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www.designforcontext.com 	
  @design4context	
  
Duane	
  Degler	
  
	
  @ddegler	
  
	
  duane@designforcontext.com	
  
Crea%ng	
  Personal	
  Profiles	
  
Across	
  Time	
  and	
  Distance	
  
SmartData:	
  19	
  August	
  2015	
  
	
  
#SmartDataWeek	
  
CreaCng	
  Personal	
  Profiles	
  Across	
  Time	
  &	
  Distance	
  	
  	
  	
  19  August  2015
@ddegler        #SmartDataWeek
Photo	
  of	
  addiConal	
  
presenter	
  here	
  (in	
  
grayscale)	
  
INFORMATION	
  
ARCHITECTURE	
  /	
  DESIGN	
  
Understand  the  models  
that  make  informa?on  
?ck,  and  help  people  get  
things  done.

Duane	
  Degler	
  
This	
  talk	
  .	
  .	
  .	
  
Emerging	
  thoughts	
  from	
  
work	
  on	
  info	
  discovery,	
  
linked	
  data,	
  adapCve	
  UI,	
  
personalizaCon	
  
designforcontext.com/insights/	
  
personal-­‐profiles-­‐Cme-­‐distance-­‐smartdata2015	
  
CreaCng	
  Personal	
  Profiles	
  Across	
  Time	
  &	
  Distance	
  	
  	
  	
  19  August  2015
@ddegler        #SmartDataWeek
“Time	
  and	
  Distance”	
  ?	
  
•  Going	
  beyond	
  what	
  we	
  tend	
  to	
  see	
  today	
  
•  How	
  to	
  consider	
  personalizing	
  user	
  experience	
  for	
  educaCon,	
  
cultural	
  heritage,	
  social	
  environments,	
  medicine,	
  law	
  …?	
  
	
  
•  Distance	
  –	
  different	
  situa/ons	
  
•  How	
  do	
  our	
  experiences	
  and	
  profiles	
  carry	
  across	
  interacCons	
  	
  
with	
  mulCple	
  insCtuCons	
  and	
  domains?	
  
•  Time	
  –	
  longitudinal	
  evolu/on	
  
•  How	
  do	
  our	
  experiences	
  and	
  preferences	
  evolve	
  as	
  we	
  learn,	
  
experience…	
  and	
  our	
  tastes	
  and	
  needs	
  grow	
  and	
  change?	
  
CreaCng	
  Personal	
  Profiles	
  Across	
  Time	
  &	
  Distance	
  	
  	
  	
  19  August  2015
@ddegler        #SmartDataWeek
Now:	
  Typically	
  a	
  closed-­‐world	
  scenario	
  
Site	
  
Set	
  of	
  Objects	
  
Site	
  
Set	
  of	
  Objects	
  
Profile	
  
Site	
  
Set	
  of	
  Objects	
  
Profile	
  Profile	
  
CreaCng	
  Personal	
  Profiles	
  Across	
  Time	
  &	
  Distance	
  	
  	
  	
  19  August  2015
@ddegler        #SmartDataWeek
Ecosystem	
  
Now:	
  Ecosystems	
  behave	
  as	
  (semi)	
  closed-­‐worlds	
  
Site	
  
Set	
  of	
  Objects	
  
Site	
  
Set	
  of	
  Objects	
  
Site	
  
Set	
  of	
  Objects	
  
Profile	
  
Profile	
   Profile	
  Profile	
  
CreaCng	
  Personal	
  Profiles	
  Across	
  Time	
  &	
  Distance	
  	
  	
  	
  19  August  2015
@ddegler        #SmartDataWeek
Profile	
  
Ecosystem	
  
Future:	
  Requires	
  open-­‐world	
  scenarios	
  
Site	
  
Set	
  of	
  Objects	
  
Site	
  
Set	
  of	
  Objects	
  
Site	
  
Set	
  of	
  Objects	
  
Context	
   Context	
   Context	
  
CreaCng	
  Personal	
  Profiles	
  Across	
  Time	
  &	
  Distance	
  	
  	
  	
  19  August  2015
@ddegler        #SmartDataWeek
Emerging	
  Tastes	
  –	
  Considering	
  How	
  Preferences	
  Evolve,	
  Degler,	
  PATCH	
  workshop,	
  29-­‐Mar-­‐2015	
  
h[p://www.designforcontext.com/files/patch2015_degler_emerging-­‐tastes.pdf	
  
Considera%ons	
  when	
  crea%ng	
  and	
  using	
  personal	
  profiles	
  
•  SituaConal	
  
•  Domain	
  models	
  interact	
  with	
  user	
  knowledge	
  
•  Scenarios	
  may	
  be	
  transitory	
  
•  Balancing	
  models	
  with	
  serendipity	
  
•  SituaCons	
  are	
  influenced	
  by	
  social	
  interacCons	
  
•  Longitudinal	
  
•  Personal	
  interests	
  emerge	
  over	
  Cme	
  
•  Interests	
  evolve	
  through	
  lifelong	
  experiences	
  
•  Profiling	
  can	
  be	
  uneven	
  across	
  descripCve	
  dimensions	
  
CreaCng	
  Personal	
  Profiles	
  Across	
  Time	
  &	
  Distance	
  	
  	
  	
  19  August  2015
@ddegler        #SmartDataWeek
DOMAIN	
  MODELS	
  ARE	
  	
  
A	
  SOURCE	
  FOR	
  MATCHING	
  
CONTENT	
  TO	
  INTERESTS	
  
Tree of Library Classifications, Library of Congress. http://www.loc.gov/pictures/item/2011647038/
CreaCng	
  Personal	
  Profiles	
  Across	
  Time	
  &	
  Distance	
  	
  	
  	
  19  August  2015
@ddegler        #SmartDataWeek
Domains	
  have	
  profiles,	
  which	
  our	
  knowledge	
  overlays	
  
SITUATIONAL	
  
Knowledge	
  
depth	
  
Knowledge	
  breadth	
  
Domain	
  overview	
  
CreaCng	
  Personal	
  Profiles	
  Across	
  Time	
  &	
  Distance	
  	
  	
  	
  19  August  2015
@ddegler        #SmartDataWeek
Example:	
  Visi%ng	
  a	
  museum,	
  context	
  informs	
  relevance	
  
SITUATIONAL	
  
Domain	
  overview	
  
With	
  children	
  
(broader,	
  shallower)	
  
With	
  students	
  
(narrower,	
  deeper)	
  
Personal	
  research	
  
(deep,	
  cross-­‐domain)	
  
