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Measuring forecast "goodness": The perfect weather companion gives more than just accuracy

11:00 PM
October 11, 2022

More than just accuracy
Measuring forecast "goodness"

rain or shine

Weather forecasting is not only about being accurate but also about efficiently transmitting the correct message to promote actionable responses. Here are four important qualities to keep in mind when looking for a good forecast and why they are important:

A typical way to measure forecast skill is through statistical analysis by verifying a prediction against actuality. For example, take a forecast that predicts a high temperature of 74 degrees for tomorrow, but the temperature only reaches 73. Thus, the forecast was wrong by one degree.

Is this statistical approach the only gauge of forecast skill, or are there other qualitative metrics that measure forecast “goodness”? Meteorologists argue there are, and here are the reasons why you should be looking for them in a forecast.

Four qualities that help measure the ‘goodness’ of a forecast:

  • Expression of uncertainty
  • Societal response
  • Visualization of the forecast in the individual’s mind
  • The integrity of the message

Take the above example about the afternoon high temperature. What was the certainty in the forecast that a high temperature would be 74 degrees? Is there also a slight chance that it could be 73 degrees tomorrow? Or perhaps a more important question; why are we splitting hairs? It’s shirt weather either way. Well, the importance of uncertainty becomes more apparent with this example.

Imagine you own a farm, nursery, or backyard garden, and you must cover your plants to avoid damage when the temperature drops below freezing. The forecast says the temperature will drop to 34 degrees. The next morning you find out that a portion of your crops or plants was damaged due to sub-freezing temperatures.

This is because there was no uncertainty expressed in that forecast. How about “overnight lows will drop to 34 degrees, with isolated areas potentially seeing slightly lower temperatures"? That takes us to the second quality of a good forecast. Is the forecast actionable? In other words, does the forecast convey enough information and uncertainty to the user to make them take proper action?

Visualizing impacts from the end user is another essential quality of a good forecast. In other words, can the user build an image or movie from the information provided in the forecast? One way a forecast achieves this quality is through visual comparison.

The last quality of a good forecast is its integrity. Forecasts should be easily transferable and resistant to losing their key message from one communication channel to the next. Predictions aren’t only available on the news station; you can also get a forecast on your phone or radio.

The weather affects us all day, every day, so it’s important to find the right forecast. While there are plenty of forecasts on television, online, and on your phone, use the “goodness” qualities to sift through the best ones and find your perfect weather companion.

Federico Di Catarina
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