diff --git a/CHANGELOG.md b/CHANGELOG.md
index 650d443..50ebfd3 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,9 +1,10 @@
 # CHANGELOG
 ## Unreleased
 ### Added
-- Parsing of deterministic work metric in nodelog, barrier, and simplex (#27).
+- Parsing of deterministic work metric in nodelog, barrier, and simplex (#27)
+- Add a ChangedParams summary column with parameters as a dictionary (#21)
 ### Fixed
-- Handle pandas warning related to groupy()
+- Handle pandas warning related to groupby()
 ### Changed
 ### Removed
 
diff --git a/src/grblogtools/parsers/header.py b/src/grblogtools/parsers/header.py
index ff952f1..ce17507 100644
--- a/src/grblogtools/parsers/header.py
+++ b/src/grblogtools/parsers/header.py
@@ -87,3 +87,7 @@ def get_summary(self) -> dict:
     def get_parameters(self) -> dict:
         """Return all changed parameters detected in the header."""
         return self._parameters
+
+    def changed_params(self) -> int:
+        omit_params = {"Seed", "LogFile"}
+        return {k: v for k, v in self._parameters.items() if k not in omit_params}
diff --git a/src/grblogtools/parsers/single_log.py b/src/grblogtools/parsers/single_log.py
index f2b587e..83452e9 100644
--- a/src/grblogtools/parsers/single_log.py
+++ b/src/grblogtools/parsers/single_log.py
@@ -49,6 +49,7 @@ def get_summary(self):
             quad_nonzeros=summary.get("NumQNZs", 0),
             quad_constrs=summary.get("NumQConstrs", 0),
         )
+        summary["ChangedParams"] = self.header_parser.changed_params()
         return summary
 
     def parse(self, line: str) -> bool:
diff --git a/tests/parsers/test_header.py b/tests/parsers/test_header.py
index 5c9451e..00a16b6 100644
--- a/tests/parsers/test_header.py
+++ b/tests/parsers/test_header.py
@@ -139,6 +139,16 @@ def test_tuner_log(self):
         parse_lines(parser, ["Solving model misc07"])
         assert parser.get_summary() == {"ModelName": "misc07"}
 
+    def test_changed_params(self):
+        """Test non-default algorithm parameters (ignore seed and logfile)"""
+        parser = HeaderParser()
+        parser.parse("Set parameter Method to value 2")
+        parser.parse("Set parameter Threads to value 4")
+        parser.parse("Set parameter Seed to value 238476")
+        parser.parse("Set parameter LogFile to value log.log")
+        parser.parse("Set parameter TimeLimit to value 60")
+        assert parser.changed_params() == {"Method": 2, "Threads": 4, "TimeLimit": 60}
+
 
 if __name__ == "__main__":
     main()
diff --git a/tests/test_api.py b/tests/test_api.py
index 54e33d2..b3524f6 100644
--- a/tests/test_api.py
+++ b/tests/test_api.py
@@ -187,8 +187,45 @@ def test_work():
     summary = result.summary()
 
     # Check if work column present
-    assert len(summary.columns) == 88
     assert set(summary.columns).issuperset({"Work"})
 
     # Check if Runtime and Work found
     assert summary["Work"].count() == 6
+
+
+def test_changed_params():
+    result = glt.parse("tests/assets/*.log")
+    summary = result.summary()
+    assert set(summary.columns).issuperset({"ChangedParams"})
+    assert summary["ChangedParams"].apply(lambda d: isinstance(d, dict)).all()
+    assert summary["ChangedParams"].count() == 7
+
+
+def test_create_label():
+    # Test expected workflow for creating custom labels
+
+    def label(row):
+        params = row["ChangedParams"]
+        if params:
+            paramstr = "-".join(
+                f"{k}={v}" for k, v in sorted(params.items()) if k != "TimeLimit"
+            )
+        else:
+            paramstr = "Default"
+        version = row["Version"].replace(".", "")
+        return f"{version}-{paramstr}"
+
+    summary = (
+        glt.parse("tests/assets/*.log")
+        .summary()
+        .assign(Label=lambda df: df.apply(label, axis="columns"))
+    )
+    assert set(summary["Label"]) == {
+        "950-CrossoverBasis=1-Method=2",
+        "950-Default",
+        "950-Method=0",
+        "950-Method=2",
+        "950-Method=3",
+        "950-NonConvex=2",
+        "912-NoRelHeurWork=60",
+    }