Job Analysis Project

42
1 April 2015

Transcript of Job Analysis Project

 

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April  2015    

 

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 Table  of  Contents    EXECUTIVE  SUMMARY………………………………………………………………………………………..3    INTRODUCTION………………………………………………………………………………………………….4      

Job  Description………………………………………………………………………………………...4    RESULTS…………………………………………………………………………………………………………….5      

Survey  Respondents…………………………………………………………………………………5      

Statistical  Analysis…….……………………………………………………………………………...5      

Survey  Results………………………………………………………………………………………….8         Table  1.1  ………………………………………………………………………………………………....8      

Table  1.2  ………………………………………………………………………………………………...12      

Table  1.3  ………………………………………………………………………………………………...17    METHODOLOGY…………………………………………………………………………………………………20      

Job  Analysis  Technique…………………………...……………………………..………………...20    Job  Analysis  Research……………………………………………………………………………...20  

   Job  Analysis  Survey………………………………………………………………………………....21  

 CONCLUSIONS  AND  RECOMMENDATIONS………………………………………………………....  22      

Discussion………………………………………………………………….……………………………22      

Additional  Thoughts………………………………………………...………………………….…..22    REFERENCES……………………………………………………………………………………………………..24    APPENDIX  A:  Job  Interview  Form……………………………………………………………………….25    APPENDIX  B:  Job  Analysis  Questionnaire…….………………………………………………………29    APPENDIX  C:  Alpha/ICC  for  Task  Importance……………………………………………………...42  

 

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   EXECUTIVE  SUMMARY                    

This  report  describes  the  procedures  followed  in  the  job  analysis  conducted  for  the  position  of  Retail  Store  Manager  at  Bath  and  Body  Works.  The  purpose  of  this  job  analysis  was  to  identify  and  describe  the  necessary  components  for  the  position  of   a   retail   store   manager.   The   results   from   this   report   can   be   used   for   various  important   management   and   employment   decisions,   such   as:   recruitment   and  selection,   determining  whether   training   is   needed,   and   to  make   sure   certain   legal  requirements  are  met.  

                The  process  of   this   job  analysis   included  collecting  preliminary   information  from  multiple  sources  online  about  the  position  and  interviewing  the  job  incumbent  to  identify  the  job  tasks  and  other  characteristics  that  were  the  basis  for  building  the  job  analysis  survey.  This  survey  was  administered  to  several  subject  matter  experts  (SMEs),  including  the  job  incumbent,  the  incumbent's  co-­‐manager,  the  incumbent's  supervisor,  and   two  of   the   incumbent's   subordinates.  This   job  analysis   focused  on  the   tasks,   responsibilities,   knowledges,   skills,   abilities,   and   other   characteristics  (KSAOs)  required  for  the  position.  

                Analyses   were   performed   on   the   survey   responses   to   determine   level   of  difficulty,   criticality,   and   the   importance   of   the   job   tasks.   Personal   attributes  including  knowledges,  skills,  abilities,  and  other  characteristics  were  also  analyzed  to  determine  whether  they  were  necessary,  practical,  whether  trouble  was  likely  if  ignored,  and  a  superior  vs.  an  average  worker.  

                This  job  analysis  contributes  important  information  on  the  tasks/duties  and  characteristics   for   the   selection   of   the   most   qualified   retail   store   managers.   The  included   data  will   also   detail   how   the   analysis   can   be   utilized   to   determine  what  areas  employees  need  training  on.  Overall,  the  job  analysis  provided  is  an  effective  instrument   for   recruitment/selection   and   training   purposes   by   offering   valuable  information   about   the   job   tasks   and   KSAOs   executed   and   required   for   the   Retail  Store  Manager  at  Bath  and  Body  Works.  

 

 

 

 

 

 

 

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INTRODUCTION  A  job  analysis  is  referred  to  as  the  “process  of  discovery  of  the  nature  of  the  

job”   (Brannick   et   al.,   2007).   In   order   to   be   valuable   for   organizations,   the   job  analysis  must  be  done  systematically,  carefully,  and  thoroughly.     Job  analyses  have  many  practical   implications  for  organizations  such  as,  delivering  a  firm  foundation  for   many   important   employment   or   management   decisions,   in   addition   to   being  legally  defensible  in  court.    

Bath   and   Body   Works   is   currently   transitioning   into   a   High-­‐Performance  selling   business.   In   result   of   this   vast   company   transformation,   many   of   the   job  positions  are   in  need  of  being  altered  and  brought  up-­‐to-­‐date.  The  purpose  of   this  project  is  to  conduct  an  updated  task  and  KSAO  based  job  analysis  on  a  Retail  Store  Manager  for  Bath  and  Body  Works,  by  describing  what  is  done  on  the  job  and  how.  It  creates  an  overall  description  of  the  job  and  allows  one  to  understand  the  necessary  characteristics   required   to   perform   the   job   effectively.   The   job   analysis   results  provide   essential   information   to   develop   selection   procedures   and   to   design  training  programs  related  to  the  retail  store  manager  position.  

 

Job  Description  

The   Retail   Store   Manager   at   Bath   and   Body   Works   is   responsible   for   all  aspects  of  managing  a  single  retail  store  including:    

Ø containing  complete  operation  liability  to  achieve  sales,  service,  customer  satisfaction  and  profitability  goals  for  the  store  that  are  in  compliance  with  company  procedures  

Ø developing  and  implementing  short-­‐term/long-­‐term  plans  to  achieve  goals  Ø guaranteeing  the  maintenance  of  expected  operational  and  merchandising  

standards  Ø ensuring  all  employees  maintain  store  presentation  and  support  brand  

consistency  Ø providing  effective  coaching  and  training  to  staff  in  the  areas  of  customer  

service,  product  knowledge,  inventory  control  and  merchandising  in  addition  to  offering  developmental  opportunities  

Ø handling  all  store  loss  prevention  issues  and  reports  to  District  Manager  regularly  

 

   

 

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RESULTS    

Survey  Respondents    

-­‐Response  Rate  of  Questionnaire:  100%    

-­‐Demographics  of  Respondents:  Ethnicity  origin  (race):  White  100%  

  Gender:  Female  100%       Mean  Age  (in  years):  40.4     Current  Position  Held:    

         District  Manager  (Supervisor):  1                Store  Manager  (Incumbents):  2                Sales  Leads  (Subordinates):    2  

 Statistical  Analysis  

      Data   analyses  were  performed  on   the   results   of   the   questionnaire   given   to  the  job  incumbents  and  subject  matter  experts.  The  item  ratings  (for  both  tasks  and  KSAOs)   of   the   questionnaire   can   be   seen   in   Tables   1.1   and   1.2.   The   mean   and  standard   deviations   were   calculated   to   rank   tasks   in   order   of   importance.   The  rankings   allow   one   to   make   a   clear   decision   on   what   to   select   and/or   train  employees  on.  

   Intraclass  correlation  coefficient  (ICC)  for  task  importance    The   intraclass   correlation   coefficient   (ICC)   was   calculated   to   assess   the  

consistency   between   the   ratings   of   the   five   different   judges   for   task   importance.  With  measuring  consistency,  average  measures  ICC  (see  Appendix  C)  are  identical  to  Cronbach's   alpha.   Average   measures   ICC   tells   you   an   index   for   the   reliability   of  different  raters  averaged  together.  A  high  degree  of  reliability  was  found  for  average  measures  of  ICC  at  .938  with  a  95%  confidence  interval  from  .824-­‐.993.  

 Single  measures  ICC  tells  you  an  index  for  the  reliability  of  the  ratings  for  one  

typical,  single  rater.  A  low  degree  of  reliability  was  found  for  single  measures  of  ICC  at   .226  with   a   95%   confidence   interval   from   .082-­‐.719.   If   this   is   high,   one  might  choose  to  inquire  from  just  one  rater  for  that  sort  of  task.  However,  we  advise  that  you  use  as  many  raters  as  possible  because  this  allows  for  stronger  reliability  and  evidence  for  your  job  analysis.  In  reference  to  our  findings,  our  single  measures  or  reliability  of  one  rater   is  quite   low,  but  constructively  had  a  very  high  consistency  between  our  five  different  raters.    

 

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 A.  TASKS  

 Importance    A   task   importance  value  was   computed   for   each  of   the  52   task   statements.  

This   value   is   calculated   by   the   simple   sum   of   task   difficulty   and   criticality.   These  values  as  seen  in  Table  1.1  may  range  from  a  minimum  score  of  2  to  a  maximum  of  14.  The   tasks  were   then   ranked   in  order   from  most   important   to   least   important.  The  mean   scores   and   standard  deviations   for   task   importance,   task  difficulty,   and  task  criticality  can  also  be  found  on  Table  1.1.  These  calculations  were  computed  by    using   the   responses   across   all   five   raters.   This  was   also   done   for   each   of   the   five  major   duties/functions.   The   final   step   in   this   process   was   to   organize   all   tasks  within  major  duties/function  categories  (keeping  tasks  in  order  from  most  to  least  important).      

Difficulty    

A  task  difficulty  rating  was  computed  for  each  of  the  52  task  statements  by  all  five   raters.  Refer   to  Table  1.1   that  provides   the  means  and  standard  deviations  of  these   difficulty   ratings   for   each   task,   as   well   as   major   duties/functions.   These  ratings  can  range  from  a  minimum  score  of  a  2  to  a  maximum  score  of  a  14  (scale  points  1-­‐7).  The  difficulty   ratings  were  utilized   to   create   the   importance  value   for  each  task.        

