diff --git a/coverage.xml b/coverage.xml
index 231b7527..acf48075 100644
--- a/coverage.xml
+++ b/coverage.xml
@@ -1,66183 +1,1423 @@
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 				</class>
-				<class name="test_iv.py" filename="tests/test_iv.py" complexity="0" line-rate="0.213" branch-rate="0">
+				<class name="estimation.py" filename="estimation/estimation.py" complexity="0" line-rate="0.9697" branch-rate="0">
 					<methods/>
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 				</class>
-				<class name="test_model_matrix.py" filename="tests/test_model_matrix.py" complexity="0" line-rate="0.6" branch-rate="0">
+				<class name="feiv_.py" filename="estimation/feiv_.py" complexity="0" line-rate="0.9817" branch-rate="0">
 					<methods/>
 					<lines>
 						<line number="1" hits="1"/>
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 						<line number="3" hits="1"/>
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 				</class>
-				<class name="test_multcomp.py" filename="tests/test_multcomp.py" complexity="0" line-rate="0.3107" branch-rate="0">
+				<class name="feols_.py" filename="estimation/feols_.py" complexity="0" line-rate="0.8328" branch-rate="0">
 					<methods/>
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 						<line number="1" hits="1"/>
@@ -66185,1655 +1425,2872 @@
 						<line number="3" hits="1"/>
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   noarch: python
-  url: https://conda.anaconda.org/conda-forge/noarch/tomli-2.0.2-pyhd8ed1ab_0.conda
-  sha256: 5e742ba856168b606ac3c814d247657b1c33b8042371f1a08000bdc5075bc0cc
-  md5: e977934e00b355ff55ed154904044727
+  url: https://conda.anaconda.org/conda-forge/noarch/tomli-2.1.0-pyhff2d567_0.conda
+  sha256: 354b8a64d4f3311179d85aefc529ca201a36afc1af090d0010c46be7b79f9a47
+  md5: 3fa1089b4722df3a900135925f4519d9
   depends:
-  - python >=3.7
+  - python >=3.9
   license: MIT
   license_family: MIT
   purls:
   - pkg:pypi/tomli?source=hash-mapping
-  size: 18203
-  timestamp: 1727974767524
+  size: 18741
+  timestamp: 1731426862834
 - kind: pypi
   name: tornado
   version: 6.4.1
@@ -15175,7 +15184,7 @@ packages:
   - pre-commit ; extra == 'test'
   - pytest-mock ; extra == 'test'
   - pytest-mypy-testing ; extra == 'test'
-  - pytest<8.2,>=7.0 ; extra == 'test'
+  - pytest>=7.0,<8.2 ; extra == 'test'
   requires_python: '>=3.8'
 - kind: pypi
   name: types-python-dateutil
@@ -15332,19 +15341,19 @@ packages:
   requires_dist:
   - brotli>=1.0.9 ; platform_python_implementation == 'CPython' and extra == 'brotli'
   - brotlicffi>=0.8.0 ; platform_python_implementation != 'CPython' and extra == 'brotli'
-  - h2<5,>=4 ; extra == 'h2'
-  - pysocks!=1.5.7,<2.0,>=1.5.6 ; extra == 'socks'
+  - h2>=4,<5 ; extra == 'h2'
+  - pysocks>=1.5.6,!=1.5.7,<2.0 ; extra == 'socks'
   - zstandard>=0.18.0 ; extra == 'zstd'
   requires_python: '>=3.8'
 - kind: conda
   name: vc
   version: '14.3'
-  build: ha32ba9b_22
-  build_number: 22
+  build: ha32ba9b_23
+  build_number: 23
   subdir: win-64
-  url: https://conda.anaconda.org/conda-forge/win-64/vc-14.3-ha32ba9b_22.conda
