A climate change dashboard for the Hudson Valley

I’m pleased to share a brand new climate resource for Hudson Valley educators, farmers, growers, long-term planners, policy-makers, and anyone who is interested in tracking our changing climate.

This is a project I’ve long wanted to embark on to provide some baseline information for our region. The process is largely automated, such that every year I’ll be able to run a script by around January 10th that summarizes the climate over the last year and adds a new point onto all the charts that you can explore below.

It’s a much more comprehensive version of this Twitter thread that I wrote in 2021.

The data source is the ECMWF-ERA5, which is known as an atmospheric reanalysis. Reanalysis combines model data with observations from across the world into a globally complete and consistent dataset using the laws of physics. It allows us to analyze key climate parameters over a wide area back to 1940, which is the period over which a substantial amount of warming has occurred.

Not only does the data tells us that it’s getting warmer, but our atmosphere is getting moister. The humidity that we are currently experiencing is probably more likely because of it.

The charts below are based upon average data within a geographical area that contains the mid and lower Hudson Valley. The domain is shown below.

The plots showing the starkest trends are shared first, followed by the weather parameters that haven’t exhibited sustained changes over the last eight decades.

Time to start. First up, temperature.

Annual Average Temperature 📈



The changes in our temperatures have become increasingly noticeable in recent decades. The Hudson Valley has gone from a region that used to have annual average temperatures in the upper 40s to one that is now seeing annual averages exclusively over 50.

This is nudging the temperature distribution to the right. So instead of seeing 20s and snow in January, we’re seeing more 30s and mixed precipitation. In early fall, instead of getting temperatures in the 70s, we’re experiencing more 80s.

Our future? 55-60˚F average annual temperatures. That's more like what Philadelphia or Washington D.C experience currently.

Warming temperatures are the most clear-cut way in which our climate is changing.

I know what you're thinking — warmer temperatures? That sounds nice! While our rising temperatures may not sound catastrophic, it is in other parts of Earth, such as the Arctic where ice is melting or tropical areas where heat and humidity is becoming unbearable.

Temperature trends by month

This chart shows the monthly temperature trend in our region — all months have warmed, but December has warmed the most (3.8 degrees), while October has warmed the least (0.6 degrees). February, March, August, and December have all warmed over 2 degrees.

Atmospheric moisture 💧



As air warms, its capacity to hold water increases at the Clausius-Clapeyron rate, about 4% per degree Fahrenheit.

This is linked to the trend shown in the chart above — toward a moister atmosphere.

A warmer atmosphere loads the dice toward heavier rainfall events, but the right “ingredients” still need to come together first to squeeze the moisture out of the clouds. Even though our atmosphere is getting moister, droughts can still happen.

Such a trend can contributed to increased risk for extreme rainfall rates that can cause flash flooding, too.

Humidity 🥵



Annual average humidity has been on a steady, upward climb since 1960, but that comes after an unusually humid period in the 1950s.

I’d expect that the increase in atmospheric moisture, as shown in the previous chart, will also cause an increase in near-ground humidity levels over time. This would be an interesting variable to look at on a seasonal basis, as higher humidity levels in summer would have more of an impact on our lives by influencing a higher incidence of heat stress and need for cooling.

Rainfall 🌧️



Rainfall is as variable as ever. Despite a moister atmosphere, annual rainfall doesn’t show a clear trend over the decades. If anything, a slight wetting trend may be occurring.

I find it more interesting to look at how monthly rainfall distribution is changing, such as in the chart below.

Trending wetter: January, March, June, August, September, October, December (bold months indicate the largest change)

Trending drier: February, April, May, July, November

While annual rainfall averages may not be moving a whole lot, seven months are getting wetter and five months are getting drier.

Snowfall ❄️



Snow. At the end of the day, it’s the primary reason why I write this newsletter!

Our gradual trend toward lower annual snowfall over the last decade is likely linked to our rising temperatures.

When 32 degrees becomes 34 or 35, it’s simply harder for precipitation to fall as all snow.

Still, there is a good deal of variability in our year-to-year snowfall and a warming climate doesn’t preclude very snowy winters on occasion, but it would seem that winters aren’t quite what they used to be.

In short, the coldest winters are behind us and most of the snowiest ones probably are too 🫤

Cloud cover ☁️



This chart shows how annual average cloud cover has changed over the decades. In the last decade, there’s been a gentle upward slope, probably linked to increasing atmospheric moisture content.

Increased cloud cover can trap heat near the Earth’s surface, hence why monitoring it is important.

Wind strength 🌬️



Annual average wind strength has been increasing slightly over the last four decades, but, overall, hasn’t changed much over the last 80 years.

To understand more about trends in wind, other atmospheric levels would need to be examined, such as around the jet stream.

Thunderstorm risk ⚡



Thunderstorm risk displays a great deal of year-to-year variability. Driven by prevailing winds, the temperature, and moisture availability, it doesn’t appear that a warming climate is necessarily increasing the chance for thunderstorm activity, although recent warm, moist years have been associated with above-median thunderstorm risk.

Bottom line - our climate is changing

  • Our climate has always changed, but some variables, like temperature, are changing more rapidly than they have ever before

  • Our atmosphere is becoming moister, which loads the dice toward heavier rainfall events and probably more humidity and possibly clouds

  • Rainfall is as variable as ever, but a slight wetting trend may be occurring

  • Our gradual trend toward lower annual snowfall over the last decade is likely linked to our rising temperatures

  • Thunderstorm risk and wind speeds have not changed too much over the decades

I hope you found this informative! The charts including the data for 2023 will be updated by around January 10th.