Criticality/Consequences  of  Error    A  criticality/consequences  of  error   rating  was  computed   for  each  of   the  52  

statements  by  all  five  raters.  Table  1.1  provides  the  means  and  standard  deviations  of  these  criticality  ratings  for  each  task,  as  well  as  the  major  duties/functions.  These  ratings  also  can  range  from  a  minimum  score  of  2  to  a  maximum  score  of  a  14  (scale  points  1-­‐7).    The  criticality  ratings  were  also  utilized  to  create  the  importance  value  for  each  task.                  

 

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       B.  KSAOs       Necessary    

A   necessity   or   “necessary   for   new   worker”   rating   was   generated   for   each  knowledge,   skill,   ability   and   other   characteristics,   by   all   five   raters.   The   rater’s  answer  of  “yes/no”  to  each  KSAO  for  necessity  was  tallied  and  a  total  was  computed  (refer  to  Table  1.2).       Practical    

A   practicality   or   “practical   to   expect”   rating   was   computed   for   each  knowledge,   skill,   ability   and   other   characteristic,   by   all   five   raters.   Similar   to  necessity,   the   rater’s   answer   of   “yes/no”   to   each  KSAO   for   practicality  was   tallied  and  a  total  was  computed  (refer  to  Table  1.2).    

Trouble  Likely    

A  trouble  likely  rating  was  generated  for  each  KSAO  on  a  1-­‐5  scale.  The  mean  and  standard  deviations  as  seen  in  Table  1.2  were  calculated  across  all  the  raters  for  each  KSAO.      

Superior    

A  superior  from  average  worker  rating  was  generated  for  each  KSAO  on  a  1-­‐5  scale  identical  to  the  trouble  likely  scale.  The  mean  and  standard  deviations  as  seen  in  Table  1.2  were  calculated  across  all  the  raters  for  each  KSAO.      

                   

 

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   Survey  Results  

 Job  Functions:  

 Ø Hiring:  the  practice  of  attracting,  selecting,  and  appointing  suitable  

candidates  for  a  position  within  the  organization  Ø Scheduling:  specifying  the  order  and  allotted  time  (hours)  each  employee  

works  on  a  weekly  basis  Ø Coaching:  acting  as  a  mentor  to  employees  by  supporting  and  guiding  each  

employee  in  achieving  their  personal  or  professional  goals  Ø Communicating:  sharing  or  exchanging  information  effectively  among  

customers  and  coworkers  Ø Marketing  and  Sales:  learning  clients  needs  and  satisfying  those  needs  by  

delivering  the  goods/services  

   Table  1.1    

                   

Task  Importance  

                   

Difficulty  

                   

Criticality     Mean   SD   Mean   SD   Mean   SD  Hiring   10.52   0.61   4.32   0.48   5.24   0.43  Hire  applicants  to  fill  sales  associate  positions,  sales  lead  positions,  and  other  job  titles.   11.40   2.88   5.00   1.00   5.40   2.07  Recruit  applicants  in  order  to  fill  vacancies  in  sales  team.   10.80   2.77   4.80   0.84   5.40   2.07  Terminate  employees  that  are  not  meeting  performance  standards.   10.40   3.91   4.00   2.00   5.40   2.07  Conduct  interviews  for  potential  job  candidates  to  hire  for  open  positions.   10.20   2.97   4.00   1.41   5.60   2.07  Review  applicant  resumes  in  order  to  choose  applicants  for  available  positions.   9.80   3.19   3.80   0.84   4.40   2.70          

 

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Task  Importance   Difficulty   Criticality     Mean   SD   Mean   SD   Mean   SD  Scheduling   9.80   0.57   3.40   0.57   5.60   0.57  Develop  and  adjust  weekly  schedule  for  all  employees  on  ACES  and  ETM  computer  programs.   10.20   2.74   3.80   1.10   5.20   1.92  Facilitate  payroll  for  employees.   9.40   1.22   3.00   1.22   6.00   1.00  

 

   Task  Importance  

   

Difficulty  

   

Criticality     Mean   SD   Mean   SD   Mean   SD    

Coaching   9.11   0.50   2.80   0.28   5.86   0.39  Monitor  work  performance  of  sales  leads  and  associates  to  ensure  performance  standards  are  being  met.   9.60   2.49   3.00   1.00   5.20   1.92  Coach  and  mentor  employees  in  order  to  provide  professional  development  for  associates  to  become  sales  lead  or  management.   9.60   1.48   3.20   1.30   5.60   0.55  Train  staff  in  the  areas  of  customer  service,  product  knowledge,  inventory  control,  and  merchandising  while  offering  developmental  opportunities.   9.40   1.30   3.00   1.00   5.80   0.84  Motivate  employees  to  increase  sales  and  ensure  efficiency.   9.40   1.10   2.80   1.10   6.40   0.89  Conduct  performance  appraisals  and  reviews  to  provide  feedback  to  employees  on  job  performance.   8.80   1.14   2.60   1.14   6.00   1.22  Supervise  subordinates  on  their  performance  and  duties.   8.60   0.45   2.60   0.89   6.20   0.84  Ensure  staff  maintains  store  presentation  and  supports  brand  consistency.   8.40   0.84   2.40   0.55   5.80   0.84  

   Task  Importance  

   

Difficulty  

   

Criticality     Mean   SD   Mean   SD   Mean   SD    

Communicating   8.47   0.66   2.43   0.65   6.08   0.29  Organize  the  advertising  and  promotional  displays  in  order  to  successfully  market  the  products.   9.60   1.30   3.80   1.10   6.00   0.71  Oversee  stock  levels  to  make  decisions  about  stock  control.   9.60   1.52   3.60   1.34   6.00   0.71  

 

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Respond  to  customers’  inquiries,  complaints  and  comments  in  a  timely  and  professional  manner.   8.80   1.79   3.20   1.30   6.00   1.22  Tour  sales  floor  regularly  to  make  sure  all  customers  have  been  helped.   8.80   0.84   2.20   0.45   6.00   1.00  Attend  phone  call  meetings  with  the  district  manager  and  other  store  managers.   8.80   1.48   2.60   1.14   6.20   0.84  Identify  customers’  needs  to  ensure  customers  purchase  the  products  they  want.   8.60   0.89   2.00   1.22   5.60   0.89  Demo  products  for  customers  to  ensure  satisfaction  with  product.   8.60   1.10   2.40   1.14   6.40   0.89  Administer  disciplinary  action  in  order  to  handle  any  conflicts  or  problems  that  occur.   8.60   0.71   2.60   0.89   6.40   0.55  Greet  customers  to  provide  friendly  customer  service.   8.40   1.14   1.60   0.89   6.00   0.71  Ensure  that  associates  and  environment  are  in  compliance  with  health  and  safety  legislation.   8.40   0.55   2.00   0.00   6.60   0.55  Lead  daily  "chat-­‐in"  sessions  to  inform  daily  store  goals  to  all  sales  associates  who  are  working  that  day.   8.20   1.10   2.20   1.10   6.00   1.00  Assign  tasks  or  responsibilities  to  employees  for  every  two-­‐hour  segment.   8.00   0.84   2.00   0.71   6.20   0.84  Update  sale  leads  and  associates  on  the  store's  performance  for  every  two-­‐hour  segment.   7.80   1.58   2.20   0.84   5.80   1.30  Report  to  district  manager  by  email  with  sales  that  are  in  at  12pm,  4pm,  and  9pm  for  the  day.   7.60   2.00   2.40   0.89   5.60   1.34  Verify  that  the  store  is  swept,  all  product  is  filled,  and  lights  changed  before  leaving  the  store  for  the  night.   7.20   1.00   1.60   0.55   6.40   0.89  

  Task  Importance  

   

Difficulty    Criticality  

  Mean   SD   Mean   SD   Mean   SD    

Marketing  and  Sales   8.17   0.83   2.37   0.83   6.18   0.38  Facilitate  annual  inventory.   10.60   3.70   4.40   1.95   5.40   2.07  Type  up  action  plan  in  order  to  establish  sale  goals  for  the  current  day.   8.80   1.92   3.40   1.52   6.80   0.45  Analyze  sale  figures  and  trends  to  facilitate  planning.   8.80   1.87   3.40   1.52   6.60   0.55  Review  operational  records  and  reports  to  project  sales  and  determine  profitability.   8.80   1.92   3.60   2.19   6.20   0.84  Watch  sales  floor  to  ensure  no  security  risks  or  thefts.   8.80   1.48   2.40   1.52   6.40   0.89  

 

  11  

 *  Task  Importance=  Task  Difficulty+  Task  Criticality  

     

 

