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Process mining explained by an example
The logistics process at SmartCoat Inc.
SmartCoat
Episode 6 (out of 8): interactions
process mining explained by an example
© 2016 horsum
Ep. 6: interactions
2
What’s on this week?
Interactions
Ep. 6: interactions
3
What preceded …
process mining explained by an example
© 2016 horsum
Ep. 6: interactions
4
What preceded…
Marie, CEO of SmartCoat Inc., asked us to analyze and make
recommendations for the logistics process via process mining and data
analytics techniques ... Just by looking at the data in SmartCoat’s ERP
system!
In the fifth episode, Cédric investigated the bottlenecks in SmartCoat’s
logistics process. He identified lengthy process activities, process loops and
some violations against business rules.
Have you missed the fifth episode? Click on Marie … and you will be
redirected to the fifth episode!
Ep. 6: interactions
5
Interactions
process mining explained by an example
© 2016 horsum
Ep. 6: interactions
6
Hi, welcome … or better, welcome back!
In this episode, I will show you the logistics process at SmartCoat Inc. from a different
perspective. I will visualize the “journey” of a smartphone at SmartCoat Inc.
First of all, I will investigate the sequence the SmartCoaters handle smartphones and what
interactions exist amongst the SmartCoaters.
Do you remember who the SmartCoaters are? No? Here you go …
Cédric, your horsum guide
Cédric
Consultant
ArthurTomAlix Elise JeromeEdward
Warehouse
assistant
Coater Test engineerTest engineer Warehouse
manager
Warehouse
assistant
Marie
CEO
process mining explained by an example
© 2016 horsum
Ep. 6: interactions
7
Cédric, your horsum guide
Secondly, I will show you the flow of the smartphones
through the SmartCoat locations. As a reminder, you
can find the locations on the right.
To perform these visualizations, I will again work with
the process mining software Disco:
RECEIVE
CHECK
STORE UNCOATED
PICK-TO-COAT
COAT
TEST
STORE COATED
SHIP
PICK-TO-SHIP
Process activity Who? Location?
Warehouseman Inbound area
Warehouseman Inbound area
Warehouseman Warehouse uncoated
Warehouseman Warehouse uncoated
Coater Coating room
Test engineer Testing room
Warehouseman Warehouse coated
Warehouseman Warehouse coated
Warehouseman Outbound area
Ep. 6: interactions
8
Analysis
On the right, you find a
visualization of the
sequential flow of
smartphones: you are
able to see which
SmartCoater has handled
a smartphone and how
he/she interacts with
his/her colleagues.
Let’s discuss this further
on the next page.
1. The journey via SmartCoaters
1. The journey via SmartCoaters
Here’s what I see when I look at the visualization:
• The bigger the arc between 2 people, the stronger
employees are connected with each other in the logistics
process.
• I see that all arcs from and to Alix (coater) are the biggest.
This is normal because she is the only one who performs
the coating activities in SmartCoat Inc. To me, this is a huge
risk … what would happen if she is out … is there a back-up
in place?
• I also note that Edward performs significantly more the first
test on smartphones compared to Elise. This is shown by a
big arc from Alix to Edward. This confirms what I saw in
Episode 4.
1. The journey via SmartCoaters
Now, I will include the time perspective to make the process come alive. The screenshot below
shows the smartphones present in the logistics process on Friday March 16, 2016 at 15:32:08.
Do you want to see the full animation? Click on the screenshot and watch it on YouTube!
Last week, I noticed that Arthur does not perform any logistics activities as from March 10, 2016.
The full animation confirms this trend: At first, I see Arthur mostly performing the inbound
activities. However, after a while I see that only Tom is receiving smartphones.
Let’s discuss this with Marie …
2. The journey through the SmartCoat locations
On the right, I visualized the flow of
smartphones through the SmartCoat locations.
As last week, I mention 2 performance
indicators next to each arc.
The upper one represents the total duration of
all smartphones combined between 2 process
steps (activities). This indicator highlights the
high-impact locations.
The lower one represents the number of
unique smartphones that pass this location.
Again, the bigger the arcs, the more time the
smartphones do stay at this location.
Let’s discuss this on the next slide …
2. The journey through the SmartCoat locations
I notice that smartphones spent the most
time in both warehouse locations
(“warehouse uncoated” - 34,3 weeks &
“warehouse coated” – 22,5 weeks).
I see significant red loops next to these
locations. Why? Well … because it is
registered when a smartphone enters and
leaves the location. As such, multiple
activities are performed in these locations
resulting in loops.
Thanks to these registrations, we can exactly
determine the time a smartphone spends in
our warehouses!
