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Bank M&A in Asia
PRIVATE INFORMATION IMPLICATIONS FOR CORPORATE FINANCE THEORY
24th Global Finance Conference,
Hofstra University, Hempstead NY
KEYWORDS: MERGERS AND ACQUISITIONS, CORPORATE GOVERNANCE, PRIVATE INFORMATION, ASIA, INDIA, GROWTH,
INFORMATION ASYMMETRY, HORIZONTAL MERGERS
Amit Mittal and Prof. Ajay Kumar Garg,
Indian institute of Management, Lucknow
What?
• Theory centred in Private information
• to assuage event study literature and
• confirm with Acquirer gains in Bank M&A.
• Private targets within the core industry generate Positive returns for acquirers,
realising the value of Private information through deal making.
5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY
2
Why?
• Recent evidence from large Bank mergers producing large Bidder gains
• Confidence in the merger and acquisitions strategy
• Deflect from other unseemly theoretic literature relying on earlier analysis
• reflecting on event studies as a tool and
• on the effectiveness of M&A strategies for these acquirers based in negative gains in
the Event study literature.
5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY
3
How?
• Impact strategy of Mergers evidenced in Horizontal mergers in line with recent
literature.
• As evidence, the paper utilizes the Private information construct to explain intuitive
results verified in the literature
• Banking markets present a unique opportunity in robustly recreating results
based on this theory especially in growth memes presented by Asian markets.
5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY
4
Implications
• Foreign portfolio exits are significant opportunity losses for Global players and
may not be justified by myopic short term responses to a new policy
superstructure.
5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY
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Purpose
• Event studies establish that value creation is achieved in M&A, yet it usually
leans towards the usurping of gains by the Targets
• Mergers & Acquisitions are frequently criticized as a large ticket strategy that do
not deliver gains
• effect of executive compensation in inducing more frequent M&A cannot be
denied (Bliss and Rosen, 2001)
• Our work on Indian Bank M&A (Mittal and Garg, 2016)
5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY
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Parallel Literature
• Ahern (2012) in establishing that Dollar gains to Acquirers dominate Target gains.
• Goddard, Molyneux et al (2012) research Asian and Latin American Bank M&A, yet
find the significant gains for Acquirers and leave it on the table, not discussing the
post GFC scenario and motivations of both Emerging Market and US/European bank
Acquirers.
• Kolaric & Schiereck (2013) similarly present data from a Latin American sample, yet
study only targets located in these markets.
• Borochin, Ghosh et al (2016) provide an information asymmetry based explanation
for value creation in Bank M&A but prefer that Targets make most of the gains
5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY
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• Caiazza et al (2012) analysis of determinants of mergers and acquisitions
• Caiazza(2013) case study analysis of the Exxon Mobil merger may drive our
future research efforts on our chosen sample of Bank M&A.
• Jap, Gould et al (2016) present the merger of ANZ with NBNZ
5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY
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Recent Information theoretic explanations
• Officer (2009) : Information asymmetry explanation driving acquirers to private
targets
• emerging market targets with larger idiosyncratic return volatility measuring
individual volatility and R&D intensity
• Gain in stock swaps
• Moeller et al(2007) attempts decoding opinion diversity in the decision making
coding.
• Chira et al(2016) study influencing market signals and agency relationships in
canceled deal comparing private and public targets
5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY
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• Luypaert et al (2017) refine their view of division of gains between acquirer and
target as well as the payment consideration (cash vs stock) and find in favour of
acquirer returns [Opaque targets , Informed Acquirers]
• Cornett e al (2003) Advantage of Horizontal mergers
• Palia(1991) and Burkart (2006) adverse selection as agency conflict
5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY
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• Borochin, Ghosh et al (2016) acknowledge the relation between information
asymmetry and firm value in M&A strategy highlighting the now established change
in the target’s information environment as information is shared about the target and
investors act on their internal motivations to gather public and private information
about the target.
• Ayukawa (2012) builds an alternative model of the firm using Hart and Holmstrom
model of the lateral firm that allies with the model of information mechanics we
propose as he models dealmaking around a technology advantage which examine
integration, cooperation , non-integration and non-cooperation between two
managers pursuing a deal, coordinating both monitoring levels and private benefits (
low level incentives).
