Strategic financial communication
during corporate crises.
Franca Sophia Volpert
Running Head: STRATEGIC FINANCIAL COMMUNICATION DURING CORPORATE CRISES
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Master’s Thesis
Strategic financial communication during corporate crises:
The influence of media news coverage on Volkswagen’s stock price during the
emission crisis.
Franca Sophia Volpert
11811277
Graduate School of Communication
Master’s Program Communication Science
Track: Corporate Communication
Supervisor: dhr. dr. P.H.J. (Pytrik) Schafraad
1st of February 2019
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Abstract
This study sheds some light on the relationship between news coverage and the stock market,
which has largely been ignored within the field of crisis communication, yet. A manual
content analysis of three major U.S. news outlets was conducted (N = 246) covering articles
about the Volkswagen Group’s emission crisis for a period of 17 month. Aggregated on a
weekly level, the media variables were by means of an OLS regression model related to the
opening price of Volkswagen’s common stock of the following week while controlling for the
opening price of the previous week as lagged dependent variable. Drawing on agenda setting
theory, this study detected a negative relation between media salience and Volkswagen’s
stock price. With regard to the predictive power of different crisis response strategies, the
findings suggest that compensation payments to the authorities exert a positive influence on
the stock price. Moreover, a negative moderating effect of a critical firm-specific tone was
revealed between the relationship of compensation payments to authorities and the stock
price. However, an influence of different levels of attribution of responsibility on the stock
price could not be identified. Hence, this empirical study contributes to the body of research
in several ways: First, it expands first-and second-level agenda-setting theory in regard to
investors, an understudied, yet important stakeholder group. Second, this study extends
recently conducted studies on this relationship by relating it to crisis communication research
and thus seeks to generate new insights and perspectives in the field. Lastly, the findings
inform communication managers in stressing the importance of media relations in times of
crises and give some further insights on how to successfully manage financial performance.
Key words: crisis communication, SCCT, strategic financial communication, financial
markets, news effects, investor agenda-setting, content analysis, Volkswagen Group
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Introduction
During organizational crises, stakeholder relationships and the organization’s
reputation are under pressure (Van der Meer, Verhoeven, Beentjes, & Vliegenthart, 2016) and
the financial performance is put at risk (Kleinnijenhuis, Schultz, Utz, & Oegema, 2015).
Those given facts render the affected organizations newsworthy and therefore generate much
publicity in the media, where the majority of stakeholders learns about an organizational crisis
(Coombs, 2007a). This assigns the media a critical role in crisis situations, since the way it is
reported on a crisis has great influence on how stakeholders perceive the information (Carroll
& McCombs, 2003; Hallahan, 1999). In this vein, it is often built on agenda setting theory
(AST) in order to substantiate how media coverage affects stakeholders (Carroll & McCombs,
2003). Communication research has generated manifold insights on the interplay between
corporations, the news media and the public during organizational crises (e.g. Van der Meer,
Verhoeven, Beentjes, & Vliegenthart, 2014, 2017) as well as the effects of different
situational crisis factors on organizational reputation (Coombs & Holladay, 2002).
On the other hand, remarkably little research has been carried out on examining the
impact of news media coverage on financial performance and shareholders, even though
information distribution through the media is crucial on the markets (Strycharz, Strauss, &
Trilling, 2018). Answering to the rising demand to integrate the fields of economics and
communications (Kleinnijenhuis, Schultz, Oegema, & van Atteveldt, 2013), recently,
communication science researchers included increasingly business-relevant outcome factors,
such as stock prices in their studies (cf. Fang & Peress, 2009; Van der Meer & Vliegenthart,
2018). While quite a few studies within the field of communication research focused by now
on the impact of mere media salience on the stock market (Fang & Peress, 2009; Strauß,
Vliegenthart, & Verhoeven, 2018), others took a more comprehensive view and investigated
attributes of the media coverage and its effects on stocks, such as emotions and sentiments
(Strauß, Vliegenthart, & Verhoeven 2016; Tetlock, 2007) or corporate topics (Strycharz et al.,
2018).
However, research that includes financial outcomes into the field of crisis
communication is to my best knowledge scarce (for exceptions see Chen, Ganesan, & Liu,
2009; Kleinnijenhuis et al., 2015). In accounting for these shortcomings and drawing on
agenda setting theory, this research aims to investigate whether and how the presence of crisis
response strategies in news coverage relates to the stock price. Thereby, it was made use of
the strategies developed by Coombs (2007a) within the Situational Crisis Communication
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Theory (SCCT). Furthermore, this study explores if media salience and firm-specific tone
affect the stock of a corporation facing a crisis. With respect to the most important situational
factors within a crisis (Coombs, 2007a), it is lastly examined whether different levels of
attribution of responsibility influence the stock price. The latter has to my best knowledge not
been investigated so far and draws attention to another important dimension when assessing
interrelations between the media and stock markets during corporate crises.
The case that was chosen to conduct this research is the Volkswagen Group’s emission
crisis breaking in September 2015. As being one of the largest of the last decades, the crisis
has triggered major consequences for the whole automotive sector. This selection is further
motivated by the fact that this crisis has an outstanding long crisis course characterized by
many turns and especially dramatic stock price fluctuations (Stewart, 2015). The news
coverage is analyzed by means of a manual content analysis of three major U.S. news outlets
and is related to the corporation’s common stock at NASDAQ stock market exchange.
Addressing the outlined gaps in research and trying to generate some insights on how to
address explicitly investors in corporate crisis situations, this research seeks to answer the
following research questions.
RQ1: How does media salience in a corporate crisis relate to the corporation’s stock price?
RQ2: How do different levels of attribution of responsibility in a corporate crisis relate to the
stock price?
RQ3: How does the presence of crisis response strategies relate to the stock price and are
there differences between different strategies?
RQ4: Does the firm-specific tone moderate the relationship between crisis response strategies
and the stock price?
Theoretical Framework
The financial market and the media
The efficient market hypothesis (EMH) states that markets are efficient as prices “fully
reflect” the available information and further assumes that investors react homogenously to
new information (Malkiel & Fama, 1970, p. 384). The basic assumption is the rational, profit-
maximizing individual who absorbs all available information and engages in rational
calculations in order to reach individual, self-serving goals (Davis, 2006a). However, several
behavioral finance as well as social sciences researchers have questioned the EMH arguing
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that participants in the stock markets might also be influenced by psychological factors, such
as emotions or mass behavior (Davis, 2006a; Strycharz et al., 2018). Moreover, the flow of
information is an “intrinsic dimension of the financial markets” (Thompson, 2013, p. 208).
Therefore, the mass media are a strong indicator for and also reflector of the consensus
opinion (Davis, 2006b; Thompson, 2013). Building mainly on agenda setting theory, social
sciences researchers hence claim that news media coverage influences stock market
movements to a certain extent (Pollock & Rindova, 2003; Strauß et al., 2016; Tetlock, 2007).
Furthermore, as outlined by Scheufele, Haas and Brosius (2011) it must be considered
that there are different kind of investors with different access to corporate information. While
professional or institutional investors draw on a broader range of resources, including regular
‘Analyst and Investor Calls’ where they are directly informed by representatives of the firm
about current (financial) issues or strategic decisions (Strauß, 2018), small investors mainly
rely on mass media coverage (Jang, 2007; Scheufele et al., 2011). These different levels of
information status further trigger herd behavior, meaning that investors do not act fully
rational, but comply with the consensus belief on the market (Bikhchandani & Sharma, 2000;
Lux, 1995). Moreover, scholars argue that professional investors still consult media coverage
to anticipate what private investors will do, which can be described by the third-person-effect
(Davison, 1983; Fang & Peress, 2009; Van der Meer & Vliegenthart, 2018). The impulse to
follow the herd in case of uncertainty is additionally motivated by the fear to be the only one
taking the wrong trading decision which can be traced back to an intrinsic human need for
conformity (Bikhchandani & Sharma, 2000; Davis, 2006a).
Investor agenda-setting effects
In order to explain the link between media news coverage and stock market
movements, the present research draws on agenda setting theory (AST) (Carroll & McCombs,
2003). AST determines that the mass media have an agenda-setting function, meaning that
issues salient in news coverage are transferred to the public’s agenda (McCombs & Shaw,
1972). Initially developed within the context of election campaigns, Carroll and McCombs
(2003) applied AST to business communication showing that media visibility of organizations
can have an influence on the public image of a firm. This core idea is described as first-level
agenda-setting (McCombs, Shaw, & Weaver, 2014). An explanation for why agenda-setting
effects occur and investors might consider news media when taking investment decisions is
the concept of ‘Need for Orientation’(NFO), which turned out to be a strong predictor of first-
level agenda-setting effects (Chernov, Valenzuela, & McCombs, 2011; McCombs et al.,
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2014). The extensive media coverage during a corporate crisis is expected to send a signal to
investors to take a closer look at the occurrences and reassess their investment.
Furthermore, not only the salience but also how corporate issues are presented in the
media can influence stakeholder’s evaluations. This is reflected in second-level AST, defined
as “the impact of the media agenda on the public agenda regarding the salience of the
attributes of these objects” (McCombs et al., 2014, p. 782) and comprehended by two
dimensions: substantive and evaluative attribute agenda-setting effects (Carroll & McCombs,
2003; Kiousis, Mitrook, Wu, & Seltzer, 2006). Thereby, the substantive dimension describes
the agenda of attributes. According to Carroll and McCombs (2003) “specific substantive
traits or contemporary issues associated with a firm” (p. 45) that are relatively salient in the
media are transferred to the image the public holds about a corporation. In other words, news
media articles highlight certain attributes and aspects of a corporate crisis. Drawing on this
notion, it is firstly assumed that if the media strongly discuss the attribution of responsibility,
investors adapt the presented perceptions and interpretations. Further, this aspect of AST
substantiates the assumption that different crisis response strategies conveyed in news
coverage might influence investor’s trading behavior during an organizational crisis.
Additionally, second-level agenda-setting is concerned with an evaluative level
(Carroll & McCombs, 2003), interpreted by Deephouse (2000) as ‘media favorability’. This
refers to the idea that the media do not only provide information, but moreover assessments
(Deephouse, 2000). More precisely, news media coverage conveys a specific tone (Carroll &
McCombs, 2003). Consequently, the evaluative level of AST implies that if the media report
very critical about the crisis management of a firm, it is likely that shareholders develop a
critical image of the organization as well (Deephouse, 2000). This in turn might induce
investors to reconsider their investment in that firm, strengthened by the assumption that
media coverage conveys the consensus belief on the market (Davis, 2006b).
First-level agenda-setting: Media salience
The key question in the literature on the interrelation between media coverage and the
stock market is whether media salience on corporate news affects firm-level returns. While
some scholars did not find evidence for the relationship between media coverage and stock
markets at all (Campbell, Turner, & Walker, 2012), others have found that corporate media
salience affects the financial performance (Fang & Peress, 2009; Strauß et al., 2018).
However, previous research focuses on different financial outcomes, such as the trading
volume, stock indexes or individual stocks and detected effects in different directions. Several
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researchers conclude that newspaper media coverage has a positive influence on closing
prices (Strycharz et al, 2018) and the transaction volume (Alanyali, Moat, & Preis, 2013).
Furthermore, economic tweets from news agencies on intra-day short-term intervals influence
the fluctuation of the Dow Jones Industrial Average positively (Strauß et al., 2018). On the
contrary, Van der Meer & Vliegenthart (2018) recently detected a negative influence of media
salience on corporate stocks, confirming previous work by Fang and Peress (2009).
