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SOCIAL MEDIA ANALYTICS
GASTRONOMI
INDONESIA
V.S. THAI, MALAY, DAN VIETNAM
Ismail Fahmi, Ph.D.
Director Media Kernels Indonesia (Drone Emprit)
Lecturer at the University of Islam Indonesia
Ismail.fahmi@gmail.com
LOKAKARYA LIPI
17 NOVEMBER 2020
2
1992 – 1997 Undergraduate, Electrical Engineering, ITB, Indonesia
2003 – 2004 Master, Information Science, University of Groningen, NL
2004 – 2009 Doctor, Information Science, University of Groningen, NL
2009 – Now Engineer at Weborama (Paris/Amsterdam)
2014 – Now Founder PT. Media Kernels Indonesia, a Drone Emprit Company
2015 – Now Consultant at Perpustakaan Nasional, Inisiator Indonesia OneSearch
2017 – Now Lecturer at the IT Magister Program of the Universitas Islam Indonesia
Ismail Fahmi, S.T., M.A., Ph.D.
Ismail.fahmi@gmail.com
AGENDA
• Tentang Media Kernels
• Social Media
• Social Media dan Gastronomi
• Analisis Media Sosial (Drone Emprit): Gastronomi Indonesia vs Thai,
Malay, dan Vietnam
• Membangun Social Media Analytics untuk Gastronomi Indonesia
3
TENTANG MEDIA KERNELS
SISTEM ‘AIS’ KOMINFO
5
SOCIAL MEDIA ANALYTICS DI PIKOBAR
6
Drone EmpritDrone Emprit Customized
WEST JAVA COMMAND CENTER
7
Drone EmpritDrone Emprit Customized
DRONE EMPRIT CUSTOMIZED
8
MEDIA SOSIAL
DATA GROWTH: UNSTRUCTURED DATA
10
BIG DATA – BIG GROWTH
11
12
13
MILLENIALGEN Z
SOCIAL MEDIA DAN GASTRONOMI
FOODS DI INSTAGRAM
15
16
17
WHY F&B INDUSTRY NEEDS SOCIAL MEDIA
• The community on social
media are your largest
and most honest source
for feedback.
• Being at the forefront of
the food and beverage
industry requires online
marketing expertise.
• Two words: real-time
engagement.
18
SOCIAL MEDIA IMPACT ON GASTRONOMY
• The food and beverage industry is
the most volatile sector, which is
affected by the slightest shift in
customer preferences and needs.
• Earlier people trusted advertisers,
then, they trusted people and relied
on the interactions that take place
on social media.
• Customers express their views and
concerns on social media.
• This makes social media powerful
enough to have the potential to
move commodities and change
prices.
19
WHY GASTRONOMY INDUSTRY NEED SOCIAL
MEDIA ANALYTICS?
• The growing data-driven culture in the food and beverage
industry is helping to improve productivity. People are already
generating 2.5 quintillion bytes of data each day, and its analysis
is fostering growth.
• The needs of the food industry and the challenges they are
facing:
• Inability to gather vast data and make informed decisions.
• Inability to understand customer sentiments.
• Lacks consistent food quality.
• Road to success:
• Understand brand perception.
• Identify customer needs and fuel production ideation.
• Creative content strategy and campaigns.
• Optimize all your campaigns.
• Improve customer experience.
• Collaborate with influencers.
• Monitoring product launches.
20
MAKE INFORMED DECISION
• Data analysis has a significant role to play in the
decision-making process.
• To expand the product line and reduce food
wastage, companies are bound to take a closer
look at the data so they can save resources.
• Data analytics have turned out to be useful in
keeping track of batch expiration dates for faster
processing, food temperature for safe storage, and
market trends to optimize inventories.
• It also helps to track surplus that can help to meet
the expectations of the growing demands of the
consumers and fill the gap.
• With the data analytics, the food and beverage
industry can handle supply chain disruptions and
stay ahead of any competition.
