Chapter Four
EMPIRICAL ANALYSIS OF
ANNOUNCEMENT EFFECT
OF MERGERS AND CQUISITIONS
ON ACQUIRER FIRMS IN INDIA
EMPIRICAL ANALYSIS OF ANNOUNCEMENT EFFECT OF MERGERS 110 AND ACQUISITIONS ON ACQUIRER FIRMS IN INDIA
CHAPTER FOUR
EMPIRICAL ANALYSIS OF ANNOUNCEMENT EFFECT OF MERGERS AND ACQUISITIONS ON ACQUIRER
FIRMS IN INDIA
Several studies have examined the wealth effects of mergers and
acquisitions by evaluating the announcement period returns in shares of acquirer
companies during the period surrounding announcement of deals [see for
instance, Eckbo (1983), Asquith (1983), Malatesta (1983), Rieck (2002), Mishra
and Goel (2005)]. Assuming the theory of efficient markets operates, the trading
in shares of acquirer firms should ideally take place around announcement date
of merger with expectations and future implications of merger transactions on
acquirer firms operating and financial performance. If that is the case the positive
expectations should ideally increase the prices of shares and bring about
significant positive gains to shareholders in acquirer firms and vice-versa. In this
chapter we examine the announcement period abnormal returns to shareholders
in acquirer firms using event study methodology outlined in chapter two. The
results are discussed for each of the sectors viz., manufacturing sector as a
whole, chemicals sector, textile sector, drugs and pharmaceuticals sector, food
and beverage sector and financial services sector.
4.1 Empirical Results on Announcement Period Returns
The cumulative abnormal returns are computed for acquirers for pre-
announcement period, post-announcement period and around announcement
period. The results are prepared and presented only for those acquirer
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EMPIRICAL ANALYSIS OF ANNOUNCEMENT EFFECT OF MERGERS 111 AND ACQUISITIONS ON ACQUIRER FIRMS IN INDIA
companies for which the announcement dates are available and also the share
price data for full 40 days surrounding the announcement date as well as 180
days before the 20 days prior to announcement date. This will facilitate accurate
computations of cumulative abnormal returns for acquirer firms as per
methodology outlined in chapter two. The results are discussed in section I and II
below separately for acquirers in manufacturing sector and those in financial
services respectively.
4.2 Cumulative Abnormal Return of Acquirers in Manufacturing Sector
Table 4.1 presents the results of event study methodology of cumulative
abnormal returns (CAR) for acquirers in manufacturing sector.
Table 4.1: Percentage Cumulative Abnormal Returns of Sample Acquirer Firms in Manufacturing Sector in India
Acquirer Pre-Announcement
Period Post-Announcement
Period
Around Announcement Period
(t-20) (t-10) (t-5) (t+5) (t+10) (t+20) (t- 20,t+20)
(t- 10,t+10)
(t-5,t+5)
Chemical Sector
Bayer India Ltd 35.42 29.57 19.49 -6.50 0.76 -1.12 29.64 25.67 8.33
Futura Polyesters 25.20 -20.07 -10.07 9.12 1.84 .68.20 100.06 7.21 5.70
Kissan Mouldings Ltd 25.45 16.29 16.86 6.47 18.08 31.15 50.63 28.50 17.36 Berger Paints -47.00 -52.28 4.19 1.19 0.70 -5.32 -50.60 -49.86 7.10 Beck India -36.60 -27.01 -20.19 0.52 2.45 -4.39 -40.74 -24.30 -19.41
Sree Rayalaseema Hi - Strength Hypo Ltd
-15.27 -5.25 -4.83 • 20.78 33.15 12.41 -2.25 28.51 16.56
Castro! India 7.58 2.66 1.51 5.85 8.40 -4.52 -1.73 6.26 2.57 Dharamsi Morarji Chemicals Ltd
-2.00 -1.33 -2.11 1.91 -5.67 -6.03 -8.04 -7.01 -0.21
BASF -17.00 -8.35 -5.72 10.26 6.44 -1.92 -18.83 -1.82 4.63