Nevertheless, research on the influence of media coverage on the stock markets in
times of crises is rather scarce. An exception is a study by Kleinnijenhuis et al. (2015) who
detected agenda-setting effects of newspaper and online news coverage on financial markets
by focusing on the BP oil spill crisis. More specifically, media salience about the incident had
a negative effect on the BP share price. Drawing on these former findings and first-level AST,
it is assumed that the salience of a corporate crisis in the media is an indicator of changes in
the stock. Since a crisis is most likely associated with negative news and in line with Van der
Meer & Vliegenthart (2018) who argue with a general negativity among economic news, it is
hypothesized that news coverage affects the stock price negatively.
H1: The higher the salience of the corporate crisis in the news, the higher the chance of a
negative effect on the corporation’s stock price.
Substantial attributes (1): Responsibility on an organizational and individual level
Attribution theory (Weiner, 1985, 1986), which underlies the SCCT, states that the
“threat of a crisis is largely a function of crisis responsibility” (Coombs, 2007b, p. 136). This
means that in organizational crises the attribution of responsibility determines how severe the
crisis is perceived by stakeholders and therewith how long-lasting and profound reputational
and financial damage are (Coombs & Holladay, 2002; Ma & Zhan, 2016). Despite the key
role attribution of responsibility holds within the SCCT framework (Coombs, 2007a),
research investigating whether there is a difference between individual or organizational
attribution of responsibility in regard to stakeholder’s perceptions is scarce (for exceptions see
An & Gower, 2009; Verhoven, Van Hoof, Keurs & Van Vuuren, 2012). However, when
corporations face a crisis, it is not unusual that executives, often the CEO itself, apologize,
take responsibility and step back in order to reduce the organization’s reputational damage as
it was also the case during the Volkswagen crisis. Moreover, Verhoeven et al. (2012) found in
an experimental design that an organization’s reputation is damaged far greater in a crisis
situation than the individual reputation of a CEO. Organizational reputation in turn is closely
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intertwined with financial performance (Wei, OuYang, & Chen, 2017). This points to the
assumption that there might be indeed a difference regarding the financial damage between a
scenario where the whole corporation is blamed and one, where individuals are held
responsible for the misconduct. Further, it is even conceivable that there is a difference
between blaming executives or lower level employees: Executives represent the organization
and are therefore closely linked to it (Zerfass, Verčič, & Wiesenberg, 2016). Employees in
contrast can be seen as more independent and even decoupled from the organization. This
rationale is supported by the conceptualization of diminishing and denying crisis response
strategies that are advised to be matched with crisis of the victim type and aim to reduce the
organizational attribution of responsibility (Coombs, 2007a). Hence, by blaming a few
employees, the organization presents itself as a victim. Based on this logic and the evaluative
level of AST, the following explorative hypotheses will be tested.
H2: The higher the attribution of responsibility to the whole organization in a corporate
crisis, the higher the chance of a negative effect on the corporation’s stock price.
H3: The higher the attribution of responsibility to individual executives in a corporate crisis,
the higher the chance of a positive effect on the corporation’s stock price.
H4: The higher the attribution of responsibility to individual employees in a corporate crisis,
the higher the chance of a positive effect on the corporation’s stock price.
Substantial attributes (2): Crisis response strategies
A large body of research in crisis communication assesses crisis response strategies
and their effect on stakeholder’s perceptions (Benoit, 1997; Coombs, 2000; 2007a; Coombs &
Holladay, 2002). The primary theoretical framework is the Situational Crisis Communication
Theory (SCCT) (Coombs, 2000, 2007a). Although being criticized by some scholars (Austin,
Liu, & Jin, 2012), the model is still considered as a solid foundation for empirical research in
the field (cf. Ma & Zhan, 2016; Claeys, Cauberghe, & Vyncke, 2010; Zhou & Shin, 2017).
SCCT is a reconceptualization of Benoit’s (1997) Image Restauration Theory which accounts
for the strong similarities between the defined strategies. The main goal of crisis response
strategies is the protection of the reputation, more precisely it is aimed to influence
stakeholder’s attributions and perceptions and to minimize a negative affect (Coombs, 1995).
SCCT takes crisis responsibility as a link between the specific crisis situation and an
appropriate crisis response and draws thereby on an ‘accommodative-defensive’ continuum in
order to cluster the strategies (Coombs, 2007a). Thus, the more accommodative the crisis
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response strategies are, meaning that an organization addresses stakeholders in an open and
transparent manner, the more they perceive the organization as taking responsibility (Coombs,
2007a; Holladay, 2009).
Moreover, Benoit (1997) emphasizes that organizations passing through a crisis need
to address various stakeholders, such as customers, governmental regulators or shareholders.
Those audiences have different goals and values, indicating that not every stakeholder group
can be coincidently satisfied. Therefore, organizations need to prioritize audience groups
before choosing a strategy (Benoit, 1997). Following this notion, a study by Lamin and
Zaheer (2012) demonstrated that the general public and investors have in fact diverse interests
and consequently various perceptions and evaluations of strategies. Furthermore, the study
revealed that investors solely consider a decoupling strategy positively in the context of a
company defending legitimacy threats. Moreover, Chen et al. (2009) have shown that during a
product-recall crisis, proactive strategies affect the firm value more negatively than a passive
conduct. The study argues that this is due to the fact that the crisis and consequences are
considered as more severe when a proactive strategy is applied, which in turn implies further
financial losses. Additionally, Marcus and Goodman (1991) determined in an earlier study
that accommodative and defensive signals sent by the management during a crisis lead to
different shareholder reactions.
Considering these findings, it seems to be useful to divide between accommodative
and defensive strategies when assessing investors’ perceptions. In this regard, the substantial
dimension of second-level agenda-setting (Carroll & McCombs, 2003) becomes relevant in
order to explain the impact of different crisis response strategies on investors’ trading
behavior. Aiming to shed some light on if and how the presence of different crisis response
strategies in the media affect the stock market and extending on the findings by Chen et al.
(2009), the following hypotheses are posed:
H5: The higher the amount of accommodative crisis response strategies in a corporate crisis,
the higher the chance of a negative effect on the corporation’s stock price.
H6: The higher the amount of defensive crisis response strategies in a corporate crisis, the
higher the chance on a positive effect on the corporation’s stock price.
Evaluative attributes: Firm-specific tone
In communication science, second-level agenda-setting effects (Carroll & McCombs,
2003) have also been detected in terms of the relationship between media sentiment and
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market reactions (Kiousis et al., 2006). It is argued that the media affect investors’ opinion not
only due to the pure salience of topics, but especially by presenting information in a certain
way, referring to the evaluative dimension of AST (Scheufele & Tewksbury, 2007; Strycharz
et al., 2017). This argument finds support by behavioral finance research, stating that
investors’ decisions are not solely based on information, but are also substantially led by
emotions and moods (Bollen, Mao, & Zeng, 2011; De Long, Shleifer, Summers, &
Waldmann, 1990). The relationship between tone in news coverage and the stock market has
been researched with different definitions so far, reaching from emotionality or media
sentiment (Strycharz et al., 2018) and tone (Ahmad, Han, Hutson, Kearney, & Liu, 2016) to
media pessimism or optimism (Tetlock, 2007). Moreover, the findings were mixed. Whereas
some scholars detected a downward pressure on the market price when the media pessimism
is high (Tetlock, 2007) or the firm-specific tone negative (Ahmad et al., 2016) others did not
find any influence of tonal media coverage on stock prices at all (Strauß et al., 2016). The
scholars argue that it might be that the effects are actually reversed, hence, that the stock
market rather influences the media than vice versa.
It must be noted that research investigating in particular firm-specific tone is scarce,
most likely due to the fact that most firms do not appear frequently in the media (Ahmad et
al., 2016). According to Ahmad et al. (2016), a negative firm-specific tone leads to variations
in the stock returns, however, the relationship varied over time and between different firms.
Likewise, Strycharz et al. (2018) recently detected that high emotionality predicted stock
market fluctuations for two out of three analyzed firms. This research aims to further
investigate this relationship in the context of a corporate crisis, where the obstacle of scarce
data does not apply. Distinguishing between critical and supportive media news coverage, it is
explored whether the way how the firm’s crisis responses are portrayed in the media affects
the stock price. Explicitly this relation is investigated as it is assumed that the evaluation of
the crisis responses by the media has a strong influence on how investors perceive the actions
taken by the corporation (Carroll & McCombs, 2003). The media are seen as indicator for the
consensus opinion (Davis, 2006b), wherefore a critical assessment of the response strategies
might lead to investors reallocating their assets accordingly. Hence, drawing on the evaluative
dimension of second-level agenda setting, the following hypotheses will be tested.
H7: A critical firm-specific tone in the news coverage moderates the relationship between
crisis response strategy and the stock price negatively.
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H8: A supportive firm-specific tone in the news coverage moderates the relationship between
crisis response strategy and the stock price positively.
The presented hypotheses lead to the conceptual model of this research portrayed in Figure 1.
Figure 1. Conceptual Model.
Method
Case Selection
The Volkswagen Group’s emission crisis, belonging to the preventable crisis type
(Coombs, 2007a), was chosen for the present research, since it is considered as one of the
most far-reaching global corporate crises of the last decades. The car manufacturer
intentionally installed cheating software into their diesel vehicles which led to illegal levels of
pollution (Erwing, 2015). Criminal investigations were conducted against several involved
managers and one of the largest consumer settlements in U.S. history took place with a
payment of 15 billion dollars in fines (Bomey, 2016). Further, the Volkswagen shares
plummeted more than 30 percent (Stewart, 2015), which indicates that the markets reacted
very sensitively to the occurrences. Finally, the fact that the crisis has already been covered in
numerous other research projects (cf. Zhang, Marita, Veijalainen, Wang, & Kotkov, 2016),
further implies that the case is applicable to crisis communication research.
Data Collection
News coverage. Following previous research (Scheufele et al., 2011; Strauß et al.,
2016), this study performed a manual quantitative content analysis on newspaper articles from
H1
H5, H6
Stock price
Media salience
Crisis response strategy
Firm-specific tone
H7, H8
Attribution of responsibility
H2, H3, H4
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the leading U.S. news outlets The New York Times, USA Today and The Washington Post.
The selection is motivated by the large national circulation of those newspapers in the United
States (Misachi, 2017). Furthermore, The New York Times is according to financial journalists
“perceived as the ‘fifth estate’ and ‘an independent monitor’ of the financial markets” (Strauß,
2018b, p.12) and therefore expected to have major influence on the consensus opinion and
consequently the trading decisions of investors.
The articles were retrieved from the LexisNexis database by searching for the
keywords ‘Volkswagen’ or ‘VW’ in the headlines and ‘diesel’ in the whole article. This
approach guarantees that the articles included in the sample are actually relevant and the crisis
is not only mentioned as a side issue. The timeframe was set between the 20th of September
2015 until the 31st of January 2017. Due to limited resources, it was decided to focus on the
initial crisis phase, starting with the first rumors about the manipulation and ending with the
court settlement between the Volkswagen Group and the U.S. justice department in January
2017. The initial sample consisted of 288 mostly extensive news articles, however, following
the exclusion of some irrelevant and duplicate articles during coding procedure, the final
sample consisted of 246 articles (The New York Times n = 169, USA Today n = 54, The
Washington Post n = 23).
