1
Notifications and Awareness:
A Field Study of Alert Usage and Preferences
Shamsi T. Iqbal and Eric Horvitz
Microsoft Research
One Microsoft Way, Redmond, WA 98052
{shamsi, horvitz}@microsoft.com
ABSTRACT
Desktop notifications are designed to provide awareness of
information while a user is attending to a primary task.
Unfortunately the awareness can come with the price of
disruption to the focal task. We review results of a field
study on the use and perceived value of email notifications
in the workplace. We recorded users’ interactions with
software applications for two weeks and studied how
notifications or their forced absence influenced users’ quest
for awareness of new email arrival, as well as the impact of
notifications on their overall task focus. Results showed
that users view notifications as a mechanism to provide
passive awareness rather than a trigger to switch tasks.
Turing off notifications cause some users to self interrupt
more to explicitly monitor email arrival, while others
appear to be able to better focus on their tasks. Users
acknowledge notifications as disruptive, yet opt for them
because of their perceived value in providing awareness.
Author Keywords
Task Switching, Notifications, Workplace, Interruption.
ACM Classification Keywords
H5.2. [Information interfaces and presentation]: User
Interfaces.
INTRODUCTION
To many, fast-paced multitasking defines the dominant
activity pattern of information workers [9, 10]. As
communication with collaborators continues to be an
integral part of today’s information workers’ tasks,
switching among productivity and communication
applications remains a common practice. Such switches are
often driven by the user’s own need to forage information
as per demands from the ongoing task, or after being
proactively alerted about arrival of new information.
Notifications, in the form of visual pop-ups or auditory cues
have been long viewed as an effective way of proactively
helping users maintain information awareness. While such
notifications hold great benefit in saving users the effort of
seeking information themselves, they unfortunately have
also been considered to be a large source of disruption to
ongoing tasks [2, 3, 7]. This assessment is due in part to the
fact that notifications often occur at inopportune moments
and lure users to process and respond to them [3, 7, 8].
Studies have shown that responding to notifications
impedes the efficient resumption of interrupted tasks and
negatively impacts task performance [1, 2]. A proposed
solution is to relinquish notifications and allow users to
seek for information at their own convenience. The
argument is that users will chose to switch attention from
ongoing tasks at moments that are more suitable for them,
rather than allowing a notification to divert their attention
unexpectedly during less opportune moments.
However, it is not clear how this shift in the balance
towards reducing unexpected disruption and increasing
effort in maintaining awareness may affect users and their
tasks. We pursue an answer to these fundamental questions:
How do notifications support users’ need for information
awareness? What effect does this need have on their focus
on tasks that are interrupted by arrival of notifications? This
work provides the initial steps in answering these questions.
Our goal is to understand how interruptions caused by
notifications influence users’ focus on ongoing tasks and to
contrast this with task focus if notifications are turned off.
We focus on notifications for email communications. We
conducted a field study with 20 users where we recorded
desktop interactions for two weeks, with the intervention of
disabling notifications during the second week. Results
showed that email notifications are primarily used as an
awareness mechanism, rather than a trigger to switch to
check email or perform other activities on the email client.
Approximately a quarter of the notifications users receive
result in an instant switch to the email client that had
initiated the notification and these accesses are typically
short in duration. We saw two behaviors, depending on the
user, after users followed a request to turn off notifications:
rates of accessing the email client went up for some users
and were reduced in others. Post-study surveys revealed
that while users are aware of the distractions that
notifications can cause, they highly value the awareness of
information provided. These results further highlight the
importance of balancing cost and benefits in delivering
notifications. We discuss design implications and directions
for future research.
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STUDY
Our focus in this study was on the impact on ongoing tasks
and satisfaction of users’ information needs resulting from
notifications announcing arrival of new email.
Notifications appear regardless of user state, task switches
are generally not planned for, and as a result, require
unexpected suspension of the ongoing task and
occasionally, switch of work context. Specifically, we
sought answers to the following questions:
1. How disruptive are email notifications in their role of
providing information awareness to users? Does this
disruption reduce with notifications turned off?