CreaCng	
  Personal	
  Profiles	
  Across	
  Time	
  &	
  Distance	
  	
  	
  	
  19  August  2015
@ddegler        #SmartDataWeek
SITUATION	
  SIGNALS	
  
SITUATION	
  SIGNALS	
  
LocaCon	
  
Co-­‐occurring	
  events	
  
Date	
  /	
  Cme	
  
CondiCons	
  
Devices	
  /	
  connecCvity	
  
SITUATION	
  SIGNALS	
  
USER	
  SIGNALS	
  
Usage	
  pa[erns	
  
Experience	
  
Interests	
  /	
  profile	
  
History	
  
Community	
  
CONTENT	
  SIGNALS	
  
Link	
  relaConships	
  
Text	
  pa[erns	
  
Categories	
  /	
  keywords	
  
Metadata	
  
TASK	
  SIGNALS	
  
Outcomes	
  /	
  goals	
  
Rules	
  /	
  requirements	
  
CriCcality	
  
Sequence	
  /	
  status	
  
Frequency	
  for	
  user	
  
Relevance	
  models	
  
involve	
  more	
  than	
  
content	
  
Suppor>ng	
  Relevance	
  for	
  Users	
  –	
  A	
  Design	
  Challenge	
  	
  
Duane	
  Degler,	
  SemTechBiz	
  3-­‐Jun-­‐2013	
  
h[p://www.designforcontext.com/insights/supporCng-­‐relevance-­‐for-­‐users	
  
CreaCng	
  Personal	
  Profiles	
  Across	
  Time	
  &	
  Distance	
  	
  	
  	
  19  August  2015
@ddegler        #SmartDataWeek
 CreaCng	
  Personal	
  Profiles	
  Across	
  Time	
  &	
  Distance	
  	
  	
  	
  19  August  2015
@ddegler        #SmartDataWeek
•  SituaConal	
  
•  Domain	
  models	
  interact	
  with	
  user	
  knowledge	
  
•  Scenarios	
  may	
  be	
  transitory	
  
•  Balancing	
  models	
  with	
  serendipity	
  
•  SituaCons	
  are	
  influenced	
  by	
  social	
  interacCons	
  
CONSIDERATIONS	
  WHEN	
  
CREATING	
  AND	
  USING	
  PROFILES	
  
Emerging	
  Tastes	
  –	
  Considering	
  How	
  Preferences	
  Evolve,	
  Degler,	
  PATCH	
  workshop,	
  29-­‐Mar-­‐2015	
  
h[p://www.designforcontext.com/files/patch2015_degler_emerging-­‐tastes.pdf	
  
CreaCng	
  Personal	
  Profiles	
  Across	
  Time	
  &	
  Distance	
  	
  	
  	
  19  August  2015
@ddegler        #SmartDataWeek
Domain	
  models	
  interact	
  with	
  user	
  knowledge	
  
•  InteracCon	
  is	
  purposeful	
  
•  Resource	
  seeking	
  
•  Knowledge	
  seeking	
  
•  Entertainment	
  
•  Social	
  communicaCon	
  /	
  collaboraCon	
  (and	
  as	
  surrogates	
  for	
  others)	
  
	
  
•  Rich	
  experience	
  and	
  knowledge	
  =	
  rich	
  and	
  nuanced	
  interacCon	
  
SITUATIONAL	
  
CreaCng	
  Personal	
  Profiles	
  Across	
  Time	
  &	
  Distance	
  	
  	
  	
  19  August  2015
@ddegler        #SmartDataWeek
Scenarios	
  may	
  be	
  transitory	
  
•  We	
  must	
  understand	
  the	
  user’s	
  goals/tasks	
  
	
  
•  Every	
  goal	
  and	
  task	
  has	
  a	
  performance	
  Cmeline	
  
•  SomeCmes	
  it	
  is	
  a	
  single	
  quesCon	
  or	
  single	
  session	
  
•  SomeCmes	
  it	
  is	
  an	
  extended,	
  mulC-­‐month	
  or	
  mulC-­‐year	
  project	
  
	
  
•  When	
  completed,	
  the	
  intensity	
  of	
  focus	
  recedes	
  
•  It	
  doesn’t	
  mean	
  the	
  interest	
  disappears,	
  but	
  need	
  for	
  informaCon	
  might	
  
SITUATIONAL	
  
CreaCng	
  Personal	
  Profiles	
  Across	
  Time	
  &	
  Distance	
  	
  	
  	
  19  August  2015
@ddegler        #SmartDataWeek
Balancing	
  models	
  with	
  serendipity	
  
•  Guard	
  against	
  over-­‐simplicity	
  or	
  rigidity	
  
	
  
•  People	
  find	
  delight	
  in	
  new	
  things	
  
	
  
•  Knowledgeable	
  experts	
  specifically	
  seek	
  serendipity,	
  discovery	
  
SITUATIONAL	
  
CreaCng	
  Personal	
  Profiles	
  Across	
  Time	
  &	
  Distance	
  	
  	
  	
  19  August  2015
@ddegler        #SmartDataWeek
Situa%ons	
  are	
  influenced	
  by	
  social	
  interac%ons	
  
•  Is	
  the	
  focus	
  of	
  my	
  interacCon	
  on	
  me,	
  or	
  on	
  other	
  people?	
  
•  If	
  others,	
  how	
  well	
  do	
  I	
  know	
  them?	
  How	
  oken	
  do	
  we	
  interact?	
  
	
  
•  How	
  do	
  we	
  discover	
  this?	
  
	
  
•  How	
  do	
  we	
  balance	
  the	
  signals?	
  
	
  
•  Are	
  my	
  immediate	
  items	
  of	
  focus	
  aligned	
  with	
  my	
  	
  
ongoing	
  interests?	
  
