What drives target status decision in emerging markets acquisitions?
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Target status
decision and
market
What drives target status decision
in emerging markets acquisitions?
Viet Anh Hoang
acquisition
Faculty of Banking, The University of Danang, Danang, Vietnam
203
Man Dang
Faculty of Finance, The University of Danang, Danang, Vietnam
Received 2 June 2020
Revised 4 November 2020
Accepted 25 November 2020
Ngoc Vu Nguyen
The University of Danang, Danang, Vietnam
Ngoc Thang Nguyen
Faculty of Finance, The University of Danang, Danang, Vietnam, and
Darren Henry
Department of Economics and Finance,
La Trobe Business School, La Trobe University, Australia
Abstract
Purpose – The purpose of this paper is to investigate the effects of cross-country characteristics on acquirers’
target status choice in cross-border mergers and acquisitions across 41 emerging markets.
Design/methodology/approach – The paper first reviews the existing literature and develops the related
hypotheses, in conjunction with the objectives of this paper. We then describe the data employed, variable
measurement and examine the effects of cross-country characteristics on the acquirers’ target status choice in
cross-border mergers and acquisitions while controlling for firm-level and deal-specific characteristics. The
paper continues to conduct the robustness check on cross-country determinants of target status choices using
the difference independent variables rather than target country-level variables only.
Findings – This research found that the likelihood of a public firm acquired relative to private one is
higher if the target firm is located in countries with stronger government quality, weaker economic
freedom, better financial market development and lower cultural distance between the host and home
countries. The results suggest that bidders actively assess cross-country characteristics as part of their
acquisition planning.
Originality/value – Rather than commonly analysed determinants in the previous research such as firm- and
deal-specific attributes, value creation and shareholder protection, this paper indicates that institutional
environments and economic conditions are closely associated with acquisition risks and benefits and have
direct influences on bidder firms’ acquisition bidding planning and target choice decision-making.
Keywords Country-level characteristics, Target status decision, Cross-border mergers and acquisitions,
Emerging markets, Imperfect factor markets
Paper type Research paper
© Viet Anh Hoang, Man Dang, Ngoc Vu Nguyen, Ngoc Thang Nguyen and Darren Henry. Published in
Journal of Economics and Development. Published by Emerald Publishing Limited. This article is
published under the Creative Commons Attribution (CC BY 4.0) licence. Anyone may reproduce,
distribute, translate and create derivative works of this article (for both commercial and non-commercial
purposes), subject to full attribution to the original publication and authors. The full terms of this licence
may be seen at http://creativecommons.org/licences/by/4.0/legalcode
Viet Anh Hoang, Man Dang, Ngoc Vu Nguyen, and Ngoc Thang Nguyen are senior lecturers at the
University of Danang (Vietnam). We thank the participants at the 2019VICIF Conference and seminars at
the University of Danang (Vietnam)and La Trobe BusinessSchool (Australia), for very fruitful comments
and suggestions. All remaining errors are our own. This research is funded by Funds for Science and
Journal of Economics and
Development
Vol. 23 No. 2, 2021
pp. 203-218
Emerald Publishing Limited
e-ISSN: 2632-5330
p-ISSN: 1859-0020
1. Introduction
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23,2
Mergers and Acquisitions (M&As) are increasingly a large key mode of foreign direct
investment (FDI) since the late 1980s. Keeping pace with changes in the global environment,
the integration of local markets into the world economy, the liberalization and the
development of financial markets, cross-border M&A deals continue to be major forces for
the global economic growth. Bidders are increasingly looking to emerging markets for new
investment opportunities. The SDC database shows that on average 42.12% of targets
acquired are publicly listed. Since cross-border acquisitions to emerging markets continue
growing and the challenges posed by acquisitions in these markets are broad and diverse,
understanding of the motivation and strategic rationale of acquiring public targets versus
204
The existing literature shows that the bidding firms’ selection to acquire unlisted or listed
willing to acquire private targets when the deal is outside their core business and when
private firms have significant intangible resources or their value of assets is highly uncertain.