-  sha256: 2a47c5bd8bec045959afada7063feacd074ad66b170c1ea92dd139b389fcf8fd
-  md5: 311c9ba1dfdd2895a8cb08346ff26259
+  url: https://conda.anaconda.org/conda-forge/win-64/vc-14.3-ha32ba9b_23.conda
+  sha256: 986ddaf8feec2904eac9535a7ddb7acda1a1dfb9482088fdb8129f1595181663
+  md5: 7c10ec3158d1eb4ddff7007c9101adb0
   depends:
   - vc14_runtime >=14.38.33135
   track_features:
@@ -15352,39 +15361,39 @@ packages:
   license: BSD-3-Clause
   license_family: BSD
   purls: []
-  size: 17447
-  timestamp: 1728400826998
+  size: 17479
+  timestamp: 1731710827215
 - kind: conda
   name: vc14_runtime
-  version: 14.40.33810
-  build: hcc2c482_22
-  build_number: 22
+  version: 14.42.34433
+  build: he29a5d6_23
+  build_number: 23
   subdir: win-64
-  url: https://conda.anaconda.org/conda-forge/win-64/vc14_runtime-14.40.33810-hcc2c482_22.conda
-  sha256: 4c669c65007f88a7cdd560192f7e6d5679d191ac71610db724e18b2410964d64
-  md5: ce23a4b980ee0556a118ed96550ff3f3
+  url: https://conda.anaconda.org/conda-forge/win-64/vc14_runtime-14.42.34433-he29a5d6_23.conda
+  sha256: c483b090c4251a260aba6ff3e83a307bcfb5fb24ad7ced872ab5d02971bd3a49
+  md5: 32b37d0cfa80da34548501cdc913a832
   depends:
   - ucrt >=10.0.20348.0
   constrains:
-  - vs2015_runtime 14.40.33810.* *_22
+  - vs2015_runtime 14.42.34433.* *_23
   license: LicenseRef-MicrosoftVisualCpp2015-2022Runtime
   license_family: Proprietary
   purls: []
-  size: 750719
-  timestamp: 1728401055788
+  size: 754247
+  timestamp: 1731710681163
 - kind: pypi
   name: virtualenv
   version: 20.27.1
   url: https://files.pythonhosted.org/packages/ae/92/78324ff89391e00c8f4cf6b8526c41c6ef36b4ea2d2c132250b1a6fc2b8d/virtualenv-20.27.1-py3-none-any.whl
   sha256: f11f1b8a29525562925f745563bfd48b189450f61fb34c4f9cc79dd5aa32a1f4
   requires_dist:
-  - distlib<1,>=0.3.7
-  - filelock<4,>=3.12.2
+  - distlib>=0.3.7,<1
+  - filelock>=3.12.2,<4
   - importlib-metadata>=6.6 ; python_full_version < '3.8'
-  - platformdirs<5,>=3.9.1
+  - platformdirs>=3.9.1,<5
   - furo>=2023.7.26 ; extra == 'docs'
   - proselint>=0.13 ; extra == 'docs'
-  - sphinx!=7.3,>=7.1.2 ; extra == 'docs'
+  - sphinx>=7.1.2,!=7.3 ; extra == 'docs'
   - sphinx-argparse>=0.4 ; extra == 'docs'
   - sphinxcontrib-towncrier>=0.2.1a0 ; extra == 'docs'
   - towncrier>=23.6 ; extra == 'docs'
@@ -15404,20 +15413,20 @@ packages:
   requires_python: '>=3.8'
 - kind: conda
   name: vs2015_runtime
-  version: 14.40.33810
-  build: h3bf8584_22
-  build_number: 22
+  version: 14.42.34433
+  build: hdffcdeb_23
+  build_number: 23
   subdir: win-64
-  url: https://conda.anaconda.org/conda-forge/win-64/vs2015_runtime-14.40.33810-h3bf8584_22.conda
-  sha256: 80aa9932203d65a96f817b8be4fafc176fb2b3fe6cf6899ede678b8f0317fbff
-  md5: 8c6b061d44cafdfc8e8c6eb5f100caf0
+  url: https://conda.anaconda.org/conda-forge/win-64/vs2015_runtime-14.42.34433-hdffcdeb_23.conda
+  sha256: 568ce8151eaae256f1cef752fc78651ad7a86ff05153cc7a4740b52ae6536118
+  md5: 5c176975ca2b8366abad3c97b3cd1e83
   depends:
-  - vc14_runtime >=14.40.33810
+  - vc14_runtime >=14.42.34433
   license: BSD-3-Clause
   license_family: BSD
   purls: []
-  size: 17453
-  timestamp: 1728400827536