SITUATIONAL	
  
CreaCng	
  Personal	
  Profiles	
  Across	
  Time	
  &	
  Distance	
  	
  	
  	
  19  August  2015
@ddegler        #SmartDataWeek
DIGITAL	
  OBJECTS	
  	
  
RESPOND	
  TO	
  	
  
CONTEXTUAL	
  FORCES	
  
©	
  Duane	
  Degler	
  2009	
  
Autopilot & dynamic feedback
CreaCng	
  Personal	
  Profiles	
  Across	
  Time	
  &	
  Distance	
  	
  	
  	
  19  August  2015
@ddegler        #SmartDataWeek
Concept	
  model	
  for	
  dynamic	
  context	
  forces	
  
SITUATIONAL	
  
Suppor%ng	
  
forces	
  
Limi%ng	
  
forces	
  
External	
  
suppor%ng	
  forces	
  
External	
  
limi%ng	
  forces	
  
Retrieved	
  info	
  
UI	
  components	
  
Serendipity,	
  
far	
  transfer	
  
Strongly	
  
related	
  objects	
  
Weakly	
  
related	
  objects	
  
CreaCng	
  Personal	
  Profiles	
  Across	
  Time	
  &	
  Distance	
  	
  	
  	
  19  August  2015
@ddegler        #SmartDataWeek
Time	
  
Distrac%ons	
  
Par%cipant	
  experience	
  
A^en%on	
  
Social	
  connec%on	
  
Knowledge	
  
Place	
  
Goals	
  
Experience	
  
Retrieved	
  info	
  
UI	
  components	
  
Broader,	
  shallower	
  informa%on	
  interac%on	
  
e.g.	
  Taking	
  my	
  children	
  to	
  the	
  museum	
  on	
  Saturday	
  a`ernoon	
  
SITUATIONAL	
  
CreaCng	
  Personal	
  Profiles	
  Across	
  Time	
  &	
  Distance	
  	
  	
  	
  19  August  2015
@ddegler        #SmartDataWeek
Available	
  informa%on	
  
Distrac%ons	
  
Student	
  experience	
  
Device	
  types	
  
Subject	
  focus	
  
Knowledge	
  
Place	
  
Student	
  mo%va%on	
  
Device	
  loca%on	
  awareness	
  
Retrieved	
  info	
  
UI	
  components	
  
Deeper,	
  narrower	
  informa%on	
  interac%on	
  
e.g.	
  Taking	
  my	
  college	
  students	
  to	
  the	
  museum	
  on	
  Wednesday	
  morning	
  
SITUATIONAL	
  
CreaCng	
  Personal	
  Profiles	
  Across	
  Time	
  &	
  Distance	
  	
  	
  	
  19  August  2015
@ddegler        #SmartDataWeek
Cross-­‐domain	
  experience	
  
Collaborators	
  
Resource	
  management	
  
Time	
  
Device	
  capabili%es	
  
Project	
  Goal	
  
Available	
  informa%on	
  
Subject	
  knowledge	
  
Retrieved	
  info	
  
UI	
  components	
  
Deep,	
  cross-­‐domain	
  informa%on	
  interac%on	
  
e.g.	
  Conduc%ng	
  research	
  as	
  part	
  of	
  my	
  next	
  book	
  
SITUATIONAL	
  
CreaCng	
  Personal	
  Profiles	
  Across	
  Time	
  &	
  Distance	
  	
  	
  	
  19  August  2015
@ddegler        #SmartDataWeek
OPPORTUNITIES	
  FOR	
  	
  
UI	
  /	
  USER	
  EXPERIENCE	
  
Cleveland	
  Museum	
  of	
  Art,	
  Gallery	
  One,	
  Howard	
  Agressi,	
  h[p://www.clevelandart.org/gallery-­‐one	
  
More than Information Retrieval
CreaCng	
  Personal	
  Profiles	
  Across	
  Time	
  &	
  Distance	
  	
  	
  	
  19  August  2015
@ddegler        #SmartDataWeek
Context	
  profile	
  adding	
  user	
  control	
  when	
  mobile	
  
Traveling	
  (work)	
  	
  	
  
At	
  home	
  
Out	
  to	
  play	
  
Traveling	
  (work)	
  
Traveling	
  (vacaCon)	
  
Research	
  
Personal	
  interests	
  
Family	
  interests	
  
Ignore	
  profile	
  
INTERACTION	
  
CreaCng	
  Personal	
  Profiles	
  Across	
  Time	
  &	
  Distance	
  	
  	
  	
  19  August  2015
@ddegler        #SmartDataWeek
Duane	
  	
  	
  Account	
  	
  	
  Workspaces	
  	
  	
  >Logout	
  
Search	
  this	
  site	
  
Duane	
  	
  	
  Account	
  	
  	
  Workspaces	
  	
  	
  >Logout	
  
Search	
  this	
  site	
  
Ac>ve	
  profile:	
  CogniCve	
  paper	
  (Research)	
  
At	
  home	
  
Out	
  to	
  play	
  
Traveling	
  
Research:	
  
CogniCve	
  paper	
  
Historical	
  methods	
  class	
  
Lifestyle	
  percepCon	
  book	
  
Personal	
  interests	
  
Family	
  interests	
  
Ignore	
  profile	
  in	
  this	
  session	
  
Context	
  profile	
  applied	
  to	
  search	
  and	
  naviga%on	
  
INTERACTION	
  
CreaCng	
  Personal	
  Profiles	
  Across	
  Time	
  &	
  Distance	
  	
  	
  	
  19  August  2015
@ddegler        #SmartDataWeek
Context	
  profile	
  as	
  a	
  lens	
  filter	
  on	
  a	
  results	
  page	
  
Terms:	
  Impressionist	
  light	
  soken	
  
Landscapes	
  
European	
  art	
  	
  
Ac>ve	
  profile:	
  Book	
  research	
  
Search	
  within	
  
Your	
  Search	
  Criteria	
  
Search	
  Results	
  	
  	
  (135	
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  results)	
  
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Genre	
  
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ArCsts	
  
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Media	
  
−	
   +	
  
Availability	
  
−	
   +	
  
Book	
  research	
  
×	
  
INTERACTION	
  
CreaCng	
  Personal	
  Profiles	
  Across	
  Time	
  &	
  Distance	
  	
  	
  	
  19  August  2015
@ddegler        #SmartDataWeek
Context	
  profile	
  as	
  a	
  drop-­‐down	
  filter	
  on	
  related	
  links	
  
Louis	
  Marcoussis:	
  Catalogue	
  
raisonné	
  de	
  l'oeuvre	
  gravé.	
  