Maintain  knowledge  of  current  sales  promotions  and  coupon  guidelines.   8.80   1.22   2.60   0.89   6.40   0.55  Analyze  prior  day's  sale  reports  to  recap  if  goals  were  met.   8.60   1.52   3.20   1.48   6.40   0.89  Compare  sales  from  day  before  to  past  week/month/year  sales.   8.60   1.48   2.60   1.14   6.60   0.55  Safeguard  and  account  for  all  money  received/disbursed  in  order  to  complete  all  banking  requirements.   8.60   1.30   2.20   0.84   6.00   1.00  Study  the  traffic  of  the  same  day  a  year/month/week  ago  in  order  to  determine  trends.   8.40   1.52   3.00   1.41   6.40   0.55  Confirm  availability  of  merchandise  and  services  by  approving  contracts  and  maintaining  inventories.   8.40   1.22   2.40   0.89   6.60   0.55  Recommend  merchandise  to  customers  to  match  their  needs.   8.20   1.10   2.20   0.84   5.60   0.89  Close  registers  in  order  to  end  sales  for  the  day.   8.20   1.64   1.80   0.84   5.40   1.14  Open  registers  in  order  to  start  selling  for  the  day.   7.80   1.52   1.40   0.55   6.00   1.00  Operate  the  cash  registers  to  complete  customer  purchases.   7.80   1.10   1.80   0.45   6.40   0.89  Check  action  plan  after  every  two-­‐hour  segment  and  if  not  satisfactory,  make  changes.   7.60   1.58   2.00   1.00   6.00   1.00  Order  supplies  for  the  store  in  order  to  replenish  when  stock  gets  low.   7.60   1.64   1.80   0.84   6.00   1.00  Approve  and  sign  paperwork  to  ensure  all  freight  was  delivered  to  store.   7.60   1.00   1.60   0.55   6.40   0.89  Drive  to  bank  to  pick  up  money  needed  to  fill  registers  to  open  the  store.   7.40   1.64   1.60   0.89   6.20   0.84  Pull  forward  all  product  on  shelves  in  order  to  keep  them  fully  stocked.   7.40   0.89   1.60   0.55   6.00   1.00  Prepare  budgets  and  approve  budget  expenditures.   7.20   2.45   2.80   2.05   6.20   0.84  Wrap  up  purchases  to  create  gift  sets.   7.00   1.00   1.60   0.55   6.40   0.89  Bag  and  package  purchases  for  customers.   6.80   1.58   1.20   0.45   5.80   1.30  

 

  12  

Table  1.2     Yes  Count   Trouble  Likely   Superior  KNOWLEDGES   Necessary   Practical   Mean   SD   Mean   SD  Knowledge  of  sales  and  marketing:  principles  and  methods  for  showing,  promoting,  and  selling  products  or  services.   1   3   3.00   1.58   4.00   1.00  Knowledge  of  customer  service:  principles  and  processes  for  providing  customer  and  personal  services.   4   5   3.80   0.84   4.80   0.45  Knowledge  of  business  and  management  principles  involved  in  strategic  planning,  resource  allocation,  human  resources  modeling,  leadership  technique,  production  methods,  and  coordination  of  people  and  resources.   1   3   3.20   1.48   4.40   0.89  Knowledge  of  principles  and  procedures  for  personnel  recruitment  and  selection.   3   4   3.40   0.89   4.00   1.00  Knowledge  of  economic  and  accounting  principles  and  practices,  the  financial  markets,  banking  and  the  analysis  and  reporting  of  financial  data.   0   4   2.80   0.84   4.20   1.10  Knowledge  of  human  behavior  and  performance  such  as:  individual  differences  in  ability,  personality,  interests,  learning  and  motivation.   4   3   3.40   1.14   4.20   0.84  Knowledge  of  principles  and  methods  for  coaching  and  training,  teaching  and  instruction  for  employees.   3   5   3.60   1.14   4.40   0.89  Knowledge  of  compensation  and  benefits,  labor  relations  and  negotiation,  and  personnel  information  systems.   2   3   2.80   1.10   3.80   1.30  Knowledge  of  how  to  operate  computers  and  registers.   3   4   3.60   1.52   3.20   1.30  Knowledge  of  company's  mission/values  and  culture.   2   4   3.40   1.34   4.00   1.41  Knowledge  of  mathematics  such  as:  arithmetics,  basic  algebra,  and  statistics.   2   4   3.20   1.30   3.80   1.30  Knowledge  of  products  and  services  the  company  provides.   3   4   3.80   1.64   3.60   1.34  Knowledge  of  store's  operations,  policies  and  procedures.   1   4   3.60   1.67   4.00   1.41  

 

  13  

 Knowledge  of  online  programs  ACES,  Access,  and  schedule  software.  

   1  

   2  

   

3.00  

   

1.22  

   

3.80  

   

1.30  

Knowledge  of  procedures  to  prevent  and  handle  theft  situations.   2   4   3.80   1.79   4.00   1.41  Knowledge  of  store's  returns  and  exchange  policies.   1   3   3.60   1.95   4.20   1.30  

   

Yes  Count   Trouble  Likely   Superior  SKILLS   Necessary   Practical   Mean   SD   Mean   SD  Skill  in  leading  others  by  developing  a  vision  of  where/what  you  want  the  sales  team  to  achieve.   3   5   3.80   1.30   4.20   1.30  Skill  in  time  management  by  making  sure  everything  gets  done  within  the  allotted  time  frame  given.   4   4   4.20   0.84   4.20   1.30  Skill  in  listening  to  customers  and  understanding  their  needs.   4   5   4.20   1.10   4.20   1.30  Skill  in  providing  excellent  customer  service.   4   5   4.40   0.89   4.20   1.30  Skill  in  judgment  and  decision  making  by  considering  the  costs/benefits  and  to  choose  the  most  appropriate  action.   3   4   3.80   1.79   4.20   1.30  Skill  in  persuading  others  to  change  their  mind  and  behavior.   2   5   3.40   1.14   4.00   1.41  Skill  in  organizing  surroundings  and  sales  floor.   2   4   3.60   1.14   4.00   1.41  Skill  in  motivating  yourself  and  other  staff  members  to  achieve  goals.   4   5   3.80   0.84   4.20   1.30  Skill  in  communicating  and  presenting  information  to  others  effectively.   4   5   3.80   1.64   4.00   1.22    Skill  in  collaboration  to  build  morale  and  rapport  among  employees.  

   3  

   5  

   

3.40  

   

1.52  

   

4.20  

   

1.30  Skill  in  using  logic  and  reasoning  to  identify  the  strengths  and  weaknesses  of  alternative  solutions,  conclusions  or  approaches  to  problems.   3   4   3.80   0.84   4.20   1.30  Skill  in  monitoring/assessing  performance  of  yourself,  other  individuals,  or  organizations  to  make  improvements/take  corrective  action.   3   5   4.20   0.84   4.00   1.22  

 

  14  

Skill  in  business  management  to  understand  business  functions,  strategy,  and  workflow.   3   4   3.20   1.48   4.20   1.30  Skill  in  finance  to  build  a  sound  budget  and  formulate  reasonable  forecasts.   0   3   3.00   1.58   4.20   1.30  Skill  in  prioritizing  the  daily  "To  Do"  List.   3   5   3.40   1.34   3.80   1.30  Skill  in  selling  merchandise  to  customers.   4   4   4.20   1.30   3.80   1.30  Skill  in  operating  the  store's  computers  and  registers.   2   3   4.00   1.41   3.60   1.34  Skill  in  containing  a  strong  customer  focus.   5   5   4.40   0.89   4.20   1.30  Skill  in  multi-­‐tasking  by  managing  multiple  assignments  and  tasks  at  one  time.   4   4   3.80   0.84   4.20   1.30  

   

Yes  Count   Trouble  Likely   Superior  ABILITIES   Necessary   Practical   Mean   SD   Mean   SD  The  ability  to  listen  to  and  understand  information  and  ideas  presented  through  spoken  words  and  sentences.   5   5   4.00   1.22   3.80   1.30  The  ability  to  effectively  communicate  information  and  ideas  orally  so  others  will  understand.   5   5   4.00   1.22   4.20   1.30  The  ability  to  work  with  a  diverse  group  of  people.   5   5   4.80   0.45   4.00   1.41  The  ability  to  speak  clearly.   5   5   4.80   0.45   4.20   1.30  The  ability  to  speak  publicly.   2   3   4.00   1.41   4.00   1.41  The  ability  to  professionally  and  personally  develop  people.   3   4   3.60   1.67   4.20   1.30  The  ability  to  effectively  communicate  in  written  form  (e.g.  emails,  letters,  paperwork).   5   4   4.40   0.89   4.00   1.41    The  ability  to  tell  when  something  is  wrong  or  is  likely  to  go  wrong.  It  does  not  involve  solving  the  problem,  only  recognizing  there  is  a  problem.  

       4  

       5  

       

4.00  

       

1.73  

       

4.00  

       

1.41  The  ability  to  apply  general  rules  to  specific  problems  to  produce  answers  that  make  sense.   5   5   4.20   1.30   4.00   1.41  The  ability  to  read  and  understand  information  and  ideas  presented  in  writing.   5   5   4.60   0.55   4.00   1.41  

 

  15  

The  ability  to  walk/stand  for  extended  periods  of  time.   5   5   4.20   0.84   3.60   1.34  The  ability  to  lift  up  to  20-­‐pound  boxes.   3   4   3.40   0.89   3.20   1.30  The  ability  to  adapt  to  a  changing  environment.   5   5   4.20   0.45   4.00   1.41  The  ability  to  take  initiative  and  make  accurate  judgments/decisions.   5   5   4.00   1.73   4.20   1.30  The  ability  to  delegate  responsibilities  among  the  employees.   2   4   3.60   1.67   4.20   1.30  The  ability  to  use  box  cutters  and  other  gadgets  to  break  down  shipment  boxes.   3   3   2.20   1.10   3.00   1.87  The  ability  to  trust  other  employees  and  customers.   4   4   3.40   1.67   3.60   1.34  The  ability  to  create  a  positive,  upbeat  attitude  and  energy  in  the  store.   5   5   3.60   1.67   4.00   1.41  The  ability  to  be  professional  with  all  personal  and  work  activities.   5   5   4.00   1.73   3.80   1.30  The  ability  to  climb  a  ladder  to  store  or  retrieve  materials.   4   2   2.00   0.71   2.80   1.48  The  ability  to  work  with  minimum  direction  or  supervision.   3   5   3.20   1.48   4.00   1.41  

   

Yes  Count   Trouble  Likely   Superior  OTHER  CHARACTERISTICS   Necessary   Practical   Mean   SD   Mean   SD  Willingness  to  work  flexible  hours.   5   5   4.20   0.84   3.60   1.34  Willingness  to  work  on  weekends.   5   5   4.20   0.84   3.60   1.34  Willingness  to  learn  new  skills  or  techniques  as  they  come  about.   5   5   4.60   0.55   4.00   1.41  Willingness  to  be  challenged  and  take  risks.   4   5   4.40   0.55   4.00   1.41  Willingness  to  work  long  hours.   5   5   3.20   1.30   3.60   1.34  Willingness  to  be  creative  with  props  and  products  in  order  to  market  new  merchandise  effectively.   3   4   3.00   1.58   4.00   1.41  Willingness  to  demo  products  on  oneself.   5   5   4.00   1.22   3.60   1.34  Willingness  to  demo  products  on  customers.   4   4   4.60   0.55   4.20   1.30  

Willingness  to  approach  customers  and  start  conversation.  

