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RaoulV. Kübler
Ozyegin University Istanbul
The Impact of Product Recall
Message Design on
Shareholder’s Reactions	

Honey, we need to talk!
How do investors react to consumer specific
recall communication?	

Recalls	
  unse*le	
  
consumers	
  and	
  lead	
  to	
  
loss	
  in	
  sales	
  
	
  
	
  
Recall	
  Message	
  primary	
  
tool	
  to	
  calm	
  down	
  
consumers	
  and	
  reinstall	
  
trust	
  
	
  
	
  
(1)  Stated	
  Social	
  
Responsibility	
  
(2)  Transparency	
  
(3)  Help	
  with	
  
Idenficaon	
  
(4)  Return	
  
Convenience	
  
!RECALL!
Hence,	
  a	
  specific	
  Recall	
  Message	
  
design	
  DECREASING	
  negave	
  
consumer	
  reacons	
  might	
  
simultaneously	
  INCREASE	
  negave	
  
shareholder	
  reacons	
  
Research	
  Ques3ons	
  
To	
  reduce	
  negave	
  reacons	
  from	
  consumers	
  AND	
  
investors	
  managers	
  need	
  to	
  know	
  
1.  How	
  investors	
  react	
  to	
  the	
  design	
  of	
  the	
  recall	
  
message	
  
2.  How	
  investor	
  and	
  company	
  specific	
  factors	
  
moderate	
  the	
  reacon	
  
Message	
  content	
  adapted	
  
to	
  recall	
  circumstances	
  
Here	
  focus	
  only	
  on	
  
consumers	
  
Negave	
  shareholder	
  
reacons	
  due	
  to	
  
ancipated	
  costs	
  
High	
  costs	
  to	
  reinstall	
  
consumer	
  trust	
  
HOWEVER:	
  Investors	
  have	
  different	
  interests	
  than	
  
consumers	
  (Financial	
  Value	
  VS.	
  Consumer	
  Safety)	
  
1	
  
Investigating the investor focus	

Stage	
  1	
  
Abnormal	
  	
  
Returns	
  (AR)	
  
Stage	
  2	
  
Explain	
  AR	
  	
  
with	
  recall	
  message	
  design	
  
Focus/ReacCon	
  depends	
  on	
  size	
  of	
  
company	
  and	
  investor	
  type	
  company	
  size	
  
Investor	
  type	
  
large	
  small	
  
private	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  professional	
  
Regret	
  	
  
Reducon	
  
Risk	
  	
  
Reducon	
  
Cost	
  	
  
Reducon	
  
Problem	
  
	
  Invesgaon	
  
Small/Private	
  
Large/Private	
  
Small/Prof.	
  
Large/Prof.	
  
Soc.	
  Resp.	
  
Transparency	
  
Help	
  w.	
  Ident.	
  
Conv.	
  o.	
  Return	
   -­‐	
  
+
+
+
-­‐	
  
+
-­‐	
  
+
+
-­‐	
  
+
-­‐	
  
-­‐	
  
+
-­‐	
  
-­‐	
  
-­‐	
  
Conceptual	
  Model	
  
Fama/French	
  Model	
  
to	
  invesgate	
  
Abnormal	
  Returns	
  
(AR)	
  for	
  each	
  
product	
  recall	
  
Latent	
  Class	
  
Regression	
  Model	
  to	
  
explain	
  differences	
  in	
  
AR	
  through	
  recall	
  
specific	
  message	
  
design	
  
Regret	
  	
  
Reducon	
  
Risk	
  	
  
Reducon	
  
Cost	
  	
  
Reducon	
  
Problem	
  
	
  Invesgaon	
  
Expert	
  Based	
  
Content	
  Analysis	
  of	
  
Recall	
  Messages	
  to	
  
measure	
  strength	
  of	
  
each	
  recall	
  message	
  
dimension	
  
2	
  
First to combine classic stock models with latest
content analysis	

Rit
− Rft
= αij
+ βi
*(Rmt
− Rft
)+ si
* SMBt
+ hi
* HMLt
+ εit
Fama/French	
  (1993)	
  market	
  model*	
  
