diff --git a/day16/README b/day16/README
index bbdfd31..6bb036e 100644
--- a/day16/README
+++ b/day16/README
@@ -39,6 +39,13 @@ Anyway, solve it by:
 I'm sure there is a more efficient way to handle this rather than the building up n lists
 and then for each entry removing that from the remaining lists.
 
+** UPDATE 17 December **
+
+I refactored part 2, and I'm much happier with it now.
+Most of the simplifications I thought of myself, but there was one change I read on the ElixirForum,
+using Enum.zip to transpose the ticket rows to columns, which I wanted to use, so I committed that
+change only to day16paet2-simpler-transpose.exs.
+
 
 +------------------+
 | Overall Thoughts |
diff --git a/day16/day16part2-simpler-transpose.exs b/day16/day16part2-simpler-transpose.exs
new file mode 100644
index 0000000..a1bdc7e
--- /dev/null
+++ b/day16/day16part2-simpler-transpose.exs
@@ -0,0 +1,79 @@
+defmodule Day16Part2 do
+  def run do
+    {rules, my_ticket, tickets} = File.read!("input") |> parse_input()
+
+    tickets
+    |> Enum.filter(&valid?(&1, rules))
+    |> transpose_tickets()
+    |> valid_fields_for_columns(rules)
+    |> reduce_to_column_by_field_name()
+    |> Stream.filter(&match?({"departure" <> _, _idx}, &1))
+    |> Stream.map(fn {_name, idx} -> my_ticket[idx] end)
+    |> Enum.reduce(&Kernel.*/2)
+    |> IO.puts()
+  end
+
+  def valid?(ticket, rules) do
+    Enum.all?(ticket, fn field ->
+      Enum.any?(rules, fn {_name, {range1, range2}} -> field in range1 || field in range2 end)
+    end)
+  end
+
+  def transpose_tickets(tickets) do
+    tickets |> Enum.zip() |> Enum.map(&Tuple.to_list/1) |> Enum.with_index()
+  end
+
+  # Compare each column against the rules to determine the list of fields each column satisfies
+  def valid_fields_for_columns(transposed_tickets, rules) do
+    for {column, idx} <- transposed_tickets, do: {idx, valid_fields_for(column, rules)}
+  end
+
+  # Reduce the list of valid fields by elimination.
+  # The number of valid fields for each column is unique, which doesn't seem like a coincidence.
+  # Start with the column that only has one possible valid field, mark the field as seen.
+  # Continue to the column with two valid fields, subtract the seen field, mark remaining field as seen.
+  # Repeat for all columns.
+  def reduce_to_column_by_field_name(valid_fields_by_column) do
+    valid_fields_by_column
+    |> Enum.sort_by(fn {_k, v} -> length(v) end)
+    |> Enum.map_reduce([], fn {col, fields}, seen ->
+      [field] = fields -- seen
+      {{field, col}, [field | seen]}
+    end)
+    |> elem(0)
+  end
+
+  def valid_fields_for(column, rules) do
+    Enum.filter(rules, fn {_field, {range1, range2}} ->
+      Enum.all?(column, fn val -> val in range1 || val in range2 end)
+    end)
+    |> Enum.map(&elem(&1, 0))
+  end
+
+  def parse_input(input) do
+    [rules, [_, my_ticket | _], [_ | nearby_tickets]] =
+      input
+      |> String.split("\n\n", trim: true)
+      |> Enum.map(&String.split(&1, "\n", trim: true))
+
+    rules = Map.new(rules, &parse_rule/1)
+
+    [my_ticket | nearby_tickets] =
+      [my_ticket | nearby_tickets]
+      |> Enum.map(fn ticket -> String.split(ticket, ",") |> Enum.map(&String.to_integer/1) end)
+
+    my_ticket = my_ticket |> Enum.with_index() |> Map.new(fn {val, idx} -> {idx, val} end)
+
+    {rules, my_ticket, nearby_tickets}
+  end
+
+  def parse_rule(rule) do
+    [name | ranges] =
+      Regex.run(~r/\A(.*): (\d+)-(\d+) or (\d+)-(\d+)\z/, rule, capture: :all_but_first)
+
+    [a, b, c, d] = Enum.map(ranges, &String.to_integer/1)
+    {name, {a..b, c..d}}
+  end
+end
+
+Day16Part2.run()