2. Following a period of time with notifications turned
off, will users perceive the benefits of minimizing the
potential disruption they cause and leave them off?
Methodology
We conducted a two-week in situ field study collecting
desktop interaction data from computer users to answer
these questions. Microsoft Outlook was used as the email
client, a widely used application within our organization.
Outlook is used for a variety of tasks beyond email
management (e.g., calendaring activities and maintaining
to-do lists and contacts). Our interest was in the user’s
decision to switch to Outlook when they would receive an
email notification, but once they switched we did not
distinguish among the usage of Outlook. Outlook
notifications appear as a small modal window in the lower
right corner of the screen and persist for about 7 seconds
before fading away. Notifications are enabled by default,
but users can disable them if so desired. We only recruited
users who had Outlook notifications enabled.
Users were recruited through a random selection process
applied on the entire employee pool of our organization. 42
people signed up and eventually 20 users completed all
stages of the study (Managers=12, Developers=8). Users
were compensated with lunch coupons on completion. The
study also administered a pre- and post-survey to collect
self-reports on users’ Outlook usage behavior, preferences
and perceptions on notification usage.
Data Collection
Data was collected using a monitoring tool running as a
background process in users’ primary work machines. The
tool logged time-stamped names of applications in focus
and arrival of notifications. Logged data files were
periodically flushed to a central server and later processed
to be stored in an SQL database for future analysis.
For the first week, baseline data was collected without any
intervention. For the second week, users were instructed to
disable all notifications within Outlook. We collected data
in the no-notification condition for a week which allowed
users to settle into the new configuration. We assume that
the information needs of users in week 1 and week 2 of the
study were relatively stable. We have no reason to believe
that they changed, but there is opportunity to explicitly
control for such potential instability in future research.
RESULTS
Over 1682 hours of data was collected from the 20 users. In
the pre-survey, users were asked to provide a list of
applications that they used extensively as part of their
primary job description. These primary applications were
studied in the logs to evaluate task focus. For the purpose of
comparison, we examine time spent on Outlook and
primary applications, and reaction to notifications across
the two weeks.
Time spent on email and primary applications
In the baseline condition of notifications turned on, users
spent on average 30.5% (S.D. 12.1) of their active
computing time in Outlook, and 33.2% (S.D 18.0) of their
time interacting with other primary applications every
session. We define a session to be delimited by either the
logging on and off or by the unlocking and locking of a
machine. Turning off notifications did not yield significant
changes in these percentages; 31.7% (S.D. 13.7) of user
time was spent on Outlook, and 34.8% (S.D. 16.4) was
spent on other primary applications. This indicates that
Outlook occupies a significant percentage of users’ time,
and notifications do not appear to affect this percentage.
Reactions to Notifications
Users received on average 3 (S.D. 2.12) email notifications
from Outlook per hour, consistent with findings in [7, 8]. 4
users demonstrated no immediate responses (within less
than a minute) to notifications. The remaining 16 users
switched to Outlook solely as a result of a notification for
26.2% (S.D. 30.3) of the notifications. This shows that
majority of notifications do not cause users to immediately
suspend their ongoing task and switch to the source. Post
study surveys suggested that the information nuggets (e.g.
sender, subject) provided in the notification are sufficient
for users to garner the important parts of the message and
decide whether it merits immediate attention. As one user
stated : I’m usually able to tell whether they’re worth viewing right
away from the title. Users widely acknowledged the passive
awareness and ability to ignore messages or defer responses
as a valuable service of notifications aptly summarized by
one user : “It’s just nice to know when new mail has arrived even
if I don’t check outlook at that moment.
Time spent on Outlook
When users switched to Outlook solely as a result of seeing
the notification, they spent on average 74.9s (S.D. 34.6) in
Outlook. This is significantly lower (F(1,15)=5.502,
p<0.04) than average time spent on Outlook (M=133.9s,
S.D. 106.1) when accessed without being prompted by a
notification. This suggests that Outlook switches triggered
by notifications are more opportunistic and users wish to
quickly return to their suspended tasks.