Solange	
  Milet.	
  1991	
  	
  
French	
  PainCngs	
  in	
  the	
  
collecCon	
  of	
  Mr.	
  and	
  Mrs.	
  John	
  
Hay	
  Whitney	
  
John	
  Rewald.	
  1956	
  	
  
The	
  World's	
  Most	
  InfluenCal	
  
Painters	
  and	
  the	
  ArCsts	
  They	
  
Inspired	
  
David	
  Gariff,	
  Eric	
  Denker,	
  and	
  
Dennis	
  P.	
  Weller.	
  2009	
  	
  
Tout	
  l'oeuvre	
  peint	
  de	
  MaCsse	
  
1904-­‐1928	
  
Pierre	
  Schneider,	
  Massimo	
  
Carra	
  and	
  Xavier	
  Deryng.	
  1982	
  	
  
	
  
Focus	
  not	
  applied	
  	
  
Related	
  Content	
  
Focus	
  level	
  
Related	
  Content	
  
Set	
  your	
  focus	
  for	
  content:	
  
þ	
  	
  Landscapes	
  
þ	
  	
  People	
  in	
  nature	
  
þ	
  	
  French	
  arCsts	
  
þ	
  	
  European	
  arCsts	
  
	
  
þ	
  	
  Oils	
  
þ	
  	
  Watercolors	
  
þ	
  	
  Sketches	
  
þ	
  	
  On	
  display	
  in	
  gallery	
  
þ	
  	
  Online	
  collecCon	
  
þ	
  	
  Online,	
  open	
  access	
  
	
  cancel	
  
Louis	
  Marcoussis:	
  Catalogue	
  
raisonné	
  de	
  l'oeuvre	
  gravé.	
  
Solange	
  Milet.	
  1991	
  	
  
Set	
  
General	
   Specific	
  
Focus	
  seungs	
  
Related	
  Content	
  
Genre	
  
−	
   +	
  
ArCsts	
  
−	
   +	
  
Media	
  
−	
   +	
  
Availability	
  
−	
   +	
  
INTERACTION	
  
CreaCng	
  Personal	
  Profiles	
  Across	
  Time	
  &	
  Distance	
  	
  	
  	
  19  August  2015
@ddegler        #SmartDataWeek
Portable	
  interests	
  in	
  gallery	
  
Users	
  take	
  their	
  selecCons	
  with	
  them	
  through	
  the	
  museum’s	
  galleries	
  
Cleveland	
  Museum	
  of	
  Art:	
  Gallery	
  One	
  
Take a Deep Dive into Gallery One at the Cleveland Museum of Art, Jane Alexander,
http://www.slideshare.net/JaneAlexander2/take-a-deep-dive-into-gallery-one-at-the-cleveland-museum-of-art
INTERACTION	
  
CreaCng	
  Personal	
  Profiles	
  Across	
  Time	
  &	
  Distance	
  	
  	
  	
  19  August  2015
@ddegler        #SmartDataWeek
	
  	
  Portable	
  profile:	
  Carry	
  interests	
  to	
  different	
  loca%ons?	
  
National Gallery of Art
Rousseau, Henri
French 1844-1910
-Tropical Forest with Monkeys
-The Equatorial Jungle
Phillips Collection
Anonymous 19th Century
American c. 1880
-Tropical Forest with Birds
2	
  
1	
  
CreaCng	
  Personal	
  Profiles	
  Across	
  Time	
  &	
  Distance	
  	
  	
  	
  19  August  2015
@ddegler        #SmartDataWeek
PERSONALIZATION	
  MODELS	
  
EVOLVE	
  THROUGH	
  LIFELONG	
  
EXPERIENCES	
  
Bartholomeus	
  van	
  der	
  Helst,	
  The	
  Governors	
  of	
  the	
  Kloveniersdoelen,	
  	
  
Amsterdam	
  Museum	
  	
  h[p://www.amsterdammuseum.nl/	
  
CreaCng	
  Personal	
  Profiles	
  Across	
  Time	
  &	
  Distance	
  	
  	
  	
  19  August  2015
@ddegler        #SmartDataWeek
Our	
  knowledge	
  grows	
  with	
  experience	
  
LONGITUDINAL	
  
IniCal	
  exposure	
   Increased	
  learning	
   Deeper	
  understanding/knowledge	
  
Algorithms	
  need	
  to	
  recognize	
  when	
  
learning	
  and	
  exploraCon	
  are	
  happening,	
  
rather	
  than	
  tasks	
  focused	
  on	
  accessing	
  
“known”	
  informaCon.	
  
Likely	
  reduced	
  
signal	
  priority	
  
CreaCng	
  Personal	
  Profiles	
  Across	
  Time	
  &	
  Distance	
  	
  	
  	
  19  August  2015
@ddegler        #SmartDataWeek
Our	
  personal	
  profiles	
  refine	
  by	
  incorpora%ng	
  our	
  situa%ons	
  
LONGITUDINAL	
  
Transient	
  
interest	
  
SituaCons	
  Longitudinal	
  Profile	
  
CreaCng	
  Personal	
  Profiles	
  Across	
  Time	
  &	
  Distance	
  	
  	
  	
  19  August  2015
@ddegler        #SmartDataWeek
Domain	
  overview	
  
Domain	
  cross-­‐walks	
  extend	
  our	
  understanding	
  
SITUATIONAL	
  
Domain	
  overview	
  
Domain	
  cross-­‐walks	
  encourage	
  knowledge	
  growth	
  and	
  support	
  serendipity	
  
CreaCng	
  Personal	
  Profiles	
  Across	
  Time	
  &	
  Distance	
  	
  	
  	
  19  August  2015
@ddegler        #SmartDataWeek
Not	
  just	
  content	
  profiles:	
  Tasks	
  produce	
  learning	
  pa^erns	
  
1	
   2	
   3	
   4	
   5	
  
Yellow	
  brick	
  road	
  
(set	
  path)	
  
A	
  
G	
  
D	
  
S	
  N	
  
8	
  
Family	
  Circus	
  
(wandering)	
  
1b	
  
1c	
  
1d	
  
Spelunking	
  
(deep	
  dive)	
  
Window	
  shopping	
  
(look-­‐leave-­‐look)	
  
!	
  