+  size: 17572
+  timestamp: 1731710685291
 - kind: pypi
   name: watchdog
   version: 6.0.0
@@ -15470,18 +15479,10 @@ packages:
   - backports-functools-lru-cache>=1.2.1 ; python_full_version < '3.2'
 - kind: pypi
   name: webcolors
-  version: 24.8.0
-  url: https://files.pythonhosted.org/packages/f0/33/12020ba99beaff91682b28dc0bbf0345bbc3244a4afbae7644e4fa348f23/webcolors-24.8.0-py3-none-any.whl
-  sha256: fc4c3b59358ada164552084a8ebee637c221e4059267d0f8325b3b560f6c7f0a
-  requires_dist:
-  - furo ; extra == 'docs'
-  - sphinx ; extra == 'docs'
-  - sphinx-copybutton ; extra == 'docs'
-  - sphinx-inline-tabs ; extra == 'docs'
-  - sphinx-notfound-page ; extra == 'docs'
-  - sphinxext-opengraph ; extra == 'docs'
-  - coverage[toml] ; extra == 'tests'
-  requires_python: '>=3.8'
+  version: 24.11.1
+  url: https://files.pythonhosted.org/packages/60/e8/c0e05e4684d13459f93d312077a9a2efbe04d59c393bc2b8802248c908d4/webcolors-24.11.1-py3-none-any.whl
+  sha256: 515291393b4cdf0eb19c155749a096f779f7d909f7cceea072791cb9095b92e9
+  requires_python: '>=3.9'
 - kind: pypi
   name: webencodings
   version: 0.5.1
@@ -15661,13 +15662,12 @@ packages:
   timestamp: 1727529943015
 - kind: conda
   name: xorg-libxt
-  version: 1.3.0
-  build: hb9d3cd8_2
-  build_number: 2
+  version: 1.3.1
+  build: hb9d3cd8_0
   subdir: linux-64
-  url: https://conda.anaconda.org/conda-forge/linux-64/xorg-libxt-1.3.0-hb9d3cd8_2.conda
-  sha256: da032ee35fa329af7b551917764d2e161f8af2f7fdbb4c3e4a0fab47f3d968a0
-  md5: d8602724ac0d276c380b97e9eb0f814b
+  url: https://conda.anaconda.org/conda-forge/linux-64/xorg-libxt-1.3.1-hb9d3cd8_0.conda
+  sha256: a8afba4a55b7b530eb5c8ad89737d60d60bc151a03fbef7a2182461256953f0e
+  md5: 279b0de5f6ba95457190a1c459a64e31
   depends:
   - __glibc >=2.17,<3.0.a0
   - libgcc >=13
@@ -15677,8 +15677,8 @@ packages:
   license: MIT
   license_family: MIT
   purls: []
-  size: 378681
-  timestamp: 1727663260353
+  size: 379686
+  timestamp: 1731860547604
 - kind: conda
   name: xorg-xorgproto
   version: '2024.1'
@@ -15751,21 +15751,21 @@ packages:
   timestamp: 1660346976440
 - kind: conda
   name: zipp
-  version: 3.20.2
+  version: 3.21.0
   build: pyhd8ed1ab_0
   subdir: noarch
   noarch: python
-  url: https://conda.anaconda.org/conda-forge/noarch/zipp-3.20.2-pyhd8ed1ab_0.conda
-  sha256: 1e84fcfa41e0afdd87ff41e6fbb719c96a0e098c1f79be342293ab0bd8dea322
-  md5: 4daaed111c05672ae669f7036ee5bba3
+  url: https://conda.anaconda.org/conda-forge/noarch/zipp-3.21.0-pyhd8ed1ab_0.conda
+  sha256: 232a30e4b0045c9de5e168dda0328dc0e28df9439cdecdfb97dd79c1c82c4cec
+  md5: fee389bf8a4843bd7a2248ce11b7f188
   depends:
   - python >=3.8
   license: MIT
   license_family: MIT
   purls:
   - pkg:pypi/zipp?source=hash-mapping
-  size: 21409
-  timestamp: 1726248679175
+  size: 21702
+  timestamp: 1731262194278
 - kind: conda
   name: zlib
   version: 1.3.1
diff --git a/pyfixest/estimation/FixestMulti_.py b/pyfixest/estimation/FixestMulti_.py
index 9737581a..a8d6c992 100644
--- a/pyfixest/estimation/FixestMulti_.py
+++ b/pyfixest/estimation/FixestMulti_.py
@@ -386,7 +386,7 @@ def _estimate_all_models(
 
