diff --git a/CHANGELOG.md b/CHANGELOG.md
index b347c37c1..e7e561586 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -11,6 +11,11 @@ Remember to align the itemized text with the first line of an item within a list
 * Deprecations
   * `jax.sharding.OpShardingSharding` has been renamed to `jax.sharding.GSPMDSharding`.
     `jax.sharding.OpShardingSharding` will be removed in 3 months from Feb 17, 2023.
+  * The following `jax.Array` methods are deprecated and will be removed 3 months from
+    Feb 23 2023:
+    * `jax.Array.broadcast`: use {func}`jax.lax.broadcast` instead.
+    * `jax.Array.broadcast_in_dim`: use {func}`jax.lax.broadcast_in_dim` instead.
+    * `jax.Array.split`: use {func}`jax.numpy.split` instead.
 
 ## jaxlib 0.4.5
 
diff --git a/jax/_src/api.py b/jax/_src/api.py
index 27872654c..6da1101de 100644
--- a/jax/_src/api.py
+++ b/jax/_src/api.py
@@ -1592,7 +1592,7 @@ def _split(x, indices, axis):
   if isinstance(x, np.ndarray):
     return np.split(x, indices, axis)
   else:
-    return x.split(indices, axis)
+    return x._split(indices, axis)
 
 
 def vmap(fun: F,
diff --git a/jax/_src/basearray.pyi b/jax/_src/basearray.pyi
index cc0ba7137..0a401a0b0 100644
--- a/jax/_src/basearray.pyi
+++ b/jax/_src/basearray.pyi
@@ -117,9 +117,6 @@ class Array(abc.ABC):
   def argpartition(self, kth, axis=-1, kind='introselect', order=None) -> Array: ...
   def argsort(self, axis: Optional[int] = -1, kind='quicksort', order=None) -> Array: ...
   def astype(self, dtype) -> Array: ...
-  def broadcast(self, sizes: Sequence[int]) -> Array: ...
-  def broadcast_in_dim(self, shape: Sequence[Union[int, Any]],
-                       broadcast_dimensions: Sequence[int]) -> Array: ...
   def choose(self, choices, out=None, mode='raise') -> Array: ...
   def clip(self, min=None, max=None, out=None) -> Array: ...
   def compress(self, condition, axis: Optional[int] = None, out=None) -> Array: ...
@@ -158,7 +155,6 @@ class Array(abc.ABC):
   def round(self, decimals=0, out=None) -> Array: ...
   def searchsorted(self, v, side='left', sorter=None) -> Array: ...
   def sort(self, axis: Optional[int] = -1, kind='quicksort', order=None) -> Array: ...
-  def split(self, indices_or_sections: ArrayLike, axis: int = 0) -> List[Array]: ...
   def squeeze(self, axis: Optional[Union[int, Tuple[int, ...]]] = None) -> Array: ...
   def std(self, axis: Optional[Union[int, Tuple[int, ...]]] = None,
           dtype=None, out=None, ddof=0, keepdims=False, *, where=None) -> Array: ...
diff --git a/jax/_src/numpy/lax_numpy.py b/jax/_src/numpy/lax_numpy.py
index f2cffd8f6..fac69a0b3 100644
--- a/jax/_src/numpy/lax_numpy.py
+++ b/jax/_src/numpy/lax_numpy.py
@@ -5127,6 +5127,36 @@ def _compress_method(a: ArrayLike, condition: ArrayLike,
   return compress(condition, a, axis, out)
 
 
+@_wraps(lax.broadcast, lax_description="""
+Deprecated. Use :func:`jax.lax.broadcast` instead.
+""")
+def _deprecated_broadcast(*args, **kwargs):
+  warnings.warn(
+    "The arr.broadcast() method is deprecated. Use jax.lax.broadcast instead.",
+    category=FutureWarning)
+  return lax.broadcast(*args, **kwargs)
+
+
+@_wraps(lax.broadcast, lax_description="""
+Deprecated. Use :func:`jax.lax.broadcast_in_dim` instead.
+""")
+def _deprecated_broadcast_in_dim(*args, **kwargs):
+  warnings.warn(
+    "The arr.broadcast_in_dim() method is deprecated. Use jax.lax.broadcast_in_dim instead.",
+    category=FutureWarning)
+  return lax.broadcast_in_dim(*args, **kwargs)
+
+
+@_wraps(lax.broadcast, lax_description="""
+Deprecated. Use :func:`jax.numpy.split` instead.
+""")
+def _deprecated_split(*args, **kwargs):
+  warnings.warn(
+    "The arr.split() method is deprecated. Use jax.numpy.split instead.",
+    category=FutureWarning)
+  return split(*args, **kwargs)
+
+
 @core.stash_axis_env()
 @partial(jit, static_argnums=(1,2,3))
 def _multi_slice(arr: ArrayLike,
@@ -5487,6 +5517,7 @@ _array_methods = {
   "clip": _clip,
   "conj": conj,
   "conjugate": conjugate,
+  "compress": _compress_method,
   "copy": copy,
   "cumprod": cumprod,
   "cumsum": cumsum,
@@ -5516,13 +5547,15 @@ _array_methods = {
   "var": var,
   "view": _view,
 
-  # Extra methods handy for specializing dispatch
-  # TODO(jakevdp): find another mechanism for exposing these.
-  "broadcast": lax.broadcast,
-  "broadcast_in_dim": lax.broadcast_in_dim,
-  "split": split,
-  "compress": _compress_method,
-  "_multi_slice": _multi_slice,
+  # Methods exposed in order to avoid circular imports
+  "_split": split,  # used in jacfwd/jacrev
+  "_multi_slice": _multi_slice,  # used in pxla for sharding
+
+  # Deprecated methods.
+  # TODO(jakevdp): remove these after June 2023
+  "broadcast": _deprecated_broadcast,
+  "broadcast_in_dim": _deprecated_broadcast_in_dim,
+  "split": _deprecated_split,
 }
 
 _array_properties = {