They also indicate that assessing a target’s value can meet significant challenges for
acquirers in the case of small and private targets, therefore, when such valuation problems
are apparent, bidders are more likely to pursue public targets, for which these difficulties are
comparatively less severe. The second stream of literature examines the target status
selection decision in association with information asymmetry and suggested that information
asymmetry may have a significant impact on the strategy and performance implications of
acquisitions. The explanation is that information asymmetry has a certain association with
firm and deal characteristics and, thus, affecting target status selection (for instance, Capron
There is also another strand of literature paying attention to country-level factors as the
transparency as a determinant of target firm selection in cross-border acquisitions.
Specifically, they indicate that it is more likely for bidders to buy private targets in
lower-transparency countries (higher information asymmetry environment) to yield higher
firms located in countries with less protection to shareholders and minority shareholders are
more likely to acquire listed firms; whereas the higher level of information asymmetry and the
less developed the capital market in the acquired firm country, the more likelihood of
acquisitions of unlisted firms. Focusing on the relationship between the country-level
(2010) find that when target countries have a strong protection of minority shareholders,
announcement returns of bidders are significantly negative resulting from acquisitions of
public target companies and positive in acquisitions of private target companies. Similarly, a
number of existing studies find the effects of political risk, geographic and cultural distance
Drawing from the existing literature, we believe that the relevance of all firm-attributes
and of information-based deal attributes may depend on the characteristics of countries,
particularly the legal and institutional environment. Our paper makes a great effort in the
examination on the decision-making of bidders in cross-border acquisitions across 41
emerging markets over the period from 2000–2015. Specifically, we focus on cross-country
determinants of acquirers’ target status choice and how this might be affected not only by
involved firm and deal attributes but also by the institutional attributes of the host-home
countries as well as differences in these institutional characteristics across those countries.
Accordingly, we have taken a different approach based on the transaction-nature of cross-
border acquisitions, which involves bidders and target countries from different countries and
considers differences in country-level attributes and their association with bidders’ planning
and decision-making. Prior studies focus on the role of country-level characteristics in
explaining the acquirer return effects associated with the acquisitions of private targets
relative to those of public targets. In our study, we expect country-specific factors to be
directly associated with target choice decision for bidding firms. As such, our key proposition
is that, in the cross-border target selection decision-making, it is a great deal of importance for
bidding companies to perform a thorough analysis of the target firm’s local regulatory and
country institutional environments in order to identify possible gaps in the markets and
determine how the acquired firm can play a mediating role, providing access to networks to
reduce information asymmetry and afford the acquirer a comfortable position in that
environment. If bidding companies are reasonably accurate in their assessment of acquisition
risks and benefits, then we subsequently expect country-specific institutional factors to be
provided the similar conclusions for the cross-country determinants of bidder ownership
choices. They find that the target country-level characteristics and differences in the
institutional attributes between bidder and target countries are informative of bidder
acquisition decisions. Their study also suggests that bidders tend to consider cross-country
characteristics as part of their acquisition planning. Also examining the role of cross-country
of target status selection.
Target status
decision and
market
acquisition
205
Following the existing literature, country-level characteristics regarding (1) government
quality, (2) economic freedom, (3) financial development and (4) cultural distance are
suggested as key cross-country determinants of investment motives and acquisition sources
of value for foreign bidders and, thus, play a vital role in acquirers’ takeover decision-making
across emerging market economies. Therefore, if country-specific attributes or variations
across such countries provide potential acquisition motives, then it is reasonable to expect
that they should also be correlated with the bidders’ decision-making.