5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY
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• Moeller et al(2007) look at the offers made across classifications of public and
private firms, for cash and stock offers
• Starks and Wei(2013) add the interplay of Corporate governance in determining
the use of stock in CBA. Acharya et al (2010) discover talent heterogeneity in
Private Equity deal exits, evidence critical to Private information based
structures in Corporate Governance
5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY
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Measures of Information
• Masulis (2015) have created an information asymmetry factor structure that is robust
and shows the impact of private information available in Financial and company
information.
• Morck (2004) shows the utility of ln(1-R2/R2)
• We consider measures used in the literature, such as target idiosyncratic volatility,
target size, target R&D expenses, indicator for intra-industry deals, target tangibility,
target abnormal accruals and the distance between merging firm headquarters and
Using factor analysis create a single information asymmetry factor that captures a
significant portion of the common variability among these variables. They divide our
sample into high and low information asymmetry groups.
• Campbell and Nagel(2015) show the use of Inverse Mills Ratio in the Heckman’s two
step estimation as Private information, except when it takes the form of an omitted
variable with a clear deterministic influence on the results (Li and Prabhala, 2007)
5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY
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Hypotheses
• Hypothesis 1: Larger firms have the skills and knowledge required to
successfully grow using external strategies of acquisitions and mergers, but only
within their own industry (Horizontal mergers)
5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY
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• Hypothesis 2: It is possible for equal sized large firms to successfully complete a
deal in the presence of superior Private information in the potential acquirer
about the industry or even for the larger firm to be the target in the presence of a
Private information gradient.
5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY
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• Hypothesis 3: The Private information of the Target may be available to
acquirers before any bid is made for the targets in the markets for corporate
control. This substantive Private information may become public information
once a bid is made.
5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY
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• Hypothesis 4: It is possible for knowledgeable firm managers to create and
package selective Private Information about themselves and position
themselves for a well-functioning acquirer and / or private investors in the
markets for corporate control with effective transfer of control.
• In an intangible rich environment
5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY
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• Hypothesis 5: It is possible by using alternate Private information constructs in
the available data, to measure and value the Private information gradient
rewarding better equipped managers and firms in public markets and other
markets of corporate control with consistently higher valuations.
• This enables potential acquirers to stay ahead of the curve
5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY
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• Masulis et al(2007) review the evidence after the re-regulation of the US markets and find that the introduction of Anti-
Takeover provisions increase empire building in Targets as firms are no longer disciplined by the markets for corporate
control.
• Chen & Dempere (2009) employ a logit regression model to explicitly discover the dampening relationship of equity
compensation plans on bank acquisitions and the relationships of other Corporate Governance variables like D&O
reputation and ownership.
• Capron & Shen (2007) review private and public targets and assuage the results on Private information enhancing returns.
They find acquirers preferring private targets within their industry(horizontal mergers) and public targets already assessed
in markets for corporate control for valuation for diversifying mergers and for acquiring targets in industry richer in
intangible assets.
• Hagendorff (2008) discover a relationship in banking M&A between the announcement returns and level of investor
protection in the target and argue as was traditional that this is compensation for increased appropriation by insiders.
• Hernando (2009) find that EU bank acquisitions find more domestic acquirers for targets with higher inefficiencies while
Cross Border Acquirers prefer public listed targets. Their discussion of targets in concentrated markets
5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY
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Private firms as targets
• Private valuations depressed because of information asymmetry
• Private information of an acquirer correspondingly improves his prospects of
making a good deal
• W.r.t his own industry
• Target prospects and valuation
• Target can in turn remove asymmetry by IPO
• Either other firms become targets or they become public using the information
revealed
5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY
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Follies and Fallacies
• Assumed to be about the target, leading to numerous agreements with Targets
purloining returns in event studies
• Acquirers also better informed about themselves.
• Size as an advantage in maintaining the higher Private Information Gradient in
the industry
• Positioned to create and follow industry leading practices
5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY
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The Information strong Acquirer
• Endogenous Growth
• Private information advantages
• Industry practices
• Others in the industry
• Not just competitive knowledge but both hard and soft information
• Sustainable value premium
• Cheaper acquisitions
• Serial Acquisition strategy
5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY
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What is Private information?
• The firm thus creates information as well as assimilates public information but
most important it generates Private information from the use of firm specific
technology as well as the overall industry technology which based on its private
skill sets, becomes Company specific private information about its competitors
and products and services related to its markets.
• Analysis
• Experience
• Intangibles
• Hard and Soft information
5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY
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The Private Information construct
• In our view of Private Information
P(A) > Expected [P(I)]
• Where the first represents Private information for the firm A. Also, initially
P (I) ~ P(A)
• i.e. Private Information of A is al that is defining the industry wins, till other
firms very quickly catch on and it becomes industry information when it grows
idiosyncratically in each firm.
