diff --git a/issues/780/Manifest.toml b/issues/780/Manifest.toml
new file mode 100644
index 000000000..5b8c3b887
--- /dev/null
+++ b/issues/780/Manifest.toml
@@ -0,0 +1,836 @@
+# This file is machine-generated - editing it directly is not advised
+
+julia_version = "1.10.4"
+manifest_format = "2.0"
+project_hash = "cab816fabd6dc09bb3070438342b0e3a876786b9"
+
+[[deps.Adapt]]
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+uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
+version = "4.0.4"
+weakdeps = ["StaticArrays"]
+
+    [deps.Adapt.extensions]
+    AdaptStaticArraysExt = "StaticArrays"
+
+[[deps.AliasTables]]
+deps = ["PtrArrays", "Random"]
+git-tree-sha1 = "9876e1e164b144ca45e9e3198d0b689cadfed9ff"
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+
+[[deps.ArgTools]]
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+
+[[deps.ArrayLayouts]]
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+
+    [deps.ArrayLayouts.extensions]
+    ArrayLayoutsSparseArraysExt = "SparseArrays"
+
+[[deps.Arrow]]
+deps = ["ArrowTypes", "BitIntegers", "CodecLz4", "CodecZstd", "ConcurrentUtilities", "DataAPI", "Dates", "EnumX", "LoggingExtras", "Mmap", "PooledArrays", "SentinelArrays", "Tables", "TimeZones", "TranscodingStreams", "UUIDs"]
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+[[deps.Artifacts]]
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+
+[[deps.BSplineKit]]
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+
+    [deps.BandedMatrices.extensions]
+    BandedMatricesSparseArraysExt = "SparseArrays"
+
+[[deps.Base64]]
+uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
+
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+    [deps.Distributions.weakdeps]
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+    [deps.SpecialFunctions.weakdeps]
+    ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
+
+[[deps.SplitApplyCombine]]
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+
+    [deps.TimeZones.weakdeps]
+    RecipesBase = "3cdcf5f2-1ef4-517c-9805-6587b60abb01"
+
+[[deps.TranscodingStreams]]
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+
+[[deps.nghttp2_jll]]
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+[[deps.p7zip_jll]]
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diff --git a/issues/780/Project.toml b/issues/780/Project.toml
new file mode 100644
index 000000000..f501638da
--- /dev/null
+++ b/issues/780/Project.toml
@@ -0,0 +1,8 @@
+[deps]
+Arrow = "69666777-d1a9-59fb-9406-91d4454c9d45"
+CSV = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b"
+DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
+Downloads = "f43a241f-c20a-4ad4-852c-f6b1247861c6"
+MixedModels = "ff71e718-51f3-5ec2-a782-8ffcbfa3c316"
+Scratch = "6c6a2e73-6563-6170-7368-637461726353"
+ZipFile = "a5390f91-8eb1-5f08-bee0-b1d1ffed6cea"
diff --git a/issues/780/issue.jl b/issues/780/issue.jl
new file mode 100644
index 000000000..83d27b871
--- /dev/null
+++ b/issues/780/issue.jl
@@ -0,0 +1,61 @@
+module IssueData
+    using Arrow
+    using CSV
+    using DataFrames
+    using Downloads
+    using Scratch
+    using ZipFile
+
+    export get_data
+
+    const CACHE = Ref("")
+    const URL = "https://github.com/user-attachments/files/16604579/testdataforjulia_bothcase.zip"
+
+    function extract_csv(zipfile, fname; delim=',', header=1, kwargs...)
+        file = only(filter(f -> endswith(f.name, fname), zipfile.files))
+        return CSV.read(file, DataFrame; delim, header, kwargs...)
+    end
+
+    function get_data()
+        path = joinpath(CACHE[], "780.arrow")
+
+        isfile(path) && return DataFrame(Arrow.Table(path); copycols=true)
+
+        @info "downloading..."
+        data = open(Downloads.download(URL), "r") do io
+            zipfile = ZipFile.Reader(io)
+            @info "extracting..."
+            return extract_csv(zipfile, "testdataforjulia_bothcase.csv")
+        end
+
+        Arrow.write(path, data)
+        return data
+    end
+
+    clear_scratchspaces!() = Scratch.clear_scratchspaces!(@__MODULE__)
+
+    function __init__()
+        CACHE[] = @get_scratch!("data")
+        return nothing
+    end
+end
+
+using .IssueData
+using MixedModels
+
+data = get_data()
+m0form = @formula(case ~ 0 + Analysisclass + (1|cropyear/individual_local_identifier))
+# works
+model_fast = fit(MixedModel, m0form, data, Bernoulli();
+            wts=float.(data.weights),
+            contrasts= Dict(:Analysisclass => DummyCoding(; base="aRice_Wet_day")),
+            fast=true,
+            progress=true,
+            verbose=false)
+# fails
+model = fit(MixedModel, m0form, data, Bernoulli();
+            wts=float.(data.weights),
+            contrasts= Dict(:Analysisclass => DummyCoding(; base="aRice_Wet_day")),
+            fast=false,
+            progress=true,
+            verbose=false)