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Behavioral	
  and	
  A.tudinal	
  Study	
  on	
  Greek	
  Yogurt	
  
Danruo	
  Liu	
  #28913801	
  
ü  Female	
  is	
  the	
  major	
  gender	
  group	
  of	
  Greek	
  yogurt	
  purchase.	
  
ü  “EaJng	
  only”	
  and	
  “EaJng	
  and	
  cooking”	
  both	
  are	
  heavy	
  Greek	
  Yogurt	
  users	
  
ü  Chobani	
  needs	
  the	
  largest	
  shelf	
  space	
  as	
  it	
  is	
  the	
  mostly	
  purchased	
  brand	
  
ü  Fage	
  is	
  specially	
  aNracJve	
  when	
  using	
  it	
  in	
  a	
  recipe,	
  which	
  suggests	
  
promoJon	
  scheme	
  
ü  Cut	
  the	
  shelf	
  space	
  for	
  large	
  yogurt	
  tubs	
  since	
  most	
  people	
  eat	
  from	
  a	
  
single	
  serving	
  cup	
  
ü  Fruit	
  inclusions	
  are	
  potenJal	
  source	
  of	
  revenue	
  expansion	
  
ü  Disperse	
  frequency	
  of	
  inclusions	
  usage	
  suggests	
  “placement	
  beside	
  fruit	
  
bar”	
  is	
  more	
  cost	
  effecJve	
  than	
  “special	
  Greek	
  Yogurt	
  inclusions”	
  
	
  
KEY	
  FINDINGS
METHODOLOGY
Research	
  Goal	
  
Understanding	
  differences	
  in	
  shopping	
  behavior	
  and	
  brand	
  
preference	
  between	
  different	
  usage	
  situaJons	
  and	
  user	
  types	
  for	
  
merchandising	
  decisions	
  
Survey	
  Method	
  
Sending	
  survey	
  to	
  a	
  a	
  set	
  of	
  households	
  selected	
  for	
  previously	
  
purchasing	
  Greek	
  Yogurt	
  and	
  offering	
  a	
  chance	
  to	
  win	
  a	
  $100	
  
Wegmans	
  gi_	
  cerJficate	
  
Analysis	
  Tool	
  
	
  Applying	
  staJsJcal	
  analysis	
  including	
  chi-­‐squared	
  test,	
  t	
  test	
  and	
  
regression	
  to	
  address	
  differences	
  in	
  shopping	
  behavior	
  and	
  brand	
  
preference	
  
SAMPLE	
  DOESN’T	
  MATCH	
  WITH	
  POPULATION	
  ON	
  GENDER
Popula'on	
   Sample	
   Weight	
  
Female	
   79%	
   85%	
   0.9312	
  
Male	
   21%	
   15%	
   1.3852	
  
•  Chi-­‐squared	
  test	
  on	
  goodness	
  of	
  fit:	
  p	
  =	
  0.02235	
  
•  Overweight	
  male	
  when	
  evaluaJng	
  preference	
  differences	
  between	
  gender	
  
Source:	
  QuesJon	
  18.	
  Are	
  you……	
  
base: n = 653
21%	
  
79%	
  
Popula'on	
  
male	
  
female	
  
15%	
  
85%	
  
Sample	
  
Source:	
  Q2.	
  Of	
  all	
  the	
  yogurt	
  you	
  have	
  eaten	
  in	
  the	
  past	
  month,	
  what	
  percentage	
  was	
  Greek	
  Yogurt	
  
	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  Q4.	
  How	
  do	
  you	
  use	
  Greek	
  Yogurt?	
  
	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  Q5.	
  In	
  the	
  past	
  month,	
  how	
  o_en	
  have	
  you	
  eaten	
  Greek	
  Yogurt?	
  
