diff --git a/winml/lib/Api/LearningModelSession.cpp b/winml/lib/Api/LearningModelSession.cpp
index b5699844b1..949e5683f7 100644
--- a/winml/lib/Api/LearningModelSession.cpp
+++ b/winml/lib/Api/LearningModelSession.cpp
@@ -155,9 +155,6 @@ void LearningModelSession::Initialize() {
 
   // Cache the constructed session
   engine_ = engine;
-
-  // Log to telemetry that WinML LearningModelSession was successful
-  telemetry_helper.LogWinMLSessionCreated();
 }
 
 wfc::IPropertySet
diff --git a/winml/lib/Common/inc/WinMLTelemetryHelper.h b/winml/lib/Common/inc/WinMLTelemetryHelper.h
index 9d3af9ac4a..87eabaa875 100644
--- a/winml/lib/Common/inc/WinMLTelemetryHelper.h
+++ b/winml/lib/Common/inc/WinMLTelemetryHelper.h
@@ -83,7 +83,6 @@ class WinMLTelemetryHelper {
   }
 
   void LogWinMLShutDown();
-  void LogWinMLSessionCreated();
   void LogWinMLSuspended();
   void LogRuntimeError(HRESULT hr, std::string message, PCSTR file, PCSTR function, int line);
   void LogRuntimeError(HRESULT hr, PCSTR message, PCSTR file, PCSTR function, int line);
diff --git a/winml/lib/Telemetry/WinMLTelemetryHelper.cpp b/winml/lib/Telemetry/WinMLTelemetryHelper.cpp
index 6bf24b2fdc..09681fa4ca 100644
--- a/winml/lib/Telemetry/WinMLTelemetryHelper.cpp
+++ b/winml/lib/Telemetry/WinMLTelemetryHelper.cpp
@@ -34,16 +34,6 @@ void WinMLTelemetryHelper::LogWinMLSuspended() {
       TraceLoggingInt32(runtime_session_id_, "runtimeSessionId"));
 }
 
-void WinMLTelemetryHelper::LogWinMLSessionCreated() {
-  WinMLTraceLoggingWrite(
-      provider_,
-      "WinMLSessionCreated",
-      TraceLoggingKeyword(WINML_PROVIDER_KEYWORD_DEFAULT),
-      TelemetryPrivacyDataTag(PDT_ProductAndServiceUsage),
-      TraceLoggingString("LearningModelSession successfully created.", "message"),
-      TraceLoggingKeyword(MICROSOFT_KEYWORD_MEASURES));
-}
-
 void WinMLTelemetryHelper::LogRuntimeError(HRESULT hr, PCSTR message, PCSTR file, PCSTR function, int line) {
   if (!telemetry_enabled_)
     return;