enhance the regulatory oversight of the commission.

Bellringer's office will become BC Hydro's auditor next year — and will be assessing the impact of regulation on the utility's financial reporting.

"It is a complex area and confidence in the regulatory system is critical to protect the public interest," wrote Bellringer.

 

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BC Hydro rebate and B.C. Affordability Credit coming as David Eby sworn in as premier

BC Affordability & BC Hydro Bill Credits provide inflation relief and cost of living support, lowering electricity bills for families and small businesses through automatic utility credits and income-tested tax rebates across British Columbia.

 

Key Points

BC relief lowering electricity bills and offering rebates to help families and businesses facing inflation.

✅ $100 credit for residential BC Hydro users; applied automatically.

✅ Avg $500 bill credit for small and medium commercial customers.

✅ Income-based BC Affordability Credit via CRA in January.

 

The new B.C. premier announced on Friday morning families and small businesses in B.C. will get a one-time cost of living credit on their BC Hydro bill this fall, and a new B.C. Affordability Credit in January.

Eby focused on the issue of affordability in his speech following being sworn in as B.C.’s 37th premier, including electricity costs addressed by BC Hydro review recommendations that aim to keep power affordable.

A BC Hydro bill credit of $100 will be provided to all eligible residential and commercial electricity customers, including those who receive their electricity service indirectly from BC Hydro through FortisBC or a municipal utility.

“People and small businesses across B.C. are feeling the squeeze of global inflation,” Eby said.

“It’s a time when people need their government to continue to be there for them. That’s why we’re focused on helping people most impacted by the rising costs we’re seeing around the world – giving people a bit of extra credit, especially at a time of year when expenses can be quick to add up.”

Eby takes over as premier of the province with a growing number of concerns piling up on his plate, even as the province advances grid development and job creation projects to support long-term growth.

Economists in the province have warned of turbulent economic times ahead due to global economic pressures and power supply challenges tied to green energy ambitions.

The one-time $100 cost of living credit works out to approximately one month of electricity for a family living in a detached home or more than two months of electricity for a family living in an apartment.

Commercial ratepayers, including small and medium businesses like restaurants and tourism operators, will receive a one-time bill credit averaging $500 as B.C. expands EV charging infrastructure to accelerate electrification.

The amount will be based on their prior year’s electricity consumption.

British Columbians will have the credit automatically applied to their electricity accounts.

BC Hydro customers will have the credit applied in early December. Customers of FortisBC and municipal utilities will likely begin to see their bill credits applied early in the new year.

‘I proudly and unreservedly turn to the tallest guy in the room’: John Horgan on David Eby

The B.C. Affordability Credit is separate and will be based on income.

Eligible people and families will automatically receive the new credit through the Canada Revenue Agency, the same way the enhanced Climate Action Tax Credit was received in October.

An eligible person making an income of up to $36,901 will receive the maximum BC Affordability Credit with the credit fully phasing out at $79,376.

An eligible family of four with a household income of $43,051 will get the maximum amount, with the credit fully phasing out by $150,051.

This additional support means a family of four can receive up to an additional $410 in early January 2023 to help offset some of the added costs people are facing, while EV owners can access more rebates for home and workplace charging to reduce transportation expenses.

“Look for B.C.’s new Affordability Credit in your bank account in January 2023,” Eby said.

“We know it won’t cover all the bills, but we hope the little bit extra helps folks out this winter.”

Eby’s swearing-in marks a change at the premier’s office but not a shift in focus.

The premier expects to continue on with former premier John Horgan’s mandate with a focus on affordability issues and clean growth supported by green energy investments from both levels of government.

In a ceremony held in the Musqueam Community Centre, Eby made a commitment to make meaningful improvements in the lives of British Columbians and continue work with First Nations communities, with clean-tech growth underscored by the B.C. battery plant announcement made with the prime minister.

The ceremony was the first-ever swearing-in hosted by a First Nation in British Columbia.

“British Columbia is a wonderful place to call home,” Eby said.

