diff --git a/flang/include/flang/Lower/ConvertVariable.h b/flang/include/flang/Lower/ConvertVariable.h
--- a/flang/include/flang/Lower/ConvertVariable.h
+++ b/flang/include/flang/Lower/ConvertVariable.h
@@ -23,6 +23,8 @@
 
 namespace fir {
 class ExtendedValue;
+class FirOpBuilder;
+class GlobalOp;
 } // namespace fir
 
 namespace Fortran ::lower {
@@ -88,6 +90,11 @@
                                  mlir::Location, mlir::Type boxType,
                                  const SomeExpr &initialTarget);
 
+/// Call \p genInit to generate code inside \p global initializer region.
+void createGlobalInitialization(
+    fir::FirOpBuilder &builder, fir::GlobalOp global,
+    std::function<void(fir::FirOpBuilder &)> genInit);
+
 /// Generate address \p addr inside an initializer.
 fir::ExtendedValue
 genExtAddrInInitializer(Fortran::lower::AbstractConverter &converter,
diff --git a/flang/lib/Lower/ConvertVariable.cpp b/flang/lib/Lower/ConvertVariable.cpp
--- a/flang/lib/Lower/ConvertVariable.cpp
+++ b/flang/lib/Lower/ConvertVariable.cpp
@@ -360,9 +360,9 @@
 }
 
 /// Call \p genInit to generate code inside \p global initializer region.
-static void
-createGlobalInitialization(fir::FirOpBuilder &builder, fir::GlobalOp global,
-                           std::function<void(fir::FirOpBuilder &)> genInit) {
+void Fortran::lower::createGlobalInitialization(
+    fir::FirOpBuilder &builder, fir::GlobalOp global,
+    std::function<void(fir::FirOpBuilder &)> genInit) {
   mlir::Region &region = global.getRegion();
   region.push_back(new mlir::Block);
   mlir::Block &block = region.back();
@@ -424,24 +424,26 @@
         sym.detailsIf<Fortran::semantics::ObjectEntityDetails>();
     if (details && details->init()) {
       auto expr = *details->init();
-      createGlobalInitialization(builder, global, [&](fir::FirOpBuilder &b) {
-        mlir::Value box =
-            Fortran::lower::genInitialDataTarget(converter, loc, symTy, expr);
-        b.create<fir::HasValueOp>(loc, box);
-      });
+      Fortran::lower::createGlobalInitialization(
+          builder, global, [&](fir::FirOpBuilder &b) {
+            mlir::Value box = Fortran::lower::genInitialDataTarget(
+                converter, loc, symTy, expr);
+            b.create<fir::HasValueOp>(loc, box);
+          });
     } else {
       // Create unallocated/disassociated descriptor if no explicit init
-      createGlobalInitialization(builder, global, [&](fir::FirOpBuilder &b) {
-        mlir::Value box =
-            fir::factory::createUnallocatedBox(b, loc, symTy, llvm::None);
-        b.create<fir::HasValueOp>(loc, box);
-      });
+      Fortran::lower::createGlobalInitialization(
+          builder, global, [&](fir::FirOpBuilder &b) {
+            mlir::Value box =
+                fir::factory::createUnallocatedBox(b, loc, symTy, llvm::None);
+            b.create<fir::HasValueOp>(loc, box);
+          });
     }
 