•  “EaJng	
  only”	
  and	
  “EaJng	
  and	
  cooking”	
  are	
  two	
  big	
  user	
  groups	
  in	
  the	
  market	
  
NO	
  SIGNIFICANT	
  DIFFERENCE	
  IN	
  SHOPPING	
  FREQUENCY	
  AND	
  
SHARE	
  OF	
  PURCHASE	
  BETWEEN	
  TWO	
  USER	
  TYPES	
  
“EaJng	
  on	
  its	
  own	
  and	
  cooking”	
  
“EaJng	
  on	
  its	
  own	
  only	
  “	
  
base:	
  n	
  =	
  743
1.1%	
   63.8%	
   35.1%	
  
0%	
   20%	
   40%	
   60%	
   80%	
   100%	
  
cooking/recipes	
  only	
   eaJng	
  on	
  its	
  own	
  only	
   both	
  cooking	
  and	
  eaJng	
  on	
  its	
  own	
  
88.16	
  
91.42	
  
5.01	
  
5.15	
  
•  The	
  two	
  groups	
  are	
  equally	
  important	
  as	
  both	
  are	
  heavy	
  Greek	
  yogurt	
  users	
  (t	
  test)	
  
p	
  =	
  0.02483	
   p	
  =	
  0.1114	
  
About	
  90%	
  of	
  yogurt	
  
purchase	
  is	
  Greek	
  yogurt	
  
Eat	
  3-­‐5	
  Jmes	
  a	
  week	
  
Independent	
  sample	
  t	
  test	
  on	
  difference	
  
“EaJng	
  on	
  its	
  own	
  and	
  cooking”	
  
“EaJng	
  on	
  its	
  own	
  only	
  “	
  
DIFFERENCE	
  IN	
  BRAND	
  PREFERENCE	
  BETWEEN	
  TWO	
  USER	
  TYPES	
  
base:	
  n	
  =	
  743
Source:	
  Q4.	
  How	
  do	
  you	
  use	
  Greek	
  Yogurt?	
  
	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  Q7.	
  Please	
  indicate	
  how	
  o_en	
  you	
  eat	
  each	
  of	
  the	
  following	
  brands	
  of	
  Greek	
  Yogurt	
  
	
  
1.64	
  
1.63	
  
2.95	
  
2.28	
  
•  Give	
  Chobani	
  a	
  larger	
  shelf	
  space	
  than	
  Fage	
  	
  
•  Explore	
  features	
  of	
  Fage	
  specially	
  aNracJve	
  when	
  using	
  it	
  in	
  a	
  recipe;	
  
•  Publicize	
  these	
  features	
  on	
  cooking	
  magazines	
  may	
  increase	
  sales	
  	
  
p	
  =	
  0.8435	
  	
   p	
  =	
  1.371e-­‐09	
  
Chobani	
  is	
  the	
  most	
  purchase	
  
brand	
  in	
  both	
  segments	
  
Fage	
  is	
  not	
  popular	
  among	
  “eaJng	
  only”	
  
“EaJng	
  and	
  cooking”	
  occasionally	
  buy	
  Fage	
  
NO	
  SIGNIFICANT	
  CORRELATION	
  BETWEEN	
  SERVING	
  APPROACH	
  
AND	
  EATING	
  FREQUENCY	
  
Source:	
  Q5.	
  In	
  the	
  past	
  month,	
  how	
  o_en	
  have	
  you	
  eaten	
  Greek	
  Yogurt?	
  
	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  Q12.	
  What	
  percent	
  of	
  the	
  Jme	
  do	
  you…	
  
	
  
•  Most	
  people	
  eat	
  from	
  a	
  single	
  serving	
  cup	
  
•  Only	
  extreme	
  heavy	
  Greek	
  yogurt	
  users	
  tend	
  to	
  buy	
  large	
  tubs	
  to	
  save	
  money	
  
1	
  =	
  Once	
  a	
  month	
  or	
  less	
  
7	
  =	
  More	
  than	
  once	
  a	
  day	
  
Regress	
  percent	
  of	
  Jme	
  buying	
  larger	
  tubs	
  on	
  eaJng	
  frequency	
  	
  
(	
  treat	
  frequency	
  as	
  categorical	
  variable)	
  
Source:	
  Q10:	
  How	
  o_en	
  do	
  you	
  add	
  extra	
  ingredients	
  to	
  Greek	
  Yogurt?	
  
	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  Q11.	
  What	
  type	
  of	
  your	
  own	
  inclusion	
  do	
  you	
  add	
  to	
  your	
  Greek	
  Yogurt?	
  