This paper broadens the existing literature on acquisitions with three significant
contributions. Firstly, our paper focuses on the country-specific determinants on bidders’
behaviour generally and target status selection in particular, and cross-country differences,
which are better reflections of perceived acquisition risks and benefits. Acquirers may
confront certain challenges and risks when adapting to a different institution and operating
in a new country. Investing in the emerging markets may carry more risks than those
associated with investing in the developed markets, typically and substantially political risks
and social risks. Emerging countries have been going through the institutional
transformation and have experienced certain market imperfections. However, as any two-
faced implication, for those with a taste for risk, emerging economies can provide great
promises. Secondly, previous studies have focused on either firm-level and deal-specific
determinants for examining the target status choice decision in the correlation with the
shareholder returns or firm valuation. Our analysis fills in the gap of the literature when
concentrating on the target status selection decision-making of bidding companies
specifically by examining cross-country determinants and particularly target country
characteristics. Our attention is on whether target country-level factors including
government quality, economic freedom, financial development and cultural distance play
the pivotal role in the acquisition decision of private targets or public targets and whether the
variations in institutional environment characteristics between bidder and target companies
are also related to bidders’ target status choices.
Thirdly, this paper contributes to the current emerging market literature (Deng and
extending at a large-scale level across 41 emerging markets. Developed economies have
experienced a stagnant growth, especially after the 2007–2008 global financial crisis, thus,
investors have looked elsewhere to reap the gains that Western markets used to offer.
Besides the faster growth rate of emerging markets, the improvement in liquidity, capital
raising and larger labour force also make the emerging markets more attractive than their
developed counterparts. Yet, investing in the emerging markets may carry more risks
than those in the established markets when the emerging countries have been going
through the institutional transformation and have experienced certain market
imperfections. However, for those with a taste for risk, emerging economies can provide
great promises. As cross-border acquisitions into emerging markets continue to grow,
understanding of the motivation and strategic rationale of these foreign acquisitions is
deserving more attention.
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206
The remainder of the paper is organized as follows. In the next section, we review the
existing literature and develop the related hypotheses, in conjunction with the objectives of
2. Hypothesis development
Existing literature indicates that variation in government quality significantly affects the
(2011) find that target countries with better quality of laws and regulations tend to experience
countries’ government quality for the acquirers’ ownership decisions and find that bidders
tend to acquire higher ownership of target firms operating in countries with better
government quality. The target countries with lower levels of government quality might have
weaker and unclear law and regulation environment, less information transparency, more
uncertainty and political risks to business activities. In such an opaque information
environment, local information on public targets would not be reliable or useful and might not
be much different from information on private targets; therefore, the motivation to buy a
public target will be weakened, and it would not be worth paying an extra premium for public
to the role of target government quality, it can be hypothesized that:
H1. The higher the target country government quality, the greater probability of
acquiring a public target firm relative to a private target firm.
Regarding economic freedom, the impacts of economic freedom in cross-border mergers and
acquisitions, particularly for acquirers’ acquisition decisions have been clearly surveyed in
economic freedom means better legal structure and security of property rights, capital raising
and capital control with greater international trade openness, which is believed to decrease
the risks and uncertainty in the likelihood of investing in the target countries. A less
restrictive international trade policy and the increased participation in trade openness of
target countries create greater opportunities to welcome foreign capital flows from new
markets and boost potential acquisition benefits. Hence, acquiring target companies which
are located in countries with better economic openness and less restrictive international trade
policy are expected to create more value when the target firms are unlisted. Accordingly, the
following research hypothesis is proposed:
H2. The higher the target country degree of economic freedom, the lower probability of
acquiring a public target firm relative to a private target firm.
Previous studies have investigated the influence of financial development on target status
make unlisted targets encounter more difficulties and more costly in obtaining external
financing and less available liquidity. As a result, unlisted firms are more likely to be offered a
discount in the offer price, which, in turn, boosts the probability of unlisted firms acquired by
cross-border bidders. The current literature reaches a conclusion that the less developed the
capital market in the target country, the greater the probability unlisted firms get acquired.
shares of public firms and, hence, bidding firms are willing to acquire public targets located in
a country with better financial market development in order to potentially get premium
benefits from its shares in the readily available stock market with lower acquisition risks.