Ep. 6: interactions
14
Feedback to Marie
process mining explained by an example
© 2016 horsum
Ep. 6: interactions
15
Feedback Marie, I have analyzed the interactions amongst your employees and
the different locations. This is what specifically caught my attention:
Alix is a key person in the process. In prior episodes, I saw that she is
the only one who performs coating activities. You should think about
foreseeing a back-up in case Alix would be out for a period of time.
What happened to Arthur? He has not performed any logistics
activities since March 10th, 2016 …
Smartphones are significantly longer present in your two warehouse
locations (uncoated and coated). I suggest looking into this because
on-time delivery is important to your customers. Maybe you can
speed-up your logistics process which will increase customer
satisfaction.
In addition, lowering the time of smartphones in your warehouses will
save SmartCoat money. Let’s dive into the details next week… when I
will calculate how much the process costs.
Ep. 6: interactions
16
Do you want to know how Cédric will analyze the
process costs?
process mining explained by an example
© 2016 horsum
Ep. 6: interactions
17www.horsum.be
Watch the episode next week!
process mining explained by an example
© 2016 horsum
Ep. 6: interactions
18
Planning
April 7th, 2016
April 14th, 2016
April 21st, 2016
April 28th, 2016
May 5th, 2016
May 12th, 2016
May 19th, 2016
May 26th, 2016
Episode 1: introduction
Episode 2: process discovery
Episode 3: process deviations
Episode 4: benchmarking
Episode 5: bottlenecks
Episode 6: interactions
Episode 7: process costs
Episode 8: prediction and real-time
www.horsum.be
process mining explained by an example
© 2016 horsum
Ep. 6: interactions
19
www.horsum.beOr check our website!
www.horsum.be
process mining explained by an example
© 2016 horsum
Ep. 6: interactions
20
Contact us!Questions?
www.horsum.be
process mining explained by an example
© 2016 horsum
Ep. 6: interactions
21
Contact us!
Dennis Houthoofd Frederik Vervoort
T: +32 488 90 41 40
E: dennis.houthoofd@horsum.be
T: +32 473 91 05 80
E: frederik.vervoort@horsum.be
www.horsum.be
process mining explained by an example
© 2016 horsum
Ep. 6: interactions
22
horsum services
Data analyticsFinancial projectsProcess optimization Process miningInternal audit
Processes, data, finance and business control
Result-driven, pragmatically and customized
www.horsum.be
Process mining explained by an example | Episode 6

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Process mining explained by an example | Episode 6

  • 1. Process mining explained by an example The logistics process at SmartCoat Inc. SmartCoat Episode 6 (out of 8): interactions
  • 2. process mining explained by an example © 2016 horsum Ep. 6: interactions 2 What’s on this week? Interactions
  • 4. process mining explained by an example © 2016 horsum Ep. 6: interactions 4 What preceded… Marie, CEO of SmartCoat Inc., asked us to analyze and make recommendations for the logistics process via process mining and data analytics techniques ... Just by looking at the data in SmartCoat’s ERP system! In the fifth episode, Cédric investigated the bottlenecks in SmartCoat’s logistics process. He identified lengthy process activities, process loops and some violations against business rules. Have you missed the fifth episode? Click on Marie … and you will be redirected to the fifth episode!
  • 6. process mining explained by an example © 2016 horsum Ep. 6: interactions 6 Hi, welcome … or better, welcome back! In this episode, I will show you the logistics process at SmartCoat Inc. from a different perspective. I will visualize the “journey” of a smartphone at SmartCoat Inc. First of all, I will investigate the sequence the SmartCoaters handle smartphones and what interactions exist amongst the SmartCoaters. Do you remember who the SmartCoaters are? No? Here you go … Cédric, your horsum guide Cédric Consultant ArthurTomAlix Elise JeromeEdward Warehouse assistant Coater Test engineerTest engineer Warehouse manager Warehouse assistant Marie CEO
  • 7. process mining explained by an example © 2016 horsum Ep. 6: interactions 7 Cédric, your horsum guide Secondly, I will show you the flow of the smartphones through the SmartCoat locations. As a reminder, you can find the locations on the right. To perform these visualizations, I will again work with the process mining software Disco: RECEIVE CHECK STORE UNCOATED PICK-TO-COAT COAT TEST STORE COATED SHIP PICK-TO-SHIP Process activity Who? Location? Warehouseman Inbound area Warehouseman Inbound area Warehouseman Warehouse uncoated Warehouseman Warehouse uncoated Coater Coating room Test engineer Testing room Warehouseman Warehouse coated Warehouseman Warehouse coated Warehouseman Outbound area
  • 9. On the right, you find a visualization of the sequential flow of smartphones: you are able to see which SmartCoater has handled a smartphone and how he/she interacts with his/her colleagues. Let’s discuss this further on the next page. 1. The journey via SmartCoaters
  • 10. 1. The journey via SmartCoaters Here’s what I see when I look at the visualization: • The bigger the arc between 2 people, the stronger employees are connected with each other in the logistics process. • I see that all arcs from and to Alix (coater) are the biggest. This is normal because she is the only one who performs the coating activities in SmartCoat Inc. To me, this is a huge risk … what would happen if she is out … is there a back-up in place? • I also note that Edward performs significantly more the first test on smartphones compared to Elise. This is shown by a big arc from Alix to Edward. This confirms what I saw in Episode 4.