21
SOCIAL MEDIA ANALYTIC UNTUK
INDUSTRI GASTRONOMI INDONESIA
ARSITEKTUR MEDIA KERNELS
23
News Crawler
Twitter Crawler
Twitter Streaming
FB Page Crawler
Data Pipeline
Data
SOLR Indexer 1 SOLR Indexer 2 SOLR Indexer 3 SOLR Indexer 4
Hadoop Framework
Physical Hardware
Insight
DataIngest
Management&Queue
RealtimeJob
Processing
Google Custom
Search
Database Framework
ScheduledJob
Processing
Map Reduce
Sentiment
Analysis
Other
Processings
Data&Workflow
Management
Access
Visualization
Other sources
Analytics UI
MEDIA KERNELS FEATURES
24
Trends
DASHBOARD
Comparison
Topic Map
NEWS PORTAL
Latest News
Media
ANALYTICS
News Sites
Page Ranks
Sentiment Analysis
PF-Chart
Engagement
Exposure
Retweets
TOPICS
Replies
Most Shared URLs
Most Shared Videos
Topic Map
Word Cloud
Impact
INFLUENCERS
Engagement
Reach
Most Engaged
Followers
Influencer Network
SNA
Topic Network
PR-Values
Reach
Hashtags Posts
Bubble Map
Twitter User Map
DEMOGRAPHY
User Locations
Edit Sentiments
MENTIONS
Training & Learning
Backtracking
Compare SNA
COMPARE
Compare Projects
Popularity vs
Favorability
Background Jobs
Upload Report
REPORTING
Download Report
User Management
ADMIN
Project Management
Client Management
Source Management
Label and Training
OPINION ANALYSIS
Opinion Chart
Insight Explorer
Data Lake
Keywords
KEYWORD + FILTER
25
Twits
twit
twit
twit
Filters
FULL ARCHIVE (BERBAYAR)
26
DATA IS EXPENSIVE
100 USD PER 50.000 TWEETS
27
CONTOH: FREE TWITTER SEARCH
28
History: 7 days
Start search
100% results
INSTAGRAM
• Tidak ada API
• Menggunakan Selenium
29
ANALISIS MEDIA SOSIAL:
INDONESIA, THAI, MALAY, VIETNAM FOODS
PROJECT SETTING
31
TREN 2 BULAN: FREE DATA, LENGKAP 7 HARI
32
Data tidak lengkap lengkap
Indonesia
Thai
Vietnam
Malay
7 hari
TREN 7 HARI: THAI #1, INDONESIA #2
33
Indonesia
Thai
Vietnam
Malay
VOLUME 7 HARI: THAI #1, INDONESIA #2
34
SHARE OF VOICES: TWITTER VS IG
35
Indonesia
Thai
Indonesia
Thai
SEBARAN LOKASI: INDONESIA JAGO KANDANG
36
IndonesiaThai
THAI FOOD: LUAS SEBARANNYA
37
INDONESIAN FOOD: KURANG DIKENAL LUAS
38
SNA THAI FOOD: MASIF MENYEBAR USERNYA
39
SNA INDONESIAN FOOD: TAK BANYAK YANG BERCAKAP
40
THAI FOOD (IG): GOOD PACKAGING
41
INDONESIAN FOOD (IG): LOCAL POSTINGS
42
HASHTAGS THAI FOOD (IG)
43
HASHTAGS INDONESIAN FOOD (IG)
44
THAI FOOD (TWITTER): GOOD PACKAGING
45
INDONESIAN FOOD (TWITTER): LOCAL POSTINGS
46
HASHTAGS THAI FOOD (TWITTER)
47
HASHTAGS INDONESIAN FOOD (TWITTER)
48
TOP TWIT: THAI FOOD
49
TOP TWIT: THAI FOOD /2
50
TOP TWIT: INDONESIAN FOOD
51
TOP TWIT: INDONESIAN FOOD /2
52
TWITTER WORD CLOUDS: THAI FOOD
53
TWITTER WORD CLOUDS: INDONESIAN FOOD
54
EMOTION ANALYSIS: THAI FOOD
55
Love Thai food
EMOTION ANALYSIS: INDONESIAN FOOD
56
Banyak promo
Love Indonesian food
DISTRIBUSI USIA USER (TWITTER): THAI FOOD
57
DISTRIBUSI USIA USER (TWITTER): INDONESIAN
FOOD
58
TOP AKUN TWITTER: THAI FOOD
59
TOP AKUN TWITTER: INDONESIAN FOOD
60
SUMMARY
• Social media analytics dengan sumber Twitter dan Instagram bisa
digunakan untuk mengetahui percakapan di Internet (global) tentang
gastronomi Indonesia, misal tentang Indonesian Food, dibandingkan
dengan dari negara lain, misal Thai Food, Malaysian Food, dan
Vietnamese Food.
