The Times Australia
Fisher and Paykel Appliances
The Times World News

.

Australia’s latest brush with extreme heat shows just how good weather forecasting really is

  • Written by Ailie Gallant, Associate Professor, ARC Centre of Excellence for Weather of the 21st Century, Monash University

As a dome of heat developed over north and central Australia last weekend, parts of the country braced themselves for their first taste of summer temperatures well in excess of 40°C. Some areas expected their hottest temperatures since the Black Summer of 2019–20.

The southeast was on high alert, with searing heat and gusty winds expected, bringing the threat of extreme fire conditions through South Australia and Victoria on Monday and into New South Wales on Tuesday. The north and central parts of Australia were expected to swelter through the week.

But as the furnace drew closer, many people who kept a watchful eye on the forecast would have noticed something. In some parts of the country, the forecast bounced around in the lead up to the event.

For example, in the week leading up to the day of extreme heat on Monday, the forecast for Melbourne flip-flopped between approximately 35°C and 42°C, settling on 41°C for a couple of days before the event.

So what was it going to be? Just a very warm, but manageable day? Or the kind of highly unusual heat not experienced for several years?

Temperature forecast for Melbourne
Temperature forecasts for Melbourne from the European Centre for Medium-Range Weather Forecasts changed over time. The blue line shows the forecast from a single high-resolution model, while the cyan bars show the spread of forecasts from an ensemble of lower-resolution models. ECMWF

Weather forecasting is a science, not an art

Predicting anything about the future, with accuracy, is hard.

Think about a forecast for your day tomorrow. You might predict that you will get up, eat breakfast, get the kids ready, go to work, finish a report, have a meeting, do some Christmas shopping, pick up the kids, and cook dinner.

But reality might differ from what you predicted. Your meeting might run late, causing you to skip the shopping, for example.

Forecasting your day a week ahead of time is even harder, because there are more things that will change because of decisions you make in the next couple of days (like whether or not you’ll have a spare hour to get that Christmas shopping done on the weekend).

Weather forecasts work the same way. For an accurate forecast, we need to know (as best we can) what is happening in the atmosphere right now, based on millions of observations taken around the world. We then use computer models that take the state of the weather now and use physical equations to project that state forward in time, which gives us a weather forecast.

Like our personal plans for this time next week, weather forecasts 7–10 days ahead provide only a rough guide of what to expect. Small, seemingly insignificant errors in atmospheric measurements grow over time, leading to big changes in the forecast, known as the “butterfly effect”.

The further ahead we predict, the more these errors accumulate.

To counter this, forecasters run models multiple times based on slightly different versions of the current atmosphere. This creates an ensemble of forecasts showing a range of possible outcomes. The more these forecasts agree, the more certain we are about the upcoming weather.

Prediction ping-pong

So why do weather forecasts change? It happens because of the range of possible outcomes – our ensemble of forecasts – just described. And sometimes, little changes in the forecast can make a big difference to the outcome.

Let’s take the example of the extreme heat in Melbourne on Monday. The precise forecast of the maximum temperature depended on two main factors: the timing of the cold front and cloud cover.

Each image shows a forecast for Monday December 16 at 5pm AEDT (near the time of maximum temperatures in the southeast of Australia) from the same weather model with predictions made at different times, from 102 hours in advance (~4 days) to 18 hour in advance. The colours show the expected temperatures for the 5pm forecast. ECMWF

A cold front was expected to come through and end the high temperatures, but when? If it crossed in the afternoon, temperatures might peak in the mid to high 30s, but if it didn’t arrive until the evening the mercury might hit the low 40s.

Additionally, more cloud cover would lower the temperature, and less cloud cover would increase it.

Map showing maximum temperatures across Australia Monday’s actual maximum temperatures across Australia. Bureau of Meteorology, CC BY[1]

As it turns out, the official Bureau of Meteorology maximum temperature forecast was for 41°C across the broader Melbourne metro area. And while Geelong and the western suburbs hit at or very near that mark, the city and eastern suburbs remained below 40°C (just), hitting 39.4°C at the city’s Olympic Park station near 6pm.

