diff --git a/EventFilter/Utilities/interface/DAQSource.h b/EventFilter/Utilities/interface/DAQSource.h
index 3a7f96a1ca9f5..4d808c9de88b0 100644
--- a/EventFilter/Utilities/interface/DAQSource.h
+++ b/EventFilter/Utilities/interface/DAQSource.h
@@ -146,7 +146,7 @@ class DAQSource : public edm::RawInputSource {
   tbb::concurrent_queue<std::unique_ptr<RawInputFile>> fileQueue_;
 
   std::mutex mReader_;
-  std::vector<std::condition_variable*> cvReader_;
+  std::vector<std::unique_ptr<std::condition_variable>> cvReader_;
   std::vector<unsigned int> tid_active_;
 
   std::atomic<bool> quit_threads_;
diff --git a/EventFilter/Utilities/interface/FedRawDataInputSource.h b/EventFilter/Utilities/interface/FedRawDataInputSource.h
index 2ddb518923c7b..62333475f1287 100644
--- a/EventFilter/Utilities/interface/FedRawDataInputSource.h
+++ b/EventFilter/Utilities/interface/FedRawDataInputSource.h
@@ -154,7 +154,7 @@ class FedRawDataInputSource : public edm::RawInputSource {
   tbb::concurrent_queue<std::unique_ptr<InputFile>> fileQueue_;
 
   std::mutex mReader_;
-  std::vector<std::condition_variable*> cvReader_;
+  std::vector<std::unique_ptr<std::condition_variable>> cvReader_;
   std::vector<unsigned int> tid_active_;
 
   std::atomic<bool> quit_threads_;
diff --git a/EventFilter/Utilities/src/DAQSource.cc b/EventFilter/Utilities/src/DAQSource.cc
index 219d814ee7a39..36dc59356db75 100644
--- a/EventFilter/Utilities/src/DAQSource.cc
+++ b/EventFilter/Utilities/src/DAQSource.cc
@@ -160,14 +160,18 @@ DAQSource::DAQSource(edm::ParameterSet const& pset, edm::InputSourceDescription
 
   quit_threads_ = false;
 
+  //prepare data shared by threads
   for (unsigned int i = 0; i < numConcurrentReads_; i++) {
-    std::unique_lock<std::mutex> lk(startupLock_);
-    //issue a memory fence here and in threads (constructor was segfaulting without this)
     thread_quit_signal.push_back(false);
     workerJob_.push_back(ReaderInfo(nullptr, nullptr));
-    cvReader_.push_back(new std::condition_variable);
+    cvReader_.push_back(std::make_unique<std::condition_variable>());
     tid_active_.push_back(0);
-    threadInit_.store(false, std::memory_order_release);
+  }
+
+  //start threads
+  for (unsigned int i = 0; i < numConcurrentReads_; i++) {
+    //wait for each thread to complete initialization
+    std::unique_lock<std::mutex> lk(startupLock_);
     workerThreads_.push_back(new std::thread(&DAQSource::readWorker, this, i));
     startupCv_.wait(lk);
   }
@@ -211,15 +215,6 @@ DAQSource::~DAQSource() {
       delete workerThreads_[i];
     }
   }
-  for (unsigned int i = 0; i < numConcurrentReads_; i++)
-    delete cvReader_[i];
-  /*
-  for (unsigned int i=0;i<numConcurrentReads_+1;i++) {
-    InputChunk *ch;
-    while (!freeChunks_.try_pop(ch)) {}
-    delete ch;
-  }
-  */
 }
 
 void DAQSource::fillDescriptions(edm::ConfigurationDescriptions& descriptions) {
diff --git a/EventFilter/Utilities/src/FedRawDataInputSource.cc b/EventFilter/Utilities/src/FedRawDataInputSource.cc
index f2fa8529fcc35..abe9072eae84c 100644
--- a/EventFilter/Utilities/src/FedRawDataInputSource.cc
+++ b/EventFilter/Utilities/src/FedRawDataInputSource.cc
@@ -155,14 +155,18 @@ FedRawDataInputSource::FedRawDataInputSource(edm::ParameterSet const& pset, edm:
 
   quit_threads_ = false;
 
+  //prepare data shared by threads
   for (unsigned int i = 0; i < numConcurrentReads_; i++) {
-    std::unique_lock<std::mutex> lk(startupLock_);
-    //issue a memory fence here and in threads (constructor was segfaulting without this)
     thread_quit_signal.push_back(false);
     workerJob_.push_back(ReaderInfo(nullptr, nullptr));
-    cvReader_.push_back(new std::condition_variable);
+    cvReader_.push_back(std::make_unique<std::condition_variable>());
     tid_active_.push_back(0);
-    threadInit_.store(false, std::memory_order_release);
+  }
+
+  //start threads
+  for (unsigned int i = 0; i < numConcurrentReads_; i++) {
+    //wait for each thread to complete initialization
+    std::unique_lock<std::mutex> lk(startupLock_);
     workerThreads_.push_back(new std::thread(&FedRawDataInputSource::readWorker, this, i));
     startupCv_.wait(lk);
   }
@@ -205,15 +209,6 @@ FedRawDataInputSource::~FedRawDataInputSource() {
       delete workerThreads_[i];
     }
   }
-  for (unsigned int i = 0; i < numConcurrentReads_; i++)
-    delete cvReader_[i];
-  /*
-  for (unsigned int i=0;i<numConcurrentReads_+1;i++) {
-    InputChunk *ch;
-    while (!freeChunks_.try_pop(ch)) {}
-    delete ch;
-  }
-  */
 }
 
 void FedRawDataInputSource::fillDescriptions(edm::ConfigurationDescriptions& descriptions) {
@@ -244,7 +239,6 @@ void FedRawDataInputSource::fillDescriptions(edm::ConfigurationDescriptions& des
 edm::RawInputSource::Next FedRawDataInputSource::checkNext() {
   if (!startedSupervisorThread_) {
     //this thread opens new files and dispatches reading to worker readers
-    //threadInit_.store(false,std::memory_order_release);
     std::unique_lock<std::mutex> lk(startupLock_);
     readSupervisorThread_ = std::make_unique<std::thread>(&FedRawDataInputSource::readSupervisor, this);
     startedSupervisorThread_ = true;
@@ -765,7 +759,6 @@ void FedRawDataInputSource::rewind_() {}
 void FedRawDataInputSource::readSupervisor() {
   bool stop = false;
   unsigned int currentLumiSection = 0;
-  //threadInit_.exchange(true,std::memory_order_acquire);
 
   {
     std::unique_lock<std::mutex> lk(startupLock_);
@@ -1268,7 +1261,6 @@ void FedRawDataInputSource::readSupervisor() {
 
 void FedRawDataInputSource::readWorker(unsigned int tid) {
   bool init = true;
-  threadInit_.exchange(true, std::memory_order_acquire);
 
   while (true) {
     tid_active_[tid] = false;