diff --git a/app/controllers/legislation/processes_controller.rb b/app/controllers/legislation/processes_controller.rb
index 0e5d030be..de4213191 100644
--- a/app/controllers/legislation/processes_controller.rb
+++ b/app/controllers/legislation/processes_controller.rb
@@ -103,7 +103,12 @@ class Legislation::ProcessesController < Legislation::BaseController
     @proposals = @proposals.search(params[:search]) if params[:search].present?
 
     @current_filter = "winners" if params[:filter].blank? && @proposals.winners.any?
-    @proposals = @proposals.send(@current_filter).page(params[:page])
+
+    if @current_filter == "random"
+      @proposals = @proposals.send(@current_filter, session[:random_seed]).page(params[:page])
+    else
+      @proposals = @proposals.send(@current_filter).page(params[:page])
+    end
 
     if @process.proposals_phase.started? || (current_user && current_user.administrator?)
       legislation_proposal_votes(@proposals)
@@ -125,12 +130,9 @@ class Legislation::ProcessesController < Legislation::BaseController
     end
 
     def set_random_seed
-      seed = (params[:random_seed] || session[:random_seed] || rand).to_f
-      seed = (-1..1).cover?(seed) ? seed : 1
+      seed = (params[:random_seed] || session[:random_seed] || rand(10_000_000)).to_i
 
       session[:random_seed] = seed
       params[:random_seed] = seed
-
-      ::Legislation::Proposal.connection.execute "select setseed(#{seed})"
     end
 end
diff --git a/app/models/legislation/proposal.rb b/app/models/legislation/proposal.rb
index 15ed53428..531a46387 100644
--- a/app/models/legislation/proposal.rb
+++ b/app/models/legislation/proposal.rb
@@ -48,13 +48,23 @@ class Legislation::Proposal < ActiveRecord::Base
   scope :sort_by_title,            -> { reorder(title: :asc) }
   scope :sort_by_id,               -> { reorder(id: :asc) }
   scope :sort_by_supports,         -> { reorder(cached_votes_score: :desc) }
-  scope :sort_by_random,           -> { reorder("RANDOM()") }
   scope :sort_by_flags,            -> { order(flags_count: :desc, updated_at: :desc) }
   scope :last_week,                -> { where("proposals.created_at >= ?", 7.days.ago)}
   scope :selected,                 -> { where(selected: true) }
-  scope :random,                   -> { sort_by_random }
+  scope :random,                   -> (seed) { sort_by_random(seed) }
   scope :winners,                  -> { selected.sort_by_confidence_score }
 
+  def self.sort_by_random(seed)
+    ids = pluck(:id).shuffle(random: Random.new(seed))
+
+    return all if ids.empty?
+
+    ids_with_order = ids.map.with_index { |id, order| "(#{id}, #{order})" }.join(", ")
+
+    joins("LEFT JOIN (VALUES #{ids_with_order}) AS ids(id, ordering) ON #{table_name}.id = ids.id")
+      .order("ids.ordering")
+  end
+
   def to_param
     "#{id}-#{title}".parameterize
   end