5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY
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• Let us consider a firm B, that is also holding Private information but is growing
at Industry rates of growth and is growing at single digit rates. If this firm grows
its equity base, it will spread its lower value over larger number of shares and
dilute its valuations and to avoid being a target B is more likely to invest in share
buybacks and probably become private to find better avenues for growth and
leadership. If it is otherwise satisfied, it could probably on the strength of
existing customers be offered an acquisition by A who has chosen an external
growth strategy to supplement / focus on taking care of business growth as it
grows its reputation. This reputation also includes the individual reputation of
its managers and its hiring, while B’s managers ao have a good reputation
individually and are aware that they could steepen the gradient or rate at which
they grow their reputation if they took care of business.
5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY
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• PI(A) > P ¯(I) > P(B)
• B(I) = P ¯(I) – P(B) > 0
• A(I) = P(A) – P ¯(I) > 0
• Also
• G(MA) = P(A) – P(B) >> 0
• And is the motivation for merger for A as the deal graient G(M) makes it likely
that B will be available for a fair value
5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY
26
Figure 6-1. The
Information structure of the
firms in an industry. The data
is user generated and does
not refer to exact indicator
data from the chosen
Information asymmetry
measures Here for
understanding the stock of
industry information is shown
as a black line in the same
graph. The information
structure may usually refer
only to the Private
information of firm and
industry over and above this
stock.
0
100
200
300
400
500
600
1/1/2006
1/1/2007
1/1/2008
1/1/2009
1/1/2010
1/1/2011
1/1/2012
1/1/2013
1/1/2014
1/1/2015
1/1/2016
1/1/2017
1/1/2018
1/1/2019
1/1/2020
1/1/2021
1/1/2022
1/1/2023
1/1/2024
1/1/2025
1/1/2026
1/1/2027
Information Values for Banking Industry Firms
A1, A2/B3, B1,B2
Firm A1 Firm B1/A2/B3 Firm B1 Firm B2 P(I) Industry
5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY
27
Implications for Research
5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY
28
Conclusions
5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY
29
Thanks!
5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY
30

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Bank m&a in asia

  • 1. Bank M&A in Asia PRIVATE INFORMATION IMPLICATIONS FOR CORPORATE FINANCE THEORY 24th Global Finance Conference, Hofstra University, Hempstead NY KEYWORDS: MERGERS AND ACQUISITIONS, CORPORATE GOVERNANCE, PRIVATE INFORMATION, ASIA, INDIA, GROWTH, INFORMATION ASYMMETRY, HORIZONTAL MERGERS Amit Mittal and Prof. Ajay Kumar Garg, Indian institute of Management, Lucknow
  • 2. What? • Theory centred in Private information • to assuage event study literature and • confirm with Acquirer gains in Bank M&A. • Private targets within the core industry generate Positive returns for acquirers, realising the value of Private information through deal making. 5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY 2
  • 3. Why? • Recent evidence from large Bank mergers producing large Bidder gains • Confidence in the merger and acquisitions strategy • Deflect from other unseemly theoretic literature relying on earlier analysis • reflecting on event studies as a tool and • on the effectiveness of M&A strategies for these acquirers based in negative gains in the Event study literature. 5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY 3
  • 4. How? • Impact strategy of Mergers evidenced in Horizontal mergers in line with recent literature. • As evidence, the paper utilizes the Private information construct to explain intuitive results verified in the literature • Banking markets present a unique opportunity in robustly recreating results based on this theory especially in growth memes presented by Asian markets. 5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY 4
  • 5. Implications • Foreign portfolio exits are significant opportunity losses for Global players and may not be justified by myopic short term responses to a new policy superstructure. 5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY 5
  • 6. Purpose • Event studies establish that value creation is achieved in M&A, yet it usually leans towards the usurping of gains by the Targets • Mergers & Acquisitions are frequently criticized as a large ticket strategy that do not deliver gains • effect of executive compensation in inducing more frequent M&A cannot be denied (Bliss and Rosen, 2001) • Our work on Indian Bank M&A (Mittal and Garg, 2016) 5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY 6
  • 7. Parallel Literature • Ahern (2012) in establishing that Dollar gains to Acquirers dominate Target gains. • Goddard, Molyneux et al (2012) research Asian and Latin American Bank M&A, yet find the significant gains for Acquirers and leave it on the table, not discussing the post GFC scenario and motivations of both Emerging Market and US/European bank Acquirers. • Kolaric & Schiereck (2013) similarly present data from a Latin American sample, yet study only targets located in these markets. • Borochin, Ghosh et al (2016) provide an information asymmetry based explanation for value creation in Bank M&A but prefer that Targets make most of the gains 5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY 7
