SlideShare ist ein Scribd-Unternehmen logo
1 von 81
Serendipity: beyond recommendation




Pedro Fernandes
Interaction Designer, TBWA365
http://www.tbwa365.fr
twitter: @betasolo
Serendipity denotes the property of
making fortunate discoveries while
looking for something unrelated, or
the occurrence of such a discovery
during such a search.
http://en.wikipedia.org/wiki/Serendipity
All rights reserved by Looooo
The unexpected
Most common mechanisms
for enabling serendipity

1. Search

2. Categorisation

3. Social recommendation
Most common mechanisms
for enabling serendipity

1. Search

2. Categorisation

3. Social recommendation
1. Search   Results
Query
1. Search   Results
Query
By mdx
Autocompletion can sometimes help serendipity,
but its purpose is to guide users
towards the most common queries.




It encourages users to take the most common path,
instead of exploring alternatives.
All rights reserved by .patrick.
                                   Highway: I know where I’m going
Some rights reserved by jokru




Preset paths



                                Some rights reserved by jokru
All rights reserved by srini_g2003




        unfinished paths:
        open to exploration
Most common mechanisms
for enabling serendipity

1. Search

2. Categorisation

3. Social recommendation
2. Categorisation




http://seogadget.co.uk/wp-content/uploads/2008/12/seo-sitemap-structure-keywords-hifi.gif
2. Categorisation




http://seogadget.co.uk/wp-content/uploads/2008/12/seo-sitemap-structure-keywords-hifi.gif
2. Categorisation




                                     A                                                     B




http://seogadget.co.uk/wp-content/uploads/2008/12/seo-sitemap-structure-keywords-hifi.gif
2. Categorisation




                                       A                                         B
                                                                 Limited awareness of
                                                                 potentially interesting products


http://seogadget.co.uk/wp-content/uploads/2008/12/seo-sitemap-structure-keywords-hifi.gif
Home
Category
 Brand
Product
All rights reserved by alittleflood
A




                                                        related products



http://seogadget.co.uk/wp-content/uploads/2008/12/seo-sitemap-structure-keywords-hifi.gif
Typical criteria include
          Most popular
          Most recent
          Similar typology
          Editorial choice

 In general these criteria point to a
 restricted subset of the product range
 and add some serendipity, but are limited in
 scope and often lead to closed loops
A   B   C   D   E
A   B   C   D   E
A      B      C     D    E



B CD   A CD   ABD   ABC   F GH
A      B      C      D    E



B CD   A CD   ABD    ABC   F GH



       Closed Loop
Most common mechanisms
for enabling serendipity

1. Search

2. Categorisation

3. Social recommendation
All rights reserved by wireguy
algorithm              recommendation

                                        EFG

A B C D



          A B C D E F G N P R T X
individual



ABCD?
individual            group



ABCD?        ABCDE   ABCNP    ABRTX
individual            group



ABCD?        ABCDE   ABCNP    ABRTX
individual            group



ABCD?        ABCDE   ABCNP    ABRTX

  Suggestions: E
               NP
               RTX
ABCDE     ABCNP      ABRTU



ABCD?   ABCDF     A B C NQ   ABRKX


        A B C DG A B C S T   A B UW Z
ABCDE      ABCNP      ABRTU



ABCD?         ABCDF       A B C NQ    ABRKX


               A B C DG A B C S T     A B UW Z

Recommendations:   E FG   N PQS T    R T U K X UW Z
A
    X               B
                        D
                              U
U                                 I   L   O
                             T Y
                        F         K
                              C E
R                                  G
                               P
                    N
        S     Q             H J M V
            Known            Unknown
A                               G




F               B       L                   H




E                       K
            C                           I



    D                           J
                    M




        R                   N




        Q
                            O



                    P
All rights reserved by Éamonn
“   [...] participants may find their own opinions constantly echoed
    back to them, and in doing so reinforce a certain sense of truth
    that resonates with individual belief systems.

    This can create some significant challenges to critical discourse
    within an online medium.

    The echo-chamber effect may also impact a lack of recognition
    to large demographic changes in language and culture on the
    Internet if individuals only create, experience and navigate those
    online spaces that reinforce their "preferred" world view.