Stock market. In order to investigate whether news media coverage leads to agenda-
setting effects on the stock market, it is required to retrieve the data from a trading market
within the same country as the news media coverage. Since the price fluctuation between
Volkswagen Group’s common stock (VLKAF) is generally in synergy with the preference
stock (VLKPF) only one has been examined. Thus, the weekly opening price of the common
stock (VLKAF) was retrieved from the second-largest American stock exchange NASDAQ
via Yahoo Finance. It must be noted that the majority of Volkswagen stocks are traded at
Frankfurt Stock Exchange in Germany. However, due to arbitrage trading stock prices adjust
between the different stock markets permanently (Shleifer & Vishny, 1997), wherefore these
circumstances do not affect the present research.
Procedure and Measurement
The codebook (see Appendix C) underlying this research consists of five different
blocks. First, some general information such as the publication date or the length of the article
are captured. The following three sections focus on the media attention, the attribution of
responsibility and the crisis response strategies. Finally, the firm-specific tone is covered.
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Media salience. The salience of the crisis in the media was measured by the number of
articles per week. This variable was not captured within the codebook, but during the data
preparation phase. First, on the basis of the recorded date, articles were assigned to weeks.
Second, during the data aggregation, a new variable describing media salience by means of
the number of articles per week was created.
Attribution of Responsibility. In order to record the attribution of responsibility, it was
distinguished between an individual and an organizational level. The individual level was
further differentiated in executives and employees at lower levels. All three variables were
measured on a dichotomous scale whether they are present or not (0/1).
Crisis response strategies. In order to construct the codebook for the present study, the
strategies from Coombs (2000, 2007a) and Benoit (1997) were clustered to the two ends of
the ‘accommodative-defensive’ continuum. This leads to eight accommodative strategies,
which are on the one hand confession, apology and corrective action. The latter was further
divided into the three subcategories product recalls, clarification and rectification.
Furthermore, the bolstering strategy and four compensation strategies were used, divided into
the target groups customers, authorities, dealers and shareholders. On the other hand, the
strategies minimization and denial, further divided into deny intention and deny knowledge of
executives as well as scapegoat are clustered as defensive crisis response strategies. It must be
noted that the scapegoat strategy was redefined for the purpose of this study, stating that a
small group of employees is blamed for the crisis. Additionally, the variables no statement,
withhold information and impede investigations were added to the proposed defensive
strategies in order to capture if the corporation actually acts, e.g. other than promised in
official statements or does not react at all. Each strategy is operationalized on a dichotomous
scale, in particular whether they are present or not (0/1).
Firm-specific tone. The firm-specific tone was measured on a 5-point Likert scale
reaching from very supportive (1) to very critical (5). This operationalization is expedient
since it offers the possibility to record if the article is completely neutral. However, before
aggregating the data, the variable was recoded creating dummies for each point on the scale in
order to avoid a ‘canceling out’ effect.
Intercoder Reliability
Test coding and intercoder reliability testing was conducted with the help of a second
coder, who was familiar with crisis communication research. Since not all variables showed
sufficient reliability coefficients after a first round of coding, adjustments were made and
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more detailed instructions as well as examples were added to the codebook. Krippendorff’s
Alpha was eventually calculated by coding a random sample (n = 32) covering all crisis
phases, which is approximately ten percent of the whole sample (Neuendorf, 2002). After this
second round of reliability testing, almost all Krippendorff’s Alpha coefficients ranged from
.77 to 1, which indicates sufficient (> .67) to very good reliability (> .90) (Krippendorff,
2004) (all reliability measures are reported in Appendix 1). The variables withhold
information and deny intention reached due to their rare presence only a reliability coefficient
of .66, which is considered as not sufficient. However, as Lombard, Snyder-Duch and
Bracken (2002, 2003) state, for explorative research, which holds true for the present study,
lower coefficients can still be accepted. Therefore, the overall reliability of the codebook was
regarded as decent.
Data Aggregation
Following past research (Van der Meer & Vliegenthart, 2018), all data were
aggregated from the unit of single articles to a weekly level in order to create richer data
points constructed through several observations. The disadvantage of this procedure
introduced by Vliegenthart (2014) is that inferences about particular articles are not possible.
However, this is out weighted by the fact, that time series analysis with aggregated data
facilitates to see general patterns and allows for stronger claims about causality (Vliegenthart,
2014). Further, in regard to a crisis that passes through different crisis stages, data aggregation
is especially useful since new upcoming issues are very likely to be discussed for several days
in the media. The weekly level seemed appropriate, since especially during the initial crisis
phase new information were revealed frequently. Therefore, a rather low data aggregation
level was required in order to fulfill the premise of causality and to be able to test agenda-
setting effects.
The data aggregation was conducted by calculating the average of the variables,
particularly by adding all articles of a week (from Monday to Sunday) and dividing it through
the total amount of articles. This procedure allows to compare weeks with a different amount
of media salience. Weeks in which no articles were published were treated as zero values in
the aggregated dataset. Moreover, the variable measuring media salience, operationalized as
articles per week, was created during this procedure.
Data Lagging. In order to conduct the time series analysis and meet the causality
claim, the media data needed to be lagged in time in relation to the stock price data points
(Vliegenthart, 2014), meaning that the media variables of the aggregated weeks are related to
STRATEGIC FINANCIAL COMMUNICATION DURING CORPORATE CRISES
15
the stock market opening prices of the following weeks. Consequently, the media variables of
week 1 were related to the stock price of week 2 within the analysis.
Method of Analysis
In order to investigate whether and how media salience and characteristics influence
the stock price of Volkswagen during the crisis multiple analyses were conducted. First, all
media variables were explored using descriptive statistics and visual graphs for the analysis
over time. Second, Pearson’s correlations as well as linear OLS regression models were
conducted to investigate whether there are linear associations and to determine the explained
variance of the stock price by the media variables. Furthermore, in order to assess whether the
inclusion of more variables in the model improves the explained variance of the stock price,
subsequently a hierarchical OLS regression, in particular a lagged dependent variable model
was employed. Thereby, the variables, whose regression model with the stock price were
(almost) significant, were included while controlling for the stock price of the week before as
a lagged dependent variable. In order to test the moderation effect of the firm-specific tone,
further multiple regression analyses were performed using PROCESS by Andrew F. Hayes
(Hayes, 2017). Due to space restrictions, only significant findings will be reported in detail.
Statistically not significant results will be reported in the Appendix. The assumptions were
tested for all significant regression models. This included tests for homoscedasticity, the
Durbin-Watson statistic, a test for normality distribution as well as multicollinearity for the
hierarchical OLS regression model.
Results
Presence of media variables
Descriptive statistics (Table 2 in Appendix B) demonstrate that on average three
articles per week were published focusing on the Volkswagen emission crisis
(M = 3.37, SD = 4.96). However, there are large differences within the crisis phases: Whereas
during the outbreak of the crisis up to 33 articles were released in one week, there were
several weeks at a later stage with no media coverage at all. With regard to attribution of
responsibility, most frequently the whole corporation is considered as responsible for the
installation of the defeat devices (M = .41, SD = .40), followed by individual executives
(M = .32, SD = .39). The most commonly used crisis response strategy by Volkswagen is a
defensive one, namely withhold information (M = .29, SD = .24), closely followed by deny
STRATEGIC FINANCIAL COMMUNICATION DURING CORPORATE CRISES
16
knowledge of executives (M = .22, SD = .32) and scapegoat (M = .20, SD = .31). The fact that
also accommodative strategies, in particular product recall (M = .20, SD = .32), and
compensation strategies such as compensation for customers (M = .23, SD = .38) are
frequently used, illustrates that the corporation did not follow one clear overall strategy.
However, when inspecting the media variables over time (Figure 2; Figure 3 and 4 in
Appendix B), it becomes apparent that the defensive strategies are rather present in the initial
crisis phase, whereas the accommodative strategies have been increasingly applied at a later
crisis stage.
Intercorrelation of media variables
The correlation matrix (Table 3 in Appendix B) implies that many media variables are
strongly correlated. In line with the expectations, different accommodative strategies are used
simultaneously. To give some examples, this holds true for obviously closely related
strategies such as apology and confession, r = .53, p < .001 or recall and compensation for
customers, r = .72, p < .001. Likewise, defensive crisis responses are present at the same time:
withhold information shows significant moderate and strong correlations with minimization,
r = .55, p < .001, deny intention, r = .60, p <.001 as well as deny knowledge of executives,
r = .44, p < .001. The latter is in turn strongly correlated with the scapegoat strategy,
r = .71, p < .001. Moreover, the use of the strategies by the organization is closely intertwined
with the attribution of responsibility as it is outlined in the news coverage. If lower level
employees are blamed, often the strategies scapegoat, r = .30, p < .05, deny knowledge of
executives, r = .45, p < .001 and deny intention, r = .34, p < .005 are present coincidently.
Relationships between media variables and stock price
In order to conduct the analysis as a first step linear regression analyses were
employed to evaluate which media variables contribute to the prediction of the stock price.
Media salience. The regression model with the stock price as dependent variable and
the media salience as independent variable is significant F (1, 71) = 10.72, p < .01. Therefore,
the model can be used to predict the stock price, although the strength of the model is only
weak, explaining 13 percent of the stock price fluctuation (R2 = .13).
Attribution of responsibility. Three linear regression models were run with the
variables measuring the attribution of responsibility as independent and the stock price as
dependent variable. The regression model testing the effect of responsibility of the
corporation is significant F (1, 71) = 6.90, p < .05 and can be used to predict the stock price.
STRATEGIC FINANCIAL COMMUNICATION DURING CORPORATE CRISES
17
The model explains 8,9 percent of the variance of the stock price, R2 = .09. In regard to
attribution of responsibility on an individual level, only the regression model with the
employees as independent variable was significant F (1, 71) = 4.96, p < .05, although the
effect was rather weak, R2 = .06.
Crisis response strategies. In order to assess if and which crisis response strategies
predict the stock price, likewise several linear regression models were conducted entering
each crisis response strategy separately as independent and the stock price as dependent
variable. None of the models is significant. However, the strategy compensation for
authorities is nearly significant, F (1, 71) = 3.31, p = .073, even if the model is very weak,
R2 = .03. Additionally, two separate linear regression models were run entering respectively
all summarized and as average computed accommodative and defensive crisis response
strategies as independent variable. However, both models are not significant, wherefore
further analyses with these constructs were not employed.
Figure 2
Time series for key variables that were included in the final research model.
Weekly opening price (VLKAF), NASDAQ stock market exchange
Responsibility: Employees
Compensation for authorities
Responsibility: Corporation
Media salience
STRATEGIC FINANCIAL COMMUNICATION DURING CORPORATE CRISES
18
OLS regression modelling
Finally, a hierarchical OLS regression model was employed in order to investigate
whether the inclusion of more news media variables in the model improves the explained
variance of the fluctuation of the stock price. All media variables that were revealed as
significant predictors in the previous conducted linear regression models were included in
blocks to the final model. Thus, the variables media salience, attribution of responsibility on
the corporation, attribution of responsibility on employees and compensation for authorities
were incorporated. Although, the linear regression model with the latter is not significant, the
variable was entered due to the potential explanatory power in a hierarchical model.
Additionally, the lagged stock price (one week) was added as a control variable.
Table 4 summarizes the results including the improvement of the model by adding
more media variables. The final model (Model 4) is statistically highly significant, R2 = .59,
F (5, 67) = 19.13, p < .001, explaining 58,8 percent of the variance of the stock price.
However, this very high explanatory power is mainly due to the addition of the stock price of
the previous week as control variable which leads to a strong statistically significant increase
compared to the previous model (Model 3), ΔR2 = .29, ΔF (1, 67) = 46.85, p < .001.
