Big Data Analytics for Media Social Data


Ujang Fahmi, M.P.A
Purwokerto 19 November 2019
Who am I?





Founder and Co-Founder of:
Hallo...
Content Lists

- BIG DATA and Big Data Analytic
- Data Science for Future Analysis
- Anatomy Media Social Data
- Activity Based Analytics
- User Based Analytics
- Content Based Analytics
- Real Time Analytics
- Concluding remarks (Trade off Social Media Data Analytics)



Big Data (BD) and Big Data Analytics (BDA)


Definitions of big data based on an online survey of 154 global executives in April 2012
Beyond the hype: Big data concepts, methods, and analytics
Amir Gandomi, Murtaza Haider

The size of data

Estimates are that the big four store (Google, Amazon, Microsoft and Facebook) at least 1,200 petabytes between them.

That is 1.2 million terabytes (one terabyte is 1,000 gigabytes)
On average, Google now processes more than 40,000 searches EVERY second (3.5 billion searches per day)!

More than a half of internet activities done in mobile phone



Data and Internet Behaviour
Terdapat lebih dari 130 juta penduduk Indonesia merupakan pengguna aktif internet, dan akan terus bertambah seiring dengan penetrasi jaringan dan teknologi telepon genggam dengan harga terjangkau
WE ARE HEADING TO THE MORE DIGITALISED ERA

Data Science for Future analysis


There are more and more data to be analysed

There are needs to use faster calculation to generate more insight from bigger data

Using multi disciplines approach (Stats, Engineering and computer science, domain knowledge), data science emerge as an answer

Social Media Data


Monthly Active Users: 1 billion +
Daily Active Users: 500 million +
Stories Daily Active Users: 500 million +
Number of Photos Shared: 50 billion +
Number of Businesses: 25 million +
Photos & Videos uploaded per day: 100 million+

Total Number of Monthly Active Users: 2.41 billion
Total Number of Mobile Active Users: 2.2 billion
Total Number of Desktop Active Users: 1.47 billion
Total number of Mobile Daily Active Users: 1.59 billion
Facebook Stories Daily Viewers: 500 million

Social Media Data

- Number of people who use YouTube – 1,300,000,000.
- 300 hours of video are uploaded to YouTube every minute
- Almost 5 billion videos are watched on Youtube every single day
- YouTube gets over 30 million visitors per day
- The youngest YouTube star Ryan ToysReview who is 6 years old who is six years old made $11,000,000 in 2017

- Second: 6000
- Minute: 350,000
- Day: 500 million
- Year: 200 billion


Anatomy Social Media
Data


As one of the biggest sources of unstructured data, social media has many spams and information at the same time.
We need to know every detail part of it to get insightful information

Activity based analytics


Dilakukan untuk mengetahui respons yang ada di media sosial. Dalam kasus brand, biasanya aktivitas digunakan untuk mengukur seberapa luas jangkauan sebuah brand.

User based analytics


SOCIAL NETWORK ANALYSIS
Digunakan dengan memanfaatkan username dan juga konten. Username digunakan untuk menjawab pertanaan siapa.
Gabungan username dan konten digunakan untuk mengetahui siapa dan apa.

Content based analytics

Topic Extraction
Digunakan untuk mengetahui topik yang dibicarakan dan tone-nya.
E.g. apa sih yang dikatakan oleh warga net terkait dengan brand kita? bagaimana sentimenya.


Realtime Analytics

Menggunakan dashboard
www.myeda.info/analytics

Realtime Analytics

Customer Experience: Improving relationship with customers and their experience
Parameter: Mention @BNI
Date range: 01/11/2019 - 18/11/2019
To measure customer experience, look at:
- Customer attitudes (common keywords and topics)
- Context
- Volume of service issues addressed through social



User Activity



User Activity


User Contents and Contexts


User and Influencers in the Network



What to learn?
- The most used words by social media users who mention @BNI accounts on Twitter are kartu, atm, saldo, bangking, and kekuatan.
- Based on the term network, it can be understood that the most used words mentioned above are related to atm machines that may be damaged, and reduced balances on user bank account.
- The number of posts addressed to the @BNI account is 5961, meaning that every day there are approximately 331 mentions that contain complaints and various other content related to the service. This could be an opportunity for @BNI to improve its relationship with social media users by answering netizens posts.

Concluding Remarks

- Data saat ini menjadi semakin banyak dan bisa diekstrak dengan lebih cepat. Tapi, membutuhkan pengetahuan multi disiplin
- Data sains, saat ini menjadi salah satu bidang yang banyak dicari namun supplynya masih terbatas.
- Media sosial, dapat menjadi salah satu sumber data dan dasar pembuatan keputusan. Tapi perlu dikombinasikan dengan data lain, dan menggunakan metode yang dirancang secara sistematis agar data yang sifatnya spam bisa difilter
UNSOED
By Eppofahmi
UNSOED
FEB UNSOED, 19/11/2019
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