    Another emerging term used to describe this "echoing" and
    homogenizing effect on the Internet within social communities is

                                                                       ”
    "cultural tribalism" [...]

    http://en.wikipedia.org/wiki/Media_echo_chamber
Social recommendation doesn’t encourage users
       to step outside their comfort zones
         and discover challenging objects




          me and
        what i know
Social recommendation doesn’t encourage users
       to step outside their comfort zones
         and discover challenging objects




          me and
        what i know


    what my friends know
Social recommendation doesn’t encourage users
       to step outside their comfort zones
         and discover challenging objects




                                The Unknown
          me and
        what i know


    what my friends know
!
cultural and social implications ?
Exploring alternative models
Romantic                Film

           Film
                                Film
                  Film
Reality                           Fantasy

                         Film
          Film

 Film
            Cynical
Suggested tags A B C D E F G H I J K L

My selection
Videos
Suggested tags A B C D E F G H I J K L

My selection   C
Videos
Suggested tags A B C D E F G H I J K L

My selection   C
Videos



                   Search all videos tagged C
Suggested tags A B C D E F G H I J K L

My selection   C
Videos
               CHI     CL     COP CS T C E FG

                   Resulting videos tagged C
Suggested tags   HI    L    OP   ST   EFG

My selection     C
Videos
                 CHI   CL   COP CS T C E FG
Suggested tags   HI   L   OP   ST   EFG

My selection     C
Videos
Suggested tags   HI   L   OP   ST   EFG

My selection     C
Videos
Suggested tags   HI    L   OP   ST   EFG

My selection     C L
Videos
Suggested tags   HI      L     OP      ST     EFG

My selection     C L
Videos



                   Search all videos tagged C + L
Suggested tags   HI     L      OP      ST     EFG

My selection     C L
Videos
                 C LG CLJ     C L N C LS VC L P Q

                  Resulting videos tagged C + L
Suggested tags     G    J      N    SV     PQ

My selection     C L
Videos
                 C LG CLJ   C L N C LS VC L P Q
Suggested tags     G    J      N    SV     PQ

My selection     C L
Videos
                 C LG CLJ   C L N C LS VC L P Q
This systems enables a high level of serendipity
because the suggested tags shift constantly,
funneling results but remaining really open to
unexpected deviations from fixed paths.
www.mowid.com
Example 2




    Serendipicity mobile app
Polysemy of images:
images can have multiple meanings, so people
will interpret them according to context.


If you are shown a sequence of images, your
mind starts making sense of them, putting them
in context, judging them.


Everyone will make slightly different
interpretations of what they’re seeing, based on
their past experience.
Images are more open to interpretation than plain text,
their meaning isn’t xed and shifts with context
Mobile city guides direct users to specific locations
but most fail to encourage users to venture off the
beaten track and find new spots by themselves.


One way to encourage serendipity is to let users
see the city through someone else’s eyes.
Serendipcity
Mobile application prototype
(user scenario excerpt)
(user scenario excerpt)
Prototype is being tested with users,
 receiving rather positive feedback
Conclusion

Most common mechanisms for enabling serendipity
1. Search
2. Categorisation
3. Social recommendation

Alternatives
1. Free combination of tags and objects
2. Local search + Polysemy + Non-verbal interface

Plenty of opportunities for innovation
Let’s help people find        the unexpected




By Random Rupert
Unicorn, in Myths & Monsters Exhibition.
Pedro Fernandes
Interaction Designer, TBWA365
http://www.tbwa365.fr
twitter: @betasolo

Weitere ähnliche Inhalte

Ähnlich wie UX Lx presentation "Serendipity: beyond recommendation" by Pedro Fernandes

Growth Hack Your Way to YouTube Success - TBEX Billings 2019
Growth Hack Your Way to YouTube Success - TBEX Billings 2019Growth Hack Your Way to YouTube Success - TBEX Billings 2019
Growth Hack Your Way to YouTube Success - TBEX Billings 2019TBEX
 
Developing you public research profile
Developing you public research profile Developing you public research profile
Developing you public research profile Anna Jenkin
 
Co se značky mohou naučit od úspěšných youtuberů (Petr Houzar, Google)
Co se značky mohou naučit od úspěšných youtuberů (Petr Houzar, Google)Co se značky mohou naučit od úspěšných youtuberů (Petr Houzar, Google)
Co se značky mohou naučit od úspěšných youtuberů (Petr Houzar, Google)Médiář
 
Kit Oliynyk: Evil By Design (Interaction19)
Kit Oliynyk: Evil By Design (Interaction19)Kit Oliynyk: Evil By Design (Interaction19)
Kit Oliynyk: Evil By Design (Interaction19)Kit Oliynyk
 