Serendipitous	
  
(‘aha’	
  discovery)	
  
LONGITUDINAL	
  
Suppor>ng	
  Relevance	
  for	
  Users	
  –	
  A	
  Design	
  Challenge	
  	
  
Duane	
  Degler,	
  SemTechBiz	
  3-­‐Jun-­‐2013	
  
h[p://www.designforcontext.com/insights/supporCng-­‐relevance-­‐for-­‐users	
  
CreaCng	
  Personal	
  Profiles	
  Across	
  Time	
  &	
  Distance	
  	
  	
  	
  19  August  2015
@ddegler        #SmartDataWeek
 CreaCng	
  Personal	
  Profiles	
  Across	
  Time	
  &	
  Distance	
  	
  	
  	
  19  August  2015
@ddegler        #SmartDataWeek
•  Longitudinal	
  
•  Personal	
  interests	
  emerge	
  over	
  Cme	
  
•  Interests	
  evolve	
  through	
  lifelong	
  experiences	
  
•  Profiling	
  can	
  be	
  uneven	
  across	
  descripCve	
  dimensions	
  
CONSIDERATIONS	
  WHEN	
  
CREATING	
  AND	
  USING	
  PROFILES	
  
Emerging	
  Tastes	
  –	
  Considering	
  How	
  Preferences	
  Evolve,	
  Degler,	
  PATCH	
  workshop,	
  29-­‐Mar-­‐2015	
  
h[p://www.designforcontext.com/files/patch2015_degler_emerging-­‐tastes.pdf	
  
CreaCng	
  Personal	
  Profiles	
  Across	
  Time	
  &	
  Distance	
  	
  	
  	
  19  August  2015
@ddegler        #SmartDataWeek
Personal	
  interests	
  emerge	
  over	
  %me	
  
•  Some	
  things	
  are	
  “in	
  the	
  moment”	
  –	
  some	
  “stay	
  with	
  you”	
  
	
  
•  LasCng	
  signals	
  may	
  be	
  addiCve,	
  becoming	
  more	
  focused	
  	
  
over	
  Cme	
  
	
  
•  In	
  any	
  situaCon,	
  do	
  I	
  value	
  the	
  object,	
  or	
  the	
  experience?	
  
•  InteracCon	
  may	
  not	
  be	
  the	
  same	
  as	
  long-­‐term	
  interest	
  
LONGITUDINAL	
  
CreaCng	
  Personal	
  Profiles	
  Across	
  Time	
  &	
  Distance	
  	
  	
  	
  19  August  2015
@ddegler        #SmartDataWeek
Interests	
  evolve	
  through	
  lifelong	
  experiences	
  
•  Personal	
  profiles	
  are	
  informed	
  by	
  a	
  rich	
  array	
  of	
  experiences,	
  	
  
not	
  just	
  formal	
  interacCons	
  
•  EducaConal	
  and	
  cultural	
  exposure	
  
•  Travel	
  
•  Local	
  experiences	
  
•  ConversaCons	
  
•  Casual	
  and	
  brief	
  engagement	
  
•  How	
  well	
  do	
  we	
  understand	
  the	
  transiCon	
  from	
  “experience”	
  	
  
to	
  knowledge?	
  	
  
•  Is	
  it	
  the	
  case	
  that	
  the	
  more	
  we	
  know,	
  the	
  less	
  we	
  need	
  to	
  be	
  shown?	
  
•  Greater	
  interest	
  in	
  cross-­‐domain	
  interacCons,	
  specificity	
  –	
  and	
  serendipity	
  
LONGITUDINAL	
  
CreaCng	
  Personal	
  Profiles	
  Across	
  Time	
  &	
  Distance	
  	
  	
  	
  19  August  2015
@ddegler        #SmartDataWeek
Profiling	
  can	
  be	
  uneven	
  across	
  descrip%ve	
  dimensions	
  
•  What	
  a[ributes	
  ma[er?	
  
	
  
•  If	
  the	
  a[ributes	
  of	
  an	
  object	
  itself	
  change	
  in	
  future,	
  does	
  that	
  
change	
  my	
  interest	
  in	
  it?	
  Or	
  the	
  map	
  between	
  it	
  and	
  my	
  profile?	
  
	
  
•  With	
  increasing	
  richness	
  and	
  diversity	
  comes	
  complexity	
  
LONGITUDINAL	
  
CreaCng	
  Personal	
  Profiles	
  Across	
  Time	
  &	
  Distance	
  	
  	
  	
  19  August  2015
@ddegler        #SmartDataWeek
 CreaCng	
  Personal	
  Profiles	
  Across	
  Time	
  &	
  Distance	
  	
  	
  	
  19  August  2015
@ddegler        #SmartDataWeek
•  SituaConal	
  
•  Domain	
  models	
  interact	
  with	
  user	
  knowledge	
  
•  Scenarios	
  may	
  be	
  transitory	
  
•  Balancing	
  models	
  with	
  serendipity	
  
•  SituaCons	
  are	
  influenced	
  by	
  social	
  interacCons	
  
•  Longitudinal	
  
•  Personal	
  interests	
  emerge	
  over	
  Cme	
  
•  Interests	
  evolve	
  through	
  lifelong	
  experiences	
  
•  Profiling	
  can	
  be	
  uneven	
  across	
  descripCve	
  dimensions	
  
CONSIDERATIONS	
  WHEN	
  
CREATING	
  AND	
  USING	
  PROFILES	
  
Emerging	
  Tastes	
  –	
  Considering	
  How	
  Preferences	
  Evolve,	
  Degler,	
  PATCH	
  workshop,	
  29-­‐Mar-­‐2015	
  
h[p://www.designforcontext.com/files/patch2015_degler_emerging-­‐tastes.pdf	
  
www.designforcontext.com 	
  @design4context	
  
Duane	
  Degler	
  
	
  @ddegler	
  
	
  duane@designforcontext.com	
  
Crea%ng	
  Personal	
  Profiles	
  
Across	
  Time	
  and	
  Distance	
  
SmartData:	
  19	
  August	
  2015	
  
	
  
#SmartDataWeek	
  

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Creating Personal Profiles Across Time and Distance