   } else if (const auto *details =
                  sym.detailsIf<Fortran::semantics::ObjectEntityDetails>()) {
     if (details->init()) {
-      createGlobalInitialization(
+      Fortran::lower::createGlobalInitialization(
           builder, global, [&](fir::FirOpBuilder &builder) {
             Fortran::lower::StatementContext stmtCtx(
                 /*cleanupProhibited=*/true);
@@ -452,7 +454,7 @@
             builder.create<fir::HasValueOp>(loc, castTo);
           });
     } else if (hasDefaultInitialization(sym)) {
-      createGlobalInitialization(
+      Fortran::lower::createGlobalInitialization(
           builder, global, [&](fir::FirOpBuilder &builder) {
             Fortran::lower::StatementContext stmtCtx(
                 /*cleanupProhibited=*/true);
@@ -477,7 +479,7 @@
     // conflicts.
     if (sym.attrs().test(Fortran::semantics::Attr::BIND_C))
       TODO(loc, "BIND(C) module variable linkage");
-    createGlobalInitialization(
+    Fortran::lower::createGlobalInitialization(
         builder, global, [&](fir::FirOpBuilder &builder) {
           builder.create<fir::HasValueOp>(
               loc, builder.create<fir::UndefOp>(loc, symTy));
@@ -683,7 +685,7 @@
     if (const auto *objectDetails =
             initSym->detailsIf<Fortran::semantics::ObjectEntityDetails>())
       if (objectDetails->init()) {
-        createGlobalInitialization(
+        Fortran::lower::createGlobalInitialization(
             builder, global, [&](fir::FirOpBuilder &builder) {
               Fortran::lower::StatementContext stmtCtx;
               mlir::Value initVal = fir::getBase(genInitializerExprValue(
@@ -695,11 +697,12 @@
   // Equivalence has no Fortran initial value. Create an undefined FIR initial
   // value to ensure this is consider an object definition in the IR regardless
   // of the linkage.
-  createGlobalInitialization(builder, global, [&](fir::FirOpBuilder &builder) {
-    Fortran::lower::StatementContext stmtCtx;
-    mlir::Value initVal = builder.create<fir::UndefOp>(loc, aggTy);
-    builder.create<fir::HasValueOp>(loc, initVal);
-  });
+  Fortran::lower::createGlobalInitialization(
+      builder, global, [&](fir::FirOpBuilder &builder) {
+        Fortran::lower::StatementContext stmtCtx;
+        mlir::Value initVal = builder.create<fir::UndefOp>(loc, aggTy);
+        builder.create<fir::HasValueOp>(loc, initVal);
+      });
   return global;
 }
 
@@ -1012,7 +1015,7 @@
     LLVM_DEBUG(llvm::dbgs() << "}\n");
     builder.create<fir::HasValueOp>(loc, cb);
   };
-  createGlobalInitialization(builder, global, initFunc);
+  Fortran::lower::createGlobalInitialization(builder, global, initFunc);
 }
 