But several stations in east and southeast Melbourne barely cracked 37–38°C. The culprit in this case was cloud cover, which persisted over the city centre and the east, but largely cleared to the city’s west.

Should we trust weather forecasts?

Weather forecasting is not always perfect, but it is useful and forecasts are trustworthy.

Take this heat event: forecasts first showed that Monday would be extremely hot up to ten days prior and were showing the possibility of a 40°C day for Melbourne up to seven days ahead.

Twenty years ago, being able to forecast this week’s event with this kind of precision would have been unthinkable. Forecasts for seven days ahead are now as accurate[2] as three day forecasts were 40 years ago – a remarkable scientific achievement.

In the lead up to Christmas, forecasts are showing the potential for more hot weather for the southeast towards Boxing Day, with some models predicting Melbourne could once again reach into the 40s.

Small, almost imperceptible imperfections may change this forecast as we get closer to Boxing Day. No matter what your favourite weather app is predicting, rest assured, your local weather forecaster is analysing all possibilities and providing you with the best forecast available.

References

  1. ^ CC BY (creativecommons.org)
  2. ^ as accurate (ourworldindata.org)

Read more https://theconversation.com/australias-latest-brush-with-extreme-heat-shows-just-how-good-weather-forecasting-really-is-246127

Times Magazine

Can bigger-is-better ‘scaling laws’ keep AI improving forever? History says we can’t be too sure

OpenAI chief executive Sam Altman – perhaps the most prominent face of the artificial intellig...

A backlash against AI imagery in ads may have begun as brands promote ‘human-made’

In a wave of new ads, brands like Heineken, Polaroid and Cadbury have started hating on artifici...

Home batteries now four times the size as new installers enter the market

Australians are investing in larger home battery set ups than ever before with data showing the ...

Q&A with Freya Alexander – the young artist transforming co-working spaces into creative galleries

As the current Artist in Residence at Hub Australia, Freya Alexander is bringing colour and creativi...

This Christmas, Give the Navman Gift That Never Stops Giving – Safety

Protect your loved one’s drives with a Navman Dash Cam.  This Christmas don’t just give – prote...

Yoto now available in Kmart and The Memo, bringing screen-free storytelling to Australian families

Yoto, the kids’ audio platform inspiring creativity and imagination around the world, has launched i...

The Times Features

Why the Mortgage Industry Needs More Women (And What We're Actually Doing About It)

I've been in fintech and the mortgage industry for about a year and a half now. My background is i...

Inflation jumps in October, adding to pressure on government to make budget savings

Annual inflation rose[1] to a 16-month high of 3.8% in October, adding to pressure on the govern...

Transforming Addiction Treatment Marketing Across Australasia & Southeast Asia

In a competitive and highly regulated space like addiction treatment, standing out online is no sm...

Aiper Scuba X1 Robotic Pool Cleaner Review: Powerful Cleaning, Smart Design

If you’re anything like me, the dream is a pool that always looks swimmable without you having to ha...

YepAI Emerges as AI Dark Horse, Launches V3 SuperAgent to Revolutionize E-commerce

November 24, 2025 – YepAI today announced the launch of its V3 SuperAgent, an enhanced AI platf...

What SMEs Should Look For When Choosing a Shared Office in 2026

Small and medium-sized enterprises remain the backbone of Australia’s economy. As of mid-2024, sma...

Anthony Albanese Probably Won’t Lead Labor Into the Next Federal Election — So Who Will?

As Australia edges closer to the next federal election, a quiet but unmistakable shift is rippli...

Top doctors tip into AI medtech capital raise a second time as Aussie start up expands globally

Medow Health AI, an Australian start up developing AI native tools for specialist doctors to  auto...

Record-breaking prize home draw offers Aussies a shot at luxury living

With home ownership slipping out of reach for many Australians, a growing number are snapping up...