Arvind International -50.43 -10.09 17.18 -40.61 -3.07 -45.62 -54.82 -8.59 -18.86 Exide Industries 7.12 3.53 5.21 5.95 23.43 13.71 19.82 25.95 10.15 Average CAR -6.14 -6.58 1.96 1.36 7.86 5.14 2.10 2.77 3.08 t Statistics -0.684 -1.001 0.524 0.290 2.160
** 0.608 0.151 0.371 0.839
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EMPIRICAL ANALYSIS OF ANNOUNCEMENT EFFECT OF MERGERS
112 AND ACQUISITIONS ON ACQUIRER FIRMS IN INDIA
Acquirer Pre-Announcement
Period
Post-Announcement Period
Around Announcement Period
(t-20) (t-10) (t-5) (t+5) (t+10) (t+20) (t- 20,t+20)
(t- 10,t+10)
(t-5,t+5)
Textile Sector
Ashima 1.17 11.95 19.52 16.63 18.95 24.86 18.17 23.03 28.28
Centuryenka 17.73 14.09 10.91 4.75 2.40 4.95 20.77 14.58 13.75
Easternsilk 18.48 11.09 15.27 90.55 -11.53 11.39 30.11 -0.20 10.59
Nahar Ind 12.68 18.55 24.21 -13.30 -23.88 -22.38 -11.94 -7.57 8.67
Nahar Exp -0.45 1.88 1.21 5.05 26.07 58.88 56.97 26.49 4.81
Sangam 15.31 6.14 8.33 2.75 0.46 -6.03 7.94 5.26 9.75
Spentex -22.14 -0.70 8.45 6.33 -3.97 -14.88 -36.26 -3.91 15.54
Welspun 5.57 8.28 -0.95 -2.67 11.55 2.32 8.72 20.66 -2.79
Zodiac -11.41 -6.84 1.22 -8.53 -10.43 -15.29 -25.09 -15.66 -5.69
Average CAR 4.11 7.16 9.80 11.29 1.07 4.87 7.71 6.96 9.21
t Statistics 0.884 2.705 ***
3.393 ***
1.093 0.203 0.583 0.805 1.401 2.742 ***
Drugs & Pharmaceutical Sector
Aurobindo -21.39 -14.98 -5.01 18.58 16.06 29.50 8.15 1.12 13.60
Cadila 7.66 6.03 5.71 -0.42 -0.56 -2.53 2.44 2.77 2.59
Cyanamid -9.31 -12.67 -2.45 11.20 11.16 2.32 -6.78 -1.30 8.96
Dr Reddy 6.43 9.85 5.56 -8.61 -12.23 -27.12 -20.40 -2.09 -2.76
Lupin 5.73 0.92 -5.90 -2.35 3.35 -10.25 -9.08 -0.28 -12.81
Nicholas 18.85 7.94 1.71 -2.38 2.41 3.70 27.49 11.25 0.22
Novartis -3.56 -7.31 -9.61 -6.03 -9.33 -13.40 -17.41 -17.09 -16.09
Ranbaxy 13.10 10.99 1.97 -0.88 2.77 3.29 16.65 14.02 1.35
Strides 35.36 18.96 29.62 5.51 7.73 14.87 48.58 25.04 33.47
Wyeth -7.85 -5.56 -8.47 -5.27 -5.22 -8.43 -10.91 -5.41 -8.37
Average CAR 4.50 1.42 1.31 0.93 1.61 -0.81 3.87 2.80 2.02
t Statistics 0.886 0.400 0.365 0.349 0.577 -0.162 0.562 0.765 0.444
Food & Beverage Sector
Balrampur Chini 13.26 7.85 3.36 -0.95 0.96 1.77 14.41 8.19 1.80
Eveready (1997) 30.88 5.41 -0.13 -7.92 44.57 44.57 74.45 28.19 -9.05
Eveready (2003) 24.12 21.30 15.50 -6.74 -5.80 -9.58 13.62 14.58 7.84
Rajshree Sugar -16.99 -14.24 -5.96 0.28 -1.41 -3.01 -18.45 -14.10 -4.12
SICAL 10.54 14.57 -2.80 -11.16 -5.45 -7.73 1.13 7.44 -15.63
Simbhouli 64.75 57.27 43.22 5.00 -15.35 -8.13 39.42 24.71 31.02
Average CAR 21.09 15.36 8.87 -3.58 2.92 2.98 20.76 11.50 1.98
t-statistic 1.916 *
1.583 1.181 -1.456 0.338 0.351 1.570 1.862 *
0.295
All Manufacturing
Average CAR 3.92 2.73 4.89 2.90 3.61 3.06 7.11 5.28 4.13
t-statistic 1.002 0.913 2.336** 0.945 1.564 0.822 1.276 1.814 *
1.924 *
Note: (i) 1' refers to announcement date, (t-n) means n days before announcement date, (t+n) means n days after announcement date. *, **, *** represents significance at 10%, 5% and 1% level respectively
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6.00
5.00
4.00
3.00
2.00
1.00 -(-
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EMPIRICAL ANALYSIS OF ANNOUNCEMENT EFFECT OF MERGERS 113 AND ACQUISITIONS ON ACQUIRER FIRMS IN INDIA
Following important observations can be made from Table 4.1 with
respect to each of the sectors under study:
(a) Manufacturing sector
The movement in average cumulative abnormal returns of acquirers
during various periods surrounding the announcement period are depicted
graphically in Fig.4.1.
