diff --git a/Project.toml b/Project.toml
index 77de870..213f92a 100644
--- a/Project.toml
+++ b/Project.toml
@@ -18,6 +18,7 @@ Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
 StatsBase = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"
 TerminalLoggers = "5d786b92-1e48-4d6f-9151-6b4477ca9bed"
 Transducers = "28d57a85-8fef-5791-bfe6-a80928e7c999"
+UUIDs = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"
 
 [compat]
 BangBang = "0.3.19, 0.4"
@@ -29,6 +30,7 @@ ProgressLogging = "0.1"
 StatsBase = "0.32, 0.33, 0.34"
 TerminalLoggers = "0.1"
 Transducers = "0.4.30"
+UUIDs = "1.11.0"
 julia = "1.6"
 
 [extras]
diff --git a/src/logging.jl b/src/logging.jl
index 04c4118..7abeec7 100644
--- a/src/logging.jl
+++ b/src/logging.jl
@@ -4,7 +4,7 @@
 macro ifwithprogresslogger(progress, exprs...)
     return esc(
         quote
-            if $progress
+            if $progress == true
                 if $hasprogresslevel($Logging.current_logger())
                     $ProgressLogging.@withprogress $(exprs...)
                 else
diff --git a/src/sample.jl b/src/sample.jl
index 01a2006..10da7e6 100644
--- a/src/sample.jl
+++ b/src/sample.jl
@@ -1,3 +1,5 @@
+using UUIDs: uuid4
+
 # Default implementations of `sample`.
 const PROGRESS = Ref(true)
 
@@ -144,11 +146,23 @@ function mcmcsample(
     @ifwithprogresslogger progress name = progressname begin
         # Determine threshold values for progress logging
         # (one update per 0.5% of progress)
-        if progress
+        if !(progress == false)
             threshold = Ntotal ÷ 200
             next_update = threshold
         end
 
+        # Ugly hacky code to reset the start timer if called from a multi-chain
+        # sampling process
+        # TODO: How to make this better?
+        if progress isa ProgressLogging.Progress
+            try
+                bartrees = Logging.current_logger().loggers[1].logger.bartrees
+                bar = TerminalLoggers.findbar(bartrees, progress.id).data
+                bar.tfirst = time()
+            catch
+            end
+        end
+
         # Obtain the initial sample and state.
         sample, state = if num_warmup > 0
             if initial_state === nothing
@@ -166,8 +180,13 @@ function mcmcsample(
 
         # Update the progress bar.
         itotal = 1
-        if progress && itotal >= next_update
-            ProgressLogging.@logprogress itotal / Ntotal
+        if !(progress == false) && itotal >= next_update
+            if progress == true
+                ProgressLogging.@logprogress itotal / Ntotal
+            else
+                ProgressLogging.@logprogress name = progressname itotal / Ntotal _id =
+                    progress.id
+            end
             next_update = itotal + threshold
         end
 
@@ -181,8 +200,13 @@ function mcmcsample(
             end
 
             # Update the progress bar.
-            if progress && (itotal += 1) >= next_update
-                ProgressLogging.@logprogress itotal / Ntotal
+            if !(progress == false) && (itotal += 1) >= next_update
+                if progress == true
+                    ProgressLogging.@logprogress itotal / Ntotal
+                else
+                    ProgressLogging.@logprogress name = progressname itotal / Ntotal _id =
+                        progress.id
+                end
                 next_update = itotal + threshold
             end
         end
@@ -206,8 +230,13 @@ function mcmcsample(
                 end
 
                 # Update progress bar.
-                if progress && (itotal += 1) >= next_update
-                    ProgressLogging.@logprogress itotal / Ntotal
+                if !(progress == false) && (itotal += 1) >= next_update
+                    if progress == true
+                        ProgressLogging.@logprogress itotal / Ntotal
+                    else
+                        ProgressLogging.@logprogress name = progressname itotal / Ntotal _id =
+                            progress.id
+                    end
                     next_update = itotal + threshold
                 end
             end
@@ -227,8 +256,13 @@ function mcmcsample(
             samples = save!!(samples, sample, i, model, sampler, N; kwargs...)
 
             # Update the progress bar.
-            if progress && (itotal += 1) >= next_update
-                ProgressLogging.@logprogress itotal / Ntotal
+            if !(progress == false) && (itotal += 1) >= next_update
+                if progress == true
+                    ProgressLogging.@logprogress itotal / Ntotal
+                else
+                    ProgressLogging.@logprogress name = progressname itotal / Ntotal _id =
+                        progress.id
+                end
                 next_update = itotal + threshold
             end
         end
@@ -416,6 +450,15 @@ function mcmcsample(
         if progress
             channel = Channel{Bool}(length(interval))
         end
+        # Generate nchains independent UUIDs for each progress bar
+        uuids = [uuid4() for _ in 1:nchains]
+        # Start the progress bars (but in reverse order, because
+        # ProgressLogging prints from the bottom up, and we want chain 1 to
+        # show up at the top)
+        for (i, uuid) in enumerate(reverse(uuids))
+            ProgressLogging.@logprogress name = "Chain $(nchains-i+1)/$nchains" nothing _id =
+                uuid
+        end
 
         Distributed.@sync begin
             if progress
@@ -456,12 +499,21 @@ function mcmcsample(
                             Random.seed!(_rng, seeds[chainidx])
 
                             # Sample a chain and save it to the vector.
+                            child_progressname = "Chain $chainidx/$nchains"
+                            child_progress = if progress == false
+                                false
+                            else
+                                ProgressLogging.Progress(
+                                    uuids[chainidx]; name=child_progressname
+                                )
+                            end
                             chains[chainidx] = StatsBase.sample(
                                 _rng,
                                 _model,
                                 _sampler,
                                 N;
-                                progress=false,
+                                progress=child_progress,
+                                progressname=child_progressname,
                                 initial_params=if initial_params === nothing
                                     nothing
                                 else
@@ -475,13 +527,20 @@ function mcmcsample(
                                 kwargs...,
                             )
 
+                            ProgressLogging.@logprogress name = child_progressname "done" _id = uuids[chainidx]
+
                             # Update the progress bar.
                             progress && put!(channel, true)
                         end
                     end
                 finally
-                    # Stop updating the progress bar.
+                    # Stop updating the progress bars (either if sampling is done, or if
+                    # an error occurs).
                     progress && put!(channel, false)
+                    for (i, uuid) in enumerate(reverse(uuids))
+                        ProgressLogging.@logprogress name = "Chain $(nchains-i+1)/$nchains" "done" _id =
+                            uuid
+                    end
                 end
             end
         end