Abnormal	
  Returns	
   Content	
  Analysis	
  of	
  Recall	
  Messages	
  
*due	
  to	
  lack	
  of	
  data	
  momentum	
  was	
  
excluded	
  from	
  the	
  equiaon	
  
with	
  t	
  =	
  me	
  index;	
  i	
  =	
  recall	
  index	
  
Rit	
  =	
  return	
  of	
  i	
  in	
  t;	
  Rmt=	
  average	
  market	
  return	
  in	
  t	
  
SMB	
  =	
  weighted	
  porTolio	
  of	
  small	
  minus	
  big	
  stocks	
  
HML	
  =	
  weighted	
  porTolio	
  of	
  high	
  book	
  to	
  market	
  
minus	
  low	
  book	
  to	
  market	
  stocks	
  	
  
Latent	
  Class	
  Regression	
  Model	
  (esCmated	
  with	
  Latent	
  Gold	
  4.0)	
  
6	
  experts	
  content	
  analyzed	
  with	
  the	
  help	
  of	
  
the	
  dimensional	
  scale	
  based	
  approach	
  
presented	
  in	
  Kübler	
  and	
  Albers	
  (2010)	
  all	
  60	
  
recall	
  messages.	
  
Experts	
  stated	
  confidence	
  in	
  own	
  rang.	
  
Rangs	
  got	
  dimension	
  wise	
  aggregated	
  
by	
  weighted	
  confidence	
  score	
  
(vanBruggen	
  et	
  al.	
  (2002).	
  
•  Dependent	
  variable:	
  abnormal	
  returns	
  (event	
  day)	
  
•  Independent	
  variables:	
  Social	
  Responsibility,	
  Transparency,	
  Help	
  with	
  Idenficaon,	
  
Return	
  Convenience	
  
•  Co-­‐Variates:	
  company	
  size	
  (number	
  of	
  employees)	
  and	
  investor	
  porTolio	
  (share	
  of	
  
private	
  investors)	
  
Latent	
  Class	
  Analysis	
  to	
  account	
  for	
  heterogeneity	
  with	
  in	
  conceptual	
  model	
  (different	
  
focus	
  points	
  due	
  to	
  type	
  of	
  investor	
  and	
  company	
  size)	
  and	
  data	
  (different	
  industries	
  
3	
  
Investors are different. Not only to consumers!	

According	
  to	
  AIC	
  and	
  BIC	
  criteria	
  3-­‐class	
  soluon	
  is	
  opmal	
  
Large Professional Large Private Small
Overall	
  R2=	
  .971	
  
Class-­‐R2	
  =	
  .594	
  
Class	
  Size	
  =	
  48.4%	
  
Class-­‐R2	
  =	
  .920	
  
Class	
  Size	
  =	
  26.9%	
  
Class-­‐R2	
  =	
  .955	
  
Class	
  Size	
  =	
  24.7%	
  
beta	
   z-­‐value	
  
Intercept	
   -­‐.030	
  	
  	
  .	
   -­‐.705	
  
SocR	
   -­‐.050**	
   -­‐7.619	
  
Trans	
   .012	
  	
  	
  .	
   1.502	
  
ConRet	
   .045**	
   6.825	
  
HwI	
   .001	
  	
  	
  .	
   .003	
  
Size	
   .001**	
   2.232	
  
Investor	
   .024*	
  .	
  	
  	
  	
  	
  	
  	
   1.757	
  
beta	
   z-­‐value	
  
Intercept	
   .196**	
   6.761	
  
SocR	
   0.42**	
   9.258	
  
Trans	
   -­‐.021**	
   -­‐3.773	
  
ConRet	
   -­‐.010**	
   -­‐2.101	
  
HwI	
   .025**	
   5.006	
  
Size	
   -­‐.001**	
   -­‐2.160	
  
Investor	
   .008	
  	
  	
  .	
   0.45	
  
beta	
   z-­‐value	
  
Intercept	
   .150**	
   5.370	
  
SocR	
   -­‐.028**	
   -­‐2.686	
  
Trans	
   -­‐.008	
  	
  	
  .	
  	
