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Digital Media as Data-gathering & Communication tools
Roby Muhamad, Ph.D
Dept. of Social Psychology, University of Indonesia
Academic & Business Background
Digital Media is
Data Gathering Platforms Communiation tools (viral)
One-step Communication Model
Two-step Communication Model
Multi-step Communication Model
So, social media is…
FINANCIAL BEHAVIOR Twitter Conversation Data Analysis
Data Periode: 1 Dec 2015 – 4 Mar 2016
Overview
• We tracked conversation on Twitter based on keyword indicators that fall into three main category:
– Spending and Saving Behavior: keywords indicator for “menabung” and investment, financial condition such as “bokek” and “tanggal tua”, as well people’s wishlist “pengen beli ...” and “pengen punya ...”
– Online Banking and E-commerce: keywords indicator for general conversation regarding online banking and e-commerce
Spending & Saving Behavior Data Twitter: 1 Dec 2015 – 4 Mar 2016
Overview People appeared to be more expressive when talking about their financial conditions such as being broke (bokek) and experiencing hard time waiting for payday (tanggal tua, gajian). Saving behavior is the next most talked about.
205.819
185.702
117.703 115.886
0
70.000
140.000
210.000
Finance
Condition
Saving Trend
(wishlist)
Investasi
Total Buzz
2.167
1.955
1.239 1.220
0
800
1.600
2.400
Finance
Condition
Saving Trend
(wishlist)
Investasi
Daily Buzz (Average)
Daily Buzz: Saving & Financial Conditions
0
2.000
4.000
6.000
Finance Condition Saving
New Year Payday Period Payday Period
Conversation about saving peaks near New Year period, while financial condition peaks are usually high around the payday period.
Payday Period
Saving Association
11.380
3.629
3.190
Tanah
Saham
Emas
Top Investment (what people invest in)
25.289
21.443
16.995
16.899
16.819
16.798
11.695
11.160
10.543
7.617
Duit
Beli
Keluarga
Good
Harap
Future
Rajin
Ingat
Bank
Baik
Top Associated (what people associate with Saving)
16.995
16.798
6.070
3.805
2.193
Keluarga
Future
IPhone 6
Rumah
Haji
Top Driver (what makes people save)
People appeared to save for reasons such as family and the future as well as big purchases. However, people also save for items such as the latest gadget (iPhone 6).
Spending Association
51.213
37.245
28.593
28.556
25.873
13.326
12.614
10.841
10.508
7.900
7.794
6.635
4.653
3.571
3.534
Gajian
Pinjam
Bokek
Ngutang
Hutang
Abis
Sendiri
Beli
Bayar
Temen
Malu
Salah
Gaji
Pacar
Kerja
Top Association
34.936
14.366
5.910
4.532
4.294
3.724
3.042
2.598
2.444
2.405
2.377
1.986
1.623
1.539
1.512
Pinjam Duit
Tanggal Tua
Tanggal Muda
Duit Abis
Ga Ada Duit
Belum Gajian
Minjem Duit
Abis Gajian
Belom Gajian
Abis Duit
Pinjem Uang
Baru Gajian
Minjem Uang
Suka Ngutang
Gajian Lama
Top Terms
Most popular topics, as expected, regarding financial conditions are payday and borrowing money.
Top Wish List Look at Top Wish List, owning a house seems to be people’s main wish list. However, there are also more tertiery need things such as smartphones, tickets (for travelling, concerts, movies), book and novel as the top items in people’s wish list.
15.082
9.295
3.328
2.780
2.365
1.619
1.561
1.103
1.054
1.011
Rumah
Bisnis
Kaya
Uang
Belanja
Tiket
HP
Buku
Mobil
Novel
Top Mentioned Items
Overview Conversation of Online Banking & E-Commerce
Data Twitter: 1 Dec 2015 – 4 Mar 2016
Online Banking In 3 months data tracking period, conversation regarding online banking only amounted to 22,5K of tweets (only 10% of total Financial Condition conversation), which also was heavily driven by Bank promotional activation. This indicated very small portion of organic conversation. Most conversation occurs during weekdays, in the morning to afternoon.
0
200
400
600
800
1.000
1.200
1.400
1.600
1.800
00 01 02 03 04 05 06 07 08 09 10 11 12 13 14 15 16 17 18 19 20 21 22 23
0
1.500
3.000
4.500
Sunday Monday Tuesday Wednesday Thursday Friday Saturday
Hourly Buzz Daily Buzz
Online Banking Top Active Users Top Mentioned Users
Informational Account Individual Account Seller Public Figure Companies
Media Community Institution/Brand
2.709
1.425
1.116
899
818
549
376
305
268
248
242
237
234
229
199
146
111
106
99
98
bni46
halobca
mandiricare
kontakbri
db_sinarmas
bankmandiri
promo_bri
plesetanbola
sukses_menabung
telkomsel
sindonews
bnicustomercare
rockstar_indo
bankbri_id
some_one13
mandirifiesta
indosatcare
kpp_purwakarta
uus__
amrazing
1.271
1.013
353
281
280
213
168
160
137
122
117
106
95
74
67
61
50
48
47
40
halobca
kontakbri
telkomsel
cimbniaga
bni46
kingofpayments
tglplus
commbank_id
pokerclub88
smartfrencare
danamonlebih
kartudanamon
kvisiontv
bnicustomercare
telkomcare
totojitu5
db_sinarmas
bankmandiri
jaya_poker
youthzone46
E-Commerce News Aggregator/Bot
Most active and mentioned users are bank service accounts, especially BNI and BCA.
E-Commerce In three months, conversation about E-Commerce reaches up to 255k buzz which are mostly happened on 1.00-2.00 PM. Meanwhile, based on the day, E-Commerce much discussed on Thursday and Friday, two days before the weekend.
0
2.000
4.000
6.000
8.000
10.000
12.000
14.000
16.000
00 01 02 03 04 05 06 07 08 09 10 11 12 13 14 15 16 17 18 19 20 21 22 23
0
14.000
28.000
42.000
Sunday Monday Tuesday Wednesday Thursday Friday Saturday
Hourly Buzz Daily Buzz
E-Commerce Top Active Users Top Mentioned Users
Informational Account Individual Account Seller Public Figure Companies
Media Community Institution/Brand E-Commerce News Aggregator/Bot
5.673
4.035
3.179
2.084
1.781
1.775
1.658
1.537
1.513
1.467
1.348
1.243
1.198
1.128
1.063
1.061
954
914
822
758
postingiklan
wamuhkin
kuantantv
salestockid
anuarkhairullah
mikaelsahaja
la_tiief
ladyrosejkt
ameerakeem
bang_latiief
_funnymalaysian
pishang_sejuk
aqafvii
sembarangankata
ulat_bulu_bulu
d_elapan
selularid
arskipper
gelas_suwunx
gendutcubi
6.614
1.604
1.377
972
935
750
749
745
716
714
692
624
558
529
526
453
448
440
435
435
wamuhkin
bibikomputer
jaringan_bisnis
katalogpromosi
cojsportshop
infojawabarat
bandungiklan
kuantantv
slankers_nusa
tokotamz
gelas_suwunx
qgaul
levelpressink
tribunjualbeli
semarang_tweet
madameflorist
sepatuonlineinc
iksanur_
mitarachmawatii
mitrakomnet
Most active and mentioned users are advertorial or seller accounts. Seller also can use accounts under their individual names (instead of shop names).
Thank You [email protected]