  • 1. www.designforcontext.com  @design4context   Duane  Degler    @ddegler    duane@designforcontext.com   Crea%ng  Personal  Profiles   Across  Time  and  Distance   SmartData:  19  August  2015     #SmartDataWeek  
  • 2. CreaCng  Personal  Profiles  Across  Time  &  Distance        19  August  2015 @ddegler        #SmartDataWeek Photo  of  addiConal   presenter  here  (in   grayscale)   INFORMATION   ARCHITECTURE  /  DESIGN   Understand  the  models   that  make  informa?on   ?ck,  and  help  people  get   things  done. Duane  Degler   This  talk  .  .  .   Emerging  thoughts  from   work  on  info  discovery,   linked  data,  adapCve  UI,   personalizaCon   designforcontext.com/insights/   personal-­‐profiles-­‐Cme-­‐distance-­‐smartdata2015  
  • 3. CreaCng  Personal  Profiles  Across  Time  &  Distance        19  August  2015 @ddegler        #SmartDataWeek “Time  and  Distance”  ?   •  Going  beyond  what  we  tend  to  see  today   •  How  to  consider  personalizing  user  experience  for  educaCon,   cultural  heritage,  social  environments,  medicine,  law  …?     •  Distance  –  different  situa/ons   •  How  do  our  experiences  and  profiles  carry  across  interacCons     with  mulCple  insCtuCons  and  domains?   •  Time  –  longitudinal  evolu/on   •  How  do  our  experiences  and  preferences  evolve  as  we  learn,   experience…  and  our  tastes  and  needs  grow  and  change?  
  • 4. CreaCng  Personal  Profiles  Across  Time  &  Distance        19  August  2015 @ddegler        #SmartDataWeek Now:  Typically  a  closed-­‐world  scenario   Site   Set  of  Objects   Site   Set  of  Objects   Profile   Site   Set  of  Objects   Profile  Profile  
  • 5. CreaCng  Personal  Profiles  Across  Time  &  Distance        19  August  2015 @ddegler        #SmartDataWeek Ecosystem   Now:  Ecosystems  behave  as  (semi)  closed-­‐worlds   Site   Set  of  Objects   Site   Set  of  Objects   Site   Set  of  Objects   Profile   Profile   Profile  Profile  
  • 6. CreaCng  Personal  Profiles  Across  Time  &  Distance        19  August  2015 @ddegler        #SmartDataWeek Profile   Ecosystem   Future:  Requires  open-­‐world  scenarios   Site   Set  of  Objects   Site   Set  of  Objects   Site   Set  of  Objects   Context   Context   Context  
  • 7. CreaCng  Personal  Profiles  Across  Time  &  Distance        19  August  2015 @ddegler        #SmartDataWeek Emerging  Tastes  –  Considering  How  Preferences  Evolve,  Degler,  PATCH  workshop,  29-­‐Mar-­‐2015   h[p://www.designforcontext.com/files/patch2015_degler_emerging-­‐tastes.pdf   Considera%ons  when  crea%ng  and  using  personal  profiles   •  SituaConal   •  Domain  models  interact  with  user  knowledge   •  Scenarios  may  be  transitory   •  Balancing  models  with  serendipity   •  SituaCons  are  influenced  by  social  interacCons   •  Longitudinal   •  Personal  interests  emerge  over  Cme   •  Interests  evolve  through  lifelong  experiences   •  Profiling  can  be  uneven  across  descripCve  dimensions  
  • 8. CreaCng  Personal  Profiles  Across  Time  &  Distance        19  August  2015 @ddegler        #SmartDataWeek DOMAIN  MODELS  ARE     A  SOURCE  FOR  MATCHING   CONTENT  TO  INTERESTS   Tree of Library Classifications, Library of Congress. http://www.loc.gov/pictures/item/2011647038/
  • 9. CreaCng  Personal  Profiles  Across  Time  &  Distance        19  August  2015 @ddegler        #SmartDataWeek Domains  have  profiles,  which  our  knowledge  overlays   SITUATIONAL   Knowledge   depth   Knowledge  breadth   Domain  overview  
  • 10. CreaCng  Personal  Profiles  Across  Time  &  Distance        19  August  2015 @ddegler        #SmartDataWeek Example:  Visi%ng  a  museum,  context  informs  relevance   SITUATIONAL   Domain  overview   With  children   (broader,  shallower)   With  students   (narrower,  deeper)   Personal  research   (deep,  cross-­‐domain)  
  • 11. CreaCng  Personal  Profiles  Across  Time  &  Distance        19  August  2015 @ddegler        #SmartDataWeek SITUATION  SIGNALS   SITUATION  SIGNALS   LocaCon   Co-­‐occurring  events   Date  /  Cme   CondiCons   Devices  /  connecCvity   SITUATION  SIGNALS   USER  SIGNALS   Usage  pa[erns   Experience   Interests  /  profile   History   Community   CONTENT  SIGNALS   Link  relaConships   Text  pa[erns   Categories  /  keywords   Metadata   TASK  SIGNALS   Outcomes  /  goals   Rules  /  requirements   CriCcality   Sequence  /  status   Frequency  for  user   Relevance  models   involve  more  than   content   Suppor>ng  Relevance  for  Users  –  A  Design  Challenge     Duane  Degler,  SemTechBiz  3-­‐Jun-­‐2013   h[p://www.designforcontext.com/insights/supporCng-­‐relevance-­‐for-­‐users  
  • 12. CreaCng  Personal  Profiles  Across  Time  &  Distance        19  August  2015 @ddegler        #SmartDataWeek CreaCng  Personal  Profiles  Across  Time  &  Distance        19  August  2015 @ddegler        #SmartDataWeek •  SituaConal   •  Domain  models  interact  with  user  knowledge   •  Scenarios  may  be  transitory   •  Balancing  models  with  serendipity   •  SituaCons  are  influenced  by  social  interacCons   CONSIDERATIONS  WHEN   CREATING  AND  USING  PROFILES   Emerging  Tastes  –  Considering  How  Preferences  Evolve,  Degler,  PATCH  workshop,  29-­‐Mar-­‐2015   h[p://www.designforcontext.com/files/patch2015_degler_emerging-­‐tastes.pdf  
  • 13. CreaCng  Personal  Profiles  Across  Time  &  Distance        19  August  2015 @ddegler        #SmartDataWeek Domain  models  interact  with  user  knowledge   •  InteracCon  is  purposeful   •  Resource  seeking   •  Knowledge  seeking   •  Entertainment   •  Social  communicaCon  /  collaboraCon  (and  as  surrogates  for  others)     •  Rich  experience  and  knowledge  =  rich  and  nuanced  interacCon   SITUATIONAL  