   5  

   5  

   

4.80  

   

0.45  

   

4.20  

   

1.30  Willing  to  work  in  high-­‐pressure  situations  in  order  to  produce  results.   3   5   4.00   0.71   4.00   1.41  Efficient  in  meeting  frequent  deadlines.   5   4   4.40   0.89   3.60   1.34  

 

  16  

Can  handle  a  great  volume  of  paperwork.   1   4   3.00   1.58   4.00   1.41  Can  handle  always  having  a  "To  Do"  List.   4   5   3.60   1.14   4.00   1.41  Moderate  work  pace.   5   5   4.20   0.84   4.00   1.41  Very  little  travel.   4   5   3.00   2.00   4.00   1.41    *Yes  Count:    the  number  of  respondents  who  answered  yes  to  “is  the  KSAO  necessary  

for  newly  hired  employees?”  and  “is  the  KSAO  practical  to  expect  in  the  labor  market?”  

**Trouble  Likely:  “to  what  extent  is  trouble  likely  if  this  KSAO  is  ignored  in  selection  (compared  with  the  other  KSAOs)?”  

***Superior:  “to  what  extent  do  different  levels  of  the  KSAO  distinguish  the  superior  from  the  average  worker  (compared  with  the  other  KSAOs)?”  

                 

                     

 

  17  

Table  1.3    Knowledges  

 Selection?  

 Training?  

Knowledge  of  sales  and  marketing:  principles  and  methods  for  showing,  promoting,  and  selling  products  or  services.  

   

Knowledge  of  customer  service:  principles  and  processes  for  providing  customer  and  personal  services.  

Y    

Knowledge  of  business  and  management  principles  involved  in  strategic  planning,  resource  allocation,  human  resources  modeling,  leadership  technique,  production  methods,  and  coordination  of  people  and  resources.  

   

Knowledge  of  principles  and  procedures  for  personnel  recruitment  and  selection.  

Y    

Knowledge  of  economic  and  accounting  principles  and  practices,  the  financial  markets,  banking  and  the  analysis  and  reporting  of  financial  data.  

   

Knowledge  of  human  behavior  and  performance  such  as:  individual  differences  in  ability,  personality,  interests,  learning  and  motivation.  

Y    

Knowledge  of  principles  and  methods  for  coaching  and  training,  teaching  and  instruction  for  employees.  

Y    

Knowledge  of  compensation  and  benefits,  labor  relations  and  negotiation,  and  personnel  information  systems.  

   

Knowledge  of  how  to  operate  computers  and  registers.   Y    Knowledge  of  company's  mission/values  and  culture.      Knowledge  of  mathematics  such  as:  arithmetics,  basic  algebra,  and  statistics.  

   

Knowledge  of  products  and  services  the  company  provides.   Y    Knowledge  of  store's  operations,  policies  and  procedures.      Knowledge  of  online  programs  ACES,  Access,  and  schedule  software.  

  Y  

Knowledge  of  procedures  to  prevent  and  handle  theft  situations.  

   

Knowledge  of  store's  returns  and  exchange  policies.      

SKILLS    

Selection?    

Training?  Skill  in  leading  others  by  developing  a  vision  of  where/what  you  want  the  sales  team  to  achieve.  

Y    

Skill  in  time  management  by  making  sure  everything  gets  done  within  the  allotted  time  frame  given.  

Y    

Skill  in  listening  to  customers  and  understanding  their  needs.   Y    Skill  in  providing  excellent  customer  service.   Y    

 

  18  

Skill  in  judgment  and  decision  making  by  considering  the  costs/benefits  and  to  choose  the  most  appropriate  action.  

Y    

Skill  in  persuading  others  to  change  their  mind  and  behavior.      Skill  in  organizing  surroundings  and  sales  floor.      Skill  in  motivating  yourself  and  other  staff  members  to  achieve  goals.  

Y    

Skill  in  communicating  and  presenting  information  to  others  effectively.  

Y    

Skill  in  collaboration  to  build  morale  and  rapport  among  employees.  

Y    

Skill  in  using  logic  and  reasoning  to  identify  the  strengths  and  weaknesses  of  alternative  solutions,  conclusions  or  approaches  to  problems.  

Y    

Skill  in  monitoring/assessing  performance  of  yourself,  other  individuals,  or  organizations  to  make  improvements/take  corrective  action.  

Y    

Skill  in  business  management  to  understand  business  functions,  strategy,  and  workflow.  

Y    

Skill  in  finance  to  build  a  sound  budget  and  formulate  reasonable  forecasts.  

   

Skill  in  prioritizing  the  daily  "To  Do"  List.   Y    Skill  in  selling  merchandise  to  customers.   Y    Skill  in  operating  the  store's  computers  and  registers.      Skill  in  containing  a  strong  customer  focus.   Y    Skill  in  multi-­‐tasking  by  managing  multiple  assignments  and  tasks  at  one  time.  

Y    

 ABILITIES  

 Selection?  

 Training?  

The  ability  to  listen  to  and  understand  information  and  ideas  presented  through  spoken  words  and  sentences.  

Y    

The  ability  to  effectively  communicate  information  and  ideas  orally  so  others  will  understand.  

Y    

The  ability  to  work  with  a  diverse  group  of  people.   Y    The  ability  to  speak  clearly.   Y    The  ability  to  speak  publicly.      The  ability  to  professionally  and  personally  develop  people.   Y    The  ability  to  effectively  communicate  in  written  form  (e.g.  emails,  letters,  paperwork).  

Y    

The  ability  to  tell  when  something  is  wrong  or  is  likely  to  go  wrong.  It  does  not  involve  solving  the  problem,  only  recognizing  there  is  a  problem.  

Y    

The  ability  to  apply  general  rules  to  specific  problems  to  produce  answers  that  make  sense.  

Y    

 

  19  

The  ability  to  read  and  understand  information  and  ideas  presented  in  writing.  

Y    

The  ability  to  walk/stand  for  extended  periods  of  time.   Y    The  ability  to  lift  up  to  20-­‐pound  boxes.   Y    The  ability  to  adapt  to  a  changing  environment.   Y    The  ability  to  take  initiative  and  make  accurate  judgments/decisions.  

Y    

The  ability  to  delegate  responsibilities  among  the  employees.      The  ability  to  use  box  cutters  and  other  gadgets  to  break  down  shipment  boxes.  

Y    

The  ability  to  trust  other  employees  and  customers.   Y    The  ability  to  create  a  positive,  upbeat  attitude  and  energy  in  the  store.  

Y    

The  ability  to  be  professional  with  all  personal  and  work  activities.  

Y    

The  ability  to  climb  a  ladder  to  store  or  retrieve  materials.      The  ability  to  work  with  minimum  direction  or  supervision.   Y      OTHER  CHARACTERISTICS  

 Selection?  

 Training?  

Willingness  to  work  flexible  hours.   Y    Willingness  to  work  on  weekends.   Y    Willingness  to  learn  new  skills  or  techniques  as  they  come  about.  

Y    

Willingness  to  be  challenged  and  take  risks.   Y    Willingness  to  work  long  hours.   Y    Willingness  to  be  creative  with  props  and  products  in  order  to  market  new  merchandise  effectively.  

Y    

Willingness  to  demo  products  on  oneself.   Y    Willingness  to  demo  products  on  customers.   Y    Willingness  to  approach  customers  and  start  conversation.   Y    Willing  to  work  in  high-­‐pressure  situations  in  order  to  produce  results.  

Y    

Efficient  in  meeting  frequent  deadlines.   Y    Can  handle  a  great  volume  of  paperwork.      Can  handle  always  having  a  "To  Do"  List.   Y    Moderate  work  pace.   Y    Very  little  travel.   Y            

 

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METHODOLOGY  There  were  many   steps   taken   in   conducting   this   job   analysis   of   the   Retail  

Store  Manager  for  Bath  and  Body  Works.  These  steps  included  researching  relevant  information  to  develop  an  initial   list  of   task  statements  and  KSAO's,  conducting  an  on-­‐site  interview  with  the  job  incumbent,  developing  a  questionnaire  for  the  subject  matter   experts,   posting   the  questionnaire  online   and  notifying   the   SME's  with   the  information   needed   to   complete   the   questionnaire,   analyzing   the   data   from   the  surveys,   and   identifying   the   respective   tasks   and   required   KSAO's   needed   upon  entry   to   the   position   of   retail   store   manager.   The   position   of   store   manager   is   a  current  position  within  the  company  and  this  job  analysis  is  intended  to  update  the  information  on  the  job.  

