Ten years of NOAA station data turned into something construction contracts actually need: how many workdays weather and mud costs a jobsite, month by month, for 45 US metros. Free exhibits, no account. The full dataset is open under CC BY.
Construction contracts let you claim time for "abnormal" or "unusually severe" weather. None of them — AIA A201, the FAR, ConsensusDocs — define what that means. So contractors argue about rain with adjectives and usually lose. The data is out there, but buried and cumbersome for some to wrangle while under stress.
I built Ilystics to put a number on it: ten years of NOAA daily station observations run through a soil drying model, producing how many workdays a site actually loses. Not rain days — workdays, which is the unit contracts are written in.
The thing I didn't expect: in 26 of the 45 metros, the wettest month isn't the worst month. Boston averages 4.28" of rain in July and loses 8 workdays; January averages 3.69" — less rain — and loses 16. Double the loss on less rainfall.
The reason is the drying tail. Winter rain lands spread out on cold ground and each event starts its own multi-day clock before equipment can work. Summer storms cluster and their drying periods overlap. So a bid priced off rainfall totals systematically misprices winter earthwork.
What's free: baselines for all 45 metros, the per-year distribution behind every average, and a PDF exhibit for any US ZIP with no account. The whole dataset is CC BY 4.0 on Kaggle and HuggingFace — I'd rather people check the numbers than trust me.
Happy to answer anything about the model. The methodology is public because a number an opposing expert can't verify is worth nothing in a dispute.
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I have received some great feedback from several folks thanks to this launch! I really appreciate everyone reaching out!
I have received some great feedback from several folks thanks to this launch! I really appreciate everyone reaching out!