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A Webometric analysis of K-pop
in Hispanic Countries
Xanat V. Meza
Choi Seong Chol
Professor Han Woo Park
Introduction
โ€ข Between 2001 and 2010, Koreaโ€™s aggregate annual
revenue from content exports rose from $12 million to
$172 million
โ€ข Korean pop music has become an important part of
โ€œcontra media flowsโ€ (Thussu, 2010).
Introduction
โ€ข Previous studies have examined the general diffusion of Kpop
including Latin American countries, but no study have focused
on countries sharing a common language.
โ€ข The question of whether reliance on the English-based
cyberspace can limit a more detailed understanding of the
Internet remains unanswered (Goggin & McLelland, 2009).
โ€ข Spanish is the second most widely used language in the
world, with some 495 million speakers (Instituto Cervantes,
2012), and some traditional media outlets have paid close
attention to K-pop in Spanish speaking countries.
K-pop today

โ€ข K-pop has become an important cultural asset due to its
strong relationship with television-based music programs and
dramas (Leung, 2012).
โ€ข It is part of the Korean governmentโ€™s strategy to strengthen
the countryโ€™s export-based market economy.
โ€ข K-pop tends to have transnational, hybrid, multi-layered and
multidirectional characteristics (Jung ,2009).
K-pop today
K-pop diffusion.
โ€ข In Europe studies about K-pop are few and none of
them have focused on Spain (Hubinette, 2012;
Sung, 2012; Kim, forecoming).
โ€ข In Latin America, Yoon (2010) analyzed the Hallyu
Wave in Chile and Argentina, and Choi & Vargas
(forecoming) in Mexico. The common findings are:
โ€“ The K-pop phenomena is on its first stages.
โ€“ It is focused on a feminine teenager segment.
โ€“ Fans tend to like Asian cultures in general.
K-pop diffusion.
โ€ข K-pop has been better recognized and disseminated
in Mexico (Choi & Vargas, 2012).
โ€ข The public broadcaster TV Azteca has been
particularly active in television and SNSs since 2011.
โ€ข The Korean embassy has played an important role in
promoting K-pop through dance contests.
The Spanish-Speaking Countries
as Music Crucibles
โ€ข In Spain Christian and Jewish music
mixed with Europe and Middle East
musical influence.
โ€ข Colonial Spanish-American music was
the result of European music mixed with
autochthonous music from the preconquest period and African music
(Bethell, 1984).
โ€ข Independence movements in Latin
America prompted songs with
topical, nationalistic and nostalgic
content (Olsen & Sheehy, 2008).
โ€ข Today Latin America can be viewed as a
multicultural and transcultural heritage.
Music as a social factor.
โ€ข Although there is cultural discount in modern
music (Longhurst, 2007) purity of musical
expressions is not possible.
โ€ข Geography influences ecology, which
influences economics, which determines
musical events, instruments, types of
dances, etc. (Olsen & Sheehy, 2088). This can
be referred to as cultural hybridity.
Music as a social factor.
โ€ข Ter
Bogt, Mulder, Raaijmakers
and Gabhainn (2010)
constructed a typology of
music listeners aged
between 12 and 29.
โ€ข Enhancing the mood was
the most frequently
mentioned reason for
music use, followed by
coping with problems and
defining personal identity.
Music as a social factor.
โ€ข North and Hargreaves (2007a, 2007b, 2007c)
examined the relationships between musical
preferences and a diverse range of lifestyle
choices, verifying that these preferences are
meaningful in terms of the process of group
dynamics.
โ€ข Some of their findings in the context of K-pop
related genders include:
Music as a social factor.
โ€ข Hobbies: Fans of hip-hop/rap and dance/house scored
highest on โ€˜non-domestic, intellectually
undemanding, indoor entertainment.
โ€ข Internet access: Fans of current chart pop, R&B and
dance/house music were most likely to have Internet
access, and younger participants were more likely to
have mobile phone access, particularly fans of current
chart pop, R&B, dance/house and other pop music
styles.
โ€ข TV: Fans of current chart pop and other pop music
styles preferred undemanding light entertainment.
Music as a social factor.
โ€ข A clear pattern emerging from the data was the
apparent clustering of responses from fans of hiphop/rap, dance/house, R&B, and DJ-based music. This
involved a clear preference for โ€œlow-cultureโ€ media;
an unusually โ€œmasculineโ€ approach to interpersonal
relationships; and a desire for more friends (perhaps
indicative of loneliness).
โ€ข Fans of current chart pop had rather unsophisticated
elements in their lifestyles that mirrored the
superficial image of current chart pop (North &
Hargreaves, 2007c).
Music as a social factor.
โ€ข Dunn, De Ruyter and Bouwhuis (2012) investigated the
relationships between personality traits and music
preferences by using the Big Five measures (Costa &
McCrae, 1992).
โ€ข They found positive correlations between extraversion
and pop, dance, and rap genres.
Music as a social factor.
โ€ข Previous studies have acknowledged the importance
of dance in Hispanic culture (Fraser & Muรฑoz, 1997;
Olsen & Sheehy, 2008).
โ€ข Luck et al. (2010) associated the Big Five measures
with patterns of movements performed with various
types of music.