Wave 8 : Le Langage du Contenu par UM et Mediabrands France
Wave 8 : Le Langage du Contenu par UM et Mediabrands FranceWave 8 : Le Langage du Contenu par UM et Mediabrands France
Wave 8 : Le Langage du Contenu par UM et Mediabrands FranceIPG Mediabrands France
 
AARP Studios: Harrier Jet Video Report
AARP Studios: Harrier Jet Video ReportAARP Studios: Harrier Jet Video Report
AARP Studios: Harrier Jet Video ReportTammy Gordon
 
Viral is a Dirty Word
Viral is a Dirty WordViral is a Dirty Word
Viral is a Dirty WordOgilvy
 
COM 583 Ethics and Editing
COM 583 Ethics and EditingCOM 583 Ethics and Editing
COM 583 Ethics and EditingJessica Partnow
 
Design that’s easy on the brain
Design that’s easy on the brainDesign that’s easy on the brain
Design that’s easy on the brainFITC
 
Criteria for open access publishing and indexing in DOAJ
Criteria for open access publishing and indexing in DOAJCriteria for open access publishing and indexing in DOAJ
Criteria for open access publishing and indexing in DOAJClara Armengou
 
Netflix social investor presentation draft v1
Netflix social investor presentation draft v1Netflix social investor presentation draft v1
Netflix social investor presentation draft v1natakom
 
AS Media - Creating a Pitch
AS Media - Creating a PitchAS Media - Creating a Pitch
AS Media - Creating a PitchMissCTurner
 
Prototyping Interaction with Video Scenarios
Prototyping Interaction with Video ScenariosPrototyping Interaction with Video Scenarios
Prototyping Interaction with Video ScenariosDavid Sherwin
 
I'm an artist -- avoiding copyright issues
I'm an artist -- avoiding copyright issuesI'm an artist -- avoiding copyright issues
I'm an artist -- avoiding copyright issuesGeorgiakh
 

Ähnlich wie UX Lx presentation "Serendipity: beyond recommendation" by Pedro Fernandes (17)

Growth Hack Your Way to YouTube Success - TBEX Billings 2019
Growth Hack Your Way to YouTube Success - TBEX Billings 2019Growth Hack Your Way to YouTube Success - TBEX Billings 2019
Growth Hack Your Way to YouTube Success - TBEX Billings 2019
 
Developing you public research profile
Developing you public research profile Developing you public research profile
Developing you public research profile
 
Co se značky mohou naučit od úspěšných youtuberů (Petr Houzar, Google)
Co se značky mohou naučit od úspěšných youtuberů (Petr Houzar, Google)Co se značky mohou naučit od úspěšných youtuberů (Petr Houzar, Google)
Co se značky mohou naučit od úspěšných youtuberů (Petr Houzar, Google)
 
Kit Oliynyk: Evil By Design (Interaction19)
Kit Oliynyk: Evil By Design (Interaction19)Kit Oliynyk: Evil By Design (Interaction19)
Kit Oliynyk: Evil By Design (Interaction19)
 
Assessing the quality of scholarly publishing
Assessing the quality of scholarly publishing  Assessing the quality of scholarly publishing
Assessing the quality of scholarly publishing
 
Wave 8 : Le Langage du Contenu par UM et Mediabrands France
Wave 8 : Le Langage du Contenu par UM et Mediabrands FranceWave 8 : Le Langage du Contenu par UM et Mediabrands France
Wave 8 : Le Langage du Contenu par UM et Mediabrands France
 
AARP Studios: Harrier Jet Video Report
AARP Studios: Harrier Jet Video ReportAARP Studios: Harrier Jet Video Report
AARP Studios: Harrier Jet Video Report
 
Viral is a Dirty Word
Viral is a Dirty WordViral is a Dirty Word
Viral is a Dirty Word
 
COM 583 Ethics and Editing
COM 583 Ethics and EditingCOM 583 Ethics and Editing
COM 583 Ethics and Editing
 
Design that’s easy on the brain
Design that’s easy on the brainDesign that’s easy on the brain
Design that’s easy on the brain
 
Criteria for open access publishing and indexing in DOAJ
Criteria for open access publishing and indexing in DOAJCriteria for open access publishing and indexing in DOAJ
Criteria for open access publishing and indexing in DOAJ
 
Netflix social investor presentation draft v1
Netflix social investor presentation draft v1Netflix social investor presentation draft v1
Netflix social investor presentation draft v1
 