                     self.all_fitted_models[FIT._model_name] = FIT
 
-    def to_list(self):
+    def to_list(self) -> list[Union[Feols, Fepois, Feiv]]:
         """
         Return a list of all fitted models.
 
diff --git a/pyfixest/estimation/feols_.py b/pyfixest/estimation/feols_.py
index 6f83faa5..a2f3f8bc 100644
--- a/pyfixest/estimation/feols_.py
+++ b/pyfixest/estimation/feols_.py
@@ -1696,10 +1696,12 @@ def get_performance(self) -> None:
         ssy = np.sum((_Y - np.mean(_Y)) ** 2)
 
         if _has_weights:
+            ssy = np.sum(_Y**2) - np.sum(_Y**2) / np.sum(_weights)
             self._rmse = np.nan
             self._r2 = np.nan
             self._adj_r2 = np.nan
         else:
+            ssy = np.sum((_Y - np.mean(_Y)) ** 2)
             self._rmse = np.sqrt(ssu / _N)
             self._r2 = 1 - (ssu / ssy)
             self._adj_r2 = 1 - (ssu / ssy) * _adj_factor
diff --git a/pyfixest/estimation/multcomp.py b/pyfixest/estimation/multcomp.py
index e3abad8f..f089ed8f 100644
--- a/pyfixest/estimation/multcomp.py
+++ b/pyfixest/estimation/multcomp.py
@@ -4,12 +4,16 @@
 import numpy as np
 import pandas as pd
 
+from pyfixest.estimation.feiv_ import Feiv
 from pyfixest.estimation.feols_ import Feols
 from pyfixest.estimation.fepois_ import Fepois
+from pyfixest.estimation.FixestMulti_ import FixestMulti
 from pyfixest.report.summarize import _post_processing_input_checks
 
+ModelInputType = Union[FixestMulti, list[Union[Feols, Fepois, Feiv]]]
 
-def bonferroni(models: list[Union[Feols, Fepois]], param: str) -> pd.DataFrame:
+
+def bonferroni(models: ModelInputType, param: str) -> pd.DataFrame:
     """
     Compute Bonferroni adjusted p-values for multiple hypothesis testing.
 
@@ -18,9 +22,8 @@ def bonferroni(models: list[Union[Feols, Fepois]], param: str) -> pd.DataFrame:
 
     Parameters
     ----------
-    models : list[Feols, Fepois], Feols or Fepois
-        A list of models for which the p-values should be adjusted, or a Feols or
-        Fepois object.
+    models : A supported model object (Feols, Fepois, Feiv, FixestMulti) or a list of
+            Feols, Fepois & Feiv models.
     param : str
         The parameter for which the p-values should be adjusted.
 
@@ -65,7 +68,7 @@ def bonferroni(models: list[Union[Feols, Fepois]], param: str) -> pd.DataFrame:
 
 
 def rwolf(
-    models: list[Union[Feols, Fepois]],
+    models: Union[FixestMulti, list[Union[Feols, Fepois]]],
     param: str,
     reps: int,
     seed: int,
diff --git a/pyfixest/report/summarize.py b/pyfixest/report/summarize.py
index 933b3f87..188a4647 100644
--- a/pyfixest/report/summarize.py
+++ b/pyfixest/report/summarize.py
@@ -1,4 +1,5 @@
 import re
+from collections.abc import ValuesView
 from typing import Optional, Union
 
 import numpy as np
@@ -13,9 +14,13 @@
 from pyfixest.report.utils import _relabel_expvar
 from pyfixest.utils.dev_utils import _select_order_coefs
 
+ModelInputType = Union[
+    FixestMulti, Feols, Fepois, Feiv, list[Union[Feols, Fepois, Feiv]]
+]
+
 
 def etable(
-    models: Union[list[Union[Feols, Fepois, Feiv]], FixestMulti],
+    models: ModelInputType,
     type: str = "gt",
     signif_code: Optional[list] = None,
     coef_fmt: str = "b \n (se)",
@@ -40,8 +45,8 @@ def etable(
 
