diff --git a/dask_jobqueue/slurm.py b/dask_jobqueue/slurm.py
index d31e5562..dba37867 100644
--- a/dask_jobqueue/slurm.py
+++ b/dask_jobqueue/slurm.py
@@ -205,7 +205,7 @@ def __init__(self, *args, scheduler_file="scheduler-{job_id}.json", **kwargs):
         if not scheduler_file:
             raise RuntimeError(
                 "scheduler_file must be specified in either the "
-                "scheduler_options or as keyword argument to SlurmRunner."
+                "scheduler_options or as keyword argument to SLURMRunner."
             )
 
         # Encourage filename uniqueness by inserting the job ID
diff --git a/docs/source/runners-overview.rst b/docs/source/runners-overview.rst
index a542399a..68a72468 100644
--- a/docs/source/runners-overview.rst
+++ b/docs/source/runners-overview.rst
@@ -11,13 +11,13 @@ variable to decide what role reach process should play and uses the shared files
 
     # myscript.py
     from dask.distributed import Client
-    from dask_jobqueue.slurm import SlurmRunner
+    from dask_jobqueue.slurm import SLURMRunner
 
-    # When entering the SlurmRunner context manager processes will decide if they should be 
+    # When entering the SLURMRunner context manager processes will decide if they should be 
     # the client, schdeduler or a worker.
     # Only process ID 1 executes the contents of the context manager.
     # All other processes start the Dask components and then block here forever.
-    with SlurmRunner(scheduler_file="/path/to/shared/filesystem/scheduler-{job_id}.json") as runner:
+    with SLURMRunner(scheduler_file="/path/to/shared/filesystem/scheduler-{job_id}.json") as runner:
 
         # The runner object contains the scheduler address info and can be used to construct a client.
         with Client(runner) as client:
@@ -29,4 +29,4 @@ variable to decide what role reach process should play and uses the shared files
             assert client.submit(lambda x: x + 1, 10).result() == 11
             assert client.submit(lambda x: x + 1, 20, workers=2).result() == 21
 
-    # When process ID 1 exits the SlurmRunner context manager it sends a graceful shutdown to the Dask processes.
+    # When process ID 1 exits the SLURMRunner context manager it sends a graceful shutdown to the Dask processes.