Job  Analysis  Technique  

This   job   analysis   was   designed   by   choosing   to   utilize   the   combination   job  analysis   method   also   known   as   the   C-­‐JAM   method.   Because   of   availability  constraints,   we   were   not   able   to   hold   group   meetings   but   combined   the   use   of  background  material  and  the  interview  with  the  incumbent,  in  order  to  develop  the  tasks  required  for  the  retail  store  manager  position.  The  C-­‐JAM  method  was  utilized  as  a  reference  in  determining  what  task  statements  and  human  attributes  are  most  important  for  the  job.  It  also  provided  the  job  analysis  with  easily  understood  scales  used  in  the  questionnaire  given  to  the   incumbents  and  our  subject  matter  experts.  This  method  was  the  basis  for  looking  at  the  job  as  a  whole  and  not  as  an  individual  position,  allowing   the  ratings  on   the  scales   to  be  used   for  personnel   selection  and  training.  

 Job  Analysis  Research  

                One   of   the   first   steps   in   conducting   a   job   analysis   is   to   review   previous  literature.  The  initial  data  was  collected  from  Occupational  Network  Online  (O*Net),  previous  job  analyses,  and  several  retail  company  websites  (including  Bath  &  Body  Works),   to   familiarize   project   staff  with   the   duties   and   responsibilities   of   a   retail  store   manager.   This   information   was   useful   in   developing   the   preliminary   list   of  important   task   statements   and  KSAOs   that  were  discussed  and   reviewed  with   the  job  incumbent  during  the  interview.    

                 

 

 

 

 

  21  

 

The  interviewee  was  chosen  based  on  association  of  one  of  the  analysts  who  has   previously   worked   for   this   store   manager.   Demographic   information   for   the  interviewee   is  white,   female,   and  67  years  of   age  with  14  years  working  with   the  company.   She   has   been   a   store   manager   at   this   Southwest   Florida   Bath   &   Body  Works   location   for  12  years.  The   incumbent  held   the  position  of  co-­‐manager   for  2  years  prior  to  becoming  store  manager.  

                The   interview   time   was   set   up   to   meet   with   the   job   incumbent.   The   job  incumbent  was  asked  permission  to  allow  the  interview  to  be  recorded  to  which  she  granted   approval.   Notes   were   also   taken   throughout   the   interview   process.   The  length   of   the   interview   was   approximately   an   hour   and   twenty   minutes.   Both  analysts   interviewed   the   incumbent   at   the   store   location   to   discuss,   review,   and  broaden  the  preliminary  list  of  task  statements  and  KSAOs  that  were  identified.  The  incumbent  answered  the  questions  as  they  were  asked,  suggested  additional  tasks,  and   provided   further   information   as   needed   to   expand   on   the   position   until   the  analysts  had  a  full  understanding  of  the  position.  

Job  Analysis  Survey  

                A  job  analysis  survey  was  posted  online  and  the  job  incumbent,  in  addition  to  four  other  subject  matter  experts,  was  sent  an  email  with  a  link  to  the  survey  using  Qualtrics.  The  subject  matter  experts  were  instructed  to  fill  out  the  survey  according  to   the   importance,   criticality,   and   difficulty   of   the   tasks   and   KSAOs   that   are  necessary,   practical,   if   trouble   would   be   likely   if   ignored,   and   distinguishing  superior  vs.  average  workers  for  the  position  of  store  manager.    The  average  survey  time  of  completion  was  about  30  minutes.  There  were  a  total  of  five  emailed  survey  request   forms   distributed   and   a   total   of   five   surveys   that   were   completed.   All  respondents   received   a   follow-­‐up   email   thanking   them   for   their   participation   and  feedback.  

 

                       

 

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   CONCLUSIONS  AND  RECOMMENDATIONS             Discussion      

The   job   analysis   utilizes   the   C-­‐JAM  method,   thus   we   can   recommend   how  these   results   can   be   used   for   personnel   selection   and   training.  When   referring   to  selection  and  training,  the  KSAO  results  offer  the  most  essential   information  about  both  of  these  areas.    

Beginning   with   selection,   the   KSAOs   must   meet   three   criteria.   A   clear  majority  (in  this  case  3  of  our  5  respondents)  of  the  raters  must  have  voted  that  a  KSAO  was  necessary  for  newly  hired  workers,  as  well  as  voted  that  it  is  practical  to  expect   in   the   labor  market.  Finally,   the  average  rating  on   trouble   likely  must  have  been  greater   than  or  equal   to  1.5.   If  any  of   these  conditions  do  not  apply   then  the  KSAO  cannot  be  utilized  for  selection  purposes.  Table  1.3  provides  the  results  of  the  KSAOs  that  met  such  criteria.      

The  decision   for  utilizing   the  KSAOs   for   training  relies  on   two  scales.   If   the  KSAO  is  not  rated  as  essential  by  the  majority  of  raters  and  is  rated  higher  than  an  average  of  1.5  on  the  superior  scale,  it  should  be  utilized  for  training.  In  our  results,  we   found   only   one   item   to   fit   both   requirements   (knowledge   of   online   programs  ACES,  Access,  and  schedule  software).       Although   worker   attributes   are   most   important   for   these   two   practical  applications,  the  tasks  are  still  of  great  value  and  use  for  the  organization.  The  tasks  and   their   importance   ratings   can   assist   in   the   design   of   work   sample   tests   for  selection.   Work   sample   tests   must   have   items   that   are   representative   of   the  important  aspects  of  a  job,  so  these  tests  may  utilize  the  tasks  rated  most  important  for   this   position.   In   regards   to   training,   the   tasks   associated  with   KSAOs   that   are  being  trained  may  also  be  used  in  the  training  program  content.  

   Additional  Thoughts  

        While   this   job   analysis   provides   some   useful   information   on   the   store  manager   position,   there   are   several   limitations   that   we   encountered   during   the  process.  One  challenge  we  faced  was  trying  to  keep  on  track  with  our  due  dates  we  originally  set.  We  planned  on  having  two  interviewees,  but  circumstances  arose  that    

 

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     only  allowed  us  to  interview  one  incumbent.  It  might  have  been  beneficial  if  we  had  utilized   a   Gantt   chart   or   created   stricter   deadlines   so   that   our   interviewees   had  exact  timeframes  of  when  the  interview  and  questionnaires  responses  needed  to  be  completed.      

 Another   challenge   encountered   was   only   being   able   to   use   our   results   for  

selection   and   training   purposes.   Job   analyses   have   countless   other   purposes   of  interest  to  organizations  including:  job  classifications,  job  evaluations,  performance  appraisals,  workforce  planning,  efficiency  and  safety.  Since  our  group  only  used  the  C-­‐JAM  method   to  design   the   job  analysis,   our   results   could  only  apply   to  practical  implications   in   the   selection   and   training   domains.   For   future   job   analyses,   we  recommend  utilizing  various  methods  so  results  can  serve  for  multiple  purposes.      

What  we   learned   from  this  experience   is   that  a   job  analysis   is  an  extensive  process.   Initially,  we   anticipated   that  writing   the   task   statements   and  KSAOs  was  going  to  be  a  quick  and  simple  phase  of  the  project.  However,  this  took  more  time  and  editing  than  expected.  Although  it  did  seem  like  a  tedious  step,  it  provided  our  project  staff  with  practice  in  writing  effective  and  good  task  statements/KSAOs.  We  learned  a  good   task  statement   is  one   that   is  clear  and  easy   to  read,   free  of   jargon,  specific  and  describes  what  is  done/how.  

 Also  through  this  project  we  have  learned  that  a  job  analysis  can  be  of  great  

importance   for   employment   practices   especially   when   dealing   with   lawsuits   and  court   cases.   Since   our   job   analysis   is   useful   for   the   purpose   of   selection   it   is  extremely   important   that   the   job   analysis   is   legally   defensible.   The   job   analysts  should  make   sure   that   all   the   information   being   produced   is   job   related,   to  make  sure  to  document  every  step  of  the  process,  utilize  multiple  collection  methods,  have  a   variety   of   sources,   and  have  diverse   respondents.   These   are   critical   elements   in  providing  legal  support  for  the  job  analysis.  

   

                       

 

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     REFERENCES    Brannick,  M.T.,  Levine,  E.L.,  &  Morgeson,  F.P.  (2007).  Job  and  work  analysis:      

Methods,  research,  and  applications  for  human  resource  management.  (2nd  ed.).  Los  Angeles,  CA:  Sage  Publications,  Inc.    

National  Center  for  O*NET  Development.  11-­‐2022.00.  O*NET  OnLine.  Retrieved    April  9,  2015,  from  http://www.onetonline.org/link/summary/11-­‐2022.00  

                                                               

 

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   APPENDIX  A:  Job  Interview  Form   Name of Employee: Marylinda Snowwhite Job Title: Retail Store Manager Job Analysts: Diane and Marissa Company: Bath and Body Works Location: Bell Tower Shops- Fort Myers, FL Date: 02/27/15 Initial question: Describe in as much detail, what your typical workday looks like… Job Criteria: What is the official job title for the position you hold? How long have you worked at this company? How long have you worked in this position? Did you hold a position in the company before? Did you hold an equivalent position in another company before? What are job titles of people above you that you report to each day? What are job titles of people below you that report to you each day? What educational requirements or education equivalents are there for this position? What would be the minimum qualifications for this position? What additional qualifications would be beneficial to the job? What types of prior work experience are essential for effective performance in this job?