     Parameters
     ----------
-    models : list
-        A list of models of type Feols, Feiv, Fepois.
+    models : A supported model object (Feols, Fepois, Feiv, FixestMulti) or a list of
+            Feols, Fepois & Feiv models.
     type : str, optional
         Type of output. Either "df" for pandas DataFrame, "md" for markdown,
         "gt" for great_tables, or "tex" for LaTeX table. Default is "gt".
@@ -132,11 +137,6 @@ def etable(
             signif_code[0] < signif_code[1] < signif_code[2]
         ), "signif_code must be in increasing order"
 
-    # Check if models is of type FixestMulti
-    # If so, convert it to a list of models
-    if isinstance(models, FixestMulti):
-        models = models.to_list()
-
     models = _post_processing_input_checks(models)
 
     if custom_stats is None:
@@ -464,9 +464,7 @@ def etable(
     return None
 
 
-def summary(
-    models: Union[list[Union[Feols, Fepois, Feiv]], FixestMulti], digits: int = 3
-) -> None:
+def summary(models: ModelInputType, digits: int = 3) -> None:
     """
     Print a summary of estimation results for each estimated model.
 
@@ -476,8 +474,8 @@ def summary(
 
     Parameters
     ----------
-    models : list[Union[Feols, Fepois, Feiv]] or FixestMulti.
-            The models to be summarized.
+    models : A supported model object (Feols, Fepois, Feiv, FixestMulti) or a list of
+            Feols, Fepois & Feiv models.
     digits : int, optional
         The number of decimal places to round the summary statistics to. Default is 3.
 
@@ -550,8 +548,8 @@ def summary(
 
 
 def _post_processing_input_checks(
-    models: Union[list[Union[Feols, Fepois, Feiv]], FixestMulti],
-) -> list[Union[Feols, Fepois]]:
+    models: ModelInputType,
+) -> list[Union[Feols, Fepois, Feiv]]:
     """
     Perform input checks for post-processing models.
 
@@ -572,34 +570,23 @@ def _post_processing_input_checks(
         TypeError: If the models argument is not of the expected type.
 
     """
-    # check if models instance of Feols or Fepois
-    if isinstance(models, (Feols, Fepois)):
-        models = [models]
-
-    else:
-        if isinstance(models, (list, type({}.values()))):
-            for model in models:
-                if not isinstance(model, (Feols, Fepois)):
-                    raise TypeError(
-                        f"""
-                        Each element of the passed list needs to be of type Feols
-                        or Fepois, but {type(model)} was passed. If you want to
-                        summarize a FixestMulti object, please use FixestMulti.to_list()
-                        to convert it to a list of Feols or Fepois instances.
-                        """
-                    )
-
+    models_list: list[Union[Feols, Fepois, Feiv]] = []
+
+    if isinstance(models, (Feols, Fepois, Feiv)):
+        models_list = [models]
+    elif isinstance(models, FixestMulti):
+        models_list = models.to_list()
+    elif isinstance(models, (list, ValuesView)):
+        if all(isinstance(m, (Feols, Fepois, Feiv)) for m in models):
+            models_list = models
         else:
             raise TypeError(
-                """
-                The models argument must be either a list of Feols or Fepois instances, or
-                simply a single Feols or Fepois instance. The models argument does not accept instances
-                of type FixestMulti - please use models.to_list() to convert the FixestMulti
-                instance to a list of Feols or Fepois instances.
-                """
+                "All elements in the models list must be instances of Feols, Feiv, or Fepois."
             )
+    else:
+        raise TypeError("Invalid type for models argument.")
 
-    return models
+    return models_list
 
 
 def _tabulate_etable_md(df, n_coef, n_fixef, n_models, n_model_stats):
diff --git a/pyfixest/report/visualize.py b/pyfixest/report/visualize.py
index 7fab927f..faf93fc1 100644
--- a/pyfixest/report/visualize.py
+++ b/pyfixest/report/visualize.py
@@ -23,10 +23,16 @@
 from pyfixest.estimation.feiv_ import Feiv
 from pyfixest.estimation.feols_ import Feols
 from pyfixest.estimation.fepois_ import Fepois
+from pyfixest.estimation.FixestMulti_ import FixestMulti
 from pyfixest.report.summarize import _post_processing_input_checks
 from pyfixest.report.utils import _relabel_expvar
 from pyfixest.utils.dev_utils import _select_order_coefs
 
