diff --git a/index.html b/index.html
index 0d31981..b97e4bd 100644
--- a/index.html
+++ b/index.html
@@ -80,6 +80,9 @@
         <div class="chart col col-4">
             <canvas id="cfd" class="cfd"></canvas>
         </div>
+        <div class="chart col col-4">
+            <canvas id="histogram" class="histogram"></canvas>
+        </div>
     </div>
 
     <div class="row">
diff --git a/package.json b/package.json
index 80de38f..8532f84 100644
--- a/package.json
+++ b/package.json
@@ -20,6 +20,7 @@
   },
   "dependencies": {
     "chart.js": "^3.8.0",
+    "chartjs-plugin-annotation": "^2.2.1",
     "pubsub-js": "^1.9.4",
     "seedrandom": "^3.0.5"
   }
diff --git a/src/histogram.js b/src/histogram.js
new file mode 100644
index 0000000..04cd238
--- /dev/null
+++ b/src/histogram.js
@@ -0,0 +1,177 @@
+const TimeAdjustments = require('./timeAdjustments');
+const Chart = require('chart.js');
+const annotationPlugin = require('chartjs-plugin-annotation');
+const PubSub = require("pubsub-js");
+const BINSIZE = 25;
+
+Chart.register(annotationPlugin);
+
+function createChart(ctx,speed) {
+  const histogram = {}
+  const labels = [];
+  const startTime = new Date();
+  const percentile = { cycletimes: [], binned: false, average: 0, sle: 0 };
+
+  const data = {
+    datasets: [
+      {
+        label: 'Cycle time frequency',
+        data: histogram,
+        backgroundColor: 'rgba(54, 162, 235, 0.1)',
+        borderColor: 'rgba(54, 162, 235, 1)',
+        borderWidth: 1,
+        borderRadius: 5,
+        minBarThickness: 5,
+      },
+    ]
+  };
+
+  const config = {
+    type: 'bar',
+    data: data,
+    options: {
+      animation: false,
+      scales: {
+        x: {
+          type: 'linear',
+          title: {
+            display: true,
+            text: 'Cycle time (days)'
+          }
+        },
+        y: {
+          type: 'linear',
+          position: 'left',
+          ticks: {
+            stepSize: 1
+          },
+          title: {
+            display: true,
+            text: 'Frequency (# of work items)'
+          }
+        },
+      },
+      plugins: {
+        legend: {display: true, position: 'bottom', align: 'start'},
+        title: {
+          display: true,
+          text: 'Cycle time histogram'
+        },
+        annotation: {
+          annotations: {
+            line1: {
+              display: () => { return percentile.average > 0; },
+              type: 'line',
+              xMax: () => { return percentile.average; },
+              xMin: () => { return percentile.average; },
+              borderColor: 'rgb(255, 99, 132)',
+              borderWidth: 2,
+              borderDash: [5, 5]
+            },
+            line2: {
+              display: () => { return percentile.sle > 0; },
+              type: 'line',
+              xMax: () => { return percentile.sle; },
+              xMin: () => { return percentile.sle; },
+              borderColor: 'rgb(0, 204, 34)',
+              borderWidth: 2,
+              borderDash: [5, 5]
+            },
+            label1: {
+              display: () => { return percentile.average > 0; },
+              type: 'label',
+              rotation: 270,
+              xValue: () => { return percentile.average; },
+              yValue: () => { return Math.max(...(Object.values(histogram))); },
+              yAdjust: 15,
+              xAdjust: -10,
+              color: 'rgb(255, 99, 132)',
+              fontSize: 8,
+              content: '50%',
+            },
+            label2: {
+              display: () => { return percentile.sle > 0; },
+              type: 'label',
+              rotation: 270,
+              xValue: () => { return percentile.sle; },
+              yValue: () => { return Math.max(...(Object.values(histogram))); },