AS Media - Creating a Pitch
AS Media - Creating a PitchAS Media - Creating a Pitch
AS Media - Creating a Pitch
 
Prototyping Interaction with Video Scenarios
Prototyping Interaction with Video ScenariosPrototyping Interaction with Video Scenarios
Prototyping Interaction with Video Scenarios
 
Viral is a Dirty Word
Viral is a Dirty WordViral is a Dirty Word
Viral is a Dirty Word
 
I'm an artist -- avoiding copyright issues
I'm an artist -- avoiding copyright issuesI'm an artist -- avoiding copyright issues
I'm an artist -- avoiding copyright issues
 
Final evaluation
Final evaluationFinal evaluation
Final evaluation
 

Kürzlich hochgeladen

西北大学毕业证学位证成绩单-怎么样办伪造
西北大学毕业证学位证成绩单-怎么样办伪造西北大学毕业证学位证成绩单-怎么样办伪造
西北大学毕业证学位证成绩单-怎么样办伪造kbdhl05e
 
Passbook project document_april_21__.pdf
Passbook project document_april_21__.pdfPassbook project document_april_21__.pdf
Passbook project document_april_21__.pdfvaibhavkanaujia
 
group_15_empirya_p1projectIndustrial.pdf
group_15_empirya_p1projectIndustrial.pdfgroup_15_empirya_p1projectIndustrial.pdf
group_15_empirya_p1projectIndustrial.pdfneelspinoy
 
办理卡尔顿大学毕业证成绩单|购买加拿大文凭证书
办理卡尔顿大学毕业证成绩单|购买加拿大文凭证书办理卡尔顿大学毕业证成绩单|购买加拿大文凭证书
办理卡尔顿大学毕业证成绩单|购买加拿大文凭证书zdzoqco
 
Architecture case study India Habitat Centre, Delhi.pdf
Architecture case study India Habitat Centre, Delhi.pdfArchitecture case study India Habitat Centre, Delhi.pdf
Architecture case study India Habitat Centre, Delhi.pdfSumit Lathwal
 
原版美国亚利桑那州立大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
原版美国亚利桑那州立大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree原版美国亚利桑那州立大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
原版美国亚利桑那州立大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degreeyuu sss
 
Business research proposal mcdo.pptxBusiness research proposal mcdo.pptxBusin...
Business research proposal mcdo.pptxBusiness research proposal mcdo.pptxBusin...Business research proposal mcdo.pptxBusiness research proposal mcdo.pptxBusin...
Business research proposal mcdo.pptxBusiness research proposal mcdo.pptxBusin...mrchrns005
 
PORTFOLIO DE ARQUITECTURA CRISTOBAL HERAUD 2024
PORTFOLIO DE ARQUITECTURA CRISTOBAL HERAUD 2024PORTFOLIO DE ARQUITECTURA CRISTOBAL HERAUD 2024
PORTFOLIO DE ARQUITECTURA CRISTOBAL HERAUD 2024CristobalHeraud
 
办理学位证(SFU证书)西蒙菲莎大学毕业证成绩单原版一比一
办理学位证(SFU证书)西蒙菲莎大学毕业证成绩单原版一比一办理学位证(SFU证书)西蒙菲莎大学毕业证成绩单原版一比一
办理学位证(SFU证书)西蒙菲莎大学毕业证成绩单原版一比一F dds
 
毕业文凭制作#回国入职#diploma#degree澳洲弗林德斯大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
毕业文凭制作#回国入职#diploma#degree澳洲弗林德斯大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree 毕业文凭制作#回国入职#diploma#degree澳洲弗林德斯大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
毕业文凭制作#回国入职#diploma#degree澳洲弗林德斯大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree ttt fff
 
Untitled presedddddddddddddddddntation (1).pptx
Untitled presedddddddddddddddddntation (1).pptxUntitled presedddddddddddddddddntation (1).pptx
Untitled presedddddddddddddddddntation (1).pptxmapanig881
 
Dubai Calls Girl Tapes O525547819 Real Tapes Escort Services Dubai
Dubai Calls Girl Tapes O525547819 Real Tapes Escort Services DubaiDubai Calls Girl Tapes O525547819 Real Tapes Escort Services Dubai
Dubai Calls Girl Tapes O525547819 Real Tapes Escort Services Dubaikojalkojal131
 