Therefore, we posit that:
Target status
decision and
market
acquisition
207
H3. The higher the target country level of financial development, the greater probability
of acquiring a public target firm.
Prior studies have also focused on the influence of cultural distance on cross-border
are mixed. National and organizational cultural barriers can be major obstacles to achieve
benefits for post-combination integration process. A high level of cultural distance between
firms is likely to cause cultural ambiguity and process loss when different cultures collide
during the post-acquisition process, whereas international acquisitions may be particularly
difficult to integrate because they require “double layered acculturation”, whereby not only
corporate cultures but also different national cultures have to be combined. Empirically,
of national cultural distance between the two involved firms. Although there is no consensus
on the exact impact of cultural distance on cross-border acquisition performance, the existing
literature agrees that high cultural distance increases the level of uncertainty and risks,
especially in the case of cross-border deals when acquirers enter into a foreign market with
different language, legal and governance systems as well as national cultural barriers (Kang
and Jiang, 2012). Accordingly, we suggest the final hypothesis as follows.
H4. The higher the level of cultural distance between the bidder and target country, the
lower probability of acquiring a public target firm relative to a private firm.
3. Data and sample description
3.1 Data and sample selection
A comprehensive sample of completed cross-border acquisitions involving target firms over
the period between January 2000 and December 2015, across 41 emerging markets, was taken
from the Thomson Reuters SDC Platinum database. An initial set of 53,987 completed cross-
border acquisition announcements in these emerging countries was obtained. These
countries were selected based on the emerging markets-related new classification introduced
by BBVA Research (2014).
Following the literature, we require companies to acquire a stake in target companies no
less than 5% and do not hold less than 5% after the deal is completed. Also, in order to
address sample selection bias, we exclude observations in which multiple firms acquire the
same company on the same day. For an acquisition to remain in the sample, we require that
the transaction value to be at least US$1.0 million and that financial data for the acquirers and
target firms be available on Datastream, Thomson Reuters Worldscope or Bureau van Dijk’s
Mint Global databases, though there are still missing values across different variables.
Finally, we have removed transactions where the target’s listing status was something other
than public or private. After screening criteria and deleting acquisition observations with
missing values, the final sample consisted of 16,806 cross-border acquisition transactions
involving 41 different target countries in emerging markets.
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3.2 Model, variables, and measures
Pubtargeti;t ¼ β0 þ β1IEj;t−1 þ β2 CONTROLSt−1 þ γs þ δt þ Ωg þ ζi;t
(1)
208
where,
3.2.1 Dependent variable (Pubtarget). The dependent variable (Pubtarget) is acquirers’
target status choice in cross-border acquisitions, taking the value of one if the target is
publicly listed and zero otherwise.
3.2.2 Institutional environment variables (IE). The first explanatory variable is quality of
Governance Indicators. The second key variable studied refers to the degree of economic
freedom (EcoFreedom). This study uses the index published by the Fraser Institute, which
measures the country’s level of economic freedom. The next key explanatory variable is
the principal component analysis method to create a wide-ranging index of financial
development constructed from the four widely used financial development indicators, covering
M2, liquid liabilities, total domestic credit and domestic credit to the private sector. The last key
explanatory variable, cultural distance (CulDistance), captures the difference in the national
culture between acquiring firm country and target firm country. This index is computed using
3.2.3 Control variables (CONTROL). A number of control variables that could possibly
affect acquirers’ target status choices are incorporated in our multivariate setting,
acquisitions considerably depends on economic conditions across countries; therefore, it is
expected that bidders are more probable to acquire a public target firm if the target is located
in countries with stronger economic eminence and prosperity, which can be proxied by GDP
per capita (GDP per capita) and GDP growth (GDP Growth) variables.
