29

©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission ... · [RP1]&Process&Analytics:& Improving&Service&While&Cutting&Costs [RP2]&Customer&Journey:& Connecting&the&Dots& [RP3]&Smart&Maintenance&&&Diagnostics:&

  • Upload
    others

  • View
    1

  • Download
    0

Embed Size (px)

Citation preview

Page 1: ©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission ... · [RP1]&Process&Analytics:& Improving&Service&While&Cutting&Costs [RP2]&Customer&Journey:& Connecting&the&Dots& [RP3]&Smart&Maintenance&&&Diagnostics:&
Page 2: ©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission ... · [RP1]&Process&Analytics:& Improving&Service&While&Cutting&Costs [RP2]&Customer&Journey:& Connecting&the&Dots& [RP3]&Smart&Maintenance&&&Diagnostics:&

©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission%&%acknowledgements)%%PAGE 2

Page 3: ©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission ... · [RP1]&Process&Analytics:& Improving&Service&While&Cutting&Costs [RP2]&Customer&Journey:& Connecting&the&Dots& [RP3]&Smart&Maintenance&&&Diagnostics:&

©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission%&%acknowledgements)%%

DSC/e&

http://www.tue.nl/dsce/

Page 4: ©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission ... · [RP1]&Process&Analytics:& Improving&Service&While&Cutting&Costs [RP2]&Customer&Journey:& Connecting&the&Dots& [RP3]&Smart&Maintenance&&&Diagnostics:&

©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission%&%acknowledgements)%%

Page 5: ©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission ... · [RP1]&Process&Analytics:& Improving&Service&While&Cutting&Costs [RP2]&Customer&Journey:& Connecting&the&Dots& [RP3]&Smart&Maintenance&&&Diagnostics:&

©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission%&%acknowledgements)%%PAGE 5

In the last 10 minutes we generated more

data than from prehistoric times until 2003!

Page 6: ©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission ... · [RP1]&Process&Analytics:& Improving&Service&While&Cutting&Costs [RP2]&Customer&Journey:& Connecting&the&Dots& [RP3]&Smart&Maintenance&&&Diagnostics:&
Page 7: ©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission ... · [RP1]&Process&Analytics:& Improving&Service&While&Cutting&Costs [RP2]&Customer&Journey:& Connecting&the&Dots& [RP3]&Smart&Maintenance&&&Diagnostics:&
Page 8: ©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission ... · [RP1]&Process&Analytics:& Improving&Service&While&Cutting&Costs [RP2]&Customer&Journey:& Connecting&the&Dots& [RP3]&Smart&Maintenance&&&Diagnostics:&
Page 9: ©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission ... · [RP1]&Process&Analytics:& Improving&Service&While&Cutting&Costs [RP2]&Customer&Journey:& Connecting&the&Dots& [RP3]&Smart&Maintenance&&&Diagnostics:&
Page 10: ©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission ... · [RP1]&Process&Analytics:& Improving&Service&While&Cutting&Costs [RP2]&Customer&Journey:& Connecting&the&Dots& [RP3]&Smart&Maintenance&&&Diagnostics:&
Page 11: ©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission ... · [RP1]&Process&Analytics:& Improving&Service&While&Cutting&Costs [RP2]&Customer&Journey:& Connecting&the&Dots& [RP3]&Smart&Maintenance&&&Diagnostics:&

©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission%&%acknowledgements)%%

The four V's of Big Data

PAGE 11

Page 12: ©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission ... · [RP1]&Process&Analytics:& Improving&Service&While&Cutting&Costs [RP2]&Customer&Journey:& Connecting&the&Dots& [RP3]&Smart&Maintenance&&&Diagnostics:&

©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission%&%acknowledgements)%%

Data does not have to be "Big"

to be challenging!

PAGE 12

Need for data scientists!

•  Data science aims to collect, analyze, and interpret data from a variety of sources (social

interaction, business processes, cyber-physical systems).

•  To turn data into actionable information, a comprehensive understanding of the context

of the data and the ability to mine and

visualize large amounts of data are essential.

Page 13: ©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission ... · [RP1]&Process&Analytics:& Improving&Service&While&Cutting&Costs [RP2]&Customer&Journey:& Connecting&the&Dots& [RP3]&Smart&Maintenance&&&Diagnostics:&

©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission%&%acknowledgements)%%PAGE 13

generic data science question 1/4

What

happened?

Page 14: ©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission ... · [RP1]&Process&Analytics:& Improving&Service&While&Cutting&Costs [RP2]&Customer&Journey:& Connecting&the&Dots& [RP3]&Smart&Maintenance&&&Diagnostics:&

©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission%&%acknowledgements)%%PAGE 14

generic data science question 2/4

Why did it

happen?

Page 15: ©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission ... · [RP1]&Process&Analytics:& Improving&Service&While&Cutting&Costs [RP2]&Customer&Journey:& Connecting&the&Dots& [RP3]&Smart&Maintenance&&&Diagnostics:&

©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission%&%acknowledgements)%%PAGE 15

generic data science question 3/4

What will

happen?

Page 16: ©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission ... · [RP1]&Process&Analytics:& Improving&Service&While&Cutting&Costs [RP2]&Customer&Journey:& Connecting&the&Dots& [RP3]&Smart&Maintenance&&&Diagnostics:&

©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission%&%acknowledgements)%%PAGE 16

generic data science question 4/4

What is the

best that can

happen?