FRUIT	
  INCLUSIONS	
  ARE	
  POTENTIAL	
  SOURCE	
  OF	
  REVENUE	
  EXPANSION
base: n = 574
1.79	
  
1.81	
  
2.18	
  
2.50	
  
2.92	
  
3.41	
  
1	
   2	
   3	
   4	
   5	
  
Syrups	
  
Spices	
  
Others	
  
Nuts/Seeds/Trail	
  
Cereal	
  
Fruit	
  
Mean = 52.63
How	
  O_en	
  Need	
  Extra	
  Ingredients	
  
•  75%	
  of	
  consumers	
  find	
  over	
  20%	
  of	
  Jme	
  they	
  mix	
  in	
  other	
  ingredients	
  to	
  the	
  yogurt	
  
•  People	
  o_en	
  add	
  fruit	
  to	
  Greek	
  yogurt	
  and	
  cereal	
  someJmes	
  
•  Disperse	
  frequency	
  of	
  inclusions	
  usage	
  suggests	
  “placement	
  beside	
  fruit	
  bar”	
  is	
  
more	
  cost	
  effecJve	
  than	
  “special	
  Greek	
  Yogurt	
  inclusions”	
  
Mix-­‐ins	
  Type	
  
1	
  =	
  Never	
  
7	
  =	
  Always	
  
  	
  	
  
Appendix	
  
APPENDIX:	
  IS	
  THE	
  SAMPLE	
  REPRESENTATIVE	
  ON	
  GENDER
Popula'on	
   Sample	
  
Weight	
  
(pop/sample)	
  
Female	
   0.79	
   0.848392	
   0.9312	
  
Male	
   0.21	
   0.151608	
   1.3852	
  
Chi-­‐squared	
  test	
  for	
  given	
  probabiliJes	
  
	
  
data:	
  	
  table(sex)	
  
X-­‐squared	
  =	
  13.4207,	
  df	
  =	
  1,	
  p-­‐value	
  =	
  0.0002489	
  
Reject	
  the	
  null	
  at	
  any	
  confidence	
  level	
  
	
  
*	
  Remove	
  the	
  rows	
  with	
  undefined	
  gender	
  
APPENDIX:	
  COMPARING	
  “EATING	
  ON	
  ITS	
  OWN	
  ONLY”	
  AND	
  
“EATING	
  ON	
  ITS	
  OWN	
  AND	
  COOKING
Cooking	
  only	
   Ea'ng	
  only	
   Cooking	
  and	
  Ea'ng	
  
Count	
   8	
   474	
   261	
  
Ra'o	
   0.01076716	
   0.63795424	
   0.35127860	
  	
  
1.	
  How	
  large	
  are	
  each	
  of	
  these	
  segments	
  in	
  this	
  survey?	
  
2.	
  How	
  do	
  they	
  differ	
  in	
  share	
  of	
  yogurt	
  purchase?	
  
Welch	
  Two	
  Sample	
  t-­‐test	
  
t	
  =	
  -­‐2.2493,	
  df	
  =	
  640.084,	
  p-­‐value	
  =	
  0.02483	
  
alternaJve	
  hypothesis:	
  true	
  difference	
  in	
  means	
  is	
  not	
  equal	
  to	
  0	
  
3.	
  How	
  o_en	
  they	
  eat	
  Greek	
  Yogurt?	
  
	
  	
   	
  Welch	
  Two	
  Sample	
  t-­‐test	
  
t	
  =	
  -­‐1.5945,	
  df	
  =	
  528.735,	
  p-­‐value	
  =	
  0.1114	
  
alternaJve	
  hypothesis:	
  true	
  difference	
  in	
  means	
  is	
  not	
  equal	
  to	
  0	
  
4.	
  Whether	
  they	
  buy	
  Chobani	
  or	
  Fage?	
  
	
   	
   	
  Welch	
  Two	
  Sample	
  t-­‐test	
  
t	
  =	
  0.1975,	
  df	
  =	
  517.316,	
  p-­‐value	
  =	
  0.8435	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  t	
  =	
  6.1848,	
  df	
  =	
  461.45,	
  p-­‐value	
  =	
  1.371e-­‐09	
  
alternaJve	
  hypothesis:	
  true	
  difference	
  in	
  means	
  is	
  not	
  equal	
  to	
  0	
  
APPENDIX:	
  EXAMINE	
  THE	
  RELATIONSHIP	
  BETWEEN	
  EATING	
  
FREQUENCY	
  AND	
  SERVING	
  APPROACH
*Treat	
  frequency	
  as	
  categorical	
  variable,	
  base	
  group	
  is	
  “once	
  a	
  month	
  or	
  less”;	
  each	
  coefficient	
  on	
  
frequency	
  level	
  represents	
  the	
  increased	
  Jme	
  of	
  buying	
  large	
  tubs	
  	