In order to control for year, industry and geographic effects, we respectively include year
(δt), industry (γs), and host country geographic location (Ug) in all model specifications.
3.3 Characteristics of the sample
Table 1 reports the summary statistics on the characteristics of acquisition deals in rank
from 0% (i.e. Algeria, Qatar, and Uzbekistan) to 100% (i.e. Brazil, Russia, and Turkey). On
average, 42.12% of targets acquired are publicly listed. Also, target firms in large emerging
market countries (India, China and Mexico) and new emerging markets (Malaysia and
Indonesia) are more attractive to cross-border bidders than those located in the other markets.
Moreover, cross-border bidders tend to prefer noncash deals and outside-core-business
(nonrelated) acquisitions. Interestingly, the number of hostile deals is found to be startlingly
rare, which represents 0% in the most of hostile deals in emerging market acquisitions. There
is a big difference in the proportion of toehold-related deals across target countries. For
example, only about 3.57% of foreign bidders hold the target firms’ shares at the time of
acquisitions in Indonesia, while the rate for Colombia is up to 48.84%.
Table 2 reports the industry distribution of bidders and targets. It can clearly be seen that
there is a diversification across target and acquirer industries, though financial services make
up for the largest proportion. Foreign bidders operate in financial services as the most,
followed by manufacturing and consumer products industries. In addition, they prefer target
firms involved in the same areas of operations, which indicate that acquirers tend to avoid
targets outside of their core business.
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Table 3 describes summary statistics on characteristics of country-level variables
according to target status over the 2000–2015 period. The results indicate that bidders tend to
seek publicly held target firms operated in countries with better control of corruption,
stronger economic freedom, bigger restrictions on international trade, higher financial
market development, greater GDP growth,and less organized and ordered society. Regarding
the variation in country-level characteristics between bidder and target countries, bidders
prefer publicly held target firms when listed target firms’ countries have worse government
quality, weaker economic freedom, less-developed financial market and higher cultural
distance between bidders and targets.
210
4. Regression results
4.1 Cross-country determinants of target status choices
This section firstly examines the influences of the cross-country characteristics on target
status choices by undertaking binominal logistic regressions of the target selection on the
country-level variables and controlling for firm-level and deal-specific variables. The results
statistically significant suggesting higher likelihood of acquiring publicly held target firms
located in countries with stronger government quality. One of the key merits of acquiring a
public target firm is that the acquirer can access public financial information of its target firm
and the local information would be reliable when target country has a strong government
assessment of acquisition by reliable and useful information on public targets, they will
prefer public target firms to avoid the overpayment as for private target firms.
The result from column (2) shows the negative and statistically significant coefficient on the
probability of a public target acquiring deal is negatively correlated with the degree of economic
freedom in the target country and that the higher the economic freedom, the lower the probability
of acquiring publicly held firms. It is proposed that fewer frictions and market imperfections in
acquisitions of targets from countries with strong economic freedom, which is associated with
Bidder industry
(%)
Target industry
Deals
SIC codes
%
Deals
%
0000–999
Food products
191
1961
2588
2766
1782
1122
3025
2361
1010
1.61
11.61
15.46
16.48
10.63
6.61
18.14
13.90
5.55
231
1294
1805
2062
1126
644
7883
1432
669
1.35
7.55
10.53
12.03
6.57
1,000–1999
2000–2999
3000–3999
4000–4999
5000–5999
6000–6999
7,000–7,999
8000–8999
Mining and construction
Consumer products
Manufacturing
Utilities and transportation
Wholesale, retail, and some services
Financial services
Table 2.