How long (months/years are needed?) What does it take to do your job? Explain some of the toughest elements of your work. Who else would have the best understanding of your role? Supervisor Interview: What would bare minimum qualifications for an applicant look like? What additional qualifications would be beneficial to the job? What activities would you want to see a job applicant performing before hiring or promoting them? What information would you need to select the right person for the job? What types of prior work experience, knowledge, skills, are essential for effective performance in this job? How do you know when this person has done good or bad work?

 

  26  

Major Functions: What is the main reason/purpose for this job’s existence? What wouldn’t happen if this job were vacant? What are the duties, responsibilities, and essential functions of the job? We’d like you to think about four or five major functions of the job and what would they be. If you would please list each of them for us and then we will ask you some questions about each separately to gather the details on each of them. (*Ask “Tasks Under Major Function” questions below for each task listed) What other job-related duties do you perform? How would you define success in your work? How do you determine what to do when you show up on the job? What powers and authorities do you have? How will your boss know when you have done good or bad work? What are the time expectations: daily hours? flexible hours? weekend/night requirements? overtime? Tasks Under Major Functions: What are the specific activities or tasks you perform to accomplish the major function? Tell me all the steps that you would take to accomplish that. How do you prepare for the task? How long does this task take? Are there follow-up activities? Non-routine Tasks: What tasks are performed only occasionally, such as:

• daily? • weekly? • monthly? • quarterly? • annually?

Tell me all the steps you would take to accomplish that. How do you prepare for the task? How long does this task take? Follow-up activities? Critical Incidents: Could you give us an example of critical incident that has occurred? How was the situation handled? Ask for one negative situation and one of exemplary performance. KSAOs: What do you feel you need for the job based on... Knowledges: What areas of technical knowledge does this job require? What knowledge of computer programs is needed for this job? What knowledge of safety does this job require?

 

  27  

What level of formal education is needed? What government rules/regulations do you need to know to perform the job? Skills: What tools/equipment do you use on a daily basis (computer, copy machine)? What type of management or teamwork skills does this job require (leadership, organizing, planning)? What communication skills do you need (group presentation, written)? Abilities: What physical abilities does this job require (lifting)? What mental abilities does this job require? (reading level) Other Characteristics: Are there any special certifications or licenses required for this job? Are there any other important aspects of the job I haven’t covered? Which of these statements best describes your job, or does your job fall somewhere in the middle? Much travel…………………………………………………..………………Little travel Predictable work schedule…………………………….Unpredictable work schedule Flexible work hours…………………………………………………. ...Set work hours Moderate-to-slow work pace……………………..…………………. Fast work pace High pressure for results………………….………………. Low pressure for results Frequent deadlines………………..……………………………..Infrequent deadlines Closely supervised………………………………………………… Little supervision High level of decision-making responsibility…………………Low to moderate level Establish own goals……………………………………..Goals established by others Work closely with others…………………………….....................Work mostly alone Able to accomplish scheduled tasks…………. .Must continually reprioritize tasks Much record-keeping/routine paperwork…...Minimal record-keeping & paperwork Work requires attention to detail……………… .Work focused on overall strategy Work requires little creativity……………… Work requires considerable creativity Work and environment constantly changing….................................relatively static Interactions: What interactions occur on a daily basis within the organization? Who do you interact with (job titles, groups, depts.)? What activities require coordination/team effort? How do you usually communicate with people (memo, phone, meetings)? What interactions occur on a daily basis outside the organization? Who do you interact with (job titles, groups, depts.)? What activities require coordination/team effort? How do you usually communicate with people (memo, phone, meetings)? Accountability: What is your level of decision-making? What is your level of responsibility for the work of others? money? confidential materials?

 

  28  

Working Conditions: Describe your working conditions. Sitting, standing, walking, indoors, outdoors? What level of physical activity is required – occasional, moderate, or frequent? Describe the most physically demanding activity of the position. Do you have an office on premises? Are you required to work from home? Are you required to travel? Do you work alongside other managers, supervisors, subordinates? Are you required to work long shifts, weekends, holidays? What equipment/tools are used on the job? Are there safety requirements needed for the job? Training: What types of KSA would you most want to train incumbents to be highly effective? What skills should the incumbent have to develop to ensure he/she will perform the job as it changes in the future? Do you see this job position or any specific aspects of this job changing in the near future? Demographics: Gender: Race: Age: Additional Questions/Concerns: Do you have any questions for us?

 

  29  

APPENDIX B: Job  Analysis  Questionnaire    

     The  following  survey  was  created  to  measure  various  aspects  of  the  Bath  and  Body  Works  Retail  Store  Manager  job  position.            Please  answer  the  following  questions  to  the  best  of  your  ability  in  order  to  ensure  the  most  accurate  results.  The  ratings  you  provide  should  be  based  on  the  job  in  general,  not  on  the  workers’  own  job  or  the  positions  directly  supervised/observed  by  the  group  members.          We  highly  value  your  input  and  feedback!        Q1  Please  rate  each  task  statement  based  on  the  level  of  difficulty  (difficulty  in  doing  a  task  correctly  relative  to  all  other  tasks  within  a  single  job)  using  the  scale  provided.      

 

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  Task  Difficulty  

 

One  of  the  

easiest  of  all  tasks  (1)    

Considerably  easier  than  most  tasks  

(2)  

Easier  than  most  tasks  

performed  (3)    

Approximately  half  of  the  

tasks  are  more  difficult,  half  

less                                (4)    

Harder  than  most  tasks  

performed  (5)    

Considerably  harder  than  most  tasks  performed  

(6)    

One  of  the  most  difficult  of  all  tasks  (7)    

1.  Analyze  prior  day's  sale  reports  to  recap  if  

goals  were  met.    m   m   m   m   m   m   m  

2.  Type  up  action  plan  in  order  to  establish  sale  goals  for  the  current  day.    

m   m   m   m   m   m   m  

3.  Analyze  sale  figures  and  trends  to  facilitate  

planning.    m   m   m   m   m   m   m  

4.  Study  the  traffic  of  the  same  day  a  

year/month/week  ago  in  order  to  determine  

trends.  

m   m   m   m   m   m   m  

5.  Report  to  district  manager  by  email  with  sales  that  are  in  at  

12pm,  4pm,  and  9pm  for  the  day.  

m   m   m   m   m   m   m  

6.  Check  action  plan  after  every  2-­‐hour  segment  and  if  not  satisfactory,  make  

changes.    

m   m   m   m   m   m   m  

7.  Prepare  budgets  and  approve  budget  expenditures.    

m   m   m   m   m   m   m  

8.  Review  operational  records  and  reports  to  project  sales  and  

determine  profitability.  

m   m   m   m   m   m   m  

9.  Update  sale  leads  and  associates  on  the  store's  performance  for  

every  two-­‐hour  segment.    

m   m   m   m   m   m   m  

 

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10.  Compare  sales  from  day  before  to  past  week/month/year  

sales.    

m   m   m   m   m   m   m  

11.  Lead  daily  "chat-­‐in"  sessions  to  inform  daily  store  goals  to  all  sales  associates  who  are  working  that  day.    

m   m   m   m   m   m   m  

12.  Drive  to  bank  to  pick  up  money  needed  to  fill  registers  to  open  

the  store.    

m   m   m   m   m   m   m  

13.  Open  registers  in  order  to  start  selling  

for  the  day.  m   m   m   m   m   m   m  

14.  Assign  tasks  or  responsibilities  to  

employees  for  every  2-­‐hour  segment.    

m   m   m   m   m   m   m  

15.  Greet  customers  to  provide  friendly  customer  service.    

m   m   m   m   m   m   m  

16.  Identify  customers’  needs  to  ensure  

customers  purchase  the  products  they  want.    

m   m   m   m   m   m   m  

17.  Demo  products  for  customers  to  ensure  satisfaction  with  

product.    

m   m   m   m   m   m   m  

18.  Recommend  merchandise  to  

customers  to  match  their  needs.    

m   m   m   m   m   m   m  

19.  Develop  and  adjust  weekly  schedule  for  all  employees  on  ACES  ETM  computer  program.    

m   m   m   m   m   m   m  

20.  Recruit  applicants  in  order  to  fill  

vacancies  in  sales  team.    m   m   m   m   m   m   m  

21.  Review  applicant  resumes  in  order  to   m   m   m   m   m   m   m  

 

  32  

choose  applicants  for  available  positions.    

