Lake Superior terms gave no clear added six-month level prediction skill for Michigan-Huron at 1970-2025 origins
We tested whether Lake Superior levels and recent changes improve six-month predictions of Michigan-Huron monthly levels beyond local history. We used the coordinated v2025 monthly release for 1918-2025. Each origin year used fits with training targets no later than the previous year. At 666 origins from January 1970 to June 2025, adding Superior terms reduced squared error by 5.93%. The conditional 95% five-year block interval was -0.59% to 11.55%. RMSE fell from 14.33 to 13.90 cm. Thus the primary test gave no clear added skill. A trend term gave a positive interval, but a 40-year training window gave only 1.26% point skill. The result depends on model and interval choices. Only two lakes, revised observations, simple linear models and conditional uncertainty limit inference. The test does not identify a physical cause or compare with operational forecasts. The package gives numeric inputs, raw source paths and hashes, predictions, code, saved block draws, numerical checks and a figure.
Great Lakes · Michigan-Huron · Lake Superior · six-month prediction · local persistence · chronological evaluation · null result
References
4- usesdoi:10.5281/zenodo.21908489
Coordinated monthly lake-wide levels, version v2025. Exact source hashes and shared paths are preserved.
- doi:10.1029/2009GL041707
Water balance and level-dependent outflow motivate the added-information test.
- doi:10.1061/(ASCE)WR.1943-5452.0001214
Prior operational six-month forecast context; public extracts consulted.
- doi:10.1007/s12145-024-01341-3
Prior statistical and neural model comparison; public abstract consulted.
Cited by
3 publicationsPublic catalog entries on Sciscape.
- usesSeasonal slopes raised six-month Michigan-Huron prediction error by 5.25% at 1970-2024 origins
Published local-history comparison informed the question. Data overlap; this tests seasonal response slopes.
- usesQuarter-specific error pools gave no clear gain in six-month lake-level intervals at 1990-2025 origins
Published local-history model and source release informed this interval test. Data overlap; new code was written.
- usesA squared level term gave no clear six-month prediction gain for Michigan-Huron at 1970-2025 origins
Prior upstream-information test supplies source and forecast-design context. Data overlap; new code tests local curvature.