DAKSHIN BIHAR GRAMIN BANK: REDEFINING THE DIGITAL BANKING EXPERIENCE WITH A U...
DAKSHIN BIHAR GRAMIN BANK: REDEFINING THE DIGITAL BANKING EXPERIENCE WITH A U...DAKSHIN BIHAR GRAMIN BANK: REDEFINING THE DIGITAL BANKING EXPERIENCE WITH A U...
DAKSHIN BIHAR GRAMIN BANK: REDEFINING THE DIGITAL BANKING EXPERIENCE WITH A U...Rishabh Aryan
 
办理(宾州州立毕业证书)美国宾夕法尼亚州立大学毕业证成绩单原版一比一
办理(宾州州立毕业证书)美国宾夕法尼亚州立大学毕业证成绩单原版一比一办理(宾州州立毕业证书)美国宾夕法尼亚州立大学毕业证成绩单原版一比一
办理(宾州州立毕业证书)美国宾夕法尼亚州立大学毕业证成绩单原版一比一F La
 
PORTAFOLIO 2024_ ANASTASIYA KUDINOVA
PORTAFOLIO   2024_  ANASTASIYA  KUDINOVAPORTAFOLIO   2024_  ANASTASIYA  KUDINOVA
PORTAFOLIO 2024_ ANASTASIYA KUDINOVAAnastasiya Kudinova
 
306MTAMount UCLA University Bachelor's Diploma in Social Media
306MTAMount UCLA University Bachelor's Diploma in Social Media306MTAMount UCLA University Bachelor's Diploma in Social Media
306MTAMount UCLA University Bachelor's Diploma in Social MediaD SSS
 
Design principles on typography in design
Design principles on typography in designDesign principles on typography in design
Design principles on typography in designnooreen17
 
办理学位证(TheAuckland证书)新西兰奥克兰大学毕业证成绩单原版一比一
办理学位证(TheAuckland证书)新西兰奥克兰大学毕业证成绩单原版一比一办理学位证(TheAuckland证书)新西兰奥克兰大学毕业证成绩单原版一比一
办理学位证(TheAuckland证书)新西兰奥克兰大学毕业证成绩单原版一比一Fi L
 
2024新版美国旧金山州立大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
2024新版美国旧金山州立大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree2024新版美国旧金山州立大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
2024新版美国旧金山州立大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degreeyuu sss
 
原版1:1定制堪培拉大学毕业证(UC毕业证)#文凭成绩单#真实留信学历认证永久存档
原版1:1定制堪培拉大学毕业证(UC毕业证)#文凭成绩单#真实留信学历认证永久存档原版1:1定制堪培拉大学毕业证(UC毕业证)#文凭成绩单#真实留信学历认证永久存档
原版1:1定制堪培拉大学毕业证(UC毕业证)#文凭成绩单#真实留信学历认证永久存档208367051
 

Kürzlich hochgeladen (20)

西北大学毕业证学位证成绩单-怎么样办伪造
西北大学毕业证学位证成绩单-怎么样办伪造西北大学毕业证学位证成绩单-怎么样办伪造
西北大学毕业证学位证成绩单-怎么样办伪造
 
Passbook project document_april_21__.pdf
Passbook project document_april_21__.pdfPassbook project document_april_21__.pdf
Passbook project document_april_21__.pdf
 
group_15_empirya_p1projectIndustrial.pdf
group_15_empirya_p1projectIndustrial.pdfgroup_15_empirya_p1projectIndustrial.pdf
group_15_empirya_p1projectIndustrial.pdf
 
办理卡尔顿大学毕业证成绩单|购买加拿大文凭证书
办理卡尔顿大学毕业证成绩单|购买加拿大文凭证书办理卡尔顿大学毕业证成绩单|购买加拿大文凭证书
办理卡尔顿大学毕业证成绩单|购买加拿大文凭证书
 
Architecture case study India Habitat Centre, Delhi.pdf
Architecture case study India Habitat Centre, Delhi.pdfArchitecture case study India Habitat Centre, Delhi.pdf
Architecture case study India Habitat Centre, Delhi.pdf
 
原版美国亚利桑那州立大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
原版美国亚利桑那州立大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree原版美国亚利桑那州立大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
原版美国亚利桑那州立大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
 
Business research proposal mcdo.pptxBusiness research proposal mcdo.pptxBusin...
Business research proposal mcdo.pptxBusiness research proposal mcdo.pptxBusin...Business research proposal mcdo.pptxBusiness research proposal mcdo.pptxBusin...
Business research proposal mcdo.pptxBusiness research proposal mcdo.pptxBusin...
 