In the no-notifications condition users spent 149.9s (S.D.
123.4) on Outlook on every access. This was significantly
higher (F(1,15)=6.256, p<0.024) than with accesses
triggered by notifications, but not different than accesses
without notifications triggers in the baseline condition. It
appears that despite not having the awareness of new
3
Figure 1: Illustration of how Outlook access rates change with
notifications disabled for all users, normalized to an hour. The large
number of Outlook accesses represent users whose job roles require them
to be responsive to email.
information that notifications provide, users can still fulfill
their information needs without significant increases in the
time spent in Outlook when accessed independently.
Outlook Access Rates
In the no-notifications condition, users accessed Outlook at
a rate of 19.3 times/hour (S.D. 12.9), not significantly
different than the Outlook access rate with notifications
enabled (M=21.9, S.D. 17.8). However, the post study
survey showed that 13/18 respondents felt that with
notifications turned off their Outlook access rates had
changed. 7 users reported to have voluntarily switched to
Outlook more under the no-notifications condition and 6
users reported to have switched less. This prompted us to
explore whether the collected data also showed this
dichotomy in Outlook access rates across the experimental
conditions. Indeed, quantitatively one group (N=12)
demonstrated a decrease in their Outlook access rates
(M=40.7%, F(1,11)=15.73, p<0.002) while the other group
(N=8) showed an increase (M=130.6%, F(1,7)=8.04,
p<0.025). Figure 1 shows how Outlook access rates
changed for all 20 users from week 1 to week 2. It appears
that while some users were perhaps compensating for the
lack of awareness by accessing Outlook on their own at an
increased rate, for others absence of notifications allowed
them to be more focused on their ongoing tasks.
The ability to focus more by sacrificing automatic
awareness was not necessarily lauded by users. About
notification usage one user commented: I will continue to use
them. I know I am more productive when I don't but I like keeping
abreast of my new email. Another user stated: I found with my
notifications removed, that I would get more work done on whatever
particular task I was doing… unfortunately, because I had no instant
notifications, a lot of time would go by before I’d remember to check
my Outlook—then I would have a ton of email to catch up on…
It appears that the lightweight and passive delivery
mechanism of notifications works well with users’ needs for
awareness, and the value of information provided often
compensates for the disruption to ongoing tasks.
Outlook Access Patterns
We determined two patterns in Outlook accesses: rapid,
almost cursory (duration <10s), and longer, spanning
multiple minutes. We hypothesized that the first type
indicates accesses in pursuit of awareness, where the user
would want to check email arrival status (or calendar
information) and then quickly return to their primary tasks,
while the other type of access represents more in depth
interaction, e.g., either planned or opportunistic reading and
replying to emails. There were no differences overall in
rapid and longer access across the experimental conditions.
However, for users whose Outlook accesses increased with
notifications disabled, their longer Outlook access rates
increased significantly (M=146.2%, F(1,7)=14.1, p<0.007).
Their rapid Outlook accesses did not increase. As one user
stated in the post survey, this could be because this group of
users now spent more time catching up with new
information in Outlook, as they no longer could be
passively aware of it via notifications.
For users whose Outlook accesses decreased, there was
both a significant decrease in longer Outlook accesses
(M=35.3%, F(1,11)=6.844, p<0.024) , and in rapid Outlook
accesses (M=43.3%, F(1,11)=11.9, p<0.005). For this class
of users, the absence of notifications appears to reduce the
footprint of Outlook in the space of their focal applications,
which, as users later stated, negatively impacts awareness.
Task Execution Behavior
For the first week with notifications enabled, users accessed
on average 15.3 (S.D. 10.4) applications, had 1.05
application switches/min (S.D. 0.55) and spent 416.5s (S.D.
399.7) on each application per switch. With no
notifications, users accessed 19.4 applications (S.D. 16.4),
switched applications 0.97 times/min (S.D. 0.5) and spent
250.2s (S.D. 311.7) on each application, none of which
were significantly different than in the baseline condition.