Nevertheless, solely the media variables (Model 3) still explain 30 percent of the variation of
the stock price, R2 = .30, F (4, 68) = 7.29, p < .001. Within the final model the variables media
salience, b* = -.28, t = -3.36, p < .001, 95% CI [-.92, -.24], compensation for authorities,
b* = .21, t = 2.50, p < .05, 95% CI [1.69, 15.03], as well as the lagged stock price, b* = .55,
t = 6.85, p < .001, 95% CI [.37, .67], are significant predictors of the stock price.
The robustness of the model is satisfying. The residuals are normally distributed, and
homoscedasticity is assumed. Further, the independence of observations is acceptable, as
deduced by a Durbin-Watson statistic of 2.05. Moreover, it was tested for multicollinearity.
The correlations are lower than .70 and the variance inflation factors (VIF) are in norm,
reaching from 1.06 to 1.18, which points that there is no problem with collinearity (Hair,
Black, Babin, & Anderson, 2014).
STRATEGIC FINANCIAL COMMUNICATION DURING CORPORATE CRISES
19
Table 4
Summary of hierarchical OLS regression model.
Variable Model
1 2 3 4
B SEB B SEB B SEB B SEB
Constant 146.50*** 1.39 147.05*** 1.82 146.87*** 1.75 70.99*** 11.17
Media Salience -.76** .23 -.71** .23 -.75*** .22 -.58*** .17
Responsibility: Corporation -4.50 2.87 -5.92* 2.82 -.4.09 2.20
Responsibility: Employees 8.60* 4.01 6.689 3.93 5.28 3.05
Compensation for authorities 10.92* 4.30 8.36* 3.34
Lagged stock price .52*** .08
R2 .13 .23 .30 .59
ΔR2 .13 .10 .07 .29
F 10.72** 7.02*** 7.29*** 19.13***
ΔF 10.72** 4.62* 6.45* 46.85***
Note. N = 73
*Significance at p < .05 **Significance at p < .01 ***Significance at p < .001
Moderating effect of firm-specific tone
In order to answer RQ4 and to assess whether the firm-specific tone moderates the
relationship between the crisis response strategy and the stock price, an extended analysis was
employed using PROCESS (Hayes, 2017). Thereby, the single crisis response strategy that
has shown to have a significant effect, namely compensation for authorities, was included as
independent variable while the stock price was entered as dependent variable. While
controlling for the other media variables and the lagged stock price as covariates, three
multiple regression models were conducted using the recoded dummy variables very critical,
critical and neutral tone. Due to the fact that the supportive and very supportive tone are
(almost) not present, the moderation could not be tested.
All three regression models are significant (see Table 5 in Appendix B), however, only
the model with the critical tone shows a significant interaction effect with the crisis response
strategy, F (7,65) = 14.86, p < .001. The independent variables predict 62 percent of the total
variance of the stock price, R2 = .62. Confirming the results of the previously employed
STRATEGIC FINANCIAL COMMUNICATION DURING CORPORATE CRISES
20
regression model, media salience, compensation for authorities as well as the lagged stock
price, entered to the model as control variable, are significant predictors of the stock price.
Moreover, the interaction effect significantly predicts the dependent variable, b = -23.25,
t = -2.15, p < .05, 95% CI [-44.88, -1.63].
Summarizing the findings
Based on these results, H1 can be supported: When the media salience concerning the
Volkswagen crisis increases, the stock price decreases during the observed crisis period.
Therefore, media salience can be used to predict stock market fluctuations within crisis
situations on a weekly aggregated level. With regard to the attribution of responsibility, H2,
H3 and H4 need to be rejected. When controlling for the other media variables, neither the
attribution of responsibility on an organizational nor on the two individual levels do
significantly predict the stock price. Furthermore, with respect to the crisis response
strategies, H6 needs to be clearly rejected. None of the defensive strategies, used in this
research did show a significant effect on the stock price. However, inferences about the effect
of accommodative crisis response strategies must be made in a more differentiated manner:
At least one of the accommodative strategies, namely compensation for authorities, did show
a significant effect on the stock price. Nevertheless, H5 needs to be rejected since the
direction of the effect is the opposite than predicted: An increase in the respective defensive
response strategy leads to an increase in the stock price as well. Finally, in terms of the firm-
specific tone, H8 cannot be answered at all due to the absence of a supportive tone in the
sample. However, H7 can be partially supported: While a very critical tone did not show an
interaction effect, a critical tone in the news coverage had indeed a moderating effect on the
relationship between the crisis response strategy and the stock price. This points that the way
a crisis response strategy is presented in the news does indeed affect investors’ perceptions.
STRATEGIC FINANCIAL COMMUNICATION DURING CORPORATE CRISES
21
Figure 5. Overview significant results.
Discussion
This study aimed to investigate whether media salience and characteristics of news
media coverage improve the prediction of corporations’ stock prices during a crisis.
Particularly, this study explored if attribution of responsibility, crisis response strategies and
firm-specific tone can be used to predict stock market fluctuations and thereby extends past
research that mainly focused on media salience and emotionality in non-crisis situations (Fang
& Peress, 2009; Strauß et al., 2018; Tetlock, 2007). This has been done by means of a case
study of the Volkswagen Group’s emission crisis. Thereby, news articles of three major U.S.
news outlets have been content analyzed and associated with the Volkswagen Group’s
common stock (VLKAF) at NASDAQ stock exchange.
The results reveal that media salience negatively influences the stock price. Hence,
investors seem to judge the severity of the crisis by how much attention the media as a
reflector of the consensus opinion (Davis, 2006b) devote to the issue. This finding answering
to RQ1 confirms earlier findings from research investigating the relationship in non-crisis
situations (Fang & Peress, 2009; van der Meer & Vliegenthart, 2018) as well as during the BP
oil spill crisis (Kleinnijenhuis et al., 2015). The negative influence can on the one hand be
justified by the general negativity bias related to economic news in the media (Van der Meer
& Vliegenthart, 2018), intensified by the uncertainty on the markets (Strauß et al., 2016).
Additionally, a crisis already implies negative news and it is very likely that the additional
media salience about the firm is devoted to the misconduct. This reasoning accounts for the
fact why other studies found a positive effect of media salience on the stock price in non-
crisis situations (Alanyali et al., 2013; Strycharz et al., 2018). However, as this study did not
b = - 23.25
b* = - .28 Articles per week
Stock price b* = .21 Compensation
for authorities
Critical tone Lagged stock price
b* = .55
STRATEGIC FINANCIAL COMMUNICATION DURING CORPORATE CRISES
22
systematically cover all characteristics of the media coverage, such as media frames (cf.
Nijkrake, Gosselt, & Gutteling, 2015), we can only suspect which media contents are
accountable for the downward pressure on the stock. With regard to the specific crisis
situation, it would be conceivable that the profound discussion of the legal and therewith
significant financial threats as well as the long-lasting speculations about the responsibilities
might have strongly contributed. This rationale revives the logic of SCCT that takes the crisis
responsibility as indicator about the severity of the reputational and hence financial damage
(Coombs, 2007a).
With regard to RQ2, the results do not suggest that different levels of attribution of
responsibility do affect the stock price. However, the attribution of responsibility on the
corporation as well as the employees are almost significant and might therefore still
contribute to stock price predictions, even if not evident in this case study. As a matter of fact,
it must be noted that the directions of those insignificant effects actually follow the predicted
logic: While in case the whole organization is regarded as responsible the stock price
declines, in contrast, when only a small group of employees is blamed, the stock price rises.
This can be obviously explained by the notion that in the latter case, the issue can be solved
much easier, faster and especially more cost-effective. Further, in regard to the reputational
damage which goes along with the financial performance of a corporation (Wei et al., 2017),
the accusation of a few employees constitutes the whole organization as a victim. This might
benefit the organization, since crisis of a victim type are considered to be less threatening
(Coombs, 2007b).
With respect to the crisis response strategies Volkswagen applied, this study did only
identify one accommodative strategy that influenced the stock price: The announcement of
compensation payments to the authorities appeared to have a positive effect on the stock
price. This finding contradicts the predicted direction, since it was assumed that concessions
are rather seen critical by investors due to the fact that they result in increased costs. Due to
the explorative character of this research, the results cannot be related to many past findings.
However, Marcus & Goodman (1991) equally concluded that accommodative signals by the
management of a corporation after a crisis serve stakeholder’s interests. Thus, in order to
make sense of this result, one could argue that the payment of fines to the authorities mark an
end of the crisis and are therefore appreciated by investors, who strive to reduce uncertainties
(Avery & Zemsky, 1998; Thompson, 2013). Following this notion, it is logical, that
compensation payments for customers on the contrary do not affect the price. First, those
payments are more unpredictable due to the high number of affected cars and the uncertainty
STRATEGIC FINANCIAL COMMUNICATION DURING CORPORATE CRISES
23
how to fix the defects. Second, a settlement with the authorities might have a more ultimate
character due to the regulatory power they hold. However, none of the other accommodative
and defensive strategies examined within this research did show a significant effect on the
stock price. This lack of effects can be explained by taking the application of the strategies by
Volkswagen over time into account. The corporation did not follow one stringent strategy, on
the contrary, Volkswagen rather used opposed strategies at the same time and repeatedly
during different crisis stages. This obscure pattern of conduct and the many turns during the
crisis course complicates it for investors to get a clear picture about the occurrences.
Therefore, the rather limited findings in regard to RQ3 can be traced back to these
circumstances.
Moreover, with regard to the firm-specific tone, the effect of a supportive tone could
not be tested due to the absence within the sample. However, this research found a
moderating negative effect of a critical tone on the relationship between the compensation
strategy for authorities and the stock price. As past studies have argued, this might be due to a
general skepticism and negativism in the media (Strauß et al., 2016; van der Meer &
Vliegenthart, 2018), strengthened by the fact that a crisis is automatically associated with
negative issues. In the present case, compensation payments, generally seen as positive
reputational actions (Coombs, 2007a), conveyed with a critical tone in the news coverage
seem to trigger skepticism. The findings on an aggregate weekly level are in line with
research by Ahmad et al. (2015) who found that an increase of firm-specific negative tone
leads to a lower firm-level stock return on the next day. Despite not focusing on firm-specific
but general tone, multi-directional influence of sentiments and tone on financial outcomes
were likewise detected in several previous studies (Strycharz et al., 2018; Tetlock, 2007).
However, the results also contradict previous findings by Scheufele et al. (2001) or Strauß et
al. (2016) who did not detect a moderating effect of emotions in the media on a daily
aggregated level. Drawing conclusions from these findings, it must be reasoned that a critical
tone does not show consistent effects on the corporation’s stock price, since an effect of very
critical tone could not be identified. Due to these ambiguous findings, inferences must be
made very carefully, and the results can be rather seen as a first indication than a clear
comprehension.