  
APPENDIX:	
  EXAMINE	
  HOW	
  MUCH	
  TIME	
  CONSUMERS	
  MIX	
  IN	
  
AND	
  WHAT	
  INCLUSIONS	
  TYPE

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Behavioral and Attitudinal Study (Brief)

  • 1. Behavioral  and  A.tudinal  Study  on  Greek  Yogurt   Danruo  Liu  #28913801  
  • 2. ü  Female  is  the  major  gender  group  of  Greek  yogurt  purchase.   ü  “EaJng  only”  and  “EaJng  and  cooking”  both  are  heavy  Greek  Yogurt  users   ü  Chobani  needs  the  largest  shelf  space  as  it  is  the  mostly  purchased  brand   ü  Fage  is  specially  aNracJve  when  using  it  in  a  recipe,  which  suggests   promoJon  scheme   ü  Cut  the  shelf  space  for  large  yogurt  tubs  since  most  people  eat  from  a   single  serving  cup   ü  Fruit  inclusions  are  potenJal  source  of  revenue  expansion   ü  Disperse  frequency  of  inclusions  usage  suggests  “placement  beside  fruit   bar”  is  more  cost  effecJve  than  “special  Greek  Yogurt  inclusions”     KEY  FINDINGS
  • 3. METHODOLOGY Research  Goal   Understanding  differences  in  shopping  behavior  and  brand   preference  between  different  usage  situaJons  and  user  types  for   merchandising  decisions   Survey  Method   Sending  survey  to  a  a  set  of  households  selected  for  previously   purchasing  Greek  Yogurt  and  offering  a  chance  to  win  a  $100   Wegmans  gi_  cerJficate   Analysis  Tool    Applying  staJsJcal  analysis  including  chi-­‐squared  test,  t  test  and   regression  to  address  differences  in  shopping  behavior  and  brand   preference  
  • 4. SAMPLE  DOESN’T  MATCH  WITH  POPULATION  ON  GENDER Popula'on   Sample   Weight   Female   79%   85%   0.9312   Male   21%   15%   1.3852   •  Chi-­‐squared  test  on  goodness  of  fit:  p  =  0.02235   •  Overweight  male  when  evaluaJng  preference  differences  between  gender   Source:  QuesJon  18.  Are  you……   base: n = 653 21%   79%   Popula'on   male   female   15%   85%   Sample  
  • 5. Source:  Q2.  Of  all  the  yogurt  you  have  eaten  in  the  past  month,  what  percentage  was  Greek  Yogurt                              Q4.  How  do  you  use  Greek  Yogurt?                              Q5.  In  the  past  month,  how  o_en  have  you  eaten  Greek  Yogurt?   •  “EaJng  only”  and  “EaJng  and  cooking”  are  two  big  user  groups  in  the  market   NO  SIGNIFICANT  DIFFERENCE  IN  SHOPPING  FREQUENCY  AND   SHARE  OF  PURCHASE  BETWEEN  TWO  USER  TYPES   “EaJng  on  its  own  and  cooking”   “EaJng  on  its  own  only  “   base:  n  =  743 1.1%   63.8%   35.1%   0%   20%   40%   60%   80%   100%   cooking/recipes  only   eaJng  on  its  own  only   both  cooking  and  eaJng  on  its  own   88.16   91.42   5.01   5.15   •  The  two  groups  are  equally  important  as  both  are  heavy  Greek  yogurt  users  (t  test)   p  =  0.02483   p  =  0.1114   About  90%  of  yogurt   purchase  is  Greek  yogurt   Eat  3-­‐5  Jmes  a  week  
  • 6. Independent  sample  t  test  on  difference   “EaJng  on  its  own  and  cooking”   “EaJng  on  its  own  only  “   DIFFERENCE  IN  BRAND  PREFERENCE  BETWEEN  TWO  USER  TYPES   base:  n  =  743 Source:  Q4.  How  do  you  use  Greek  Yogurt?                              Q7.  Please  indicate  how  o_en  you  eat  each  of  the  following  brands  of  Greek  Yogurt     1.64   1.63   2.95   2.28   •  Give  Chobani  a  larger  shelf  space  than  Fage     •  Explore  features  of  Fage  specially  aNracJve  when  using  it  in  a  recipe;   •  Publicize  these  features  on  cooking  magazines  may  increase  sales     p  =  0.8435     p  =  1.371e-­‐09   Chobani  is  the  most  purchase   brand  in  both  segments   Fage  is  not  popular  among  “eaJng  only”   “EaJng  and  cooking”  occasionally  buy  Fage  