  	
   -­‐1.573	
  
ConRet	
   .004	
  	
  	
  .	
   .121	
  
HwI	
   -­‐.014**	
   -­‐2.865	
  
Size	
   .001*	
   1.884	
  
Investor	
   -­‐.031**	
   -­‐2.312	
  
•  Recall	
  Message	
  content	
  explains	
  most	
  of	
  variance	
  in	
  shareholder	
  reacons	
  
•  Solid	
  results	
  for	
  professional	
  and	
  private	
  investors	
  of	
  larger	
  companies;	
  in	
  case	
  of	
  
smaller	
  companies	
  no	
  investor	
  specific	
  differences	
  
•  In	
  case	
  of	
  larger	
  companies	
  with	
  professional	
  investors	
  stronger	
  Social	
  Responsibility	
  
statements	
  and	
  higher	
  degrees	
  of	
  Transparency	
  exert	
  a	
  negave	
  impact	
  
•  In	
  case	
  of	
  private	
  investors	
  return	
  convenience	
  exerts	
  a	
  posive	
  impact	
  
•  In	
  case	
  of	
  smaller	
  companies	
  Social	
  Responsibility	
  and	
  Help	
  with	
  Idenficaon	
  exert	
  a	
  
posive	
  impact	
  whereas	
  Transparency	
  and	
  Return	
  Convenience	
  exert	
  a	
  negave	
  impact	
  
4	
  
Communication adaption is key!	

Investors react differently than consumers	

Design investor specific recall communication	

Company size and investor focus important!	

•  In	
  case	
  of	
  larger	
  companies	
  reduce	
  doubt	
  within	
  investors	
  by	
  
emphasizing	
  what	
  you	
  do	
  NOW	
  to	
  please	
  customers	
  (convenience	
  
of	
  return)	
  instead	
  of	
  talking	
  about	
  what	
  you	
  did	
  previously	
  but	
  
failed	
  with	
  (social	
  responsibility	
  statements).	
  
	
  
•  In	
  case	
  of	
  smaller	
  companies	
  reduce	
  regret	
  and	
  risk	
  percep3on	
  by	
  
not	
  speaking	
  about	
  costs	
  (convenience	
  of	
  return)	
  but	
  what	
  you	
  do	
  
to	
  avoid	
  negave	
  consumer	
  reacons	
  (social	
  responsibility	
  and	
  
help	
  with	
  idenficaon)	
  
5	
  

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Kübler mtp shareholder recall message

