diff --git a/changelog.txt b/changelog.txt
index 99d0b9f7..dfda5ef2 100644
--- a/changelog.txt
+++ b/changelog.txt
@@ -49,6 +49,7 @@ Added
 
 - Improve security on multi-user systems. Dashboard now generates a login token when started. Users
   must login with the token to view project and job data in the dashboard (#122, #158).
+- PlotlyViewer module for showing interactive plots in the dashboard (#162, #163).
 
 Changed
 +++++++
diff --git a/doc/api.rst b/doc/api.rst
index d203cb1d..d2314ab5 100644
--- a/doc/api.rst
+++ b/doc/api.rst
@@ -41,6 +41,7 @@ Dashboard Modules
     modules.FlowStatus
     modules.ImageViewer
     modules.Notes
+    modules.PlotlyViewer
     modules.Schema
     modules.StatepointList
     modules.TextDisplay
diff --git a/examples/plots/dashboard.py b/examples/plots/dashboard.py
old mode 100755
new mode 100644
index 4a5e5b64..5d811168
--- a/examples/plots/dashboard.py
+++ b/examples/plots/dashboard.py
@@ -3,7 +3,12 @@
 # All rights reserved.
 # This software is licensed under the BSD 3-Clause License.
 from signac_dashboard import Dashboard
-from signac_dashboard.modules import ImageViewer, StatepointList, TextDisplay
+from signac_dashboard.modules import (
+    ImageViewer,
+    PlotlyViewer,
+    StatepointList,
+    TextDisplay,
+)
 
 
 class PlotDashboard(Dashboard):
@@ -18,9 +23,59 @@ def correlation_text(job):
     return "Correlation coefficient: {:.5f}".format(job.doc["correlation"])
 
 
+# Visualization adapted from:
+# https://matplotlib.org/gallery/lines_bars_and_markers/cohere.html
+
+# It's necessary to cast to list because the list elements of the job
+# document are BufferedJSONAttrList, which is not serializable
+
+
+def signals_plotly_args(job):
+    signals_traces = [
+        {
+            "x": list(job.doc["t"]),
+            "y": list(job.doc["s1"]),
+            "name": "s1",
+        },
+        {
+            "x": list(job.doc["t"]),
+            "y": list(job.doc["s2"]),
+            "name": "s2",
+        },
+    ]
+    signals_layout = {
+        "xaxis": {
+            "title": "time",
+            "range": [0, 2],
+        },
+        "height": 200,
+        "margin": dict(t=30, b=40, l=40, r=0),
+    }
+    return (signals_traces, signals_layout)
+
+
+def coherence_plotly_args(job):
+    coherence_traces = [
+        {
+            "x": list(job.doc["f"]),
+            "y": list(job.doc["cxy"]),
+        }
+    ]
+    coherence_layout = {
+        "title": f"Coherence time = {job.sp.coherence_time}",
+        "xaxis": {"title": "frequency"},
+        "yaxis": {"title": "coherence", "range": [0, 1]},
+        "height": 200,
+        "margin": dict(t=30, b=40, l=40, r=0),
+    }
+    return (coherence_traces, coherence_layout)
+
+
 if __name__ == "__main__":
     modules = []
     modules.append(StatepointList())
     modules.append(ImageViewer())
+    modules.append(PlotlyViewer("Signals", plotly_args=signals_plotly_args))
+    modules.append(PlotlyViewer("Coherence", plotly_args=coherence_plotly_args))
     modules.append(TextDisplay(name="Correlation", message=correlation_text))
     PlotDashboard(modules=modules).main()
diff --git a/examples/plots/init.py b/examples/plots/init.py
old mode 100755
new mode 100644
index 919f3cb9..b70fe8e3
--- a/examples/plots/init.py
+++ b/examples/plots/init.py
@@ -33,6 +33,7 @@ def plot_coherence(job):
     # Save correlation coefficient
     job.doc["correlation"] = np.corrcoef(s1, s2)[0, 1]
 