  • 8. • Caiazza et al (2012) analysis of determinants of mergers and acquisitions • Caiazza(2013) case study analysis of the Exxon Mobil merger may drive our future research efforts on our chosen sample of Bank M&A. • Jap, Gould et al (2016) present the merger of ANZ with NBNZ 5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY 8
  • 9. Recent Information theoretic explanations • Officer (2009) : Information asymmetry explanation driving acquirers to private targets • emerging market targets with larger idiosyncratic return volatility measuring individual volatility and R&D intensity • Gain in stock swaps • Moeller et al(2007) attempts decoding opinion diversity in the decision making coding. • Chira et al(2016) study influencing market signals and agency relationships in canceled deal comparing private and public targets 5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY 9
  • 10. • Luypaert et al (2017) refine their view of division of gains between acquirer and target as well as the payment consideration (cash vs stock) and find in favour of acquirer returns [Opaque targets , Informed Acquirers] • Cornett e al (2003) Advantage of Horizontal mergers • Palia(1991) and Burkart (2006) adverse selection as agency conflict 5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY 10
  • 11. • Borochin, Ghosh et al (2016) acknowledge the relation between information asymmetry and firm value in M&A strategy highlighting the now established change in the target’s information environment as information is shared about the target and investors act on their internal motivations to gather public and private information about the target. • Ayukawa (2012) builds an alternative model of the firm using Hart and Holmstrom model of the lateral firm that allies with the model of information mechanics we propose as he models dealmaking around a technology advantage which examine integration, cooperation , non-integration and non-cooperation between two managers pursuing a deal, coordinating both monitoring levels and private benefits ( low level incentives). 5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY 11
  • 12. • Moeller et al(2007) look at the offers made across classifications of public and private firms, for cash and stock offers • Starks and Wei(2013) add the interplay of Corporate governance in determining the use of stock in CBA. Acharya et al (2010) discover talent heterogeneity in Private Equity deal exits, evidence critical to Private information based structures in Corporate Governance 5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY 12
  • 13. Measures of Information • Masulis (2015) have created an information asymmetry factor structure that is robust and shows the impact of private information available in Financial and company information. • Morck (2004) shows the utility of ln(1-R2/R2) • We consider measures used in the literature, such as target idiosyncratic volatility, target size, target R&D expenses, indicator for intra-industry deals, target tangibility, target abnormal accruals and the distance between merging firm headquarters and Using factor analysis create a single information asymmetry factor that captures a significant portion of the common variability among these variables. They divide our sample into high and low information asymmetry groups. • Campbell and Nagel(2015) show the use of Inverse Mills Ratio in the Heckman’s two step estimation as Private information, except when it takes the form of an omitted variable with a clear deterministic influence on the results (Li and Prabhala, 2007) 5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY 13
  • 14. Hypotheses • Hypothesis 1: Larger firms have the skills and knowledge required to successfully grow using external strategies of acquisitions and mergers, but only within their own industry (Horizontal mergers) 5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY 14
  • 15. • Hypothesis 2: It is possible for equal sized large firms to successfully complete a deal in the presence of superior Private information in the potential acquirer about the industry or even for the larger firm to be the target in the presence of a Private information gradient. 5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY 15
  • 16. • Hypothesis 3: The Private information of the Target may be available to acquirers before any bid is made for the targets in the markets for corporate control. This substantive Private information may become public information once a bid is made. 5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY 16
  • 17. • Hypothesis 4: It is possible for knowledgeable firm managers to create and package selective Private Information about themselves and position themselves for a well-functioning acquirer and / or private investors in the markets for corporate control with effective transfer of control. • In an intangible rich environment 5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY 17
  • 18. • Hypothesis 5: It is possible by using alternate Private information constructs in the available data, to measure and value the Private information gradient rewarding better equipped managers and firms in public markets and other markets of corporate control with consistently higher valuations. • This enables potential acquirers to stay ahead of the curve 5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY 18