22.  Conduct  interviews  for  potential  job  

candidates  to  hire  for  open  positions.  

m   m   m   m   m   m   m  

23.  Hire  applicants  to  fill  sales  associate  positions,  sales  lead  

positions,  and  other  job  titles.    

m   m   m   m   m   m   m  

24.  Terminate  employees  that  are  not  meeting  performance  

standards.  

m   m   m   m   m   m   m  

25.  Monitor  work  performance  of  sales  leads  and  associates  to  ensure  performance  standards  are  being  

met.    

m   m   m   m   m   m   m  

26.  Respond  to  customers’  inquiries,  complaints  and  

comments  in  a  timely  and  professional  

manner.  

m   m   m   m   m   m   m  

27.  Watch  sales  floor  to  ensure  no  security  risks  or  thefts.    

m   m   m   m   m   m   m  

28.  Conduct  performance  appraisals  and  reviews  to  provide  feedback  to  employees  on  job  performance.    

m   m   m   m   m   m   m  

29.  Coach  and  mentor  employees  in  order  to  provide  professional  development  for  

associates  to  become  sales  lead  or  management.    

m   m   m   m   m   m   m  

30.  Supervise  subordinates  on  their  performance  and  

duties.  

m   m   m   m   m   m   m  

 

  33  

31.  Train  staff  in  the  areas  of  customer  service,  product  

knowledge,  inventory  control,  and  

merchandising  while  offering  developmental  

opportunities.    

m   m   m   m   m   m   m  

32.  Administer  disciplinary  action  in  order  to  handle  any  conflicts  or  problems  

that  occur.    

m   m   m   m   m   m   m  

33.  Organize  the  advertising  and  

promotional  displays  in  order  to  successfully  market  the  products.  

m   m   m   m   m   m   m  

34.  Motivate  employees  to  increase  sales  and  ensure  efficiency.  

m   m   m   m   m   m   m  

35.  Tour  sales  floor  regularly  to  make  sure  all  customers  have  been  helped.  

m   m   m   m   m   m   m  

36.  Operate  the  cash  registers  to  complete  customer  purchases.    

m   m   m   m   m   m   m  

37.  Bag  and  package  purchases  for  customers.    

m   m   m   m   m   m   m  

38.  Wrap  up  purchases  to  create  gift  sets.     m   m   m   m   m   m   m  

39.  Attend  phone  call  meetings  with  the  district  manager  and  other  store  managers.    

m   m   m   m   m   m   m  

40.  Order  supplies  for  the  store  in  order  to  replenish  when  stock  

gets  low.  

m   m   m   m   m   m   m  

41.  Ensure  staff  maintains  store  presentation  and  supports  brand  consistency.    

m   m   m   m   m   m   m  

 

  34  

42.  Close  registers  in  order  to  end  sales  for  

the  day.    m   m   m   m   m   m   m  

43.  Verify  that  the  store  is  swept,  all  product  is  

filled,  and  lights  changed  before  leaving  the  store  for  the  night.    

m   m   m   m   m   m   m  

44.  Approve  and  sign  paperwork  to  ensure  

all  freight  was  delivered  to  store.  

m   m   m   m   m   m   m  

45.  Confirm  availability  of  merchandise  and  services  by  approving  

contracts  and  maintaining  inventories.    

m   m   m   m   m   m   m  

46.  Facilitate  payroll  for  employees.   m   m   m   m   m   m   m  

47.  Facilitate  annual  inventory.   m   m   m   m   m   m   m  

48.  Oversee  stock  levels  to  make  

decisions  about  stock  control.  

m   m   m   m   m   m   m  

49.Maintain  knowledge  of  current  sales  promotions  and  coupon  guidelines.    

m   m   m   m   m   m   m  

50.  Ensure  that  associates  and  

environment  are  in  compliance  with  health  and  safety  legislation.    

m   m   m   m   m   m   m  

51.  Safeguard  and  account  for  all  money  received/disbursed  in  order  to  complete  all  banking  requirements.    

m   m   m   m   m   m   m  

52.  Pull  forward  all  product  on  shelves  in  order  to  keep  them  fully  stocked.    

m   m   m   m   m   m   m  

**  Q2  was  identical  in  format  except  respondents  were  asked  about  the  criticality/  consequences  of  error  of  the  52  tasks.  

 

  35  

Q3  Is  the  Knowledge,  Skill,  Ability,  or  Other  characteristic  necessary  for  newly  hired  employee?  

  Yes  (1)   No  (2)  

Knowledge  of  sales  and  marketing:  principles  and  methods  for  showing,  promoting,  and  selling  products  or  services.   m   m  

Knowledge  of  customer  service:  principles  and  processes  for  providing  customer  and  personal  services.     m   m  

Knowledge  of  business  and  management  principles  involved  in  strategic  planning,  resource  allocation,  human  resources  modeling,  leadership  technique,  production  methods,  and  

coordination  of  people  and  resources.    m   m  

Knowledge  of  principles  and  procedures  for  personnel  recruitment  and  selection.     m   m  Knowledge  of  economic  and  accounting  principles  and  practices,  the  financial  markets,  

banking  and  the  analysis  and  reporting  of  financial  data.     m   m  

Knowledge  of  human  behavior  and  performance  such  as:  individual  differences  in  ability,  personality,  interests,  learning  and  motivation.   m   m  

Knowledge  of  principles  and  methods  for  coaching  and  training,  teaching  and  instruction  for  employees.     m   m  

Knowledge  of  compensation  and  benefits,  labor  relations  and  negotiation,  and  personnel  information  systems.     m   m  

Knowledge  of  how  to  operate  computers  and  registers.     m   m  Knowledge  of  company's  mission/values  and  culture.     m   m  

Knowledge  of  mathematics  such  as:  arithmetics,  basic  algebra,  and  statistics.     m   m  Knowledge  of  products  and  services  the  company  provides.     m   m  Knowledge  of  store's  operations,  policies  and  procedures.     m   m  

Knowledge  of  online  programs  ACES,  Access,  and  schedule  software.     m   m  Knowledge  of  procedures  to  prevent  and  handle  theft  situations.     m   m  

Knowledge  of  store's  returns  and  exchange  policies.     m   m  Skill  in  leading  others  by  developing  a  vision  of  where/what  you  want  the  sales  team  to  

achieve.     m   m  

Skill  in  time  management  by  making  sure  everything  gets  done  within  the  allotted  time  frame  given.     m   m  

Skill  in  listening  to  customers  and  understanding  their  needs.     m   m  Skill  in  providing  excellent  customer  service.     m   m  

Skill  in  judgment  and  decision  making  by  considering  the  costs/benefits  and  to  choose  the  most  appropriate  action.     m   m  

Skill  in  persuading  others  to  change  their  mind  and  behavior.     m   m  Skill  in  organizing  surroundings  and  sales  floor.     m   m  

Skill  in  motivating  yourself  and  other  staff  members  to  achieve  goals.     m   m  Skill  in  communicating  and  presenting  information  to  others  effectively.     m   m  

 

  36  

Skill  in  collaboration  to  build  morale  and  rapport  among  employees.   m   m  Skill  in  using  logic  and  reasoning  to  identify  the  strengths  and  weaknesses  of  alternative  

solutions,  conclusions  or  approaches  to  problems.   m   m  

Skill  in  monitoring/assessing  performance  of  yourself,  other  individuals,  or  organizations  to  make  improvements/take  corrective  action.     m   m  

Skill  in  business  management  to  understand  business  functions,  strategy,  and  workflow.     m   m  Skill  in  finance  to  build  a  sound  budget  and  formulate  reasonable  forecasts.     m   m  

Skill  in  prioritizing  the  daily  "To  Do"  List.     m   m  Skill  in  selling  merchandise  to  customers.     m   m  

Skill  in  operating  the  store's  computers  and  registers.     m   m  Skill  in  containing  a  strong  customer  focus.     m   m  

Skill  in  multi-­‐tasking  by  managing  multiple  assignments  and  tasks  at  one  time.   m   m  The  ability  to  listen  to  and  understand  information  and  ideas  presented  through  spoken  

words  and  sentences.     m   m  

The  ability  to  effectively  communicate  information  and  ideas  orally  so  others  will  understand.     m   m  The  ability  to  work  with  a  diverse  group  of  people.     m   m  

The  ability  to  speak  clearly.     m   m  The  ability  to  speak  publicly.     m   m  

The  ability  to  professionally  and  personally  develop  people.   m   m  The  ability  to  effectively  communicate  in  written  form  (e.g.  emails,  letters,  paperwork).     m   m  

The  ability  to  tell  when  something  is  wrong  or  is  likely  to  go  wrong.     m   m  The  ability  to  apply  general  rules  to  specific  problems  to  produce  answers  that  make  sense.     m   m  

The  ability  to  read  and  understand  information  and  ideas  presented  in  writing.     m   m  The  ability  to  walk/stand  for  extended  periods  of  time.     m   m  

The  ability  to  lift  up  to  20-­‐pound  boxes.     m   m  The  ability  to  adapt  to  a  changing  environment.     m   m  

The  ability  to  take  initiative  and  make  accurate  judgments/decisions.     m   m  The  ability  to  delegate  responsibilities  among  the  employees.     m   m  

The  ability  to  use  box  cutters  and  other  gadgets  to  break  down  shipment  boxes.     m   m  The  ability  to  trust  other  employees  and  customers.   m   m  

The  ability  to  create  a  positive,  upbeat  attitude  and  energy  in  the  store.     m   m  The  ability  to  be  professional  with  all  personal  and  work  activities.     m   m  

The  ability  to  climb  a  ladder  to  store  or  retrieve  materials.     m   m  The  ability  to  work  with  minimum  direction  or  supervision.     m   m  

Willingness  to  work  flexible  hours.     m   m  Willingness  to  work  on  weekends.   m   m  

Willingness  to  learn  new  skills  or  techniques  as  they  come  about.     m   m  Willingness  to  be  challenged  and  take  risks.     m   m  

 

  37  

Willingness  to  work  long  hours.     m   m  Willingness  to  be  creative  with  props  and  products  in  order  to  market  new  merchandise  

effectively.     m   m  

Willingness  to  demo  products  on  oneself.     m   m  Willingness  to  demo  products  on  customers.   m   m  

Willingness  to  approach  customers  and  start  conversation.     m   m  Willing  to  work  in  high-­‐pressure  situations  in  order  to  produce  results.  (   m   m  

Efficient  in  meeting  frequent  deadlines.     m   m  Can  handle  a  great  volume  of  paperwork.     m   m  Can  handle  always  having  a  "To  Do"  List.     m   m  

Moderate  work  pace.     m   m  Very  little  travel.     m   m  

**Q4  was  identical  in  format  except  respondents  were  asked  about  if  the  KSAO  was  “practical  to  expect  in  the  labor  market.”  