All in all, the findings suggest that media salience and characteristics can help to
predict the fluctuation of stock prices during a crisis. However, only very few in the present
study examined characteristics of the news media coverage appear to influence the stock
price. In this sense, it is important to emphasize the explorative character of this study, which
STRATEGIC FINANCIAL COMMUNICATION DURING CORPORATE CRISES
24
intended to extend crisis communication research by focusing on corporate financial
performance. Following this notion, the results are quite promising and moreover the amount
of explained variance exceeds many studies exploring the interdependence between media
coverage and stock prices within non-crisis situations (cf. Strycharz et al., 2018; van der Meer
& Vliegenthart, 2018). This makes certainly sense considering that investors are particularly
sensitive during a crisis. According to investor surveys, the ‘quality of management’ is
besides ‘financial status’ one of the most important factors when judging about firms (MORI,
1998, 2000 as cited in Davis, 2006b). Hence, during a crisis when a firm’s survival is
potentially at stake (Coombs, 2007a), the management’s performance is exceedingly subject
of attentive observations. Additionally, uncertainty facilitates herd-like tendencies (Avery &
Zemsky, 1998), meaning that investors increasingly monitor how the market reacts, e.g. by
considering media coverage and as a result response collectively. On these grounds, agenda-
setting effects seem to intensify compared to regular times, which accounts for the stronger
effect sizes. However, the importance of the financial status emphasizes that news media only
help to a certain extent to explain market volatility, since there are obviously a variety of
other, mostly financial factors such as balance sheets that exert influence.
Concluding, the findings clearly demonstrate with regard to strategic financial
communication that media relations matter – especially during times of crises that are
characterized by high uncertainty. By providing information and evaluations about
corporations, media hold the power to form expectations and shape opinions which in turn
affect the environment and conditions under which firms compete (Rindova & Fombrun,
1999; Pollock & Rindova, 2003).
Limitations and Future Research
This study comes along with a number of limitations. First, this study only examines
one specific organizational crisis, and therefore, generalizations are hard to draw.
Comparative research is called for to explore if the findings in regard to the Volkswagen case
also applies to other corporate crises.
Another major limitation concerns the media sample. Due to availability reasons, only
general news outlets have been incorporated. However, future research should equally include
financial newspapers such as The Wall Street Journal (cf. Alanyali et al., 2013; Tetlock,
2007) when exploring investor agenda-setting effects. Additionally, as past research suggests
(Bollen et al., 2011; Strauß et al., 2017; Zhang, Fuehres, & Gloor, 2011) the integration of
STRATEGIC FINANCIAL COMMUNICATION DURING CORPORATE CRISES
25
online news media sources should be considered to obtain a more comprehensive
understanding of stock market reactions. This is required based on the logical reasoning that
globalization and digital technologies increase the pace information are spread via (social)
media. Thus, print news coverage is possibly already outdated when published (Davis, 2006a;
Van der Meer & Vliegenthart, 2018). Concurrently, the stock markets nowadays are
characterized by algorithm based high-frequency trading (Kleinnijenhuis et al., 2013).
However, the choice of the media and the time lag must always be aligned. The causality
claim only holds true if the cause precedes the consequences (Vliegenthart, 2014). In this
sense, one can question the methodological decision to aggregate the data. However, it was
argued that a crisis passes through different stages and this procedure allows to limit the
amount of zero values, which could distort the results. With regard to future research, it
should yet be considered to define crisis stages in order to facilitate the detection of patterns
in the use of crisis response strategies.
The selection of the news outlets was based on the logic of AST and the consensus
market opinion, that is expected to be reflected in the leading national newspapers. However,
in fact we are neither able to identify the individual news consumption of investors, nor do we
know on which specific media information investors base their trading decisions (Scheufele et
al., 2011). Besides, the fact that many shares are part of a portfolio and therefore not traded
independently is a general difficulty in assessing isolated media effects on the stock markets
(Scheufele & Haas, 2008). The situation is aggravated by the notion that there are different
kind of investors as outlined by Scheufele et al. (2011). This uncertainty is a ‘black box’ and
seems to be the major challenge for studies investigating media effects on the stock market
(Scheufele et al., 2011). Capturing the latter notions, future research is encouraged to include
a broader range of news sources in order to take different kind of investors and their possibly
different habits of news consumption into account.
Lastly, as already indicated, this study shows some weaknesses in regard to the
measurement of the firm-specific tone conveyed in the media. The results are rather
ambiguous and likewise are the findings from previous studies. The various definitions and
operationalizations that have been applied by scholars to measure this construct, including
automated analysis tools such as dictionaries (cf. Tetlock, 2007; Strauß et al., 2016; Strycharz
et al., 2018) imply that an accurate approach has not been found so far. Therefore, future
research is encouraged to systematically investigate the (moderating) influence of tone and
emotionality in the media coverage on the stock market.
STRATEGIC FINANCIAL COMMUNICATION DURING CORPORATE CRISES
26
Implications
This study has contributed to communication science literature in several ways: First,
from a theoretical perspective, this study showcased how to integrate crisis and financial
communication research by drawing on the SCCT framework and relating it to a firm’s
financial performance. Thereby, AST was extended to the so far scarcely investigated
stakeholder group of investors, contrary to the extensive body of research on the public’s
perception of crisis communication (e.g. Coombs & Holladay, 2002; Claeys et al., 2010). The
results suggest that especially first-level agenda-setting effects occur during a corporate crisis.
Media salience on a corporate crisis leads to a downward pressure on the firm-level stock.
Moreover, also second-level agenda setting effects have been detected on a substantial as well
as evaluative dimension, demonstrating the validity of all aspects of AST for investors.
Additionally, the well-investigated situational crisis factor attribution of responsibility
(Coombs, 2007a) was examined on a new level, differentiating between an organizational and
two individual levels, in particular between executives and employees. In this sense, this
study will hopefully guide future research by pointing out a new dimension of crisis
communication research and showcasing how to approach the topic empirically.
Moreover, several practical implications can be deducted from the results of this study.
First, the general importance of media relations when managing financial performance in
times of crises must be stressed. As other researchers suggested, the presentation of crisis
responses in media news coverage might appear to be more credible than information a
corporation provides via their own channels (Pollok & Rindowa, 2003; van der Meer &
Vliegenthart, 2018). However, this does not mean that communication managers should
constantly be in touch with journalists. Instead, the fact that media salience influences the
stock price negatively during a crisis points that practitioners are advised to carefully consider
timing and evidence base. This counts especially for providing statements of the CEO or
executives due to the fact that this kind of information usually lead to high media awareness
(Zerfass et al., 2016). Consequently, constant media monitoring and evaluations are required.
Thereby, communication managers should especially pay attention to a media discourse about
legal consequences, since results of this study reveal that strategies related to legal issues
affect the stock price.
Furthermore, with regard to the choice of crisis response strategies, the results indicate
that accommodative strategies do not necessarily negatively affect the stock price as assumed.
Quite the contrary: Accommodative strategies can have a positive impact if they indicate at
STRATEGIC FINANCIAL COMMUNICATION DURING CORPORATE CRISES
27
the same time that the issue will be solved near-term and the firm can return to normal levels.
Lastly, this study implicates that communications managers should prioritize when facing a
corporate crisis which stakeholder group is most important and incorporate this notion into
choice of crisis response strategies (Benoit, 1997; Lamin & Zaheer, 2012).
STRATEGIC FINANCIAL COMMUNICATION DURING CORPORATE CRISES
28
References
Ahmad, K., Han, J., Hutson, E., Kearney, C., & Liu, S. (2016). Media-expressed negative
tone and firm-level stock returns. Journal of Corporate Finance, 37, 152-172. doi:
10.1016/j.jcorpfin.2015.12.014.
Alanyali, M., Moat, H. S., & Preis, T. (2013). Quantifying the relationship between financial
news and the stock market. Scientific reports, 3, 3578. doi: 10.1038/srep03578
An, S. K., & Gower, K. K. (2009). How do the news media frame crises? A content analysis
of crisis news coverage. Public Relations Review, 35(2), 107-112. doi:
10.1016/j.pubrev.2009.01.010
Austin, L., Fisher Liu, B., & Jin, Y. (2012). How audiences seek out crisis information:
Exploring the social-mediated crisis communication model. Journal of Applied
Communication Research, 40(2), 188-207. doi: 10.1080/00909882.2012.654498
Avery, C., & Zemsky, P. (1998). Multidimensional Uncertainty and Herd Behavior in
Financial Markets. The American Economic Review, 88(4), 724-748.
Benoit, W. L. (1997). Image repair discourse and crisis communication. Public relations
review, 23(2), 177-186. doi: 10.1016/S0363-8111(97)90023-0
Bikhchandani, S., & Sharma, S. (2000). Herd behavior in financial markets. IMF Staff papers,
47(3), 279-310. doi: 10.2307/3867650
Bollen, J., Mao, H., & Zeng, X. (2011). Twitter mood predicts the stock market. Journal of
computational science, 2(1), 1-8. doi: 10.1016/j.jocs.2010.12.007
Bomey, N. (2016, October 25). Judge approves $15B Volkswagen settlement. USA Today.
Retrieved from: https://www.usatoday.com/story/money/cars/2016/10/25/volkswagen-
settlement-approved/92719174/
Campbell, G., Turner, J. D., & Walker, C. B. (2012). The role of the media in a bubble.
Explorations in Economic History, 49(4), 461–481. doi: 10.1016/j.eeh.2012.07.002
Carroll, C. E., & McCombs, M. (2003). Agenda-setting effects of business news on the
public’s images and opinions about major corporations. Corporate Reputation Review,
6, 36–46. doi: 10.1057/palgrave.crr.1540188
Chen, Y., Ganesan, S., & Liu, Y. (2009). Does a firm's product-recall strategy affect its
financial value? An examination of strategic alternatives during product-harm crises.
Journal of Marketing, 73(6), 214-226. doi: 10.1509/jmkg.73.6.214
STRATEGIC FINANCIAL COMMUNICATION DURING CORPORATE CRISES
29
Chernov, G., Valenzuela, S., & McCombs, M. (2011). An experimental comparison of two
perspectives on the concept of need for orientation in agenda-setting theory. Journalism
& Mass Communication Quarterly, 88(1), 142-155. doi: 10.1177/107769901108800108
Claeys, A. S., Cauberghe, V., & Vyncke, P. (2010). Restoring reputations in times of crisis:
An experimental study of the Situational Crisis Communication Theory and the
moderating effects of locus of control. Public Relations Review, 36(3), 256-262. doi:
10.1016/j.pubrev.2010.05.004
Coombs, W. T. (1995). Choosing the right words: The development of guidelines for the
selection of the “appropriate” crisis-response strategies. Management communication
quarterly, 8(4), 447-476. doi: 10.1177/0893318995008004003
Coombs, W. T. (2000). Designing post-crisis messages: Lessons for crisis response strategies.
Review of Business, 21(3/4), 37.
Coombs, W. T. (2007a). Protecting organization reputations during a crisis: The development
and application of situational crisis communication theory. Corporate reputation
review, 10(3), 163-176. doi: 10.1057/palgrave.crr.1550049
Coombs, W. T. (2007b). Attribution theory as a guide for post-crisis communication
research. Public Relations Review, 33(2), 135-139. doi: 10.1016/j.pubrev.2006.11.016
Coombs, W. T., & Holladay, S. J. (2002). Helping crisis managers protect reputational assets:
Initial tests of the situational crisis communication theory. Management Communication
Quarterly, 16(2), 165-186. doi: 10.1177/089331802237233
Davis, A. (2006a). Media effects and the question of the rational audience: lessons from the
financial markets. Media, Culture & Society, 28(4), 603-625. doi:
10.1177/0163443706065035
Davis, A. (2006b). The role of the mass media in investor relations. Journal of
Communication Management, 10(1), 7-17. doi: 10.1108/13632540610646337
Davison, W. P. (1983). The third-person effect in communication. Public opinion quarterly,
47(1), 1-15. doi: 10.1086/268763
De Long, J. B. D., Shleifer, A., Summers, L. H., & Waldmann, R. J. (1990). Noise trader risk
in financial markets. Journal of Political Economy, 98(4), 703–738. doi:
10.1086/261703
Deephouse, D. L. (2000). Media reputation as a strategic resource: An integration of mass
communication and resource-based theories. Journal of management, 26(6), 1091-1112.
doi: 10.1177/014920630002600602
STRATEGIC FINANCIAL COMMUNICATION DURING CORPORATE CRISES
30
Erwing, J. (2015, September 21). Volkswagen Stock Falls as Automaker Tries to Contain
Fallout. The New York Times. Retrieved from:
https://www.nytimes.com/2015/09/22/business/international/volkswagen-shares-
recall.html
Fang, L., & Peress, J. (2009). Media coverage and the cross-section of stock returns. The
Journal of Finance, 64(5), 2023-2052. doi: 10.1111/j.1540-6261.2009.01493.x
Hair, J. F., Black, W. C., Babin, B. J., & Anderson, R. E. (2014). Multivariate data analysis
(7th ed.). Essex, UK: Pearson.