(i)
The average Cumulative Abnormal Returns for acquirers in
Manufacturing Sector have been positive during the study period.
The average CAR values are found to be statistically significant at
5% level for period (t-5) i.e. during 5 days before the
announcement of merger event. Similarly, the announcement
period returns are 5.28% for 20 Days around announcement and
statistically significant at 10% level. Also for period of 10 days
around announcement of merger, the average cumulative
abnormal returns of firms is 4.13% and again statistically significant
at 10% level.
Fig.4.1: Average Cumulative Abnormal Returns for Acquirers in Manufacturing Sector
-.4—Average CAR
(-20,0) (-10,0) (-5,0) (0,5) (0,10) (0,20)
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EMPIRICAL ANALYSIS OF ANNOUNCEMENT EFFECT OF MERGERS 114 AND ACQUISITIONS ON ACQUIRER FIRMS IN INDIA
(ii) When we divide the total period into pre-announcement and post-
announcement, it can be observed that the average CAR is highest
during pre-announcement period and fall sharply during the post
announcement period. The highest magnitude of announcement
period cumulative abnormal returns of acquirers in Manufacturing
Sector (7.11%) accrue during 40 days around the announcement
date i.e. (t-20, t+20) event window. However, these returns are not
statistically different from zero.
(iii) Interestingly, shorter the period taken around announcement of
merger, lesser is the cumulative abnormal returns for the
shareholder indicating lowering of investor expectation from merger
as the information on possible merger benefits is processed by the
market participants.
(iv) More than 60% of observations of CARs of acquirers in
Manufacturing Sector are positive during pre-announcement
period. However, during post announcement period the percentage
of positive CARs dropped to 53.70%.
(b) Chemicals Sector
The movement in average cumulative abnormal returns of acquirers in
chemicals sector during various periods surrounding the announcement period
are depicted graphically in Fig.4.2.
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EMPIRICAL ANALYSIS OF ANNOUNCEMENT EFFECT OF MERGERS AND ACQUISITIONS ON ACQUIRER FIRMS IN INDIA
115
Fig.4.2: Average Cumulative Abnormal Returns for Acquirers in Chemicals Sector
10.00
8.00
6.00
4.00
2.00
0.00
-2.00
-4.00
-6.00
-8.00
Average CAR
(i) The analysis of announcement period returns for acquirers in
chemicals sector indicate that Average CARs are substantially
lower during pre-announcement period for acquirers while the
same increases during post-announcement period. Average CAR
for acquirers in Chemical Sector are -6.14% during (t-20) window
which is however, not statistically significant. On the other hand
average CAR is 5.14% during (t+20) window which again though is
not statistically different from zero. However, average CAR for
period of 10 days after announcement (7.86%) is found to be
statistically significant at 5% level.
(ii) Out of all the observations of CAR for acquirers in chemicals sector
across various event windows, 46.46% of the observations are
found to be negative. Thus marginally higher percentage of
observations (53.54%) are indicating positive CARs. Though .
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EMPIRICAL ANALYSIS OF ANNOUNCEMENT EFFECT OF MERGERS
116 AND ACQUISITIONS ON ACQUIRER FIRMS IN INDIA
statistical significance could not be established for average CARs
for acquirets in chemical sector, the indication of high number of
positive CAR in all the observations for the sector provides a weak
evidence of positive short term gains to shareholders in this sector.
(c) Textile Sector
The movement in average cumulative abnormal returns of acquirers in
chemicals sector during various periods surrounding the announcement period
are depicted graphically in Fig.4.3.