  • 11. 1. The journey via SmartCoaters Now, I will include the time perspective to make the process come alive. The screenshot below shows the smartphones present in the logistics process on Friday March 16, 2016 at 15:32:08. Do you want to see the full animation? Click on the screenshot and watch it on YouTube! Last week, I noticed that Arthur does not perform any logistics activities as from March 10, 2016. The full animation confirms this trend: At first, I see Arthur mostly performing the inbound activities. However, after a while I see that only Tom is receiving smartphones. Let’s discuss this with Marie …
  • 12. 2. The journey through the SmartCoat locations On the right, I visualized the flow of smartphones through the SmartCoat locations. As last week, I mention 2 performance indicators next to each arc. The upper one represents the total duration of all smartphones combined between 2 process steps (activities). This indicator highlights the high-impact locations. The lower one represents the number of unique smartphones that pass this location. Again, the bigger the arcs, the more time the smartphones do stay at this location. Let’s discuss this on the next slide …
  • 13. 2. The journey through the SmartCoat locations I notice that smartphones spent the most time in both warehouse locations (“warehouse uncoated” - 34,3 weeks & “warehouse coated” – 22,5 weeks). I see significant red loops next to these locations. Why? Well … because it is registered when a smartphone enters and leaves the location. As such, multiple activities are performed in these locations resulting in loops. Thanks to these registrations, we can exactly determine the time a smartphone spends in our warehouses!
  • 15. process mining explained by an example © 2016 horsum Ep. 6: interactions 15 Feedback Marie, I have analyzed the interactions amongst your employees and the different locations. This is what specifically caught my attention: Alix is a key person in the process. In prior episodes, I saw that she is the only one who performs coating activities. You should think about foreseeing a back-up in case Alix would be out for a period of time. What happened to Arthur? He has not performed any logistics activities since March 10th, 2016 … Smartphones are significantly longer present in your two warehouse locations (uncoated and coated). I suggest looking into this because on-time delivery is important to your customers. Maybe you can speed-up your logistics process which will increase customer satisfaction. In addition, lowering the time of smartphones in your warehouses will save SmartCoat money. Let’s dive into the details next week… when I will calculate how much the process costs.
  • 16. Ep. 6: interactions 16 Do you want to know how Cédric will analyze the process costs?
  • 17. process mining explained by an example © 2016 horsum Ep. 6: interactions 17www.horsum.be Watch the episode next week!
  • 18. process mining explained by an example © 2016 horsum Ep. 6: interactions 18 Planning April 7th, 2016 April 14th, 2016 April 21st, 2016 April 28th, 2016 May 5th, 2016 May 12th, 2016 May 19th, 2016 May 26th, 2016 Episode 1: introduction Episode 2: process discovery Episode 3: process deviations Episode 4: benchmarking Episode 5: bottlenecks Episode 6: interactions Episode 7: process costs Episode 8: prediction and real-time www.horsum.be
  • 19. process mining explained by an example © 2016 horsum Ep. 6: interactions 19 www.horsum.beOr check our website! www.horsum.be
  • 20. process mining explained by an example © 2016 horsum Ep. 6: interactions 20 Contact us!Questions? www.horsum.be
  • 21. process mining explained by an example © 2016 horsum Ep. 6: interactions 21 Contact us! Dennis Houthoofd Frederik Vervoort T: +32 488 90 41 40 E: dennis.houthoofd@horsum.be T: +32 473 91 05 80 E: frederik.vervoort@horsum.be www.horsum.be
  • 22. process mining explained by an example © 2016 horsum Ep. 6: interactions 22 horsum services Data analyticsFinancial projectsProcess optimization Process miningInternal audit Processes, data, finance and business control Result-driven, pragmatically and customized www.horsum.be