+    # Image plot needs to be saved to the job folder for later visualization
     fig, axs = plt.subplots(2, 1)
     plt.title(f"Coherence time = {job.sp.coherence_time}")
 
@@ -50,6 +51,16 @@ def plot_coherence(job):
     plt.savefig(job.fn("coherence.png"))
     plt.close()
 
+    # Save the signal and coherence data for the Plotly visualization.
+    # This could also be computed while the dashboard is running when
+    # it is requested.
+    job.doc["t"] = t.tolist()
+    job.doc["s1"] = s1.tolist()
+    job.doc["s2"] = s2.tolist()
+    job.doc["cxy"] = cxy.tolist()
+    job.doc["f"] = f.tolist()
+    job.doc["cxy"] = cxy.tolist()
+
 
 for i in range(30):
     job = project.open_job({"coherence_time": i, "seed": 42})
diff --git a/signac_dashboard/modules/__init__.py b/signac_dashboard/modules/__init__.py
index cc714fde..fd13fdf0 100644
--- a/signac_dashboard/modules/__init__.py
+++ b/signac_dashboard/modules/__init__.py
@@ -5,6 +5,7 @@
 from .image_viewer import ImageViewer
 from .navigator import Navigator
 from .notes import Notes
+from .plotly_viewer import PlotlyViewer
 from .schema import Schema
 from .statepoint_list import StatepointList
 from .text_display import TextDisplay
@@ -18,6 +19,7 @@
     "ImageViewer",
     "Navigator",
     "Notes",
+    "PlotlyViewer",
     "Schema",
     "StatepointList",
     "TextDisplay",
diff --git a/signac_dashboard/modules/plotly_viewer.py b/signac_dashboard/modules/plotly_viewer.py
new file mode 100644
index 00000000..f4dfa460
--- /dev/null
+++ b/signac_dashboard/modules/plotly_viewer.py
@@ -0,0 +1,140 @@
+# Copyright (c) 2022 The Regents of the University of Michigan
+# All rights reserved.
+# This software is licensed under the BSD 3-Clause License.
+import hashlib
+from typing import Callable, Dict, List, Tuple, Union
+
+import flask_login
+from flask import abort, jsonify, render_template, request
+from flask.views import View
+from jinja2.exceptions import TemplateNotFound
+from signac import Project
+from signac.job import Job
+
+from signac_dashboard.dashboard import Dashboard
+from signac_dashboard.module import Module
+
+
+class PlotlyView(View):
+    decorators = [flask_login.login_required]
+
+    def __init__(self, dashboard, args_function, context):
+        self.dashboard = dashboard
+        self.args_function = args_function
+        self.context = context
+
+    def dispatch_request(self):
+        if self.context == "JobContext":
+            jobid = request.args.get("jobid")
+            job = self.dashboard.project.open_job(id=jobid)
+            traces, layout = self.args_function(job)
+        elif self.context == "ProjectContext":
+            traces, layout = self.args_function(self.dashboard.project)
+        else:
+            raise NotImplementedError()
+        return jsonify({"traces": traces, "layout": layout})
+
+
+class PlotlyViewer(Module):
+    """Displays a plot associated with the job.
+
+    The PlotlyViewer module can display an interactive plot by using the
+    Plotly JavaScript library. For information on the different accepted
+    parameters for the data and layout, refer to the `Plotly JS documentation
+    <https://plotly.com/javascript/>`_.
+
+    Example:
+
+    .. code-block:: python
+
+        from signac_dashboard.modules import PlotlyViewer
+
+        def plotly_args_function(project):
+            return [
+                (# each element on the data list is a different trace
+                 [{
+                    "x": [1, 2, 3, 4, 5],  # x coordinates of the trace
+                    "y": [1, 2, 4, 8, 16]  # y coordinates of the trace
+                 }],
+                 {"margin": {"t": 0}}  # layout specification for the whole plot
+                )
+            ]
+
+        plot_module = PlotlyViewer(plotly_args=plotly_args_function, context="ProjectContext")
+