 void Fortran::lower::defineCommonBlocks(
diff --git a/flang/lib/Lower/OpenMP.cpp b/flang/lib/Lower/OpenMP.cpp
--- a/flang/lib/Lower/OpenMP.cpp
+++ b/flang/lib/Lower/OpenMP.cpp
@@ -14,6 +14,7 @@
 #include "flang/Common/idioms.h"
 #include "flang/Lower/Bridge.h"
 #include "flang/Lower/ConvertExpr.h"
+#include "flang/Lower/ConvertVariable.h"
 #include "flang/Lower/PFTBuilder.h"
 #include "flang/Lower/StatementContext.h"
 #include "flang/Optimizer/Builder/BoxValue.h"
@@ -1666,6 +1667,39 @@
     // Generate the threadprivate value for the common block member.
     symThreadprivateValue =
         genCommonBlockMember(converter, sym, commonThreadprivateValue);
+  } else if (!var.isGlobal()) {
+    // Non-global variable which can be in threadprivate directive must be one
+    // variable in main program, and it has implicit SAVE attribute. Take it as
+    // with SAVE attribute, so to create GlobalOp for it to simplify the
+    // translation to LLVM IR.
+    mlir::Type ty = converter.genType(sym);
+    std::string globalName = converter.mangleName(sym);
+    mlir::StringAttr linkage = firOpBuilder.createInternalLinkage();
+    fir::GlobalOp global =
+        firOpBuilder.createGlobal(currentLocation, ty, globalName, linkage);
+
+    // Create default initialization for non-character scalar.
+    if (Fortran::semantics::IsAllocatableOrPointer(sym)) {
+      mlir::Type baseAddrType = ty.dyn_cast<fir::BoxType>().getEleTy();
+      Fortran::lower::createGlobalInitialization(
+          firOpBuilder, global, [&](fir::FirOpBuilder &b) {
+            mlir::Value nullAddr =
+                b.createNullConstant(currentLocation, baseAddrType);
+            mlir::Value box =
+                b.create<fir::EmboxOp>(currentLocation, ty, nullAddr);
+            b.create<fir::HasValueOp>(currentLocation, box);
+          });
+    } else {
+      Fortran::lower::createGlobalInitialization(
+          firOpBuilder, global, [&](fir::FirOpBuilder &b) {
+            mlir::Value undef = b.create<fir::UndefOp>(currentLocation, ty);
+            b.create<fir::HasValueOp>(currentLocation, undef);
+          });
+    }
+    mlir::Value symValue = firOpBuilder.create<fir::AddrOfOp>(
+        currentLocation, global.resultType(), global.getSymbol());
+    symThreadprivateValue = firOpBuilder.create<mlir::omp::ThreadprivateOp>(
+        currentLocation, symValue.getType(), symValue);
   } else {
     mlir::Value symValue = converter.getSymbolAddress(sym);
     symThreadprivateValue = firOpBuilder.create<mlir::omp::ThreadprivateOp>(
diff --git a/flang/test/Lower/OpenMP/threadprivate-non-global.f90 b/flang/test/Lower/OpenMP/threadprivate-non-global.f90
new file mode 100644
--- /dev/null
+++ b/flang/test/Lower/OpenMP/threadprivate-non-global.f90
@@ -0,0 +1,91 @@
+! This test checks lowering of OpenMP Threadprivate Directive.
+! Test for non-character non-SAVEd non-initialized scalars with or without
+! allocatable or pointer attribute in main program.
+
+!RUN: %flang_fc1 -emit-fir -fopenmp %s -o - | FileCheck %s
+
+program test
+  integer :: x
+  real :: y
+  logical :: z
+  complex :: w
+  integer, pointer :: a
+  real, allocatable :: b
+
+!CHECK-DAG:  [[ADDR0:%.*]] = fir.address_of(@_QFEa) : !fir.ref<!fir.box<!fir.ptr<i32>>>
+!CHECK-DAG:  [[NEWADDR0:%.*]] = omp.threadprivate [[ADDR0]] : !fir.ref<!fir.box<!fir.ptr<i32>>> -> !fir.ref<!fir.box<!fir.ptr<i32>>>
+!CHECK-DAG:  [[ADDR1:%.*]] = fir.address_of(@_QFEb) : !fir.ref<!fir.box<!fir.heap<f32>>>
+!CHECK-DAG:  [[NEWADDR1:%.*]] = omp.threadprivate [[ADDR1]] : !fir.ref<!fir.box<!fir.heap<f32>>> -> !fir.ref<!fir.box<!fir.heap<f32>>>
+!CHECK-DAG:  [[ADDR2:%.*]] = fir.address_of(@_QFEw) : !fir.ref<!fir.complex<4>>
+!CHECK-DAG:  [[NEWADDR2:%.*]] = omp.threadprivate [[ADDR2]] : !fir.ref<!fir.complex<4>> -> !fir.ref<!fir.complex<4>>
+!CHECK-DAG:  [[ADDR3:%.*]] = fir.address_of(@_QFEx) : !fir.ref<i32>