+              yAdjust: 15,
+              xAdjust: -10,
+              color: 'rgb(0, 204, 34)',
+              fontSize: 8,
+              content: '85%',
+            }
+          }
+        },
+      }
+    }
+  };
+  const chart = new Chart(ctx, config);
+  return {histogram, percentile, chart, labels};
+}
+
+function HistogramChart($chart, updateInterval, speed) {
+  const ctx = $chart.getContext('2d');
+
+  let state = createChart(ctx, speed);
+  PubSub.subscribe('board.ready', () => {
+    const timerId = setInterval(() => state.chart.update(), updateInterval);
+    PubSub.subscribe('board.done', () => {
+      clearInterval(timerId);
+      state.chart.update();
+    });
+
+    PubSub.subscribe('workitem.finished', (topic, item) => {
+      let duration = item.duration / (TimeAdjustments.multiplicator() * 1000);
+      state.percentile.cycletimes.push(duration);
+      state.percentile.cycletimes.sort((a,b) => { return a-b; });
+
+      duration = Math.floor(duration * 10)/10; /* bucket into 10ths of day */
+
+      if (state.percentile.binned || Object.keys(state.histogram).length>BINSIZE) {
+        let bins = {};
+        let cycletimes_rev = JSON.parse(JSON.stringify(state.percentile.cycletimes)).reverse();
+        let chunk = (cycletimes_rev[0] - cycletimes_rev[cycletimes_rev.length-1])/BINSIZE;
+        let chunk_top = cycletimes_rev[cycletimes_rev.length-1]+chunk
+        let chunk_mid = Math.floor((chunk_top-(chunk/2))*10)/10;
+        while (cycletimes_rev.length>0) {
+          let c = cycletimes_rev.pop();
+          if (c < chunk_top) {
+            if (bins[chunk_mid] === undefined) {
+              bins[chunk_mid] = 0;
+            }
+            bins[chunk_mid] = bins[chunk_mid] + 1;
+          } else {
+            cycletimes_rev.push(c);
+            chunk_top += chunk;
+            chunk_mid = Math.floor((chunk_top-(chunk/2))*10)/10;
+          }
+        }
+        state.percentile.binned = true;
+        for (var prop in state.histogram) {
+          if (state.histogram.hasOwnProperty(prop)) {
+            delete state.histogram[prop];
+          }
+        }
+        Object.assign(state.histogram, bins);
+      } else {
+        if (state.histogram[duration] === undefined) {
+          state.histogram[duration] = 0;
+        }
+        state.histogram[duration] = state.histogram[duration] + 1;
+      }
+
+
+      if (state.percentile.cycletimes.length>1) {
+        let pos = Math.floor(state.percentile.cycletimes.length/2);
+        state.percentile.average = state.percentile.cycletimes[pos];
+        pos = Math.floor(state.percentile.cycletimes.length*(85/100));
+        state.percentile.sle = state.percentile.cycletimes[pos];
+      }
+    });
+  });
+
+  return state.chart;
+}
+
+module.exports = HistogramChart
diff --git a/src/setup.js b/src/setup.js
index 1a7f81a..1940da5 100644
--- a/src/setup.js
+++ b/src/setup.js
@@ -7,6 +7,7 @@ const Stats = require('./stats');
 const WorkerStats = require('./worker-stats');
 const Scenario = require("./scenario");
 const LineChart = require("./charts");
+const HistogramChart = require("./histogram");
 const Cfd = require("./CumulativeFlowDiagram");
 const {parseInput} = require("./parsing");
 
@@ -64,6 +65,7 @@ const wipLimiter = LimitBoardWip();
 
 let lineChart = undefined;
 let cfd = undefined;
+let histogram = undefined;
 
 function run(scenario) {
     PubSub.clearAllSubscriptions();
@@ -85,6 +87,9 @@ function run(scenario) {
     if(cfd) cfd.destroy()
     cfd = Cfd(document.getElementById('cfd'), 2000, scenario.speed)
 
+    if(histogram) histogram.destroy()
+    histogram = HistogramChart(document.getElementById('histogram'), 1000, scenario.speed)
+
     const board = scenario.run();
 }