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Data-driven innovations in
foreign language learning
Ewa Szymanska
Rakuten Institute of Technology, Singapore
October 22nd, 2016
2
The Universal Translator is real !
… or is it ?
Good afternoon こんにちは
3
Processing human language is hard stuff
• “I ate ramen with egg.”
• “I ate ramen with a spoon.”
• “I ate ramen with a friend.”
Source: Adapted from Siegel, Eric (2013-02-07). Predictive Analytics: The Power to Predict Who Will Click, Buy, Lie, or Die.
4
1. Trends
2. The Opportunity
3. Vision
Foreign Language Learning & Technology
5
1.8 billion people are learning foreign languages
Source: The Washington Post: https://www.washingtonpost.com/news/worldviews/wp/2015/04/23/the-worlds-languages-in-7-maps-and-charts
Languages with most
native speakers
Most commonly studied
foreign languages
6
Language Learning market is US$56B (& growing)
10.9% CAGR
projected growth for
all language learning
during 2016-2020
Source:
-The Washington Post: https://www.washingtonpost.com/news/worldviews/wp/2015/04/23/the-worlds-languages-in-7-maps-and-charts/
Research & Markets: http://www.researchandmarkets.com/research/hrz529/global_online
-Ambient Insight Report, Sam Adkins, 2013-2018 WorldWide Digital English Language Learning Market, Aug 2014
Non-
English
Offline,
19.7
Non-English
Digital,
1.1
English Digital,
1.8
English
Offline,
33.7
2013 Worldwide Language Learning Industry
(US$B)
7
Language Students Turning Towards Online Tools
12%
2013 2020
English
30+ billion USD
Non-English
20+ billion USD
Source: http://www.ambientinsight.com
Offline
Online 5%
5% 13%
8
Digital language learning is getting funded, with
strong focus on ESL and Western Language
83.3M USD 32.0M USD 11.8M USD 7.7M USD 6.2M USD
TenCent Classroom attracted 34m students in first
year in a JV with New Oriental
TutorGroup raised $300m in funding between 2014-2015
primarily focused on digital English Language Learning for
greater China
Source: Ambient Insight 2015-2020 China Digital English Market
9
Chinese as foreign language rises in popularity
• 30 million globally in 2015
• 540% increase in takers of Official Chinese
Proficiency Test (HSK) between 2005-2010;
up to 670K
• Obama calls for 1 million US students
learning Chinese in 2020 from 200k today
1
The Washington Post: https://www.washingtonpost.com/news/worldviews/wp/2015/04/23/the-worlds-languages-in-7-maps-and-charts/
2
Research & Markets: http://www.researchandmarkets.com/research/hrz529/global_online
3
http://www.cctv-america.com/2015/03/03/chinese-as-a-second-language-growing-in-popularity
10
The Opportunity
11
We spend 4.4 hours of our leisure time in
front of screens each day
The New Multi-screen World: Understanding Cross-platform Consumer Behavior. Google-Ipsos
12
13
Vision
14
Rakuten already delivers lots of exciting
content to its users
15
Community of 160,000
subtitlers; 200 languages
35 million users
Cross-Platform
Rich Asian Content
(20,000 hours)
brings down the language barriers
16
Users are already learning languages with Viki
• 1014 respondents
• Returning visitors of
viki.com
• Based in U.S.
54% of respondents currently learning a
foreign language
55% of those learners use Viki to learn
languages
“I am watching shows and movies that are in
Mandarin Chinese to help me get more used to
‘actual’ spoken Mandarin and not just what I see
in my textbooks.”
17
Assess knowledge, set goals, measure progress
30% of
dialogues
mastered!
Learn 300 more
words to reach 80%
understanding
Words to learn next:
• President (230 scenes)
• Money (104 scenes)
• Together (60 scenes)
"let's really, really
do it together.
Okay?”
We should earn
money together.
But we got back
together again
recently.
一起
yīqǐ
together
episode: 23
• 有钱大家一起 赚.
• We should earn money together.
episode: 36
• 真真正正地一起做. 好不好?
• "let's really, really do it together. Okay?”
episode: 10
• 但是最近我又在一起了.
• But we got back together again recently
22
真真正正地一起做.
let's really, really do it ______.
Alignment Visualizer, University of Southern California
23
Generate rich flashcards, quizzes, and games
真真正正地一起做. 好不好?
"let's really, really do it ______. Okay?”
24
Learning vocab in context is more effective
真真正正地一起做. 好不好?
"let's really, really do it ______. Okay?”
25
Training your ear to understand native speech
一起 •		yīqǐ •		together
slow down speech
YesMiss
26
Image recognition for object naming
Rakuten Institute of Technology, Paris - Deep learning for image recognition
Automatic category
suggestion.