• Dari analisis di atas bisa diperoleh insight tentang:
• Sebaran popularitas gastronomi Indonesia di dunia
• Keterlibatan user internasional dalam percakapan (SNA)
• Visual gastronomi Indonesia vs negara lain
• Komentar netizen tentang gastronomi Indonesia dan negara lain
• Asosiasi gastronomi Indonesia terhadap berbagai topik (wordcloud,
hashtags)
• Analisis emosi netizen
• Demografi (sebaran kelompok usia)
61
THANK YOU FOR LISTENING
62

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Social media analytics comparison of Indonesian, Thai, Malayan and Vietnamese cuisines

  • 1. SOCIAL MEDIA ANALYTICS GASTRONOMI INDONESIA V.S. THAI, MALAY, DAN VIETNAM Ismail Fahmi, Ph.D. Director Media Kernels Indonesia (Drone Emprit) Lecturer at the University of Islam Indonesia Ismail.fahmi@gmail.com LOKAKARYA LIPI 17 NOVEMBER 2020
  • 2. 2 1992 – 1997 Undergraduate, Electrical Engineering, ITB, Indonesia 2003 – 2004 Master, Information Science, University of Groningen, NL 2004 – 2009 Doctor, Information Science, University of Groningen, NL 2009 – Now Engineer at Weborama (Paris/Amsterdam) 2014 – Now Founder PT. Media Kernels Indonesia, a Drone Emprit Company 2015 – Now Consultant at Perpustakaan Nasional, Inisiator Indonesia OneSearch 2017 – Now Lecturer at the IT Magister Program of the Universitas Islam Indonesia Ismail Fahmi, S.T., M.A., Ph.D. Ismail.fahmi@gmail.com
  • 3. AGENDA • Tentang Media Kernels • Social Media • Social Media dan Gastronomi • Analisis Media Sosial (Drone Emprit): Gastronomi Indonesia vs Thai, Malay, dan Vietnam • Membangun Social Media Analytics untuk Gastronomi Indonesia 3
  • 6. SOCIAL MEDIA ANALYTICS DI PIKOBAR 6 Drone EmpritDrone Emprit Customized
  • 7. WEST JAVA COMMAND CENTER 7 Drone EmpritDrone Emprit Customized
  • 11. BIG DATA – BIG GROWTH 11
  • 12. 12
  • 14. SOCIAL MEDIA DAN GASTRONOMI
  • 16. 16
  • 17. 17
  • 18. WHY F&B INDUSTRY NEEDS SOCIAL MEDIA • The community on social media are your largest and most honest source for feedback. • Being at the forefront of the food and beverage industry requires online marketing expertise. • Two words: real-time engagement. 18
  • 19. SOCIAL MEDIA IMPACT ON GASTRONOMY • The food and beverage industry is the most volatile sector, which is affected by the slightest shift in customer preferences and needs. • Earlier people trusted advertisers, then, they trusted people and relied on the interactions that take place on social media. • Customers express their views and concerns on social media. • This makes social media powerful enough to have the potential to move commodities and change prices. 19
  • 20. WHY GASTRONOMY INDUSTRY NEED SOCIAL MEDIA ANALYTICS? • The growing data-driven culture in the food and beverage industry is helping to improve productivity. People are already generating 2.5 quintillion bytes of data each day, and its analysis is fostering growth. • The needs of the food industry and the challenges they are facing: • Inability to gather vast data and make informed decisions. • Inability to understand customer sentiments. • Lacks consistent food quality. • Road to success: • Understand brand perception. • Identify customer needs and fuel production ideation. • Creative content strategy and campaigns. • Optimize all your campaigns. • Improve customer experience. • Collaborate with influencers. • Monitoring product launches. 20
  • 21. MAKE INFORMED DECISION • Data analysis has a significant role to play in the decision-making process. • To expand the product line and reduce food wastage, companies are bound to take a closer look at the data so they can save resources. • Data analytics have turned out to be useful in keeping track of batch expiration dates for faster processing, food temperature for safe storage, and market trends to optimize inventories. • It also helps to track surplus that can help to meet the expectations of the growing demands of the consumers and fill the gap. • With the data analytics, the food and beverage industry can handle supply chain disruptions and stay ahead of any competition. 21
