similar crisis in the future.
A limitation of our study is that we only
collected data from one account in Facebook and
had challenges in getting collected a reasonably
representative set of tweets. A further limitation is
that we did not study extensively major media
outlets and the way they handled the VW, Toyota, or
GM crises. The vast majority, 88 %, of tweets
related to VW contained a URL, most of which
might be web sources belonging to various media
houses. The exact distribution of the referenced web
sources is for future study. For future research, we
also suggest to analyse the emerging sub issues to
shows how different issues evolve during the crisis.
The first challenge of keyword based stream
collection from Twitter is to start the collection right
from the beginning of the crisis and continue it
throughout the crisis. We started the collection on
Sept. 23, 2015 when the tweeting activity was still
rising. The second challenge is to find the right
keywords. In this case the hashtags such as
#dieselgate, #vwgate, #dieselfraud appeared rather
soon after Sept. 18, but not all the relevant tweets
contain them. The keywords ‘VW’ or ‘Volkswagen’
appeared rather often in relevant tweets, but also in
various ad tweets. We took all the tweets into the
final set that mentioned @VW or @Volkswagen,
because most of them seemed to concern the crisis.
There were over 30000 of them. Our entire data set
only contained about 200 tweets sent by @VW, but
a manual check showed that the account had sent
over 1000 tweets between Sept. 17, 2015 and Dec.
28, 2015; only 7 were clearly relevant. In them the
company announced the major events, like
Winterkorn’s video speech, the establishment of the
VWdieselinfo.com, the recall schedule and the
goodwill package.
In general, Twitter and Facebook data collection
suggests the growing tendency towards state-of-the-
art heated latest issues. Monitoring Twitter might be
a part of an early warning system for organizations
to be able to generate accurate responses later. This
research evidenced the high impact of current crises
in the online environment and highlights the
relevance of social media monitoring to facilitate
organizational crisis response strategies.
ACKNOWLEDGEMENTS
The authors were supported in part by the Academy
of Finland, grant number 268078 (MineSocMed).
REFERENCES
Anthony P. Andrews, John Simon, Feng Tian, Jun Zhao,
2011. The Toyota crisis: an economic, operational and
strategic analysis of the massive recall. Manag. Res.
Rev. 34, 1064–1077. doi:10.1108/014091711111
71474.
Beene, R., 2015. VW offers “goodwill package” to
appease diesel owners [WWW Document]. Automot.
News. URL http://www.autonews.com/article/
20151109/RETAIL/151109829/vw-offers-goodwill-
package-to-appease-diesel-owners (accessed 12.30.
15).
Best Green Cars, 2011 [WWW Document], 2011. .
Mother Earth News. URL http://www.motherear
thnews.com/green-transportation/green-vehicles/2011-
best-green-cars-zm0z11zroc.aspx (accessed 1.2.16).
CARB Forcing VW, Audi, Porsche to Fix More Diesels |
TheDetroitBureau.com, 2015.
Coombs, W.T., Holladay, S.J., 2012. Amazon.com’s
Orwellian nightmare: Exploring apology in an online
environment. J. Commun. Manag. 16, 280–295.
doi:10.1108/13632541211245758.
Davenport, T.H., Barth, P., Bean, R., 2012. How “Big
Data” Is Different. (cover story). MIT Sloan Manag.
Rev. 54, 43–46.
Delphi, 2015. Worldwide Emissions Standards; Passenger
Cars and Light Duty Vehicles, 2015-2016 [WWW
Document]. Delphi. URL http://delphi.com/docs/
default-source/catalogs/delphi-worldwide-emissions-
standards-pc-ldv-15-16.pdf?sfvrsn=2 (accessed 12.28.
15).
Denis, G., Klein, S., Gueguen, B., 2014. Use of social
networks for outreach, education and training on space
applications: Know-how and experience of Planete
Sciences Midi-Pyrenees and CNES. Acta Astronaut.
94, 765–775. doi:10.1016/j.actaastro.2013.09.010.
Divol, R., Edelman, D., Sarrazin, H., 2012. Demystifying
social media. McKinsey Q. 66–77.
Elefant, C., 2011. The “Power” of Social Media: Legal
Issues & Best Practices for Utilities Engaging Social
Media. Energy Law J. 32, 1.
EPA, C., 2015. EPA, California Notify Volkswagen of
Additional Clean Air Act Violations [WWW
Document]. URL http://yosemite.epa.gov/opa/
admpress.nsf/21b8983ffa5d0e4685257dd4006b85e2/4
a45a5661216e66c85257ef10061867b!OpenDocument
(accessed 12.28.15).
EPA, C,. 2015, EPA, California Notify Volkswagen of
Clean Air Act Violations / Carmaker allegedly used
software that circumvents emissions testing for certain
air pollutants [WWW Document], 2015. URL
http://yosemite.epa.gov/opa/admpress.nsf/a883dc3da7
094f97852572a00065d7d8/dfc8e33b5ab162b985257e
c40057813b!OpenDocument (accessed 1.2.16).
Fan, D., Geddes, D., Flory, F., 2013. The Toyota Recall
Crisis: Media Impact on Toyota’s Corporate Brand
Reputation. Corp. Reput. Rev. 16, 99–117.
doi:10.1057/crr.2013.6.
Freberg, K., 2012. Intention to comply with crisis