PORTFOLIO DE ARQUITECTURA CRISTOBAL HERAUD 2024
PORTFOLIO DE ARQUITECTURA CRISTOBAL HERAUD 2024PORTFOLIO DE ARQUITECTURA CRISTOBAL HERAUD 2024
PORTFOLIO DE ARQUITECTURA CRISTOBAL HERAUD 2024
 
办理学位证(SFU证书)西蒙菲莎大学毕业证成绩单原版一比一
办理学位证(SFU证书)西蒙菲莎大学毕业证成绩单原版一比一办理学位证(SFU证书)西蒙菲莎大学毕业证成绩单原版一比一
办理学位证(SFU证书)西蒙菲莎大学毕业证成绩单原版一比一
 
毕业文凭制作#回国入职#diploma#degree澳洲弗林德斯大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
毕业文凭制作#回国入职#diploma#degree澳洲弗林德斯大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree 毕业文凭制作#回国入职#diploma#degree澳洲弗林德斯大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
毕业文凭制作#回国入职#diploma#degree澳洲弗林德斯大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
 
Untitled presedddddddddddddddddntation (1).pptx
Untitled presedddddddddddddddddntation (1).pptxUntitled presedddddddddddddddddntation (1).pptx
Untitled presedddddddddddddddddntation (1).pptx
 
Dubai Calls Girl Tapes O525547819 Real Tapes Escort Services Dubai
Dubai Calls Girl Tapes O525547819 Real Tapes Escort Services DubaiDubai Calls Girl Tapes O525547819 Real Tapes Escort Services Dubai
Dubai Calls Girl Tapes O525547819 Real Tapes Escort Services Dubai
 
DAKSHIN BIHAR GRAMIN BANK: REDEFINING THE DIGITAL BANKING EXPERIENCE WITH A U...
DAKSHIN BIHAR GRAMIN BANK: REDEFINING THE DIGITAL BANKING EXPERIENCE WITH A U...DAKSHIN BIHAR GRAMIN BANK: REDEFINING THE DIGITAL BANKING EXPERIENCE WITH A U...
DAKSHIN BIHAR GRAMIN BANK: REDEFINING THE DIGITAL BANKING EXPERIENCE WITH A U...
 
办理(宾州州立毕业证书)美国宾夕法尼亚州立大学毕业证成绩单原版一比一
办理(宾州州立毕业证书)美国宾夕法尼亚州立大学毕业证成绩单原版一比一办理(宾州州立毕业证书)美国宾夕法尼亚州立大学毕业证成绩单原版一比一
办理(宾州州立毕业证书)美国宾夕法尼亚州立大学毕业证成绩单原版一比一
 
PORTAFOLIO 2024_ ANASTASIYA KUDINOVA
PORTAFOLIO   2024_  ANASTASIYA  KUDINOVAPORTAFOLIO   2024_  ANASTASIYA  KUDINOVA
PORTAFOLIO 2024_ ANASTASIYA KUDINOVA
 
306MTAMount UCLA University Bachelor's Diploma in Social Media
306MTAMount UCLA University Bachelor's Diploma in Social Media306MTAMount UCLA University Bachelor's Diploma in Social Media
306MTAMount UCLA University Bachelor's Diploma in Social Media
 
Design principles on typography in design
Design principles on typography in designDesign principles on typography in design
Design principles on typography in design
 
办理学位证(TheAuckland证书)新西兰奥克兰大学毕业证成绩单原版一比一
办理学位证(TheAuckland证书)新西兰奥克兰大学毕业证成绩单原版一比一办理学位证(TheAuckland证书)新西兰奥克兰大学毕业证成绩单原版一比一
办理学位证(TheAuckland证书)新西兰奥克兰大学毕业证成绩单原版一比一
 
2024新版美国旧金山州立大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
2024新版美国旧金山州立大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree2024新版美国旧金山州立大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
2024新版美国旧金山州立大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
 
原版1:1定制堪培拉大学毕业证(UC毕业证)#文凭成绩单#真实留信学历认证永久存档
原版1:1定制堪培拉大学毕业证(UC毕业证)#文凭成绩单#真实留信学历认证永久存档原版1:1定制堪培拉大学毕业证(UC毕业证)#文凭成绩单#真实留信学历认证永久存档
原版1:1定制堪培拉大学毕业证(UC毕业证)#文凭成绩单#真实留信学历认证永久存档
 

UX Lx presentation "Serendipity: beyond recommendation" by Pedro Fernandes