Hallahan, K. (1999). Seven models of framing: Implications for public relations. Journal of
public relations research, 11(3), 205-242. doi: 10.1207/s1532754xjprr1103_02
Hayes, A. (2017). Introduction to Mediation, Moderation, and Conditional Process Analysis:
A Regression-Based Approach. New York: Guilford Press.
Holladay, S. J. (2009). Crisis communication strategies in the media coverage of chemical
accidents. Journal of Public Relations Research, 21(2), 208-217, doi:
10.1080/10627260802557548
Jang, W. Y. (2007). Media exposure or media hype: Evidence from initial public offering
stocks in Taiwan. Journal of Media Economics, 20(4), 259-287. doi:
10.1080/08997760701668151
Kiousis, S., Mitrook, M., Wu, X., & Seltzer, T. (2006). First-and second-level agenda-
building and agenda-setting effects: Exploring the linkages among candidate news
releases, media coverage, and public opinion during the 2002 Florida gubernatorial
election. Journal of Public Relations Research, 18(3), 265-285. doi:
10.1207/s1532754xjprr1803_4
Kleinnijenhuis, J., Schultz, F., Oegema, D., & Van Atteveldt, W. (2013). Financial news and
market panics in the age of high-frequency sentiment trading algorithms. Journalism,
14(2), 271-291. doi: 10.1177/1464884912468375
Kleinnijenhuis, J., Schultz, F., Utz, S., & Oegema, D. (2015). The mediating role of the news
in the BP oil spill crisis 2010: How US news is influenced by public relations and in
turn influences public awareness, foreign news, and the share price. Communication
Research, 42(3), 408-428. doi: 10.1177/0093650213510940
Krippendorff, K. (2004). Content analysis: An introduction to its methodology. Thousand
Oaks, California: Sage.
STRATEGIC FINANCIAL COMMUNICATION DURING CORPORATE CRISES
31
Lamin, A., & Zaheer, S. (2012). Wall Street vs. Main Street: Firm strategies for defending
legitimacy and their impact on different stakeholders. Organization Science, 23(1), 47-
66. doi: 10.1287/orsc.1100.0631
Lombard, M., Snyder-Duch, J., & Bracken, C. C. (2002). Content analysis in mass
communication: Assessment and reporting of intercoder reliability. Human
communication research, 28(4), 587-604. doi: 10.1111/j.1468-2958.2002.tb00826.x
Lombard, M., Snyder-Duch, J., & Bracken, C. C. (2003). Correction. Human Communication
Research, 29, 469-472.
Lux, T. (1995). Herd behaviour, bubbles and crashes. The economic journal 105(431), 881-
896. doi: 10.2307/2235156
Ma, L., & Zhan, M. (2016). Effects of attributed responsibility and response strategies on
organizational reputation: A meta-analysis of situational crisis communication theory
research. Journal of Public Relations Research, 28(2), 102-119. doi:
10.1080/1062726X.2016.1166367
Malkiel, B. G., & Fama, E. F. (1970). Efficient capital markets: A review of theory and
empirical work. The journal of Finance, 25(2), 383-417. doi: 10.1111/j.1540-
6261.1970.tb00518.x
Marcus, A. A., & Goodman, R. S. (1991). Victims and shareholders: The dilemmas of
presenting corporate policy during a crisis. Academy of management journal, 34(2),
281-305. doi: 10.5465/256443
McCombs, M. E., & Shaw, D. L. (1972). The agenda-setting function of mass media. Public
opinion quarterly, 36(2), 176-187. doi: 10.1086/267990
McCombs, M. E., Shaw, D. L., & Weaver, D. H. (2014). New directions in agenda-setting
theory and research. Mass communication and society, 17(6), 781-802. doi:
10.1080/15205436.2014.964871
Misachi, J. (2017, August 1st). The 10 Most Popular Daily Newspapers In The United States.
World Atlas. Retrieved from https://www.worldatlas.com/articles/the-10-most-popular-
daily-newspapers-in-the-united-states.html
MORI (1998). Captains of Industry. London: MORI.
MORI (2000). Attitudes of UK Institutional Investors and City Analysts. London: MORI.
Neuendorf, K. A. (2002). The content analysis guidebook. Sage.
Nijkrake, J., Gosselt, J. F., & Gutteling, J. M. (2015). Competing frames and tone in corporate
communication versus media coverage during a crisis. Public relations review, 41(1),
80-88. doi: 10.1016/j.pubrev.2014.10.010
STRATEGIC FINANCIAL COMMUNICATION DURING CORPORATE CRISES
32
Scheufele, D. A., & Tewksbury, D. (2007). Framing, agenda setting, and priming: The
evolution of three media effects models. Journal of communication, 57(1), 9-20. doi:
10.1111/j.0021-9916.2007.00326.x
Scheufele, B., & Haas, A. (2008). Die Rolle der Unternehmensberichterstattung am
Aktienmarkt. Eine Zeitreihenanalyse des Zusammenhangs zwischen der Print-, Online-
und Fernsehberichterstattung sowie den Handelsvolumina und Kursen ausgewählter
deutscher Aktien. M&K Medien & Kommunikationswissenschaft, 56(3-4), 347-367. doi:
10.5771/1615-634x-2008-3-4-347
Scheufele, B., Haas, A., & Brosius, H. B. (2011). Mirror or molder? A study of media
coverage, stock prices, and trading volumes in Germany. Journal of Communication,
61(1), 48-70. doi: 10.1111/j.1460-2466.2010.01526.x
Shleifer, A., & Vishny, R. W. (1997). The limits of arbitrage. The Journal of Finance, 52(1),
35-55. doi: 10.1111/j.1540-6261.1997.tb03807.x
Stewart, J. B. (2015, September 24). Problems at Volkswagen Start in the Boardroom. The
New York Times. Retrieved from:
https://www.nytimes.com/2015/09/25/business/international/problems-at-volkswagen-
start-in-the-boardroom.html.
Strauß, N. (2018). The role of trust in investor relations: a conceptual framework. Corporate
Communications: An International Journal, 23(1), 2-16. doi: 10.1108/CCIJ-04-2017-
0026
Strauß, N. (2018b). Financial journalism in today’s high-frequency news and information era.
Journalism, 20(2), 274–291. doi: 10.1177/1464884917753556
Strauß, N., Vliegenthart, R., & Verhoeven, P. (2016). Lagging behind? Emotions in
newspaper articles and stock market prices in the Netherlands. Public Relations Review,
42(4), 548-555. doi: 10.1016/j.pubrev.2016.03.010
Strauß, N., Vliegenthart, R., & Verhoeven, P. (2018). Intraday News Trading: The Reciprocal
Relationships Between the Stock Market and Economic News. Communication
Research, 45(7), 1054–1077. doi: 10.1177/0093650217705528
Strycharz, J., Strauss, N., & Trilling, D. (2018). The role of media coverage in explaining
stock market fluctuations: Insights for strategic financial communication. International
Journal of Strategic Communication, 12(1), 67-85. doi:
10.1080/1553118X.2017.1378220
STRATEGIC FINANCIAL COMMUNICATION DURING CORPORATE CRISES
33
Pollock, T. G., & Rindova, V. P. (2003). Media legitimation effects in the market for initial
public offerings. Academy of Management Journal, 46(5), 631-642. doi:
10.5465/30040654
Rindova, V. P., & Fombrun, C. J. (1999). Constructing competitive advantage: the role of
firm–constituent interactions. Strategic management journal, 20(8), 691-710. doi:
10.1002/(SICI)1097-0266(199908)20:8<691::AID-SMJ48>3.0.CO;2-1
Tetlock, P. C. (2007). Giving content to investor sentiment: The role of media in the stock
market. The Journal of finance, 62(3), 1139-1168. doi: 10.1111/j.1540-
6261.2007.01232.x
Thompson, P. A. (2013). Invested interests? Reflexivity, representation and reporting in
financial markets. Journalism, 14(2), 208-227. doi: 10.1177/1464884912474201
Van der Meer, T. G., & Vliegenthart, R. (2018). The consequences of being on the agenda:
The effect of media and public attention on firms’ stock market performance.
Communications, 43(1), 5-24. doi: 10.1515/commun-2017-0027
Van der Meer, T. G., Verhoeven, P., Beentjes, J. W., & Vliegenthart, R. (2017). Disrupting
gatekeeping practices: Journalists’ source selection in times of crisis. Journalism, 18(9),
1107-1124. doi: 10.1177/1464884916648095
Van der Meer, T. G., Verhoeven, P., Beentjes, H. W., & Vliegenthart, R. (2017).
Communication in times of crisis: The stakeholder relationship under pressure. Public
Relations Review, 43(2), 426-440. doi: 10.1016/j.pubrev.2017.02.005
Van der Meer, T. G., Verhoeven, P., Beentjes, H., & Vliegenthart, R. (2014). When frames
align: The interplay between PR, news media, and the public in times of crisis. Public
Relations Review, 40(5), 751-761. doi: 10.1016/j.pubrev.2014.07.008
Verhoeven, J. W., Van Hoof, J. J., Ter Keurs, H., & Van Vuuren, M. (2012). Effects of
apologies and crisis responsibility on corporate and spokesperson reputation. Public
Relations Review, 38(3), 501-504. doi: 10.1016/j.pubrev.2012.02.002
Vliegenthart, R. (2014). Moving up. Applying aggregate level time series analysis in the
study of media coverage. Quality & quantity, 48(5), 2427-2445. doi: 10.1007/s11135-
013-9899-0
Weiner, B. (1985) ‘An attributional theory of achievement motivation and emotion’.
Psychology Review, 92, 548–573. doi: 10.1037/0033-295X.92.4.548
Weiner, B. (1986). An attributional theory of motivation and emotion. New York, NY:
Springer-Verlag.
