
Weather forecasts have become much more accurate. A four-day forecast today is as accurate as a one-day forecast 30 years ago. The chart here shows the difference between the forecast and the actual weather outcome for forecasts 3, 5, 7, and 10 days in advance. The metric used here is the “500 hPa geopotential height”, a commonly used meteorological measure of air pressure — which dictates weather patterns. The solid line is for the Northern Hemisphere, and the dashed line is for the Southern. Three-day forecasts have been pretty accurate since the 1980s, and have still gotten a lot better over time. Today the accuracy is around 97%. The biggest improvements we’ve seen are for longer timeframes. By the early 2000s, 5-day forecasts were “highly accurate” and 7-day forecasts are reaching that threshold today. 10-day forecasts aren’t quite there yet but are getting better. This data comes from the European Centre for Medium-Range Weather Forecasts (ECMWF), which produces global numerical weather models and publishes analyses of its errors over time. While national weather agencies use much higher-resolution processing to get local forecasts, these global models provide a crucial input into those more local systems.

But the time horizon for accurate forecasts is dauntingly small: the Good Judgment Project found that, while many forecasters were accurate within only about 150 days, its own super-forecasters weren’t confident beyond 400 days.
Margaret Heffernan • Uncharted
Weather forecasters and climatologists often find themselves at odds;45 a large number of meteorologists are either implicitly or explicitly critical of climate science. Weather forecasters have endured decades of struggle to improve their forecasts, and they can still expect to receive angry e-mails whenever they get one wrong. It is challenging e
... See moreNate Silver • The Signal and the Noise: Why So Many Predictions Fail-but Some Don't

The National Weather Service’s forecasts are, it turns out, admirably well calibrated46 (figure 4-7). When they say there is a 20 percent chance of rain, it really does rain 20 percent of the time. They have been making good use of feedback, and their forecasts are honest and accurate.
Nate Silver • The Signal and the Noise: Why So Many Predictions Fail-but Some Don't
Why is it that we can predict the movement of the stars but we can’t predict the weather more than a few weeks out,
Rhiannon Beaubien • The Great Mental Models Volume 1: General Thinking Concepts
Forecasting is often vibes. But so is expertise
Often experts apply their knowledge in unfamiliar or uncertain situations. “How much will this policy decrease child poverty” “Will Biden leave in the next 3 days” “Will I feel better after taking painkillers?” “How much will sea levels rise?”
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