Automatic object
naming
27
Leverage community of languages students
and native speakers
28
VikiLearn is Already Live
Source: http://www.viki.com/videos/1077337v-my-best-ex-boyfriend-episode-1
29
30
1. Trends
2. The Opportunity
3. Vision
Foreign Language Learning & Technology

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Data-driven innovations in foreign language learning

  • 1. Data-driven innovations in foreign language learning Ewa Szymanska Rakuten Institute of Technology, Singapore October 22nd, 2016
  • 2. 2 The Universal Translator is real ! … or is it ? Good afternoon こんにちは
  • 3. 3 Processing human language is hard stuff • “I ate ramen with egg.” • “I ate ramen with a spoon.” • “I ate ramen with a friend.” Source: Adapted from Siegel, Eric (2013-02-07). Predictive Analytics: The Power to Predict Who Will Click, Buy, Lie, or Die.
  • 4. 4 1. Trends 2. The Opportunity 3. Vision Foreign Language Learning & Technology
  • 5. 5 1.8 billion people are learning foreign languages Source: The Washington Post: https://www.washingtonpost.com/news/worldviews/wp/2015/04/23/the-worlds-languages-in-7-maps-and-charts Languages with most native speakers Most commonly studied foreign languages
  • 6. 6 Language Learning market is US$56B (& growing) 10.9% CAGR projected growth for all language learning during 2016-2020 Source: -The Washington Post: https://www.washingtonpost.com/news/worldviews/wp/2015/04/23/the-worlds-languages-in-7-maps-and-charts/ Research & Markets: http://www.researchandmarkets.com/research/hrz529/global_online -Ambient Insight Report, Sam Adkins, 2013-2018 WorldWide Digital English Language Learning Market, Aug 2014 Non- English Offline, 19.7 Non-English Digital, 1.1 English Digital, 1.8 English Offline, 33.7 2013 Worldwide Language Learning Industry (US$B)
  • 7. 7 Language Students Turning Towards Online Tools 12% 2013 2020 English 30+ billion USD Non-English 20+ billion USD Source: http://www.ambientinsight.com Offline Online 5% 5% 13%
  • 8. 8 Digital language learning is getting funded, with strong focus on ESL and Western Language 83.3M USD 32.0M USD 11.8M USD 7.7M USD 6.2M USD TenCent Classroom attracted 34m students in first year in a JV with New Oriental TutorGroup raised $300m in funding between 2014-2015 primarily focused on digital English Language Learning for greater China Source: Ambient Insight 2015-2020 China Digital English Market
  • 9. 9 Chinese as foreign language rises in popularity • 30 million globally in 2015 • 540% increase in takers of Official Chinese Proficiency Test (HSK) between 2005-2010; up to 670K • Obama calls for 1 million US students learning Chinese in 2020 from 200k today 1 The Washington Post: https://www.washingtonpost.com/news/worldviews/wp/2015/04/23/the-worlds-languages-in-7-maps-and-charts/ 2 Research & Markets: http://www.researchandmarkets.com/research/hrz529/global_online 3 http://www.cctv-america.com/2015/03/03/chinese-as-a-second-language-growing-in-popularity
  • 11. 11 We spend 4.4 hours of our leisure time in front of screens each day The New Multi-screen World: Understanding Cross-platform Consumer Behavior. Google-Ipsos
  • 12. 12
  • 14. 14 Rakuten already delivers lots of exciting content to its users
  • 15. 15 Community of 160,000 subtitlers; 200 languages 35 million users Cross-Platform Rich Asian Content (20,000 hours) brings down the language barriers
  • 16. 16 Users are already learning languages with Viki • 1014 respondents • Returning visitors of viki.com • Based in U.S. 54% of respondents currently learning a foreign language 55% of those learners use Viki to learn languages “I am watching shows and movies that are in Mandarin Chinese to help me get more used to ‘actual’ spoken Mandarin and not just what I see in my textbooks.”
  • 17. 17 Assess knowledge, set goals, measure progress 30% of dialogues mastered! Learn 300 more words to reach 80% understanding Words to learn next: • President (230 scenes) • Money (104 scenes) • Together (60 scenes)
  • 18.
  • 19.
  • 20. "let's really, really do it together. Okay?” We should earn money together. But we got back together again recently. 一起 yīqǐ together
  • 21. episode: 23 • 有钱大家一起 赚. • We should earn money together. episode: 36 • 真真正正地一起做. 好不好? • "let's really, really do it together. Okay?” episode: 10 • 但是最近我又在一起了. • But we got back together again recently
  • 22. 22 真真正正地一起做. let's really, really do it ______. Alignment Visualizer, University of Southern California
  • 23. 23 Generate rich flashcards, quizzes, and games 真真正正地一起做. 好不好? "let's really, really do it ______. Okay?”
  • 24. 24 Learning vocab in context is more effective 真真正正地一起做. 好不好? "let's really, really do it ______. Okay?”
  • 25. 25 Training your ear to understand native speech 一起 • yīqǐ • together slow down speech YesMiss
  • 26. 26 Image recognition for object naming Rakuten Institute of Technology, Paris - Deep learning for image recognition Automatic category suggestion. Automatic object naming
  • 27. 27 Leverage community of languages students and native speakers
  • 28. 28 VikiLearn is Already Live Source: http://www.viki.com/videos/1077337v-my-best-ex-boyfriend-episode-1
  • 29. 29
  • 30. 30 1. Trends 2. The Opportunity 3. Vision Foreign Language Learning & Technology