+    :param name: Default name for the card. Ignored if the :code:`plotly_args`
+        callable provides one for each card.
+    :type name: str
+    :param plotly_args: A callable that accepts a job (in the :code:`'JobContext'`)
+        or a project (in the :code:`'ProjectContext'`) and returns a tuple of two
+        elements: the plotly data and the plotly layout specification, respectively.
+    :type plotly_args: callable
+    :param context: Supports :code:`'JobContext'` and :code:`'ProjectContext'`.
+    :type context: str
+    """
+
+    _supported_contexts = {"JobContext", "ProjectContext"}
+    _assets_url_registered = False
+
+    def __init__(
+        self,
+        name="Plotly Viewer",
+        plotly_args: Callable[
+            [Union[Job, Project]], Tuple[List[Dict], Dict]
+        ] = lambda _: ([{}], {}),
+        context="JobContext",
+        template="cards/plotly_viewer.html",
+        **kwargs,
+    ):
+        super().__init__(
+            name=name,
+            context=context,
+            template=template,
+            **kwargs,
+        )
+        self.plotly_args = plotly_args
+        self.card_id = hashlib.sha1(str(id(self)).encode("utf-8")).hexdigest()
+
+    def get_cards(self, job_or_project):
+        return [
+            {
+                "name": self.name,
+                "content": render_template(
+                    self.template,
+                    jobid=job_or_project.id,  # will not work for project anymore
+                    endpoint=self.arguments_endpoint(),
+                ),
+            }
+        ]
+
+    def register(self, dashboard: Dashboard):
+        # Register routes
+        if not PlotlyViewer._assets_url_registered:
+
+            @dashboard.app.route("/module/plotly_viewer/<path:filename>")
+            @flask_login.login_required
+            def plotly_viewer_asset(filename):
+                try:
+                    return render_template(f"plotly_viewer/{filename}")
+                except TemplateNotFound:
+                    abort(404, "The file requested does not exist.")
+
+            # Register assets
+            assets = [
+                "/module/plotly_viewer/js/plotly_viewer.js",
+                "https://cdn.plot.ly/plotly-2.16.1.min.js",
+            ]
+            for asseturl in assets:
+                dashboard.register_module_asset({"url": asseturl})
+
+            PlotlyViewer._assets_url_registered = True
+
+        dashboard.app.add_url_rule(
+            self.arguments_endpoint(),
+            view_func=PlotlyView.as_view(
+                f"plotly-{self.card_id}", dashboard, self.plotly_args, self.context
+            ),
+        )
+
+    def arguments_endpoint(self):
+        return f"/module/plotly_viewer/{self.card_id}/arguments"
diff --git a/signac_dashboard/templates/cards/plotly_viewer.html b/signac_dashboard/templates/cards/plotly_viewer.html
new file mode 100644
index 00000000..95aefa48
--- /dev/null
+++ b/signac_dashboard/templates/cards/plotly_viewer.html
@@ -0,0 +1,4 @@
+<div class="plotly_viewer"
+  data-endpoint="{{ endpoint }}"
+  data-jobid="{{ jobid }}">
+</div>
diff --git a/signac_dashboard/templates/plotly_viewer/js/plotly_viewer.js b/signac_dashboard/templates/plotly_viewer/js/plotly_viewer.js
new file mode 100644
index 00000000..a97d2d30
--- /dev/null
+++ b/signac_dashboard/templates/plotly_viewer/js/plotly_viewer.js
@@ -0,0 +1,11 @@
+$(document).on('turbolinks:load', function() {
+    $('.plotly_viewer').each((index, element) => {
+        let endpoint = element.getAttribute("data-endpoint")
+        let jobid = element.getAttribute("data-jobid")
+        jQuery.get(endpoint, {jobid: jobid}, (data, textStatus, response) => {
+            let traces = data["traces"]
+            let layout = data["layout"]
+            Plotly.newPlot(element, traces, layout)
+        })
+    });
+})