(i) For Textile Sector, the average CARs are positive and higher for
period from (t-20) to (t+5) after which it drops significantly. The
average CAR is 7.16% for period of 10 days before the
announcement date which is also found to be statistically
significant at 1% level. Similarly, the average CAR is 9.80% and
statistically significant at 1% level. The positive and statistically
significant average CAR during pre announcement date is
indicative of positive expectations of investors from the probable
merger. The acquirers in Textile sector being concentrating on
improving operational efficiency, the market expects the benefits to
accrue from mergers. Besides, the industry is highly fragmented
with too many small players and mergers are expected to create
bigger size organizations able to compete with foreign players who
have become major threat to domestic firms particularly after lifting
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12.00
10.00
8.00
6.00
4.00
2.00
—4—Average CAR
0.00
(-20,0) (-10,0) (-5,0) (0,5) (0,10) (0,20)
EMPIRICAL ANALYSIS OF ANNOUNCEMENT EFFECT OF MERGERS 117 AND ACQUISITIONS ON ACQUIRER FIRMS IN INDIA
of quotas in the sector in 2005. The significant positive returns
during pre-announcement period are probably indicative of positive
expectations of the investors against such threats for acquirers in
textile sector.
Fig.4.3: Average Cumulative Abnormal Returns for Acquirers in Textile Sector
(ii) The average CAR is also positive and 9.21% for period of 10 days
around announcement period and is statistically significant at 1%
level. For, overall period of 40 days around announcement period,
the average CAR though positive and 7.71%, it is not statistically
different from zero.
(iii) Out of all the observation of CAR for acquirers in textile sector, only
32.10% are found to be negative across various event windows.
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(-20,0) (-10,0) (-5,0) (0,5) (0,10) (0 ..0 -1.00 --
-2.00
5.00
4.00
3.00
2.00
1.00
0.00
Average CAR
EMPIRICAL ANALYSIS OF ANNOUNCEMENT EFFECT OF MERGERS 118 AND ACQUISITIONS ON ACQUIRER FIRMS IN INDIA
(d) Drugs and Pharmaceuticals Sector
The movement in average cumulative abnormal returns of acquirers in
drugs and pharmaceuticals sector during various periods surrounding the
announcement period are depicted graphically in Fig.4.4.
Fig.4.4: Average Cumulative Abnormal Returns for Acquirers in Drugs and Pharmaceuticals Sector
(i) For pharmaceuticals Sector, the average CAR is highest (4.50%) for
(t-20) window, though it falls sharply during other event windows of
pre-announcement period as well as post announcement period with
lowest average CAR being -0.81% for (t+20) window. Again here, it is
observed that the average CARs are lower during the period that is
closer to the announcement date of mergers and acquisitions.
However, none of the returns are statistically significant.
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20.00
15.00
10.00
5.00
0.00
-5.00
Average CAR
EMPIRICAL ANALYSIS OF ANNOUNCEMENT EFFECT OF MERGERS 119 AND ACQUISITIONS ON ACQUIRER FIRMS IN INDIA
(ii) Out of all the observations of CAR, 46.67% of the observations across
various event windows and acquirer firms are found to be negative. 7
out of 10 acquirers reported negative CAR for period of 5 days post
announcement indicating that the immediate reaction of the market to
the merger announcement had been negative for these acquirers. This
is also supported by the evidence from Fig.4.4 which shows that the
average CAR has decline to -0.81% for t-20 window although not
statistically significant.
(e) Food and Beverage Sector
The movement in average cumulative abnormal returns of acquirers in
drugs and pharmaceuticals sector during various periods surrounding the
announcement period are depicted graphically in Fig.4.5.
Fig.4.5: Average Cumulative Abnormal Returns for Acquirers in Food and Beverage Sector
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EMPIRICAL ANALYSIS OF ANNOUNCEMENT EFFECT OF MERGERS
120 AND ACQUISITIONS ON ACQUIRER FIRMS IN INDIA
(i) The shareholders of acquirer firms in Food and Beverage Sector
see a substantial drop in average CAR during post announcement
period from statistically significant 21.09% for (t-20) window to
statistically insignificant 2.98% for (t+20) window. Average CARs
have higher magnitude for longer period around merger
announcement date in this sector. [20.76% for (t-20,t+20) window].
Average CAR is 11.50% for 10 days surrounding the
announcement date which is also statistically significant at 10%
level. On the other hand for much closer event window (t-5, t+5)
the average CAR is 1.98% and is statistically insignificant.
(ii) Out of all the observations of CAR for acquirers across various
event windows, 40.74% are negative while 59.26% are positive.
During 20 days before announcement period, out of 6 cases, only
one acquirer has experienced negative CAR. The number of
acquirers having negative CAR has increased as the
announcement date has neared.
4.3 Cumulative Abnormal Return of Acquirers in Financial Services Sector
Table 4.1 presents the results of event study methodology of cumulative
abnormal returns (CAR) for acquirers in manufacturing sector. Besides the
movement in average cumulative abnormal returns of acquirers in drugs and
pharmaceuticals sector during various periods surrounding the announcement
period are depicted graphically in Fig.4.6.