“At the same time, people are feeling uncertain about the future and worried about their families. I’m proud of the work done by John Horgan and our government to put people first. And there’s so much more to do. I’m ready to get to work with my team to deliver results that people will be able to see and feel in their lives and in their communities.”

 

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COVID-19 pandemic zaps electricity usage in Ontario as people stay home

Ontario Electricity Demand 2020 shows a rare decline amid COVID-19, with higher residential peak load, lower commercial usage, hot-weather air conditioning, nuclear baseload constraints, and smart meter data shaping grid operations and forecasting.

 

Key Points

It refers to 2020 power use in Ontario: overall demand fell, while residential peaks rose and commercial loads dropped.

✅ Peak load shifted to homes; commercial usage declined.

✅ Hot summers raised peaks; overall annual demand still fell.

✅ Smart meters aid forecasting; grid must balance nuclear baseload.

 

Demand for electricity in Ontario last year fell to levels rarely seen in decades amid shifts in usage patterns caused by pandemic measures, with Ottawa’s electricity consumption dropping notably, new data show.

The decline came despite a hot summer that had people rushing to crank up the air conditioning at home, the province’s power management agency said, even as the government offered electricity relief to families and small businesses.

“We do have this very interesting shift in who’s using the energy,” said Chuck Farmer, senior director of power system planning with the Independent Electricity System Operator.

“Residential users are using more electricity at home than we thought they would and the commercial consumers are using less.”

The onset of the pandemic last March prompted stay-home orders, businesses to close, and a shuttering of live sports, entertainment and dining out. Social distancing and ongoing restrictions, even as the first wave ebbed and some measures eased, nevertheless persisted and kept many people home as summer took hold and morphed into winter, while the province prepared to extend disconnect moratoriums for residential customers.

System operator data show peak electricity demand rose during a hot summer spell to 24,446 megawatts _ the highest since 2013. Overall, however, Ontario electricity demand last year was the second lowest since 1988, the operator said.

In all, Ontario used 132.2 terawatt-hours of power in 2020, a decline of 2.9 per cent from 2019.

With more people at home during the lockdown, winter residential peak demand has climbed 13 per cent above pre-pandemic levels, even as Hydro One made no cut in peak rates for self-isolating customers, while summer peak usage was up 19 per cent.

“The peaks are getting higher than we would normally expect them to be and this was caused by residential customers _ they’re home when you wouldn’t expect them to be home,” Farmer said.

Matching supply and demand _ a key task of the system operator _ is critical to meeting peak usage and ensuring a stable grid, and the operator has contingency plans with some key staff locked down at work sites to maintain operations during COVID-19, because electricity cannot be stored easily. It is also difficult to quickly raise or lower the output from nuclear-powered generators, which account for the bulk of electricity in the province, as demand fluctuates.

READ MORE: Ontario government extends off-peak electricity rates to Feb. 22

Life patterns have long impacted overall usage. For example, demand used to typically climb around 10 p.m. each night as people tuned into national television newscasts. Livestreaming has flattened that bump, while more energy-efficient lighting led to a drop in provincial demand over the holiday season.

The pandemic has now prompted further intra-day shifts in usage. Fewer people are getting up in the morning and powering up at home before powering down and rushing off to work or school. The summer saw more use of air conditioners earlier than normal after-work patterns.

Weather has always been a key driver of demand for power, accounting for example for the record 27,005 megawatts of usage set on a brutally hot Aug. 1, 2006. Similarly, a mild winter and summer led to an overall power usage drop in 2017.

Still, the profound social changes prompted by the COVID-19 pandemic _ and whether some will be permanent _ have complicated demand forecasting.

“Work patterns used to be much more predictable,” the agency said. “The pandemic has now added another element of variability for electricity demand forecasting.”

Some employees sent home to work have returned to their offices and other workplaces, and many others are likely do so once the pandemic recedes. However, some larger companies have indicated that working from home will be long term.

“Companies like Facebook and Shopify have already stated their intention to make work from home a more permanent arrangement,” the operator said. “This is something our near-term forecasters would take into account when preparing for daily operation of the grid.”

Aggregated data from better smart meters, which show power usage throughout the day, is one method of improving forecasting accuracy, the operator said.

 

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