STRATEGIC FINANCIAL COMMUNICATION DURING CORPORATE CRISES
34
Wei, J., Ouyang, Z., & Chen, H. (2017). Well known or well liked? The effects of corporate
reputation on firm value at the onset of a corporate crisis. Strategic Management
Journal, 38(10), 2103-2120. doi: 10.1002/smj.2639
Zhang, X., Fuehres, H., & Gloor, P. A. (2011). Predicting stock market indicators through
twitter “I hope it is not as bad as I fear”. Procedia-Social and Behavioral Sciences, 26,
55-62. doi: 10.1016/j.sbspro.2011.10.562
Zhang, B., Marita, V., Veijalainen, J., Wang, S., & Kotkov, D. (2016). The Issue Arena of a
Corporate Social Responsibility Crisis–The Volkswagen Case in Twitter. Studies in
Media and Communication, 4(2), 32-43. doi: 10.11114/smc.v4i2.1746
Zerfass, A., Verčič, D., & Wiesenberg, M. (2016). Managing CEO communication and
positioning: A cross-national study among corporate communication leaders. Journal of
communication management, 20(1), 37-55. doi: 10.1108/JCOM-11-2014-0066
Zhou, L., & Shin, J. H. (2017). Does stealing thunder always work? A content analysis of
crisis communication practice under different cultural settings. Public Relations Review,
43(5), 1036-1047. doi: /10.1016/j.pubrev.2017.08.004
STRATEGIC FINANCIAL COMMUNICATION DURING CORPORATE CRISES
35
Appendix A
Table 1
Intercoder Reliability. Variable Krippendorff’s Alpha
Media Attention
Salience (scale) .92
Salience (word count) .87
Attribution of Responsibility
Organizational Level: Corporation .80
Individual Level: Executives .93
Individual Level: Employees .87
Crisis response strategies
No relation to any crisis response strategy 1
Accommodative
Confession .92
Apology .80
Corrective action: Product recall 1
Corrective action: Clarification .82
Corrective Action: Rectification .77
Compensation for customers .84
Compensation for authorities .92
Compensation for dealers **
Compensation for shareholders 1
Bolstering .79
Defensive
No statement of the organization 1
Withholding of information .66*
Minimization .79
Denial: Deny intention .66*
Denial: Deny knowledge of executives .87
Impede investigations .80
Scapegoat .89
Tone
Firm-specific tone .83
Note. N = 32
*variable is mostly not present
** variable is not present at all, Krippendorff’s Alpha cannot be calculated
STRATEGIC FINANCIAL COMMUNICATION DURING CORPORATE CRISES
36
Appendix B
Table 2
Descriptive Statistics for the media variables.
Variable Mean SD
Media Attention Number of articles per week 3.4 4.96 Attribution of Responsibility Organizational Level: Corporation .41 .40 Individual Level: Executives .32 .39 Individual Level: Employees .13 .28 Crisis response strategies No relation to any crisis response strategy .10 .23 Accommodative Confession .11 .23 Apology .06 .17 Corrective action: Product recall .20 .32 Corrective action: Clarification .18 .29 Corrective action: Rectification .14 .28 Compensation for customers .23 .38 Compensation for authorities .11 .26 Compensation for dealers .03 .00 Compensation for shareholders .00 .02 Bolstering .03 .17 Defensive No statement of the organization .14 .27 Withhold information .29 .24 Minimization .16 .29 Denial: Deny intention .12 .22 Denial: Deny knowledge of executives .22 .32 Impede investigations .16 .25 Scapegoat .20 .31 Firm-specific tone Very Critical Tone .28 .33 Critical Tone .39 .38 Neutral Tone .13 .26 Supportive Tone .01 .04 Very supportive Tone .00 .00
Note. N = 73
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Figure 3
Presence of accommodative strategies over time.
Note. Data are aggregated on a weekly level.
Confession Apology
Corrective action: Product recall Corrective action: Clarification
Corrective action: Rectification Compensation for customer
Compensation for authorities Compensation for dealers
Bolstering Compensation for shareholders
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Figure 4
Presence of defensive crisis response strategies and attribution of responsibility over time.
Note. Data are aggregated on a weekly level.
Withhold information No statement from the organization
Deny intention to cause harm Deny knowledge of executives
Impede investigations Minimization
Scapegoat Responsibility: Corporation
Responsibility: Employees Responsibility: Executives
Table 3
Correlation Matrix.
Note. N = 73 *Significance at p < .05 **Significance at p < .01 ***Significance at p < .001
Variable 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
1 Lagged stock price
2 Stock price .65***
3 Media salience -.16 -.36**
4 Responsibility: Corporation -,16 -.30* .21
5 Responsibility: Executives .02 .10 .23 -.23
6 Responsibility: Employees .11 .26* .05 -.23 .46***
7 No relation .16 -.09 .07 .10 .11 -.06
8 Confession -.07 -.09 .43*** .31** .25* .09 -.09
9 Apology -.05 -.10 .35** .25* .15 -.04 -.08 .53***
10 Recall -.09 .01 .10 .39** -.09 .09 -.15 .18 .06
11 Clarification -.24* -.14 .23 .14 .40** .23 -.11 .32** .43*** .18
12 Rectification -.15 -.13 .19 -.05 .39** -.07 -.06 .22 .29* -.11 .55***
13 Compensation customer -.01 .06 .01 .43*** -.12 .00 -.22 .26* .29* .72*** .17 -.04
14 Compensation authorities .08 .21 .12 .18 .03 .15 -.17 .43*** .03 .40*** .01 -.19 .46***
15 Compensation dealers -.05 -.05 -.06 .28* -.16 -.10 -.08 -.08 -.07 -.07 -.12 -.10 -.07 -.00
16 Compensation shareholders -.03 -.12 .06 .17 -.10 -.06 -.05 .03 .07 -.01 -.00 -.06 -.07 -.05 -.02
17 Bolstering -.12 -.11 -.04 .05 .10 -.05 -.08 .31** .45*** -.10 .24* .25* .10 -.08 -.04 .10
18 No statement -.14 -.16 .11 -.06 .10 .17 -.07 .04 .19 -.09 .03 .13 -.10 -.01 -.07 -.06 -.10
19 Withhold information -.11 -.02 .08 -.01 .27* .50*** -.03 -.10 .00 -.07 .21 .14 -.05 -.12 .10 .18 -.09 .40***
20 Minimization -.19 -.16 .13 .15 .38** .24* -.09 .21 .24* -.05 .45*** .26* .00 -.10 -.08 .28* .26* .19 .55***
22 Denial intention -.03 -.05 .09 -.05 .34** .34** .10 -.02 .05 -.05 .15 .03 -.13 -.10 -.09 .38** -.03 .18 .60*** .65***
22 Denial knowledge .00 -09 .18 -.20 .61*** .45*** .00 .23* .24* -.06 .25* .21 -.07 -.08 -.14 .05 .18 .23* .44*** .48*** .53***
23 Impede investigations -.04 -.01 .11 -.05 .37** .23 -.04 .24* .27* -.07 .19 .10 .00 -.03 -.10 .08 .24* .24* .19 .25* .19 .70***
24 Scapegoat -.01 -07 .06 -.25* .76*** .30* -.02 .13 .12 -.07 .38** .50*** -.09 -.15 -.13 -.08 .18 .05 .28* .49*** .41*** .71*** .41***
25 Very critical tone -.01 -.02 .31** .05 .57*** .35** .12 .08 -.05 .01 -.04 .15 -.10 .06 -.15 .08 -.12 .17 .23 .26* .32** .41*** .29* .33**
26 Critical tone -.07 -.08 .08 .38** .047 .04 -.02 .21 .25* .27* .42*** .44*** .38** .15 .29* -.02 .05 .14 .25* .13 -.03 .03 .10 .12 -.35**
27 Neutral tone .06 -.04 -.01 .12 -.16 -.15 .20 -.04 -.05 .01 -.12 -.09 -.02 .01 -.08 .02 .22 -.02 -.08 -.11 .05 .06 -.07 -.11 -.16 -.29*
STRA
TEGIC FIN
AN
CIA
L CO
MM
UN
ICA
TION
DU
RIN
G C
OR
POR
ATE C
RISES
39
STRATEGIC FINANCIAL COMMUNICATION DURING CORPORATE CRISES
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Table 5
Moderating effect of firm-specific tone.
Variables Tone
Very critical critical neutral
B SEB B SEB B SEB
Constant 71.26*** 11.42 74.86*** 11.09 74.89*** 11.29 Compensation for authorities 8.29* 3.40 12.99** 3.94 8.61* 3.31
Very critical tone 1.16 2.91
Critical tone -1.00 2.35
Neutral tone -.57 3.20
Interaction effect 11.68 12.15 -23.25* 10.83 28.19 15.38 Responsibility: Corporation -3.90 2.27 -4.49 2.32 -4.29 2.19
Responsibility: Employees 4.61 3.36 4.65 3.03 5.88 3.07
Media salience -.62** .18 -.64*** .17 -.57** .17 Lagged stock price .53*** .08 .51*** .07 .50*** .08
R2 .59 .62 .61 F (df1, df2)
13.35*** (7, 64) 14.86***
(7, 65) 14.53*** (7, 65)
Note. N = 73
*Significance at p < .05 **Significance at p < .01 ***Significance at p < .001
STRATEGIC FINANCIAL COMMUNICATION DURING CORPORATE CRISES
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Appendix C
CODEBOOK
Introduction
The purpose of this study is to explore whether news media coverage in regard to the
Volkswagen Group’s emission crisis contributes to the prediction of stock prices. In order to
measure this, newspaper articles from three major U.S. newspapers, namely The New York
Times, USA Today and The Washington Post are content analyzed and the results are related
to the corporation’s common stock (VLKAF) at NASDAQ stock exchange market. The
timeframe of the sample is set between September 18th, 2015 and January 1st, 2017 – from the
initial crisis phase to the court settlement between the Volkswagen and U.S. justice
department – in order to be able to take the crisis course into consideration. This approach
implies that the newspaper articles deal with different stages and issues of the crisis. The
coders should judge on each article independently and should not take the overall crisis
history into account.
The codebook is divided into five main sections. In the beginning general formal questions
regarding the article are posed, whereas in the second section the relevance as well as the
salience are queried. The third block focuses on the responsibility for the crisis on individual
and organizational levels. In the fourth block coders have to evaluate which crisis response
strategies of the company tare mentioned in the newspaper articles. The final fifth block
focuses on the firm-specific tone predominant in the article.
The articles were retrieved from the database LexisNexis. The article number, date and
headlines are listed in a separate article list. Coders should familiarize themselves with the
structure of the sample document before starting to code.
Please consider: The Volkswagen Group owns besides its core brand VW also the
automotive brands Seat, Škoda, Audi, Bentley, Bugatti, Ducati, Lamborghini, Porsche, MAN
as well as Scania. Especially Audi and Porsche are also proven to be involved in the emission
crisis and need therefore to be considered in the analysis.
General coding rules
1. Please read the entire article first before taking coding decisions.
2. Every code refers to the entire article (unit of analysis).
3. Please read the information and examples provided in the codebook carefully, since
they give you important information to take the right coding decision.
STRATEGIC FINANCIAL COMMUNICATION DURING CORPORATE CRISES
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I. General Information
V1.1. Coder
1 = Franca
2 = Second Coder
V1.2. Article Number
Document the Number of the article given in the article list here (e.g. VW001)
– open answer –
V1.3. Date
Document the Date of the article in the form DAY-MONTH-YEAR (DD-MM-YYYY)
– open answer –
V1.4. Newspaper/Source
Document the name of the newspaper the article originates from.
1 = The New York Times
2 = USA Today
3 = The Washington Post
V1.5. Title
Please copy the title of the article here.
– open answer –
V1.6. Length of the article
Please copy the length of the article here (word count).
– open answer –
II. Media Attention
V2.1. Salience
In order to measure the media attention, it must be evaluated how much of the article is
actually devoted to the Volkswagen emission crisis. Please consider the whole article
including headline and teaser.
STRATEGIC FINANCIAL COMMUNICATION DURING CORPORATE CRISES
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- Code Almost All (<100%) if the whole article deals with the crisis and the respective
firm.