3.76
Industry distribution
of completed cross-
border mergers and
acquisitions
45.98
8.35
3.90
Personal and business services
Miscellaneous
more efficient markets and stronger economic growth, leading to the target countries’ lower cost
of capital and agency costs. Therefore, if foreign bidders realize lower cost of capital and agency
costs with less investment risks in high economic freedom target countries, they prefer private
firms to public firms in order to experience the acquisition discount, benefits from greater
announcement wealth effects and other higher growth potentials.
Target status
decision and
market
acquisition
significantly positive coefficient on the Target FinDevelop, which means that the probability
of acquiring publicly-held firms is higher in target countries with more-developed financial
systems provide an active market for shares of public firms, thus bidding firms are willing to
acquire a public target located in a country with financial market development in order to
potentially get premium benefits from its shares in the readily available stock market with
lower acquisition risk.
213
In column (4), the influence of the difference in the national culture between home and host
countries on acquirers’ target status selection is examined. The significantly negative
coefficient for the CulDistance variable suggests that the higher the cultural distance, the lower
Accordingly, the higher level of cultural distance means more differences in the political
institutions, economic and social institutions between bidder and target country. This leads to
greater risks, more obstacles to business activities and higher information asymmetry in the
target country, which are considered as potential compensated factors for greater gains by
acquiring a private firm. Therefore, acquirers are less likely of acquiring public target firms
when there is a larger cultural difference between the host and home countries.
After each key explanatory variable is examined separately, all of the variables are
combined together in a full model in column (5). The results are generally consistent with the
findings above except for the financial market development variable (the coefficient is still
positive but statistically insignificant).
4.2 Robustness test
We continue to conduct the robustness check on cross-country determinants of target status
choices using the difference independent variables rather than target country-level variables
only. Accordingly, the main test variables include the difference in the quality of government
(ΔGovQuality); difference in the quality of economic freedom (ΔEcoFreedom); difference in the
development of financial markets (ΔFinDevelop) and difference in the uncertainty avoidance
ΔGovQuality variable proposes that the larger the government quality gap between the target
and bidder countries, the greater the probability of acquiring public target firms relative to
private firms. In column (2), the significantly positive coefficient for ΔEcoFreedom variable
supports our idea that the likelihood of acquiring public target firms is higher when target
countries have the lower degree of economic freedom relative to bidder countries. Column (3)
shows the negative and statistically significant coefficient for the ΔFinDevelop variable. This
result supports our hypothesis and identifies that if target firms are located in countries with
stronger financial market development relative to the bidder countries, there is a greater
probability of acquiring public target firms. Column (4) examines if cultural distance between
the two countries are associated with acquirers’ target status selection. The significant
negative coefficient for the ΔUAI variable indicates that if the target and bidder countries
share similar social standards and then there is lower cultural distance between two
countries, the bidders are more willing to acquire the public firm targets. The result again
supports our prior findings.
5. Conclusion
Target status
decision and
market
This study has examined major factors that determine the target status choice of public listed
firms versus private firms by bidding firms in cross-border mergers and acquisitions across
41 emerging markets. After controlling for firm-level and deal-specific characteristics, we find
that target country-level characteristics and differences in cross-country factors between the
home and host countries are associated with acquirers’ target status selection.
The findings of the paper contribute two important implications. Regarding theoretical
implications, this study emphasizes the literature on the acquisitions with the importance of
cross-country characteristics for acquirers’ acquisition decision-making generally and target
status selection particularly. Rather than commonly analysed determinants in the previous
research such as firm- and deal-specific attributes, value creation and shareholder protection,
this paper indicates that institutional environments and economic conditions are closely
associated with acquisition risks and benefits and have direct influences on bidder firms’
acquisition bidding planning and target choice decision-making.
acquisition
215
In terms of practical implications, while previous studies are primarily devoted to only some
large emerging host economies, we examine the decision on target selection by considering a
comprehensive sample consisting of 41 emerging markets, which allows us to generalize the
statistical results and conclusions to the entire emerging markets context. The findings shed
light on benefits being facilitated by mechanisms such as economic openness, international
trade capabilities and well-functional financial market, together with the perception of cultural
distance as informative sources of bidder acquisition decisions. Accordingly, the study
proposes that foreign acquirers actively assess and analyse cross-country institutions as part
of their acquisition planning, while domestic target firms identify advantages and
disadvantages of their position in the environment for negotiations in the acquisition deals.