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EMPIRICAL ANALYSIS OF ANNOUNCEMENT EFFECT OF MERGERS 121 AND ACQUISITIONS ON ACQUIRER FIRMS IN INDIA
(I )
In case of acquirers in Financial Services Sector, it is observed that
average CAR is -7.41% for (t-10) window. However, it improves
substantially for event windows closer to announcement date and
particularly for (t+20) post announcement period, the average CAR
is 9.13% which is also statistically significant at 10% level.
Table 4.2: Percentage Cumulative Abnormal Returns of Sample Acquirer Firms in Financial Services Sector in India
Acquirer Pre-Announcement Period
Post-Announcement • Period
Around Announcement Period
(t-20) (t-10) (t-5) (t+5) (t+10) (t+20) (t-
20,t+20) 103+1(0t; (t-5,t+5)
801 0.23 4.40 -3.00 -4.07 -6.56 -1.14 -0.90 -2.15 -7.05
BOR 14.75 -10.41 3.38 -4.16 -3.30 33.57 19.85 -12.69 0.25 Corp Bank 7.87 -7.87 -1.46 1.85 0.60 1.48 9.37 -7.24 0.42
Eicher 17.29 -19.73 -5.96 -6.55 -9.39 15.53 2.98 -24.37 -7.75 IDBI 18.30 10.39 7.74 9.78 3.36 2.34 2.29 -4.60 -0.84 JM Financial 6.82 10.56 7.54 5.04 3.31 11.69 10.94 6.31 5.02 Khandwala Securities -1.34 0.74 -5.38 9.40 34.04 20.37 15.57 31.31 0.56 Kinetic Fincorp 35.88 -62.68 -47.57 4.35 -5.79 -1.79 -36.19 -67.00 -41.75 Magma Srachi 15.58 20.13 15.01 -8.43 -4.04 -13.33 3.93 17.77 8.26
PNB 31.07 -10.64 2.46 -8.50 -17.05 -19.30 -53.22 -30.54 -8.88
Vijaya Bank 14.12 -32.90 -18.04 -8.88 -14.62 22.01 11.73 -43.68 -23.08 Walchand Peoplefirst 13.98 9.07 4.52 4.42 17.78 38.13 24.34 27.05 9.14 Average CAR -6.64 -7.41 -3.40 -0.48 -0.14 9.13 0.89 -9.15 -5.48 t statistic -
1.323 -1.123 -0.724 -0.235 -0.034 1.794 0.135 -1.095 -1.317
o e: 't' refers to announcement date, (t-n) means n days before announcement date, (t+n) means n days after announcement date.
(ii) *, **, *** represents significance at 10%, 5% and 1% level respectively
Goa University
10.00
8.00
6.00
4.00
2.00
0.00 —0— Average CAR
-2.00 4-20;0)-44-0704—+-570 4075) {-0710)---(072-0)---
-4.00
-6.00
-8.00
-10.00
EMPIRICAL ANALYSIS OF ANNOUNCEMENT EFFECT OF MERGERS
122 AND ACQUISITIONS ON ACQUIRER FIRMS IN INDIA
Fig.4.6: Average Cumulative Abnormal Returns for Acquirers in Food
and Beverage Sector
(ii) Comparatively, there are more negative observations of average
CAR in financial services sector as compared to those in
manufacturing sector. The average CAR was -6.64% for 20 days
prior to announcement date. Similarly, it was -7.41% for 10 days
prior to announcement date and continued to remain in negative
range until 10 days post-announcement date. None of these return
observations are though, statistically significant. However, the
direction of change observed in average CAR during pre-
announcement period indicates that investors are sceptical about
the benefits accruing to acquirers out of merger transaction. In fact
the observations of returns for 20 days around announcement (-10,
+10) and 10 days around announcement (-5, +5) also are both
negative (-9.15% and -5.48% respectively) though not statistically
significant. The market perception, however, seems to have
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EMPIRICAL ANALYSIS OF ANNOUNCEMENT EFFECT OF MERGERS 123 AND ACQUISITIONS ON ACQUIRER FIRMS IN INDIA
changed post announcement and the average CAR of 9.13% for
t+20 window is found to be statistically significant at 10%.
(iii)
Out of all the observations of CAR, 49.07% are found to be
negative while 50.935 are positive.
The analysis of cumulative abnormal returns for various sectors thus
provides weak evidence of positive returns and at times statistically significant
positive CARs for some event windows.
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