+ModelInputType = Union[
+    FixestMulti, Feols, Fepois, Feiv, list[Union[Feols, Fepois, Feiv]]
+]
+
+
 LetsPlot.setup_html()
 
 
@@ -60,7 +66,7 @@ def set_figsize(
 
 
 def iplot(
-    models,
+    models: ModelInputType,
     alpha: float = 0.05,
     figsize: Optional[tuple[int, int]] = None,
     yintercept: Union[int, str, None] = None,
@@ -83,9 +89,8 @@ def iplot(
 
     Parameters
     ----------
-    models : list or object
-        A list of fitted models of type `Feols` or
-        `Fepois`, or just a single model.
+    models : A supported model object (Feols, Fepois, Feiv, FixestMulti) or a list of
+            Feols, Fepois & Feiv models.
     figsize : tuple or None, optional
         The size of the figure. If None, the default size is used.
     alpha : float
@@ -157,8 +162,8 @@ def iplot(
             "The 'joint' parameter is only available for a single model, i.e. objects of type FixestMulti are not supported."
         )
 
-    df_all = []
-    all_icovars = []
+    df_all: list[pd.DataFrame] = []
+    all_icovars: list[str] = []
 
     if keep is None:
         keep = []
@@ -205,7 +210,7 @@ def iplot(
 
 
 def coefplot(
-    models: list,
+    models: ModelInputType,
     alpha: float = 0.05,
     figsize: Optional[tuple[int, int]] = None,
     yintercept: float = 0,
@@ -227,8 +232,8 @@ def coefplot(
 
     Parameters
     ----------
-    models : list or object
-        A list of fitted models of type `Feols` or `Fepois`, or just a single model.
+    models : A supported model object (Feols, Fepois, Feiv, FixestMulti) or a list of
+            Feols, Fepois & Feiv models.
     figsize : tuple or None, optional
         The size of the figure. If None, the default size is used.
     alpha : float
diff --git a/tests/test_api.py b/tests/test_api.py
index af02fbe6..95793be2 100644
--- a/tests/test_api.py
+++ b/tests/test_api.py
@@ -13,11 +13,17 @@ def test_api():
     fit2 = pf.estimation.fepois(
         "Y ~ X1 + X2 + f2 | f1", data=df2, vcov={"CRV1": "f1+f2"}
     )
+    fit_multi = pf.feols("Y + Y2 ~ X1", data=df2)
+
     pf.summary(fit1)
     pf.report.summary(fit2)
     pf.etable([fit1, fit2])
     pf.coefplot([fit1, fit2])
 
+    pf.summary(fit_multi)
+    pf.etable(fit_multi)
+    pf.coefplot(fit_multi)
+
 
 def test_feols_args():
     """
diff --git a/tests/test_multcomp.py b/tests/test_multcomp.py
index 6a3e6daa..892588a2 100644
--- a/tests/test_multcomp.py
+++ b/tests/test_multcomp.py
@@ -5,6 +5,7 @@
 from rpy2.robjects import pandas2ri
 from rpy2.robjects.packages import importr
 
+import pyfixest as pf
 from pyfixest.estimation.estimation import feols
 from pyfixest.estimation.multcomp import _get_rwolf_pval, bonferroni, rwolf
 from pyfixest.utils.set_rpy2_path import update_r_paths
@@ -195,3 +196,20 @@ def test_sampling_scheme(seed, reps):
     assert (
         np.abs(percent_diff) < 1.0
     ), f"Percentage difference is too large: {percent_diff}%"
+
+
+@pytest.mark.extended
+def test_multi_vs_list(seeds, reps):
+    "Test that lists of models and FixestMulti input produce identical results."
+    seed = 1232
+    reps = 100
+    data = pf.get_data(N=100)
+
+    fit_all = pf.feols("Y + Y2 ~ X1 + X2", data=data)
+    fit1 = pf.feols("Y ~ X1 + X2", data=data)
+    fit2 = pf.feols("Y2 ~ X1 + X2", data=data)
+
+    assert bonferroni(fit_all, "X1").equals(bonferroni([fit1, fit2], "X1"))
+    assert rwolf(fit_all, "X1", seed=seed, reps=reps).equals(
+        rwolf([fit1, fit2], "X1", seed=seed, reps=reps)
+    )