  • 14. CreaCng  Personal  Profiles  Across  Time  &  Distance        19  August  2015 @ddegler        #SmartDataWeek Scenarios  may  be  transitory   •  We  must  understand  the  user’s  goals/tasks     •  Every  goal  and  task  has  a  performance  Cmeline   •  SomeCmes  it  is  a  single  quesCon  or  single  session   •  SomeCmes  it  is  an  extended,  mulC-­‐month  or  mulC-­‐year  project     •  When  completed,  the  intensity  of  focus  recedes   •  It  doesn’t  mean  the  interest  disappears,  but  need  for  informaCon  might   SITUATIONAL  
  • 15. CreaCng  Personal  Profiles  Across  Time  &  Distance        19  August  2015 @ddegler        #SmartDataWeek Balancing  models  with  serendipity   •  Guard  against  over-­‐simplicity  or  rigidity     •  People  find  delight  in  new  things     •  Knowledgeable  experts  specifically  seek  serendipity,  discovery   SITUATIONAL  
  • 16. CreaCng  Personal  Profiles  Across  Time  &  Distance        19  August  2015 @ddegler        #SmartDataWeek Situa%ons  are  influenced  by  social  interac%ons   •  Is  the  focus  of  my  interacCon  on  me,  or  on  other  people?   •  If  others,  how  well  do  I  know  them?  How  oken  do  we  interact?     •  How  do  we  discover  this?     •  How  do  we  balance  the  signals?     •  Are  my  immediate  items  of  focus  aligned  with  my     ongoing  interests?   SITUATIONAL  
  • 17. CreaCng  Personal  Profiles  Across  Time  &  Distance        19  August  2015 @ddegler        #SmartDataWeek DIGITAL  OBJECTS     RESPOND  TO     CONTEXTUAL  FORCES   ©  Duane  Degler  2009   Autopilot & dynamic feedback
  • 18. CreaCng  Personal  Profiles  Across  Time  &  Distance        19  August  2015 @ddegler        #SmartDataWeek Concept  model  for  dynamic  context  forces   SITUATIONAL   Suppor%ng   forces   Limi%ng   forces   External   suppor%ng  forces   External   limi%ng  forces   Retrieved  info   UI  components   Serendipity,   far  transfer   Strongly   related  objects   Weakly   related  objects  
  • 19. CreaCng  Personal  Profiles  Across  Time  &  Distance        19  August  2015 @ddegler        #SmartDataWeek Time   Distrac%ons   Par%cipant  experience   A^en%on   Social  connec%on   Knowledge   Place   Goals   Experience   Retrieved  info   UI  components   Broader,  shallower  informa%on  interac%on   e.g.  Taking  my  children  to  the  museum  on  Saturday  a`ernoon   SITUATIONAL  
  • 20. CreaCng  Personal  Profiles  Across  Time  &  Distance        19  August  2015 @ddegler        #SmartDataWeek Available  informa%on   Distrac%ons   Student  experience   Device  types   Subject  focus   Knowledge   Place   Student  mo%va%on   Device  loca%on  awareness   Retrieved  info   UI  components   Deeper,  narrower  informa%on  interac%on   e.g.  Taking  my  college  students  to  the  museum  on  Wednesday  morning   SITUATIONAL  
  • 21. CreaCng  Personal  Profiles  Across  Time  &  Distance        19  August  2015 @ddegler        #SmartDataWeek Cross-­‐domain  experience   Collaborators   Resource  management   Time   Device  capabili%es   Project  Goal   Available  informa%on   Subject  knowledge   Retrieved  info   UI  components   Deep,  cross-­‐domain  informa%on  interac%on   e.g.  Conduc%ng  research  as  part  of  my  next  book   SITUATIONAL  
  • 22. CreaCng  Personal  Profiles  Across  Time  &  Distance        19  August  2015 @ddegler        #SmartDataWeek OPPORTUNITIES  FOR     UI  /  USER  EXPERIENCE   Cleveland  Museum  of  Art,  Gallery  One,  Howard  Agressi,  h[p://www.clevelandart.org/gallery-­‐one   More than Information Retrieval
  • 23. CreaCng  Personal  Profiles  Across  Time  &  Distance        19  August  2015 @ddegler        #SmartDataWeek Context  profile  adding  user  control  when  mobile   Traveling  (work)       At  home   Out  to  play   Traveling  (work)   Traveling  (vacaCon)   Research   Personal  interests   Family  interests   Ignore  profile   INTERACTION  
  • 24. CreaCng  Personal  Profiles  Across  Time  &  Distance        19  August  2015 @ddegler        #SmartDataWeek Duane      Account      Workspaces      >Logout   Search  this  site   Duane      Account      Workspaces      >Logout   Search  this  site   Ac>ve  profile:  CogniCve  paper  (Research)   At  home   Out  to  play   Traveling   Research:   CogniCve  paper   Historical  methods  class   Lifestyle  percepCon  book   Personal  interests   Family  interests   Ignore  profile  in  this  session   Context  profile  applied  to  search  and  naviga%on   INTERACTION  
  • 25. CreaCng  Personal  Profiles  Across  Time  &  Distance        19  August  2015 @ddegler        #SmartDataWeek Context  profile  as  a  lens  filter  on  a  results  page   Terms:  Impressionist  light  soken   Landscapes   European  art     Ac>ve  profile:  Book  research   Search  within   Your  Search  Criteria   Search  Results      (135  of  358  results)   ×   ×   Genre   −   +   ArCsts   −   +   Media   −   +   Availability   −   +   Book  research   ×   INTERACTION  
  • 26. CreaCng  Personal  Profiles  Across  Time  &  Distance        19  August  2015 @ddegler        #SmartDataWeek Context  profile  as  a  drop-­‐down  filter  on  related  links   Louis  Marcoussis:  Catalogue   raisonné  de  l'oeuvre  gravé.   Solange  Milet.  1991     French  PainCngs  in  the   collecCon  of  Mr.  and  Mrs.  John   Hay  Whitney   John  Rewald.  1956     The  World's  Most  InfluenCal   Painters  and  the  ArCsts  They   Inspired   David  Gariff,  Eric  Denker,  and   Dennis  P.  Weller.  2009     Tout  l'oeuvre  peint  de  MaCsse   1904-­‐1928   Pierre  Schneider,  Massimo   Carra  and  Xavier  Deryng.  1982       Focus  not  applied     Related  Content   Focus  level   Related  Content   Set  your  focus  for  content:   þ    Landscapes   þ    People  in  nature   þ    French  arCsts   þ    European  arCsts     þ    Oils   þ    Watercolors   þ    Sketches   þ    On  display  in  gallery   þ    Online  collecCon   þ    Online,  open  access    cancel   Louis  Marcoussis:  Catalogue   raisonné  de  l'oeuvre  gravé.   Solange  Milet.  1991     Set   General   Specific   Focus  seungs   Related  Content   Genre   −   +   ArCsts   −   +   Media   −   +   Availability   −   +   INTERACTION  