Page 17: ©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission ... · [RP1]&Process&Analytics:& Improving&Service&While&Cutting&Costs [RP2]&Customer&Journey:& Connecting&the&Dots& [RP3]&Smart&Maintenance&&&Diagnostics:&

©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission%&%acknowledgements)%%PAGE 17

Can we predict waiting times?

Why do patients have to wait so long?

How can we reduce costs?

How much staff is needed tomorrow?

Do doctors follow the guidelines?

Page 18: ©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission ... · [RP1]&Process&Analytics:& Improving&Service&While&Cutting&Costs [RP2]&Customer&Journey:& Connecting&the&Dots& [RP3]&Smart&Maintenance&&&Diagnostics:&

©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission%&%acknowledgements)%%

Why and when do X-ray machines

malfunction?

Which components should be replaced?

How are X-ray machines really used?

Can we predict that the machine

will break down

next week?

Which parts need to be

improved?

from the organizational level

to the hardware/software level

Page 19: ©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission ... · [RP1]&Process&Analytics:& Improving&Service&While&Cutting&Costs [RP2]&Customer&Journey:& Connecting&the&Dots& [RP3]&Smart&Maintenance&&&Diagnostics:&
Page 20: ©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission ... · [RP1]&Process&Analytics:& Improving&Service&While&Cutting&Costs [RP2]&Customer&Journey:& Connecting&the&Dots& [RP3]&Smart&Maintenance&&&Diagnostics:&
Page 21: ©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission ... · [RP1]&Process&Analytics:& Improving&Service&While&Cutting&Costs [RP2]&Customer&Journey:& Connecting&the&Dots& [RP3]&Smart&Maintenance&&&Diagnostics:&

[RP1]&Process&Analytics:&Improving&Service&While&Cutting&Costs

[RP2]&Customer&Journey:&Connecting&the&Dots&

[RP3]&Smart&Maintenance&&&Diagnostics:&Safeguarding&Availability&

[RP4]&Quantified&Self:&Improving&Performance&and&WellIBeing&

[RP5]&Data&Value&and&Privacy:&Economic&and&Legal&Aspects&of&Data&Science

[RP6]&Smart&Cities:&Ensuring&Safety&and&Convenience&for&Citizens

[RP7]&Smart&Grids:&Data&Intensive&Infrastructures&

res

ea

rch

pro

gra

ms

Page 22: ©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission ... · [RP1]&Process&Analytics:& Improving&Service&While&Cutting&Costs [RP2]&Customer&Journey:& Connecting&the&Dots& [RP3]&Smart&Maintenance&&&Diagnostics:&
Page 23: ©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission ... · [RP1]&Process&Analytics:& Improving&Service&While&Cutting&Costs [RP2]&Customer&Journey:& Connecting&the&Dots& [RP3]&Smart&Maintenance&&&Diagnostics:&

©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission%&%acknowledgements)%%PAGE 23

Page 24: ©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission ... · [RP1]&Process&Analytics:& Improving&Service&While&Cutting&Costs [RP2]&Customer&Journey:& Connecting&the&Dots& [RP3]&Smart&Maintenance&&&Diagnostics:&

©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission%&%acknowledgements)%%PAGE 24

Page 25: ©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission ... · [RP1]&Process&Analytics:& Improving&Service&While&Cutting&Costs [RP2]&Customer&Journey:& Connecting&the&Dots& [RP3]&Smart&Maintenance&&&Diagnostics:&

©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission%&%acknowledgements)%%PAGE 25

process

It's the process stupid!

process

Page 26: ©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission ... · [RP1]&Process&Analytics:& Improving&Service&While&Cutting&Costs [RP2]&Customer&Journey:& Connecting&the&Dots& [RP3]&Smart&Maintenance&&&Diagnostics:&

©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission%&%acknowledgements)%%PAGE 26

Page 27: ©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission ... · [RP1]&Process&Analytics:& Improving&Service&While&Cutting&Costs [RP2]&Customer&Journey:& Connecting&the&Dots& [RP3]&Smart&Maintenance&&&Diagnostics:&

©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission%&%acknowledgements)%%

The principles of process management

1.  All work is process work.

2.  Any process is better than no process.

3.  A good process is better than a bad

process.

4.  One process version is better than many.

5.  Even a good process must be performed

effectively.

6.  Even a good process can be made better.

7.  Every good process eventually becomes a

bad process.

PAGE 27

Michael Hammer. What is Business Process Management? Handbook on Business Process Management 1, Spinger Verlag, 2010

Page 28: ©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission ... · [RP1]&Process&Analytics:& Improving&Service&While&Cutting&Costs [RP2]&Customer&Journey:& Connecting&the&Dots& [RP3]&Smart&Maintenance&&&Diagnostics:&

process

scientist

fun and challenging

needs to have the

right tools

Page 29: ©Wil%van%der%Aalst%&%TU/e%(use%only%with%permission ... · [RP1]&Process&Analytics:& Improving&Service&While&Cutting&Costs [RP2]&Customer&Journey:& Connecting&the&Dots& [RP3]&Smart&Maintenance&&&Diagnostics:&

http://www.tue.nl/dsce/

DSC/e&