PC1: Local Movement. PC2: Global Movement. PC3: Hand Flux.
PC4: Head Speed. PC5: Hand Distance.
Music as a social factor.
โ€ข Latin music was related to openess, extraversion and
agreeable personality, which in turn were related to
global movement. Open personality was also related to
local movement.
โ€ข Techno music was related to
openess, consciousness, extraversion and agreeable
personality, which in turn were related to local
movement. Extraversion and agreeable personality were
also related to head speed.
โ€ข Pop music was related to extraversion, which in turn was
related to head speed, and to agreeable
personality, which in turn was related to global
Music as a social factor.
โ€ข Summarizing:
โ€ข K-pop is compounded by
musical genders
correlated with a low
social status and culture.
โ€ข These musical genders
are correlated with a
wide range of positive
personality traits, which
in turn may prompt an
open communication.
Music as a social factor.
โ€ข Summarizing:
โ€ข Latin dance movements are
correlated with certain
personality traits, suggesting
openness to new experiences.
โ€ข K-pop is tailored to appeal to
the largest number of
listeners, and listeners in
Hispanic countries are culturally
predisposed to accept it
because of the special emphasis
on the dance feature.
Research Questions

โ€ขWhich is the Twitter network
structure of K-pop diffusion in
Spanish-speaking countries?
โ€ขWhich are its
communication patterns?
โ€ขWho are the main hubs?
How much activity and
relationships do they have
in Twitter?
โ€ขHow is the network
evolving through time?
Method: Data Collection
and Analysis Techniques.

Webometrics is โ€œThe study of web-based
content with primarily quantitative
methods for social science research goals
and using techniques that are not specific
to one field of study.โ€ (Thelwall, 2009, p.6).

Webometrics measures web sites, web pages, parts of web
pages, words in web pages, hyperlinks, and web search engine
results.
Twitter

โ€ข
โ€ข

Twitter was launched on July 2006, attracting more than
500 million active users as of 2012 (en.wikipedia.org, 2012).
It generates more than 340 million Tweets and processes
more than 1.6 billion search queries each day
(en.wikipedia.org, 2012).

โ€ข
โ€ข

Twitter consists of a stream of messages with a 140character limit (โ€œTweetsโ€)
There are three major types of relationship in Twitter:
โ€ข Follow
Follower
Reply
Data collection procedure

โ€ข Tweets from a total of 19 countries were considered.
โ€ข The element was the โ€œkpopโ€ hashtag.
โ€ข The process included:
โ€ขCollection of global data
โ€ขClassification of data by country
โ€ขNetwork analysis
โ€ขAnalysis of linked URLs
โ€ขAnalysis of hashtags
Data collection procedure

โ€ข Tweets from a total of 19 countries were considered.
โ€ข The element was the โ€œkpopโ€ hashtag.
โ€ข The process included:
โ€ขCollection of global data
โ€ขClassification of data by country
โ€ขAnalysis of networks (degree centrality,
betweeness centrality and pageranks)
โ€ขAnalysis of linked URLs
โ€ขAnalysis of hashtags
Results
โ€ข The results indicate
high betweenness
centrality and a large
number of connected
components, suggesti
ng a well-connected
network, although the
eigenvector centrality
implies that the nodes
were isolated.
Results: Main influencers
ID
fer_gay
koreamx
tvtelehit
elmundoalreves7
lodealla13
kpopcol
lodeallatr3ce
universo1071
latiachuchi
canal13colombia
ID
fer_gay
koreamx
tvtelehit
lodealla13
_momoghei
latiachuchi
kpopcol
universo1071
elmundoalreves7
tsuubaakii20293

