En esta sesión se explicarán algunos de los retos y amenazas a los que se enfrentan el entorno financiero derivados de la necesaria transformación digital. Durante la conferencia se expondrán casos de uso reales de proyectos desarrollados por los equipos de analítica de BBVA que demuestran el potencial de los datos para generar productos que agregan valor a la relación con los clientes y contribuyen a solventar sus necesidades.
2. Demystifying Big Data / 2
Diego J. Bodas Sagi
Data Scientist at BBVA Data & Analytics
PhD. AI
MBA
PMP
MSc. in Mathematic
@DiegoBodasSagi
diegobodas@yahoo.es
3. Big Data Analytics at BBVA
BBVA Data & Analytics
The Analytic Center of Excellence of
BBVA (fully owned subsidiary)
Goal: to globally drive BBVA
transformation into a digital data-driven
business
45 people from 10 countries, 33%
women, 16 PhDs
Madrid - Barcelona - México D.F.
4. Big Data Analytics at BBVA
Outlines
New opportunities
The data-driven company
New context
BBVA examples
8. Big Data Analytics at BBVA
Una compañía data-driven
Comprenden lo que el cliente quiere de ellas.
Ajustan sus experiencias a la expectativas del cliente
Entienden el trade-off confianza-datos en su relación con el cliente
Usan los datos de forma automática en sus decisiones
Gracias a los datos, aprenden y se adaptan de manera ágil
¿Qué tienen
en común
las empresas
data-driven?Elena Alfaro
Global Head of Data &
Open Innovation
9. Big Data Analytics at BBVA
Why?
• To Be Data-Driven: support & eliminate decision making
10. New context
New Technologies
New Expectations
from our Customers
New Regulations
Multichannel interactions
& cloud computing
Inmediate answers
& customized solutions
New challenges
& new opportunities
11. Big Data Analytics at BBVA
Big Data is the answer,
but what is the
question?
15. Big Data Analytics at BBVA
Client X9TSX445
Bought in Zara Gran Vía on
Thursday 19th 2017 at13:50
What we see
Time & Space
16. Big Data Analytics at BBVA
Client X9TSX445
demographic data
Time & Space
Profiles & Behaviors
15€
78€
22€
12€
33€
11€9€
12€
12€
99€
25€
25€
25€
What we see
17. Big Data Analytics at BBVA
Time & Space
Profiles & Behaviors
Patterns
15€
25€
Time
Accountbalance 9€
99€
11€
Client X9TSX445
has a money-saving
profile
What we see
18. Big Data Analytics at BBVA
Time & Space
Profiles & Behaviors
Patterns
Relations
What we see
23. Big Data Analytics at BBVA
• Processes 30M monthly time series derived from customers expenses & incomes
• Will feed functionalities such as financial calendar or financial alerts
Anticipating: Financial Calendar
04/07/16 REPSOL
56,72
05/07/16 RESTAURANT FORN
10,00
05/07/16 RETIRADA EFECT.
40,00
06/07/16 PAGO COMUNIDAD
30,00
…
M-5 M-4 M-3 M-2 M-1 M
Output: Forecast for next month
If possible, next date
Input: Monthly Data
Prediction
engine
32. Big Data Analytics at BBVA
For urban and
tourism managers
& 3rd parties
Detailed reporting on mobility and
economic impact of events, tourism and
decision making. Data as a service
http://bbvatourism.vizzuality.com/