  • 22. SOCIAL MEDIA ANALYTIC UNTUK INDUSTRI GASTRONOMI INDONESIA
  • 23. ARSITEKTUR MEDIA KERNELS 23 News Crawler Twitter Crawler Twitter Streaming FB Page Crawler Data Pipeline Data SOLR Indexer 1 SOLR Indexer 2 SOLR Indexer 3 SOLR Indexer 4 Hadoop Framework Physical Hardware Insight DataIngest Management&Queue RealtimeJob Processing Google Custom Search Database Framework ScheduledJob Processing Map Reduce Sentiment Analysis Other Processings Data&Workflow Management Access Visualization Other sources Analytics UI
  • 24. MEDIA KERNELS FEATURES 24 Trends DASHBOARD Comparison Topic Map NEWS PORTAL Latest News Media ANALYTICS News Sites Page Ranks Sentiment Analysis PF-Chart Engagement Exposure Retweets TOPICS Replies Most Shared URLs Most Shared Videos Topic Map Word Cloud Impact INFLUENCERS Engagement Reach Most Engaged Followers Influencer Network SNA Topic Network PR-Values Reach Hashtags Posts Bubble Map Twitter User Map DEMOGRAPHY User Locations Edit Sentiments MENTIONS Training & Learning Backtracking Compare SNA COMPARE Compare Projects Popularity vs Favorability Background Jobs Upload Report REPORTING Download Report User Management ADMIN Project Management Client Management Source Management Label and Training OPINION ANALYSIS Opinion Chart Insight Explorer
  • 25. Data Lake Keywords KEYWORD + FILTER 25 Twits twit twit twit Filters
  • 27. DATA IS EXPENSIVE 100 USD PER 50.000 TWEETS 27
  • 28. CONTOH: FREE TWITTER SEARCH 28 History: 7 days Start search 100% results
  • 29. INSTAGRAM • Tidak ada API • Menggunakan Selenium 29
  • 30. ANALISIS MEDIA SOSIAL: INDONESIA, THAI, MALAY, VIETNAM FOODS
  • 32. TREN 2 BULAN: FREE DATA, LENGKAP 7 HARI 32 Data tidak lengkap lengkap Indonesia Thai Vietnam Malay 7 hari
  • 33. TREN 7 HARI: THAI #1, INDONESIA #2 33 Indonesia Thai Vietnam Malay
  • 34. VOLUME 7 HARI: THAI #1, INDONESIA #2 34
  • 35. SHARE OF VOICES: TWITTER VS IG 35 Indonesia Thai Indonesia Thai
  • 36. SEBARAN LOKASI: INDONESIA JAGO KANDANG 36 IndonesiaThai
  • 37. THAI FOOD: LUAS SEBARANNYA 37
  • 38. INDONESIAN FOOD: KURANG DIKENAL LUAS 38
  • 39. SNA THAI FOOD: MASIF MENYEBAR USERNYA 39
  • 40. SNA INDONESIAN FOOD: TAK BANYAK YANG BERCAKAP 40
  • 41. THAI FOOD (IG): GOOD PACKAGING 41
  • 42. INDONESIAN FOOD (IG): LOCAL POSTINGS 42
  • 45. THAI FOOD (TWITTER): GOOD PACKAGING 45
  • 46. INDONESIAN FOOD (TWITTER): LOCAL POSTINGS 46
  • 47. HASHTAGS THAI FOOD (TWITTER) 47
  • 48. HASHTAGS INDONESIAN FOOD (TWITTER) 48
  • 49. TOP TWIT: THAI FOOD 49
  • 50. TOP TWIT: THAI FOOD /2 50
  • 52. TOP TWIT: INDONESIAN FOOD /2 52
  • 53. TWITTER WORD CLOUDS: THAI FOOD 53
  • 54. TWITTER WORD CLOUDS: INDONESIAN FOOD 54
  • 55. EMOTION ANALYSIS: THAI FOOD 55 Love Thai food
  • 56. EMOTION ANALYSIS: INDONESIAN FOOD 56 Banyak promo Love Indonesian food
  • 57. DISTRIBUSI USIA USER (TWITTER): THAI FOOD 57
  • 58. DISTRIBUSI USIA USER (TWITTER): INDONESIAN FOOD 58
  • 59. TOP AKUN TWITTER: THAI FOOD 59
  • 60. TOP AKUN TWITTER: INDONESIAN FOOD 60
  • 61. SUMMARY • Social media analytics dengan sumber Twitter dan Instagram bisa digunakan untuk mengetahui percakapan di Internet (global) tentang gastronomi Indonesia, misal tentang Indonesian Food, dibandingkan dengan dari negara lain, misal Thai Food, Malaysian Food, dan Vietnamese Food. • Dari analisis di atas bisa diperoleh insight tentang: • Sebaran popularitas gastronomi Indonesia di dunia • Keterlibatan user internasional dalam percakapan (SNA) • Visual gastronomi Indonesia vs negara lain • Komentar netizen tentang gastronomi Indonesia dan negara lain • Asosiasi gastronomi Indonesia terhadap berbagai topik (wordcloud, hashtags) • Analisis emosi netizen • Demografi (sebaran kelompok usia) 61
  • 62. THANK YOU FOR LISTENING 62