Indegree Centrality
467
206
125
87
76
62
53
45
44
43
Betweenness centrality
1075020.86
475493.98
215910.55
198266.86
148770
146649
146260.91
131801.16
129844.08
121526.32

Following
585
1961
332
178
4
193
2
497
765
1147
Following
585
1961
332
4
377
765
193
497
178
559

Follower
40886
1941
176458
13671
401
2456
1328
1173
114162
35299
Follower
40886
1941
176458
401
546
114162
2456
1173
13671
305

Tweet
8258
2054
12089
1700
247
1956
6341
3201
17984
19335
Tweet
8258
2054
12089
247
75463
17984
1956
3201
1700
39227

Country
Mexico
Mexico
Mexico
Mexico
Colombia
Colombia
Colombia
Venezuela
Peru
Colombia
Country
Mexico
Mexico
Mexico
Colombia
Peru
Peru
Colombia
Venezuela
Mexico
Mexico
Results:
Classification of main influencers
MASS MEDIA
7

CELEBRITY
1

CITIZEN
3

ALTERNATIVE MEDIA
1
Results:
Qualitative analysis on comments

General terms
Korean songs and artists
Twitter users
Hashtags
Discussion
โ€ข K-pop is winning a small but growing portion of the
music consumption in Hispanic countries as a result of
combined efforts of public broadcast firms and fans.
โ€ข The main focus of interest appears to be on dance and
collective activities (conventions, mashups, and dance
contests).
โ€ข What is exotic, different, and has rhythm is likely to
become popular.
โ€ข Further research should contemplate more in-depth
analysis on Chile and Panamaโ€™s K-pop diffusion.
Thank you!

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A webometric analysis of k-pop in hispanic countries