  • 7. NO  SIGNIFICANT  CORRELATION  BETWEEN  SERVING  APPROACH   AND  EATING  FREQUENCY   Source:  Q5.  In  the  past  month,  how  o_en  have  you  eaten  Greek  Yogurt?                              Q12.  What  percent  of  the  Jme  do  you…     •  Most  people  eat  from  a  single  serving  cup   •  Only  extreme  heavy  Greek  yogurt  users  tend  to  buy  large  tubs  to  save  money   1  =  Once  a  month  or  less   7  =  More  than  once  a  day   Regress  percent  of  Jme  buying  larger  tubs  on  eaJng  frequency     (  treat  frequency  as  categorical  variable)  
  • 8. Source:  Q10:  How  o_en  do  you  add  extra  ingredients  to  Greek  Yogurt?                              Q11.  What  type  of  your  own  inclusion  do  you  add  to  your  Greek  Yogurt?   FRUIT  INCLUSIONS  ARE  POTENTIAL  SOURCE  OF  REVENUE  EXPANSION base: n = 574 1.79   1.81   2.18   2.50   2.92   3.41   1   2   3   4   5   Syrups   Spices   Others   Nuts/Seeds/Trail   Cereal   Fruit   Mean = 52.63 How  O_en  Need  Extra  Ingredients   •  75%  of  consumers  find  over  20%  of  Jme  they  mix  in  other  ingredients  to  the  yogurt   •  People  o_en  add  fruit  to  Greek  yogurt  and  cereal  someJmes   •  Disperse  frequency  of  inclusions  usage  suggests  “placement  beside  fruit  bar”  is   more  cost  effecJve  than  “special  Greek  Yogurt  inclusions”   Mix-­‐ins  Type   1  =  Never   7  =  Always  
  • 9.       Appendix  
  • 10. APPENDIX:  IS  THE  SAMPLE  REPRESENTATIVE  ON  GENDER Popula'on   Sample   Weight   (pop/sample)   Female   0.79   0.848392   0.9312   Male   0.21   0.151608   1.3852   Chi-­‐squared  test  for  given  probabiliJes     data:    table(sex)   X-­‐squared  =  13.4207,  df  =  1,  p-­‐value  =  0.0002489   Reject  the  null  at  any  confidence  level     *  Remove  the  rows  with  undefined  gender  
  • 11. APPENDIX:  COMPARING  “EATING  ON  ITS  OWN  ONLY”  AND   “EATING  ON  ITS  OWN  AND  COOKING Cooking  only   Ea'ng  only   Cooking  and  Ea'ng   Count   8   474   261   Ra'o   0.01076716   0.63795424   0.35127860     1.  How  large  are  each  of  these  segments  in  this  survey?   2.  How  do  they  differ  in  share  of  yogurt  purchase?   Welch  Two  Sample  t-­‐test   t  =  -­‐2.2493,  df  =  640.084,  p-­‐value  =  0.02483   alternaJve  hypothesis:  true  difference  in  means  is  not  equal  to  0   3.  How  o_en  they  eat  Greek  Yogurt?        Welch  Two  Sample  t-­‐test   t  =  -­‐1.5945,  df  =  528.735,  p-­‐value  =  0.1114   alternaJve  hypothesis:  true  difference  in  means  is  not  equal  to  0   4.  Whether  they  buy  Chobani  or  Fage?        Welch  Two  Sample  t-­‐test   t  =  0.1975,  df  =  517.316,  p-­‐value  =  0.8435                      t  =  6.1848,  df  =  461.45,  p-­‐value  =  1.371e-­‐09   alternaJve  hypothesis:  true  difference  in  means  is  not  equal  to  0  
  • 12. APPENDIX:  EXAMINE  THE  RELATIONSHIP  BETWEEN  EATING   FREQUENCY  AND  SERVING  APPROACH *Treat  frequency  as  categorical  variable,  base  group  is  “once  a  month  or  less”;  each  coefficient  on   frequency  level  represents  the  increased  Jme  of  buying  large  tubs    
  • 13. APPENDIX:  EXAMINE  HOW  MUCH  TIME  CONSUMERS  MIX  IN   AND  WHAT  INCLUSIONS  TYPE