This suggests that user focus on ongoing tasks is not
significantly impacted with notifications turned off,
primarily because users reportedly are using notifications to
increase awareness and not as a trigger to switch. There was
no effect of job role in any of the dependent measures.
User Perception about Notifications
A basic goal of this study was to understand how users
perceived the use of notifications in their day-to-day
activities. Our post study surveys showed that users do
indeed acknowledge notifications to be often disruptive:
[…] is very tempting to go and see the email when you receive a
notification”, but at the same time the lack of awareness
could often be costly: There were too many times when I had
realized I hadn’t read mail in several hours and was way behind in
responding to international teams. Using the notifications I could
often gauge if something was important or not.
When asked whether they would want to revert back to
using notifications, 17/18 respondents responded in the
affirmative. Users provided valuable feedback about how
notification delivery should consider a user’s current state
and perhaps render notifications only for important emails.
For example, one user stated:
Yes. It can be distracting, but I also like the ability to work in
another program and monitor my inbox for important events.
I'd prefer if I could filter and determine which emails I wanted
to be notified of. This should be by person/group, but i also
think it'd be fantastic to set a "watch" on an email thread and
be notified whenever a new email in that thread appears.
Such comments highlight usersvaluing awareness provided
by notifications. Perhaps a combination of how notifications
are currently being delivered and users’ natural propensity
to multitask is more responsible for the distraction that they
admittedly cause.
DISCUSSION
Our findings provide evidence of the non-invasive role that
notifications play on pursuit of awareness and task
execution behavior. That users continue to work on their
primary applications for three quarters of email
notifications indicates that users can effectively choose
which notifications to respond to. Users appear to find the
awareness aspect of notifications valuable and to maintain
that awareness, are willing to accept the potential
disruption. Even when users admitted to getting more work
done with notifications disabled, they also found it to be
counterproductive, e.g., having a ton of email to catch up with
and sift through. This finding indicates that by reducing one
type of disruption, we may be introducing another. The
results suggest that design efforts should be focused on
balancing disruption and awareness.
Our results allude to a possible categorization of users, or to
users within different work contexts, by their pattern of
attention and disruption, based on their multitasking
behavior. Turning off notifications appears to have affected
users in different ways; some exhibited a greater need to
interrupt themselves to monitor information arrival while
others could remain more focused on their primary tasks.
This presents opportunities for investigating notification
design customized to different user types and their needs.
As one user mentioned: It’s about discipline in using
technology. Indeed, various levels of such discipline were
observed in the task execution behavior of the users.
Although we focused on how user behavior was changed by
the removal of notifications, we did not explore why this
change may have occurred. Feedback from users suggested
that consequences of missing urgent information, context of
user tasks and users simply not getting totally used to not
having notifications to remind them of new information
could be some of the reasons. Additional research is
required to explore these issues in more depth.
We believe that there is an opportunity to enhance the
controls on notification presentation to better serve users’
desire to stay aware. This study provides support to the
potential value of a trusted system that can reliably identify
subsets of incoming messages that a user would most like to
be aware of. Promising methods include the use of
machine learning to classify the urgency of messages,
smarter scheduling of presentation [4, 6], and rule-based
control of notifications in [5]. Users could specify
thresholds on urgency for notifications and provide
maximum bounds for deferral if they are currently focused
on a task [5]. Such methods could reduce distraction while
maintaining awareness of key developments. Future designs
of notifications could take topics and context (e.g.,
messages from people in meetings that will occur soon) into
consideration, providing even more insightful controls of
notifications.
CONCLUSION AND FUTURE WORK
We investigated the effects of email notifications and their
imposed absence on users’ task-execution patterns. Results
showed that users react to only about a quarter of all
notifications, and that user focus on primary tasks is largely
unaffected if notifications are disabled. Moreover, users
value the awareness provided by notifications and are
willing to incur some disruption to maintain that awareness.
Future work includes field studies of the use of notification
algorithms that take into account the timing and urgency of
information conveyed [4] and studying the influences of
such notifications on user focus of attention.
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