- Code Majority (<75%) if the crisis and the respective firm is the main issue covered in
the article, but also other issues or consequences are discussed.
- Code Approximately half (<50%) if half of the article deals with the crisis and the
respective firm, but other issues are equally present.
- Code Minority (<25%) if the crisis or the respective firm is mentioned as a side issue.
- Code Nothing (0%) if the crisis or the respective firm are not mentioned in the article.
If this is the case the article will be excluded from the sample. Moreover, code this
category in case the article is not relevant for other reasons, such as if it is a
duplicate.
5 = Almost all (< 100 %)
4 = Majority (< 75 %)
3 = Approximately half (< 50 %)
2 = Minority (< 25 %)
1 = Nothing (0 %) (If this is the case, stop coding and continue with the next article)
V2.2. Salience word count
How much of the article is devoted to the crisis? Please count all the words and insert the
number.
– open answer –
III. Attribution of Responsibility: Individual and organizational level
The following variables measure who is held responsible in the media news coverage for the
misconduct triggering the crisis. In regard to the present research it is first distinguished
between responsibility at an organizational level, meaning the whole corporation is blamed,
and at an individual level. Furthermore, on the latter it is differentiated between executives
and employees from lower levels of the organization, such as technicians. The variables are
not meant to be exhaustive, meaning that if the article implies that individual members of the
organization are responsible but on the same time the whole corporation´s responsibility is
discussed, code “present” for all the respective variables.
STRATEGIC FINANCIAL COMMUNICATION DURING CORPORATE CRISES
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V3.1. Organizational Level: Corporation
The whole corporation is held responsible for the misconduct and therewith the cause of the
crisis.
Example: ''Volkswagen made this disaster; it is its responsibility to fix it,'' Dan Becker,
director of the Safe Climate Campaign at the Center for Auto Safety, said in a telephone
interview.
1 = present
0 = not present
V3.2. Individual Level: Executives
Individual organizational members, in particular the CEO, board members or other executives
are held responsible for the misconduct and therewith the cause of the crisis.
Example: In the past, Volkswagen was dominated by strong personalities with a top-down
style of decision making that some critics have said may have contributed to decisions that led
to the scandal.
Or: The automaker's 68-year-old chief executive, Martin Winterkorn, faced mounting
pressure to take responsibility for the scandal and resign.
1 = present
0 = not present
V5.3. Individual Level: Employees
Individual organizational members, in particular technicians or other lower level employees
are held responsible for the misconduct and therewith the cause of the crisis.
Example: Volkswagen said employees had been suspended in connection with the scandal but
did not name them. The company said it would hire an American law firm, which it did not
identify, to conduct an internal investigation of the emissions deception. Berthold Huber, a
labor leader who is the acting chairman of the company's supervisory board, attributed the
deceit to ''developers and technicians'' in the company's motor development operations.
Or: Mr. Horn, who has since resigned, said he was told already in May 2014 that
Volkswagen technicians had a plan to make the cars compliant with clean air rules.
1 = present
0 = not present
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IV. Crisis response strategies (adapted and modified from Benoit, 1997; Coombs,
2000 & Coombs, 2007)
There are two main crisis response strategy types that will be analyzed within this research, in
particular accommodative and defensive response strategies. The codebook assigns the crisis
response strategies (Benoit, 1997; Coombs, 2000, 2007a) to these two categories. Each
strategy needs to be coded whether it is present in the article or not. If several strategies are
named in an article code all of them. The crisis response strategies are not meant to be
exhaustive. Please pay special attention to quotes of the company, respectively of the CEO,
management board members or spokespersons of the organizations. Those statements contain
cues and relevant information about the response strategies the company applies.
Please note: If the article only summarizes what has happened in an earlier crisis stage and
thereby mentions earlier crisis response strategies do not code them. It is aimed to assess the
strategies used at the present time when the article became published.
V4.0. No direct relation to the company's crisis response strategies
The article discusses the crisis and its consequences, but does not refer to statements,
announcements or actions by the company. Code Yes (1) for this variable only if the article
does not contain any accommodative or defensive crisis response strategy listed below.
1 = Yes
0 = No
1. Accommodative crisis response strategies
V4.1. Confession
The firm confesses and admits that they have installed defeat devices and therewith broken
the law. This variable does only focus on the fact that the firm admits the misdeed. Whether
the misdeed has been done intentionally or not is not relevant for this variable.
Example: While companies often face large fines for wrongdoing, it is far less common for
them to admit to breaking the law like Volkswagen did.
1 = present
0 = not present
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V4.2. Apology
The corporation asks for forgiveness and addresses all affected stakeholder with its apologies.
Thereby, the company admits their mistakes or that they have taken advantage of the
consumers’ trust.
Example: "I personally am deeply sorry that we have broken the trust of our customers and
the public," Martin Winterkorn, Volkswagen's CEO, said in a statement.
1 = present
0 = not present
V4.3. Corrective Action Strategies
The following three variables represent several corrective action strategies. If more than one
of them are mentioned in the article, code all of them. The different corrective action
strategies are not meant to be exhaustive.
V4.3.1. Product Recalls
The corporation tries to correct the misdeed and aims to settle the problem through arranging
product recalls or fixing the cars by installing software updates or providing new hardware.
Example: Volkswagen made an offer: It would conduct a voluntary recall, or service
campaign, to fix the problem in certain model year 2010 to 2014 diesel vehicles.
1 = present
0 = not present
V4.3.2. Clarification
The corporation states that they will clarify what has happened and what has caused the
incidents. It is promised that necessary steps to solve the problem will be taken. This includes
actions such as executing investigations by internal personnel or external firms.
Example: Martin Winterkorn, CEO of Volkswagen, has ordered an investigation, led by
people unconnected to the carmaker.
1 = present
0 = not present
V4.3.3. Rectification, including changes in the management
The company takes actions to prevent a repetition of the crisis in the future. The corporation
claims that they will take the incident as occasion to restructure the firm and do better in the
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future in order to prevent that such incidents will happen again. This strategy includes
changes in the management board or replacement of other executives as well as changes in
the company’s culture.
Example: Earlier, Reuters and CNBC reported that Volkswagen U.S. CEO Michael Horn is
expected to leave the company after less than two years on the job.
Or: ''We are now creating a different and better company, a new Volkswagen and we want to
change the company's culture so that there will be better communication among employees,''
the CEO said.
1 = present
0 = not present
V4.4. Compensation
The following four variables represent different applications of compensation strategies, in
particular compensations for different target groups. The firm accepts its responsibility and
claims to (financially) compensate and reimburse who has been affected by the misdeed. If
more variables are present in the article, code all of them. The different compensation
strategies are not meant to be exhaustive.
V4.4.1. Compensation for customers
The company holds out the prospect or agrees to compensate affected customers. These
compensations can vary, being either solely financially or including other actions such as
buyback options.
Example: Already, Volkswagen has been trying to minimize the damage to sales by offering
cash incentives to existing owners if they buy or lease a new car, as well as big discounts for
all buyers.
1 = present
0 = not present
V4.4.2. Compensation for authorities
The corporation holds out the prospect or agrees to compensate the authorities by paying fines
in order to compensate for the environmental impact of its manipulated cars.
Example: The company agreed to pay the United States $4.3 billion in fines.
1 = present
0 = not present
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V4.4.3. Compensation for dealers
The corporation holds out the prospect or agrees to compensate the car dealers.
Example: Volkswagen told its dealers that it would provide financial guarantees and extra
bonuses to ''stabilize your profitability in the near term.
1 = present
0 = not present
V4.4.4. Compensation for shareholders
The corporation holds out the prospect or agrees to compensate shareholders.
Example: Volkswagen considers providing financial compensations for shareholders who
accuse the company of not complying with its disclosure obligations to shareholders and the
capital markets.
1 = present
0 = not present
V4.5. Bolstering Strategy
The corporation tries to limit the negative attitudes of stakeholders towards the firm initiated
through the crisis by reminding the public about their former good reputation.
Example: “We will solve these issues and then focus back on what we are known for - high
quality engineering work.”, the CEO Müller stated.
Or: ''We will overcome this crisis,'' Mr. Müller said. ''We will emerge a stronger company.''
1 = present
0 = not present
2. Defensive crisis response strategies
V5.1. No statement of the organization
The organization refuses to make statements in regard to the accusations or current
investigations.
Example: Volkswagen officials did not respond to calls for comment Tuesday evening about
the K.B.A. action.
1 = present
0 = not present
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V5.2. Withholding of information
The organization withholds information or does not contribute on issues discussed publicly.
Example: The company did not provide information on how long it expects the fix to take or
whether it plans to offer compensation to vehicle owners.
Or: Mr. Horn, Volkswagen's top leader in America, was a convenient punching bag at the
House subcommittee hearing, pointing out that he could not promise to provide documents
from the corporate headquarters because there are ''quite a number of people above me.''
1 = present
0 = not present
V5.3. Minimization
The extent of the damage and the seriousness of the crisis is downplayed. The company tries
to minimize the crisis by claiming that the misconduct was just a minor incident, or it turns
out that the corporation has hold back information earlier or underrated the damage.
Example: "We are not a criminal brand or group," he said. "We haven't been that.”
Or: Volkswagen also admitted, just last week, that it underreported the levels of carbon
dioxide produced by about 800,000 of its diesel and gasoline vehicles in Europe and that had
it exaggerated their fuel economy.
1 = present
0 = not present
V5.4. Denial
The following two variables represent several ways of denial. Those variables do not aim to
measure if the corporation denies the facts, but the denial of knowledge or intention as an
attempt to downplay the crisis.
V5.4.1. Deny intention to cause harm
The company rejects that they have intentionally done harm or broken the law. This variable
does not refer to the fact that the corporation denies that mistakes have been made, but that
the misdeeds have been made deliberately.
Example: But Volkswagen has denied that the software in those cars was designed to cheat on
emissions tests, and they would probably not be eligible for the cash compensation.
Or: ''We didn't lie,'' the CEO said. ''We didn't understand the question first and then we
worked since 2014 to solve the problem.''
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1 = present
0 = not present
V5.4.2. Deny knowledge of executives
The corporation rejects that board members and other executives have known about the
manipulation.
Example: A spokeswoman for Volkswagen noted that Mr. Horn in 2014 ''did not know, nor
was he informed, that Volkswagen vehicles included the defeat device software.''
Or: Mr. Winterkorn, who resigned on Wednesday, has said several times that he had no
knowledge of software that was intended to fool emissions tests.
1 = present
0 = not present
V5.5. Impede Investigations
The article clearly indicates that the corporation rejects to collaborate with the authorities and
thereby impedes the investigations. This variable includes circumstances where the
corporation does not provide e.g. relevant documents or misleading information.
Example: Volkswagen may also have to compensate customers for misleading them about a
car's performance with working emission control systems.
1 = present
0 = not present
V5.5. Scapegoat
The corporation blames a small group of people within the organization for the misdeed.
Example: Mr. Horn, who has since resigned, said he was told that Volkswagen technicians
had a plan to make the cars compliant with clean air rules.
1 = present
0 = not present
V. Firm-specific tone
This variable measures the tone towards the firm. Please read the entire article first and take
the coding decision not regarding the overall tone predominant in the article, but the firm-
specific tone, in particular how its crisis responses in regard to the crisis are evaluated. If the
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article is completely objective and does not contain any critical or supportive emotions,
choose the central bullet in the scale.
Very Supportive (1)
Supportive (2)
Neutral (3)
Critical (4)
Very Critical (5)