+!CHECK-DAG:  [[NEWADDR3:%.*]] = omp.threadprivate [[ADDR3]] : !fir.ref<i32> -> !fir.ref<i32>
+!CHECK-DAG:  [[ADDR4:%.*]] = fir.address_of(@_QFEy) : !fir.ref<f32>
+!CHECK-DAG:  [[NEWADDR4:%.*]] = omp.threadprivate [[ADDR4]] : !fir.ref<f32> -> !fir.ref<f32>
+!CHECK-DAG:  [[ADDR5:%.*]] = fir.address_of(@_QFEz) : !fir.ref<!fir.logical<4>>
+!CHECK-DAG:  [[NEWADDR5:%.*]] = omp.threadprivate [[ADDR5]] : !fir.ref<!fir.logical<4>> -> !fir.ref<!fir.logical<4>>
+  !$omp threadprivate(x, y, z, w, a, b)
+
+  call sub(a, b)
+
+!CHECK-DAG:  %{{.*}} = fir.load [[NEWADDR3]] : !fir.ref<i32>
+!CHECK-DAG:  %{{.*}} = fir.load [[NEWADDR4]] : !fir.ref<f32>
+!CHECK-DAG:  %{{.*}} = fir.load [[NEWADDR5]] : !fir.ref<!fir.logical<4>>
+!CHECK-DAG:  %{{.*}} = fir.load [[NEWADDR2]] : !fir.ref<!fir.complex<4>>
+!CHECK-DAG:  %{{.*}} = fir.load [[NEWADDR0]] : !fir.ref<!fir.box<!fir.ptr<i32>>>
+!CHECK-DAG:  %{{.*}} = fir.load [[NEWADDR1]] : !fir.ref<!fir.box<!fir.heap<f32>>>
+  print *, x, y, z, w, a, b
+
+  !$omp parallel
+!CHECK-DAG:    [[ADDR68:%.*]] = omp.threadprivate [[ADDR0]] : !fir.ref<!fir.box<!fir.ptr<i32>>> -> !fir.ref<!fir.box<!fir.ptr<i32>>>
+!CHECK-DAG:    [[ADDR69:%.*]] = omp.threadprivate [[ADDR1]] : !fir.ref<!fir.box<!fir.heap<f32>>> -> !fir.ref<!fir.box<!fir.heap<f32>>>
+!CHECK-DAG:    [[ADDR70:%.*]] = omp.threadprivate [[ADDR2]] : !fir.ref<!fir.complex<4>> -> !fir.ref<!fir.complex<4>>
+!CHECK-DAG:    [[ADDR71:%.*]] = omp.threadprivate [[ADDR3]] : !fir.ref<i32> -> !fir.ref<i32>
+!CHECK-DAG:    [[ADDR72:%.*]] = omp.threadprivate [[ADDR4]] : !fir.ref<f32> -> !fir.ref<f32>
+!CHECK-DAG:    [[ADDR73:%.*]] = omp.threadprivate [[ADDR5]] : !fir.ref<!fir.logical<4>> -> !fir.ref<!fir.logical<4>>
+!CHECK-DAG:    %{{.*}} = fir.load [[ADDR71]] : !fir.ref<i32>
+!CHECK-DAG:    %{{.*}} = fir.load [[ADDR72]] : !fir.ref<f32>
+!CHECK-DAG:    %{{.*}} = fir.load [[ADDR73]] : !fir.ref<!fir.logical<4>>
+!CHECK-DAG:    %{{.*}} = fir.load [[ADDR70]] : !fir.ref<!fir.complex<4>>
+!CHECK-DAG:    %{{.*}} = fir.load [[ADDR68]] : !fir.ref<!fir.box<!fir.ptr<i32>>>
+!CHECK-DAG:    %{{.*}} = fir.load [[ADDR69]] : !fir.ref<!fir.box<!fir.heap<f32>>>
+    print *, x, y, z, w, a, b
+  !$omp end parallel
+
+!CHECK-DAG:  %{{.*}} = fir.load [[NEWADDR3]] : !fir.ref<i32>
+!CHECK-DAG:  %{{.*}} = fir.load [[NEWADDR4]] : !fir.ref<f32>
+!CHECK-DAG:  %{{.*}} = fir.load [[NEWADDR5]] : !fir.ref<!fir.logical<4>>
+!CHECK-DAG:  %{{.*}} = fir.load [[NEWADDR2]] : !fir.ref<!fir.complex<4>>
+!CHECK-DAG:  %{{.*}} = fir.load [[NEWADDR0]] : !fir.ref<!fir.box<!fir.ptr<i32>>>
+!CHECK-DAG:  %{{.*}} = fir.load [[NEWADDR1]] : !fir.ref<!fir.box<!fir.heap<f32>>>
+  print *, x, y, z, w, a, b
+
+!CHECK:  return
+
+!CHECK-DAG: fir.global internal @_QFEa : !fir.box<!fir.ptr<i32>> {
+!CHECK-DAG:   [[Z0:%.*]] = fir.zero_bits !fir.ptr<i32>
+!CHECK-DAG:   [[E0:%.*]] = fir.embox [[Z0]] : (!fir.ptr<i32>) -> !fir.box<!fir.ptr<i32>>
+!CHECK-DAG:   fir.has_value [[E0]] : !fir.box<!fir.ptr<i32>>
+!CHECK-DAG: }
+!CHECK-DAG: fir.global internal @_QFEb : !fir.box<!fir.heap<f32>> {
+!CHECK-DAG:   [[Z1:%.*]] = fir.zero_bits !fir.heap<f32>
+!CHECK-DAG:   [[E1:%.*]] = fir.embox [[Z1]] : (!fir.heap<f32>) -> !fir.box<!fir.heap<f32>>
+!CHECK-DAG:   fir.has_value [[E1]] : !fir.box<!fir.heap<f32>>
+!CHECK-DAG: }
+!CHECK-DAG: fir.global internal @_QFEw : !fir.complex<4> {
+!CHECK-DAG:   [[Z2:%.*]] = fir.undefined !fir.complex<4>
+!CHECK-DAG:   fir.has_value [[Z2]] : !fir.complex<4>
+!CHECK-DAG: }
+!CHECK-DAG: fir.global internal @_QFEx : i32 {
+!CHECK-DAG:   [[Z3:%.*]] = fir.undefined i32
+!CHECK-DAG:   fir.has_value [[Z3]] : i32
+!CHECK-DAG: }
+!CHECK-DAG: fir.global internal @_QFEy : f32 {
+!CHECK-DAG:   [[Z4:%.*]] = fir.undefined f32
+!CHECK-DAG:   fir.has_value [[Z4]] : f32
+!CHECK-DAG: }
+!CHECK-DAG: fir.global internal @_QFEz : !fir.logical<4> {
+!CHECK-DAG:   [[Z5:%.*]] = fir.undefined !fir.logical<4>
+!CHECK-DAG:   fir.has_value [[Z5]] : !fir.logical<4>
+!CHECK-DAG: }
+end