  • 19. • Masulis et al(2007) review the evidence after the re-regulation of the US markets and find that the introduction of Anti- Takeover provisions increase empire building in Targets as firms are no longer disciplined by the markets for corporate control. • Chen & Dempere (2009) employ a logit regression model to explicitly discover the dampening relationship of equity compensation plans on bank acquisitions and the relationships of other Corporate Governance variables like D&O reputation and ownership. • Capron & Shen (2007) review private and public targets and assuage the results on Private information enhancing returns. They find acquirers preferring private targets within their industry(horizontal mergers) and public targets already assessed in markets for corporate control for valuation for diversifying mergers and for acquiring targets in industry richer in intangible assets. • Hagendorff (2008) discover a relationship in banking M&A between the announcement returns and level of investor protection in the target and argue as was traditional that this is compensation for increased appropriation by insiders. • Hernando (2009) find that EU bank acquisitions find more domestic acquirers for targets with higher inefficiencies while Cross Border Acquirers prefer public listed targets. Their discussion of targets in concentrated markets 5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY 19
  • 20. Private firms as targets • Private valuations depressed because of information asymmetry • Private information of an acquirer correspondingly improves his prospects of making a good deal • W.r.t his own industry • Target prospects and valuation • Target can in turn remove asymmetry by IPO • Either other firms become targets or they become public using the information revealed 5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY 20
  • 21. Follies and Fallacies • Assumed to be about the target, leading to numerous agreements with Targets purloining returns in event studies • Acquirers also better informed about themselves. • Size as an advantage in maintaining the higher Private Information Gradient in the industry • Positioned to create and follow industry leading practices 5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY 21
  • 22. The Information strong Acquirer • Endogenous Growth • Private information advantages • Industry practices • Others in the industry • Not just competitive knowledge but both hard and soft information • Sustainable value premium • Cheaper acquisitions • Serial Acquisition strategy 5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY 22
  • 23. What is Private information? • The firm thus creates information as well as assimilates public information but most important it generates Private information from the use of firm specific technology as well as the overall industry technology which based on its private skill sets, becomes Company specific private information about its competitors and products and services related to its markets. • Analysis • Experience • Intangibles • Hard and Soft information 5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY 23
  • 24. The Private Information construct • In our view of Private Information P(A) > Expected [P(I)] • Where the first represents Private information for the firm A. Also, initially P (I) ~ P(A) • i.e. Private Information of A is al that is defining the industry wins, till other firms very quickly catch on and it becomes industry information when it grows idiosyncratically in each firm. 5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY 24
  • 25. • Let us consider a firm B, that is also holding Private information but is growing at Industry rates of growth and is growing at single digit rates. If this firm grows its equity base, it will spread its lower value over larger number of shares and dilute its valuations and to avoid being a target B is more likely to invest in share buybacks and probably become private to find better avenues for growth and leadership. If it is otherwise satisfied, it could probably on the strength of existing customers be offered an acquisition by A who has chosen an external growth strategy to supplement / focus on taking care of business growth as it grows its reputation. This reputation also includes the individual reputation of its managers and its hiring, while B’s managers ao have a good reputation individually and are aware that they could steepen the gradient or rate at which they grow their reputation if they took care of business. 5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY 25
  • 26. • PI(A) > P ¯(I) > P(B) • B(I) = P ¯(I) – P(B) > 0 • A(I) = P(A) – P ¯(I) > 0 • Also • G(MA) = P(A) – P(B) >> 0 • And is the motivation for merger for A as the deal graient G(M) makes it likely that B will be available for a fair value 5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY 26
  • 27. Figure 6-1. The Information structure of the firms in an industry. The data is user generated and does not refer to exact indicator data from the chosen Information asymmetry measures Here for understanding the stock of industry information is shown as a black line in the same graph. The information structure may usually refer only to the Private information of firm and industry over and above this stock. 0 100 200 300 400 500 600 1/1/2006 1/1/2007 1/1/2008 1/1/2009 1/1/2010 1/1/2011 1/1/2012 1/1/2013 1/1/2014 1/1/2015 1/1/2016 1/1/2017 1/1/2018 1/1/2019 1/1/2020 1/1/2021 1/1/2022 1/1/2023 1/1/2024 1/1/2025 1/1/2026 1/1/2027 Information Values for Banking Industry Firms A1, A2/B3, B1,B2 Firm A1 Firm B1/A2/B3 Firm B1 Firm B2 P(I) Industry 5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY 27
  • 28. Implications for Research 5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY 28
  • 29. Conclusions 5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY 29
  • 30. Thanks! 5/4/201724th Annual Global Finance Conference, Hofstra University, Hempstead NY 30