It is potentially that managerial opportunism and differences in information availability
on private relative to public firms influence both the acquirer’s choice of target as well as its
performance. We leave this possibility for future research.
Notes
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IPOs”, Journal of Economic Behavior and Organization, Vol. 66, pp. 195-212.
Corresponding author
Viet Anh Hoang can be contacted at: anhhdv@due.edu.vn
Appendix
Target status
decision and
market
acquisition
Variable
Description and source
Dependent variable
Pubtarget
An indicator variable taking on the value of one if the target firm is publicly listed firm and
zero otherwise (Source: SDC Platinum)
217
Country-level variables
GovQuality
A country’s quality of government. It is a combined score derived from six dimensions of
governance, including (1) The rule of law, (2) regulatory quality, (3) political stability and
absence of violence, (4) government effectiveness, (5) voice and accountability and (6)
control of corruption. Higher values indicate greater quality of government (Source: World
Bank)
EcoFreedom
FinDevelop
A country’s quality of economic freedom. The index measures the country’s degree of
economic freedom in five wide-ranging areas: (1) Size of government, (2) Legal structure and
security of property rights, (3) Access to sound money, (4) Freedom to trade internationally
and (5) Regulation of credit, labour and business (Source: Fraser Institute)
This index measures the financial development of a country and constructed from the
commonly used four financial development indicators in the literature: (1) Log of M2 to
GDP, (2) Log of liquid liabilities to GDP (M3 to GDP), (3) Log of total domestic credit
provided by the banking sector to GDP and (4) Log of domestic credit to the private sector to
GDP (Source: World Bank)
CulDistance
This index measures cultural distance between a home and a host country. It is a combined
score derived from six dimensions of Hofstede’s national culture, including (1) power
distance, (2) individualism versus collectivism, (3) masculinity versus femininity, (4)
Uncertainty Avoidance Index, (5) Long- term versus short-term normative orientation and
(6) indulgence versus restraint (Source: Hofstede’s website)
UAI
This index reflects the amount that people prefer to be governed by rules, laws and
standard operating procedures and accept uncertainty or ambiguity. Culture with a high
UAI index prefer things to be well ordered, planned ahead and run to time, while a low UAI
score suggests a society that is more flexible and relaxed and does not worry when things
go wrong (Source: Hofstede’s website)
GDP Growth
Annual percentage growth rate of gross domestic product (Current US$) (Source: World
Development Indicators, World Bank)
GDP per capita
Gross domestic product per capita (Constant, 2005 US$) (Source: World Development
Indicators, World Bank)
Deal-specific variables
Relatedness
An indicator variable taking on the value of one if the target and the acquirer are in same
areas of operations and zero for unrelated acquisitions (Source: SDC Platinum)
A dummy that is one if an acquisition is paid by cash and zero if it is by an acquirer’s stock
or a mixed cash and stock (Source: SDC Platinum)
Cash
Toehold
The percentage of target equity held by the bidder before the acquisition (Source: SDC
Platinum)
Firm-level variables
Size
Logarithm of total assets of the target in the fiscal year ended before the announcement of
the deal in US$ m (Source: Worldscope, Mint Global)
RelSize
A ratio of the transaction value to total assets of the bidder (Source: Worldscope, Mint
Global)
Public bidder
An indicator variable taking on the value of one if the acquirer is a publicly listed firm and
zero otherwise (Source: SDC Platinum)
Emerging
bidder
An indicator variable taking on the value of one if acquirers come from emerging market
economies and zero otherwise (Source: SDC Platinum)
Table A1.
List of variables
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