 

  38  

Q5  To  what  extent  is  trouble  likely  if  this  Knowledge,  Skill,  Ability,  or  Other  characteristic  is  ignored  in  selection  (compared  with  other  KSAOs)?  

  1=  Very  little  or  none  (1)  

2=  To  some  extent  (2)  

3=  To  a  great  extent  (3)  

4=  To  a  very  great  

extent  (4)  

5=  To  an  extremely  great  extent  (5)  

Knowledge  of  sales  and  marketing:  principles  and  methods  for  showing,  promoting,  and  selling  products  or  services.     m   m   m   m   m  

Knowledge  of  customer  service:  principles  and  processes  for  providing  customer  and  personal  services.   m   m   m   m   m  

Knowledge  of  business  and  management  principles  involved  in  strategic  planning,  resource  allocation,  human  resources  modeling,  leadership  technique,  production  methods,  and  

coordination  of  people  and  resources.    

m   m   m   m   m  

Knowledge  of  principles  and  procedures  for  personnel  recruitment  and  selection.     m   m   m   m   m  

Knowledge  of  economic  and  accounting  principles  and  practices,  the  financial  markets,  banking  and  the  analysis  and  reporting  of  

financial  data.  m   m   m   m   m  

Knowledge  of  human  behavior  and  performance  such  as:  individual  differences  in  ability,  personality,  interests,  learning  

and  motivation.  (  m   m   m   m   m  

Knowledge  of  principles  and  methods  for  coaching  and  training,  teaching  and  instruction  for  employees.     m   m   m   m   m  

Knowledge  of  compensation  and  benefits,  labor  relations  and  negotiation,  and  personnel  information  systems.     m   m   m   m   m  

Knowledge  of  how  to  operate  computers  and  registers.     m   m   m   m   m  Knowledge  of  company's  mission/values  and  culture.     m   m   m   m   m  

Knowledge  of  mathematics  such  as:  arithmetics,  basic  algebra,  and  statistics.     m   m   m   m   m  

Knowledge  of  products  and  services  the  company  provides.     m   m   m   m   m  Knowledge  of  store's  operations,  policies  and  procedures.     m   m   m   m   m  Knowledge  of  online  programs  ACES,  Access,  and  schedule  

software.     m   m   m   m   m  

Knowledge  of  procedures  to  prevent  and  handle  theft  situations.     m   m   m   m   m  Knowledge  of  store's  returns  and  exchange  policies.     m   m   m   m   m  

Skill  in  leading  others  by  developing  a  vision  of  where/what  you  want  the  sales  team  to  achieve.     m   m   m   m   m  

Skill  in  time  management  by  making  sure  everything  gets  done  within  the  allotted  time  frame  given.     m   m   m   m   m  

Skill  in  listening  to  customers  and  understanding  their  needs.     m   m   m   m   m  

 

  39  

Skill  in  providing  excellent  customer  service.     m   m   m   m   m  Skill  in  judgment  and  decision  making  by  considering  the  costs/benefits  and  to  choose  the  most  appropriate  action.     m   m   m   m   m  

Skill  in  persuading  others  to  change  their  mind  and  behavior.     m   m   m   m   m  Skill  in  organizing  surroundings  and  sales  floor.   m   m   m   m   m  

Skill  in  motivating  yourself  and  other  staff  members  to  achieve  goals.     m   m   m   m   m  

Skill  in  communicating  and  presenting  information  to  others  effectively.     m   m   m   m   m  

Skill  in  collaboration  to  build  morale  and  rapport  among  employees.     m   m   m   m   m  

Skill  in  using  logic  and  reasoning  to  identify  the  strengths  and  weaknesses  of  alternative  solutions,  conclusions  or  approaches  to  

problems.    m   m   m   m   m  

Skill  in  monitoring/assessing  performance  of  yourself,  other  individuals,  or  organizations  to  make  improvements/take  

corrective  action.    m   m   m   m   m  

Skill  in  business  management  to  understand  business  functions,  strategy,  and  workflow.     m   m   m   m   m  

Skill  in  finance  to  build  a  sound  budget  and  formulate  reasonable  forecasts.     m   m   m   m   m  

Skill  in  prioritizing  the  daily  "To  Do"  List.     m   m   m   m   m  Skill  in  selling  merchandise  to  customers.     m   m   m   m   m  

Skill  in  operating  the  store's  computers  and  registers.     m   m   m   m   m  Skill  in  containing  a  strong  customer  focus.     m   m   m   m   m  

Skill  in  multi-­‐tasking  by  managing  multiple  assignments  and  tasks  at  one  time.     m   m   m   m   m  

The  ability  to  listen  to  and  understand  information  and  ideas  presented  through  spoken  words  and  sentences.   m   m   m   m   m  

The  ability  to  effectively  communicate  information  and  ideas  orally  so  others  will  understand.     m   m   m   m   m  

The  ability  to  work  with  a  diverse  group  of  people.     m   m   m   m   m  The  ability  to  speak  clearly.     m   m   m   m   m  The  ability  to  speak  publicly.   m   m   m   m   m  

The  ability  to  professionally  and  personally  develop  people.     m   m   m   m   m  The  ability  to  effectively  communicate  in  written  form  (e.g.  emails,  

letters,  paperwork).     m   m   m   m   m  

The  ability  to  tell  when  something  is  wrong  or  is  likely  to  go  wrong.  It  does  not  involve  solving  the  problem,  only  recognizing  

there  is  a  problem.  m   m   m   m   m  

The  ability  to  apply  general  rules  to  specific  problems  to  produce   m   m   m   m   m  

 

  40  

answers  that  make  sense.    The  ability  to  read  and  understand  information  and  ideas  

presented  in  writing.   m   m   m   m   m  

The  ability  to  walk/stand  for  extended  periods  of  time.     m   m   m   m   m  The  ability  to  lift  up  to  20-­‐pound  boxes.     m   m   m   m   m  

The  ability  to  adapt  to  a  changing  environment.     m   m   m   m   m  The  ability  to  take  initiative  and  make  accurate  

judgments/decisions.     m   m   m   m   m  

The  ability  to  delegate  responsibilities  among  the  employees.     m   m   m   m   m  The  ability  to  use  box  cutters  and  other  gadgets  to  break  down  

shipment  boxes.     m   m   m   m   m  

The  ability  to  trust  other  employees  and  customers.     m   m   m   m   m  The  ability  to  create  a  positive,  upbeat  attitude  and  energy  in  the  

store.     m   m   m   m   m  

The  ability  to  be  professional  with  all  personal  and  work  activities.     m   m   m   m   m  The  ability  to  climb  a  ladder  to  store  or  retrieve  materials.     m   m   m   m   m  The  ability  to  work  with  minimum  direction  or  supervision.     m   m   m   m   m  

Willingness  to  work  flexible  hours.     m   m   m   m   m  Willingness  to  work  on  weekends.     m   m   m   m   m  

Willingness  to  learn  new  skills  or  techniques  as  they  come  about.     m   m   m   m   m  Willingness  to  be  challenged  and  take  risks.     m   m   m   m   m  

Willingness  to  work  long  hours.     m   m   m   m   m  Willingness  to  be  creative  with  props  and  products  in  order  to  

market  new  merchandise  effectively.     m   m   m   m   m  

Willingness  to  demo  products  on  oneself.     m   m   m   m   m  Willingness  to  demo  products  on  customers.     m   m   m   m   m  

Willingness  to  approach  customers  and  start  conversation.     m   m   m   m   m  Willing  to  work  in  high-­‐pressure  situations  in  order  to  produce  

results.     m   m   m   m   m  

Efficient  in  meeting  frequent  deadlines.     m   m   m   m   m  Can  handle  a  great  volume  of  paperwork.     m   m   m   m   m  Can  handle  always  having  a  "To  Do"  List.     m   m   m   m   m  

Moderate  work  pace.     m   m   m   m   m  Very  little  travel.     m   m   m   m   m  

**Q6  was identical in format except respondents were asked “to  what  extent  do  different  levels  of  the  KSAO  distinguish  the  superior  from  the  average  worker."  

       

 

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     Please  provide  the  following  demographic  information.  (optional)    Q7  Ethnicity  origin  (or  race):  How  would  you  best  define  your  ethnicity?  m White    m Hispanic  or  Latino    m Black  or  African  American    m Native  American  or  American  Indian  m Asian/Pacific  Islander    m Other    ____________________    Q8  What  is  your  gender?  m Male    m Female    m Other      Q9  Please  enter  your  age:  (in  years)    Q10  What  position  do  you  currently  hold  at  Bath  and  Body  Works?    Thank  you  for  taking  the  time  to  complete  this  survey!  Your  response  has  been  recorded.        

   

   

                             

 

  42  

   

APPENDIX C: Alpha/ICC  for  Task  Importance      

 

Reliability Statistics

Cronbach's Alpha

Cronbach's Alpha

Based on Standardize

d Items N of

Items .938 .960 52

Intraclass Correlation Coefficient

Intraclass

Correlationb

95% Confidence Interval F Test with True Value 0 Lower Bound Upper Bound Value df1 df2 Sig

Single Measures .226a .082 .719 16.165 4 204 .000 Average

Measures .938c .824 .993 16.165 4 204 .000

Two-way mixed effects model where people effects are random and measures effects are fixed. a. The estimator is the same, whether the interaction effect is present or not.

b. Type C intraclass correlation coefficients using a consistency definition. The between-measure variance is excluded from the denominator variance.

c. This estimate is computed assuming the interaction effect is absent, because it is not estimable otherwise.