  • 1. A Webometric analysis of K-pop in Hispanic Countries Xanat V. Meza Choi Seong Chol Professor Han Woo Park
  • 2. Introduction โ€ข Between 2001 and 2010, Koreaโ€™s aggregate annual revenue from content exports rose from $12 million to $172 million โ€ข Korean pop music has become an important part of โ€œcontra media flowsโ€ (Thussu, 2010).
  • 3. Introduction โ€ข Previous studies have examined the general diffusion of Kpop including Latin American countries, but no study have focused on countries sharing a common language. โ€ข The question of whether reliance on the English-based cyberspace can limit a more detailed understanding of the Internet remains unanswered (Goggin & McLelland, 2009). โ€ข Spanish is the second most widely used language in the world, with some 495 million speakers (Instituto Cervantes, 2012), and some traditional media outlets have paid close attention to K-pop in Spanish speaking countries.
  • 4. K-pop today โ€ข K-pop has become an important cultural asset due to its strong relationship with television-based music programs and dramas (Leung, 2012). โ€ข It is part of the Korean governmentโ€™s strategy to strengthen the countryโ€™s export-based market economy. โ€ข K-pop tends to have transnational, hybrid, multi-layered and multidirectional characteristics (Jung ,2009).
  • 6. K-pop diffusion. โ€ข In Europe studies about K-pop are few and none of them have focused on Spain (Hubinette, 2012; Sung, 2012; Kim, forecoming). โ€ข In Latin America, Yoon (2010) analyzed the Hallyu Wave in Chile and Argentina, and Choi & Vargas (forecoming) in Mexico. The common findings are: โ€“ The K-pop phenomena is on its first stages. โ€“ It is focused on a feminine teenager segment. โ€“ Fans tend to like Asian cultures in general.
  • 7. K-pop diffusion. โ€ข K-pop has been better recognized and disseminated in Mexico (Choi & Vargas, 2012). โ€ข The public broadcaster TV Azteca has been particularly active in television and SNSs since 2011. โ€ข The Korean embassy has played an important role in promoting K-pop through dance contests.
  • 8. The Spanish-Speaking Countries as Music Crucibles โ€ข In Spain Christian and Jewish music mixed with Europe and Middle East musical influence. โ€ข Colonial Spanish-American music was the result of European music mixed with autochthonous music from the preconquest period and African music (Bethell, 1984). โ€ข Independence movements in Latin America prompted songs with topical, nationalistic and nostalgic content (Olsen & Sheehy, 2008). โ€ข Today Latin America can be viewed as a multicultural and transcultural heritage.
  • 9. Music as a social factor. โ€ข Although there is cultural discount in modern music (Longhurst, 2007) purity of musical expressions is not possible. โ€ข Geography influences ecology, which influences economics, which determines musical events, instruments, types of dances, etc. (Olsen & Sheehy, 2088). This can be referred to as cultural hybridity.
  • 10. Music as a social factor. โ€ข Ter Bogt, Mulder, Raaijmakers and Gabhainn (2010) constructed a typology of music listeners aged between 12 and 29. โ€ข Enhancing the mood was the most frequently mentioned reason for music use, followed by coping with problems and defining personal identity.
  • 11. Music as a social factor. โ€ข North and Hargreaves (2007a, 2007b, 2007c) examined the relationships between musical preferences and a diverse range of lifestyle choices, verifying that these preferences are meaningful in terms of the process of group dynamics. โ€ข Some of their findings in the context of K-pop related genders include:
  • 12. Music as a social factor. โ€ข Hobbies: Fans of hip-hop/rap and dance/house scored highest on โ€˜non-domestic, intellectually undemanding, indoor entertainment. โ€ข Internet access: Fans of current chart pop, R&B and dance/house music were most likely to have Internet access, and younger participants were more likely to have mobile phone access, particularly fans of current chart pop, R&B, dance/house and other pop music styles. โ€ข TV: Fans of current chart pop and other pop music styles preferred undemanding light entertainment.
  • 13. Music as a social factor. โ€ข A clear pattern emerging from the data was the apparent clustering of responses from fans of hiphop/rap, dance/house, R&B, and DJ-based music. This involved a clear preference for โ€œlow-cultureโ€ media; an unusually โ€œmasculineโ€ approach to interpersonal relationships; and a desire for more friends (perhaps indicative of loneliness). โ€ข Fans of current chart pop had rather unsophisticated elements in their lifestyles that mirrored the superficial image of current chart pop (North & Hargreaves, 2007c).
  • 14. Music as a social factor. โ€ข Dunn, De Ruyter and Bouwhuis (2012) investigated the relationships between personality traits and music preferences by using the Big Five measures (Costa & McCrae, 1992). โ€ข They found positive correlations between extraversion and pop, dance, and rap genres.
  • 15. Music as a social factor. โ€ข Previous studies have acknowledged the importance of dance in Hispanic culture (Fraser & Muรฑoz, 1997; Olsen & Sheehy, 2008). โ€ข Luck et al. (2010) associated the Big Five measures with patterns of movements performed with various types of music. PC1: Local Movement. PC2: Global Movement. PC3: Hand Flux. PC4: Head Speed. PC5: Hand Distance.