  • 1. RaoulV. Kübler Ozyegin University Istanbul The Impact of Product Recall Message Design on Shareholder’s Reactions Honey, we need to talk!
  • 2. How do investors react to consumer specific recall communication? Recalls  unse*le   consumers  and  lead  to   loss  in  sales       Recall  Message  primary   tool  to  calm  down   consumers  and  reinstall   trust       (1)  Stated  Social   Responsibility   (2)  Transparency   (3)  Help  with   Idenficaon   (4)  Return   Convenience   !RECALL! Hence,  a  specific  Recall  Message   design  DECREASING  negave   consumer  reacons  might   simultaneously  INCREASE  negave   shareholder  reacons   Research  Ques3ons   To  reduce  negave  reacons  from  consumers  AND   investors  managers  need  to  know   1.  How  investors  react  to  the  design  of  the  recall   message   2.  How  investor  and  company  specific  factors   moderate  the  reacon   Message  content  adapted   to  recall  circumstances   Here  focus  only  on   consumers   Negave  shareholder   reacons  due  to   ancipated  costs   High  costs  to  reinstall   consumer  trust   HOWEVER:  Investors  have  different  interests  than   consumers  (Financial  Value  VS.  Consumer  Safety)   1  
  • 3. Investigating the investor focus Stage  1   Abnormal     Returns  (AR)   Stage  2   Explain  AR     with  recall  message  design   Focus/ReacCon  depends  on  size  of   company  and  investor  type  company  size   Investor  type   large  small   private                      professional   Regret     Reducon   Risk     Reducon   Cost     Reducon   Problem    Invesgaon   Small/Private   Large/Private   Small/Prof.   Large/Prof.   Soc.  Resp.   Transparency   Help  w.  Ident.   Conv.  o.  Return   -­‐   + + + -­‐   + -­‐   + + -­‐   + -­‐   -­‐   + -­‐   -­‐   -­‐   Conceptual  Model   Fama/French  Model   to  invesgate   Abnormal  Returns   (AR)  for  each   product  recall   Latent  Class   Regression  Model  to   explain  differences  in   AR  through  recall   specific  message   design   Regret     Reducon   Risk     Reducon   Cost     Reducon   Problem    Invesgaon   Expert  Based   Content  Analysis  of   Recall  Messages  to   measure  strength  of   each  recall  message   dimension   2  
  • 4. First to combine classic stock models with latest content analysis Rit − Rft = αij + βi *(Rmt − Rft )+ si * SMBt + hi * HMLt + εit Fama/French  (1993)  market  model*   Abnormal  Returns   Content  Analysis  of  Recall  Messages   *due  to  lack  of  data  momentum  was   excluded  from  the  equiaon   with  t  =  me  index;  i  =  recall  index   Rit  =  return  of  i  in  t;  Rmt=  average  market  return  in  t   SMB  =  weighted  porTolio  of  small  minus  big  stocks   HML  =  weighted  porTolio  of  high  book  to  market   minus  low  book  to  market  stocks     Latent  Class  Regression  Model  (esCmated  with  Latent  Gold  4.0)   6  experts  content  analyzed  with  the  help  of   the  dimensional  scale  based  approach   presented  in  Kübler  and  Albers  (2010)  all  60   recall  messages.   Experts  stated  confidence  in  own  rang.   Rangs  got  dimension  wise  aggregated   by  weighted  confidence  score   (vanBruggen  et  al.  (2002).   •  Dependent  variable:  abnormal  returns  (event  day)   •  Independent  variables:  Social  Responsibility,  Transparency,  Help  with  Idenficaon,   Return  Convenience   •  Co-­‐Variates:  company  size  (number  of  employees)  and  investor  porTolio  (share  of   private  investors)   Latent  Class  Analysis  to  account  for  heterogeneity  with  in  conceptual  model  (different   focus  points  due  to  type  of  investor  and  company  size)  and  data  (different  industries   3  
  • 5. Investors are different. Not only to consumers! According  to  AIC  and  BIC  criteria  3-­‐class  soluon  is  opmal   Large Professional Large Private Small Overall  R2=  .971   Class-­‐R2  =  .594   Class  Size  =  48.4%   Class-­‐R2  =  .920   Class  Size  =  26.9%   Class-­‐R2  =  .955   Class  Size  =  24.7%   beta   z-­‐value   Intercept   -­‐.030      .   -­‐.705   SocR   -­‐.050**   -­‐7.619   Trans   .012      .   1.502   ConRet   .045**   6.825   HwI   .001      .   .003   Size   .001**   2.232   Investor   .024*  .               1.757   beta   z-­‐value   Intercept   .196**   6.761   SocR   0.42**   9.258   Trans   -­‐.021**   -­‐3.773   ConRet   -­‐.010**   -­‐2.101   HwI   .025**   5.006   Size   -­‐.001**   -­‐2.160   Investor   .008      .   0.45   beta   z-­‐value   Intercept   .150**   5.370   SocR   -­‐.028**   -­‐2.686   Trans   -­‐.008      .       -­‐1.573   ConRet   .004      .   .121   HwI   -­‐.014**   -­‐2.865   Size   .001*   1.884   Investor   -­‐.031**   -­‐2.312   •  Recall  Message  content  explains  most  of  variance  in  shareholder  reacons   •  Solid  results  for  professional  and  private  investors  of  larger  companies;  in  case  of   smaller  companies  no  investor  specific  differences   •  In  case  of  larger  companies  with  professional  investors  stronger  Social  Responsibility   statements  and  higher  degrees  of  Transparency  exert  a  negave  impact   •  In  case  of  private  investors  return  convenience  exerts  a  posive  impact   •  In  case  of  smaller  companies  Social  Responsibility  and  Help  with  Idenficaon  exert  a   posive  impact  whereas  Transparency  and  Return  Convenience  exert  a  negave  impact   4  
  • 6. Communication adaption is key! Investors react differently than consumers Design investor specific recall communication Company size and investor focus important! •  In  case  of  larger  companies  reduce  doubt  within  investors  by   emphasizing  what  you  do  NOW  to  please  customers  (convenience   of  return)  instead  of  talking  about  what  you  did  previously  but   failed  with  (social  responsibility  statements).     •  In  case  of  smaller  companies  reduce  regret  and  risk  percep3on  by   not  speaking  about  costs  (convenience  of  return)  but  what  you  do   to  avoid  negave  consumer  reacons  (social  responsibility  and   help  with  idenficaon)   5