  • 27. CreaCng  Personal  Profiles  Across  Time  &  Distance        19  August  2015 @ddegler        #SmartDataWeek Portable  interests  in  gallery   Users  take  their  selecCons  with  them  through  the  museum’s  galleries   Cleveland  Museum  of  Art:  Gallery  One   Take a Deep Dive into Gallery One at the Cleveland Museum of Art, Jane Alexander, http://www.slideshare.net/JaneAlexander2/take-a-deep-dive-into-gallery-one-at-the-cleveland-museum-of-art INTERACTION  
  • 28. CreaCng  Personal  Profiles  Across  Time  &  Distance        19  August  2015 @ddegler        #SmartDataWeek    Portable  profile:  Carry  interests  to  different  loca%ons?   National Gallery of Art Rousseau, Henri French 1844-1910 -Tropical Forest with Monkeys -The Equatorial Jungle Phillips Collection Anonymous 19th Century American c. 1880 -Tropical Forest with Birds 2   1  
  • 29. CreaCng  Personal  Profiles  Across  Time  &  Distance        19  August  2015 @ddegler        #SmartDataWeek PERSONALIZATION  MODELS   EVOLVE  THROUGH  LIFELONG   EXPERIENCES   Bartholomeus  van  der  Helst,  The  Governors  of  the  Kloveniersdoelen,     Amsterdam  Museum    h[p://www.amsterdammuseum.nl/  
  • 30. CreaCng  Personal  Profiles  Across  Time  &  Distance        19  August  2015 @ddegler        #SmartDataWeek Our  knowledge  grows  with  experience   LONGITUDINAL   IniCal  exposure   Increased  learning   Deeper  understanding/knowledge   Algorithms  need  to  recognize  when   learning  and  exploraCon  are  happening,   rather  than  tasks  focused  on  accessing   “known”  informaCon.   Likely  reduced   signal  priority  
  • 31. CreaCng  Personal  Profiles  Across  Time  &  Distance        19  August  2015 @ddegler        #SmartDataWeek Our  personal  profiles  refine  by  incorpora%ng  our  situa%ons   LONGITUDINAL   Transient   interest   SituaCons  Longitudinal  Profile  
  • 32. CreaCng  Personal  Profiles  Across  Time  &  Distance        19  August  2015 @ddegler        #SmartDataWeek Domain  overview   Domain  cross-­‐walks  extend  our  understanding   SITUATIONAL   Domain  overview   Domain  cross-­‐walks  encourage  knowledge  growth  and  support  serendipity  
  • 33. CreaCng  Personal  Profiles  Across  Time  &  Distance        19  August  2015 @ddegler        #SmartDataWeek Not  just  content  profiles:  Tasks  produce  learning  pa^erns   1   2   3   4   5   Yellow  brick  road   (set  path)   A   G   D   S  N   8   Family  Circus   (wandering)   1b   1c   1d   Spelunking   (deep  dive)   Window  shopping   (look-­‐leave-­‐look)   !   Serendipitous   (‘aha’  discovery)   LONGITUDINAL   Suppor>ng  Relevance  for  Users  –  A  Design  Challenge     Duane  Degler,  SemTechBiz  3-­‐Jun-­‐2013   h[p://www.designforcontext.com/insights/supporCng-­‐relevance-­‐for-­‐users  
  • 34. CreaCng  Personal  Profiles  Across  Time  &  Distance        19  August  2015 @ddegler        #SmartDataWeek CreaCng  Personal  Profiles  Across  Time  &  Distance        19  August  2015 @ddegler        #SmartDataWeek •  Longitudinal   •  Personal  interests  emerge  over  Cme   •  Interests  evolve  through  lifelong  experiences   •  Profiling  can  be  uneven  across  descripCve  dimensions   CONSIDERATIONS  WHEN   CREATING  AND  USING  PROFILES   Emerging  Tastes  –  Considering  How  Preferences  Evolve,  Degler,  PATCH  workshop,  29-­‐Mar-­‐2015   h[p://www.designforcontext.com/files/patch2015_degler_emerging-­‐tastes.pdf  
  • 35. CreaCng  Personal  Profiles  Across  Time  &  Distance        19  August  2015 @ddegler        #SmartDataWeek Personal  interests  emerge  over  %me   •  Some  things  are  “in  the  moment”  –  some  “stay  with  you”     •  LasCng  signals  may  be  addiCve,  becoming  more  focused     over  Cme     •  In  any  situaCon,  do  I  value  the  object,  or  the  experience?   •  InteracCon  may  not  be  the  same  as  long-­‐term  interest   LONGITUDINAL  
  • 36. CreaCng  Personal  Profiles  Across  Time  &  Distance        19  August  2015 @ddegler        #SmartDataWeek Interests  evolve  through  lifelong  experiences   •  Personal  profiles  are  informed  by  a  rich  array  of  experiences,     not  just  formal  interacCons   •  EducaConal  and  cultural  exposure   •  Travel   •  Local  experiences   •  ConversaCons   •  Casual  and  brief  engagement   •  How  well  do  we  understand  the  transiCon  from  “experience”     to  knowledge?     •  Is  it  the  case  that  the  more  we  know,  the  less  we  need  to  be  shown?   •  Greater  interest  in  cross-­‐domain  interacCons,  specificity  –  and  serendipity   LONGITUDINAL  
  • 37. CreaCng  Personal  Profiles  Across  Time  &  Distance        19  August  2015 @ddegler        #SmartDataWeek Profiling  can  be  uneven  across  descrip%ve  dimensions   •  What  a[ributes  ma[er?     •  If  the  a[ributes  of  an  object  itself  change  in  future,  does  that   change  my  interest  in  it?  Or  the  map  between  it  and  my  profile?     •  With  increasing  richness  and  diversity  comes  complexity   LONGITUDINAL  
  • 38. CreaCng  Personal  Profiles  Across  Time  &  Distance        19  August  2015 @ddegler        #SmartDataWeek CreaCng  Personal  Profiles  Across  Time  &  Distance        19  August  2015 @ddegler        #SmartDataWeek •  SituaConal   •  Domain  models  interact  with  user  knowledge   •  Scenarios  may  be  transitory   •  Balancing  models  with  serendipity   •  SituaCons  are  influenced  by  social  interacCons   •  Longitudinal   •  Personal  interests  emerge  over  Cme   •  Interests  evolve  through  lifelong  experiences   •  Profiling  can  be  uneven  across  descripCve  dimensions   CONSIDERATIONS  WHEN   CREATING  AND  USING  PROFILES   Emerging  Tastes  –  Considering  How  Preferences  Evolve,  Degler,  PATCH  workshop,  29-­‐Mar-­‐2015   h[p://www.designforcontext.com/files/patch2015_degler_emerging-­‐tastes.pdf  
  • 39. www.designforcontext.com  @design4context   Duane  Degler    @ddegler    duane@designforcontext.com   Crea%ng  Personal  Profiles   Across  Time  and  Distance   SmartData:  19  August  2015     #SmartDataWeek