  • 16. Music as a social factor. โ€ข Latin music was related to openess, extraversion and agreeable personality, which in turn were related to global movement. Open personality was also related to local movement. โ€ข Techno music was related to openess, consciousness, extraversion and agreeable personality, which in turn were related to local movement. Extraversion and agreeable personality were also related to head speed. โ€ข Pop music was related to extraversion, which in turn was related to head speed, and to agreeable personality, which in turn was related to global
  • 17. Music as a social factor. โ€ข Summarizing: โ€ข K-pop is compounded by musical genders correlated with a low social status and culture. โ€ข These musical genders are correlated with a wide range of positive personality traits, which in turn may prompt an open communication.
  • 18. Music as a social factor. โ€ข Summarizing: โ€ข Latin dance movements are correlated with certain personality traits, suggesting openness to new experiences. โ€ข K-pop is tailored to appeal to the largest number of listeners, and listeners in Hispanic countries are culturally predisposed to accept it because of the special emphasis on the dance feature.
  • 19. Research Questions โ€ขWhich is the Twitter network structure of K-pop diffusion in Spanish-speaking countries? โ€ขWhich are its communication patterns? โ€ขWho are the main hubs? How much activity and relationships do they have in Twitter? โ€ขHow is the network evolving through time?
  • 20. Method: Data Collection and Analysis Techniques. Webometrics is โ€œThe study of web-based content with primarily quantitative methods for social science research goals and using techniques that are not specific to one field of study.โ€ (Thelwall, 2009, p.6). Webometrics measures web sites, web pages, parts of web pages, words in web pages, hyperlinks, and web search engine results.
  • 21. Twitter โ€ข โ€ข Twitter was launched on July 2006, attracting more than 500 million active users as of 2012 (en.wikipedia.org, 2012). It generates more than 340 million Tweets and processes more than 1.6 billion search queries each day (en.wikipedia.org, 2012). โ€ข โ€ข Twitter consists of a stream of messages with a 140character limit (โ€œTweetsโ€) There are three major types of relationship in Twitter: โ€ข Follow Follower Reply
  • 22. Data collection procedure โ€ข Tweets from a total of 19 countries were considered. โ€ข The element was the โ€œkpopโ€ hashtag. โ€ข The process included: โ€ขCollection of global data โ€ขClassification of data by country โ€ขNetwork analysis โ€ขAnalysis of linked URLs โ€ขAnalysis of hashtags
  • 23. Data collection procedure โ€ข Tweets from a total of 19 countries were considered. โ€ข The element was the โ€œkpopโ€ hashtag. โ€ข The process included: โ€ขCollection of global data โ€ขClassification of data by country โ€ขAnalysis of networks (degree centrality, betweeness centrality and pageranks) โ€ขAnalysis of linked URLs โ€ขAnalysis of hashtags
  • 24. Results โ€ข The results indicate high betweenness centrality and a large number of connected components, suggesti ng a well-connected network, although the eigenvector centrality implies that the nodes were isolated.
  • 25. Results: Main influencers ID fer_gay koreamx tvtelehit elmundoalreves7 lodealla13 kpopcol lodeallatr3ce universo1071 latiachuchi canal13colombia ID fer_gay koreamx tvtelehit lodealla13 _momoghei latiachuchi kpopcol universo1071 elmundoalreves7 tsuubaakii20293 Indegree Centrality 467 206 125 87 76 62 53 45 44 43 Betweenness centrality 1075020.86 475493.98 215910.55 198266.86 148770 146649 146260.91 131801.16 129844.08 121526.32 Following 585 1961 332 178 4 193 2 497 765 1147 Following 585 1961 332 4 377 765 193 497 178 559 Follower 40886 1941 176458 13671 401 2456 1328 1173 114162 35299 Follower 40886 1941 176458 401 546 114162 2456 1173 13671 305 Tweet 8258 2054 12089 1700 247 1956 6341 3201 17984 19335 Tweet 8258 2054 12089 247 75463 17984 1956 3201 1700 39227 Country Mexico Mexico Mexico Mexico Colombia Colombia Colombia Venezuela Peru Colombia Country Mexico Mexico Mexico Colombia Peru Peru Colombia Venezuela Mexico Mexico
  • 26. Results: Classification of main influencers MASS MEDIA 7 CELEBRITY 1 CITIZEN 3 ALTERNATIVE MEDIA 1
  • 27. Results: Qualitative analysis on comments General terms Korean songs and artists Twitter users Hashtags
  • 28. Discussion โ€ข K-pop is winning a small but growing portion of the music consumption in Hispanic countries as a result of combined efforts of public broadcast firms and fans. โ€ข The main focus of interest appears to be on dance and collective activities (conventions, mashups, and dance contests). โ€ข What is exotic, different, and has rhythm is likely to become popular. โ€ข Further research should contemplate more in-depth analysis on Chile and Panamaโ€™s K-pop diffusion.

Editor's Notes

  1. http://www.youtube.com/kpop
  2. http://www.youtube.com/kpop
  3. http://www.youtube.com/kpop
  4. http://www.youtube.com/kpop
  5. Choi & Vargas (2012) // twittter.com/koreamx
  6. Maybe not
  7. http://www.youthareawesome.com/wp-content/uploads/2011/09/bigstockphoto_Young_Man_Listening_To_Music_556416.jpg
  8. Luck et al. (2010). How did they capture the movements??
  9. Luck et al. (2010).
  10. http://newh2o.com/wp-content/uploads/2011/09/+Music_edit0-660x330.jpg
  11. http://seoulbeats.com/wp-content/uploads/2011/11/111711seoulbeats_jaebom-620x480.jpg
  12. Luck et al. (2010).