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Analysing Corporate
Performance with
Systems Dynamics
Illustrated with a PayTV Case Study
Daniel Jarosch
Case: Premiere is struggling to reach its targets in
subscriber numbers
0
5
10
15
20
25
1991 1992 1993 1994 1995 1996 1997 1998 1999 2000
Premiere World (Digital)
DF-1
Premiere World (Analog)
Quelle: PricewaterhouseCoopers Research
Subscriber
(x100.000)
Pay-TV Subscriber in Germany
Map
Since 1991, Premiere tries to launch Pay TV to the German Market. For the last 5 years the
subscriber growth has been stagnating. Premiere has been struggling since to gain a critical
subscriber mass in Germany.
1998-2000
ØGR = 5%
•  Germany has a large number of free to air
channels, making it hard for Pay-TV to
create value through content alone.
•  The number one sport, the soccer
Bundesliga, can not be shown on PayTV
exclusively.
•  Premiere‘s pricing models for its content and
set-top-box habe not been accepted by the
market.
•  PayTV could not yet utilise the benifits of
digital television, such as VoD, interaction
and additional services.
•  The required set top box (manufactured by
Premiere) had a low technical standard.
Common hypotheses for the slow pick
up of Pay TV in Germany
Past Resource Combinations are determining
current Corporate Performance
•  Resource combinations are networks of
internal/external and tangible/intangible
resources
•  These resources determine the
corporate performance with a time lag.
•  Resource networks are characterised by
interaction and permanent change.
•  Already a small number of interacting
resources lead to dynamic complexity
•  To understand the impact of past, current
and future resource combinations on
corporate performance, management
decision making needs a tool that can
address dynamic complex problems
Dynamic Complexity of
Resource Combinations
Revenue
time
Customers
Capacity
Staff
Products
Customers
Capacity
Staff
Products
today
Resource Cluster
2 years ago
Current
Resource Cluster
System Dynamics models resource systems
System Dynamics models dynamic complex resource systems as a causal network of ‘stocks’ and ‘flows’.
(See illustration below).
Management can only change stocks by managing the in- and outflows.
Price
€1000
Staff
Capacity
‘000/month
Months
Months
0 12 24
50
150
200
100
Customers
0 12 24
50
150
200
100
Months
0 12 24
2
4
6
Sales
‘000/month
2
4
6
8
Revenue
€m/month
4
6
8
Cost of goods
€m/month
2
4
6
Staff costs
€m/month
0.5
1.0
1.5
1.0
Earnings
€m/month
Months
0 12 24
0.5
1.5
0.2
0.4
Marketing
€m/month
Customers
won/month
Change
capacity
Net hiring
per month
+ 1
+ 2
0
5
- 5
10
15
5
10
15
20
Customers
lost/month
5
10
15
Simplified System Dynamics Model of the subscriber flows
of a PayTV operator
Potential Subscribers
Premiere Trial
Subscribers
Premiere Subscribers
new premiere trial
subscriber
new premiere
subscriber
churned trial
subscriber
churned subscriber
Lost Subscribers
Potential Subscriber
40 M
35 M
30 M
25 M
20 M
0 12 24 36 48 60 72 84 96 108 120 132 144 156
Time (Month)
Potential Subscriber : Current people
Potential Subscriber : C:Documents and SettingsDaniel JaroschMy Documents+DANIEL# Dissertation# PhDVensim ModelsThesis Master ModelCurrentpeople
Premiere Trial Subscriber
800,000
600,000
400,000
200,000
0
0 12 24 36 48 60 72 84 96 108 120 132 144 156
Time (Month)
Premiere Trial Subscriber : Current people
Premiere Trial Subscriber : C:Documents and SettingsDaniel JaroschMy Documents+DANIEL# Dissertation# PhDVensim ModelsThesis Master ModelCurrentpeople
Premiere Subscriber
4 M
3 M
2 M
1 M
0
0 12 24 36 48 60 72 84 96 108 120 132 144 156
Time (Month)
Premiere Subscriber : Current people
Premiere Subscriber : C:Documents and SettingsDaniel JaroschMy Documents+DANIEL# Dissertation# PhDVensim ModelsThesis Master ModelCurrentpeople
new premiere subscriber
60,000
45,000
30,000
15,000
0
0 12 24 36 48 60 72 84 96 108 120 132 144 156
Time (Month)
new premiere subscriber : Current people/Month
new premiere subscriber : C:Documents and SettingsDaniel JaroschMy Documents+DANIEL# Dissertation# PhDVensim ModelsThesis Master ModelCurrentpeople/Month
new premiere trial subscriber
400,000
300,000
200,000
100,000
0
0 12 24 36 48 60 72 84 96 108 120 132 144 156
Time (Month)
new premiere trial subscriber : Current people/Month
new premiere trial subscriber : C:Documents and SettingsDaniel JaroschMy Documents+DANIEL# Dissertation# PhDVensim ModelsThesis Master ModelCurrentpeople/Month
churned subscriber
60,000
45,000
30,000
15,000
0
0 12 24 36 48 60 72 84 96 108 120 132 144 156
Time (Month)
churned subscriber : Current people/Month
churned subscriber : C:Documents and SettingsDaniel JaroschMy Documents+DANIEL# Dissertation# PhDVensim ModelsThesis Master ModelCurrentpeople/Month
churned trial subscriber
200,000
150,000
100,000
50,000
0
0 12 24 36 48 60 72 84 96 108 120 132 144 156
Time (Month)
churned trial subscriber : Current people/Month
churned trial subscriber : C:Documents and SettingsDaniel JaroschMy Documents+DANIEL# Dissertation# PhDVensim ModelsThesis Master ModelCurrentpeople/Month
System Dynamics simulates the behaviour of alternative
resource systems over time.
100
Abonnenten : NSE
Abonnenten : NSE lower churn
Abonnenten : SE
Subscriber
4 M
3 M
2 M
1 M
0
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75 80 85 90 95
Time (Month)
Subscriber
•  The following scenarios have been simulated:
•  Status Quo(NSE), i.e. Doing nothing
•  Investing in Customer Acquisition (SE)
In Period 25 the Pay TV operator invested
in a marketing campain and increased the
‚inflow‘ of new subscriber.
•  Investing in Customer Retention (NSE
lower churn)
In Period 25 the Pay TV operator invested
in improving its customer relationship
management processes. The ‚outflow‘ of
current customers was decreased.
•  The simulation shows that both alternatives
increase the subscriber numbers.
•  SE leads to a higher subscriber number in the
short term. However, in period 52 NSE lower
churn surpasses the strategic alternative SE.
.
Summary of the Simulation
Nur zur Illustration
System Dynamics facilitates the analysis of the
simulation results
Subscriptions
4 M
3 M
2 M
1 M
0
new premiere subscriptions
600,000
450,000
300,000
150,000
0
churn
100,000
75,000
50,000
25,000
0
0 25 50 75 100
Time (Month)
•  The improvement of the customer
relationship processes leads to a higher
average customer life time of the whole
existing subscriber base.
•  While the inflow to premiere subscriptions
stays the same, the outflow decreases
leading to a sustainable higher subscriber
base in all following periods.
•  Alternative SE only leads to higher new
subscriptions (the inflow) only temporarily.
But as the subscribers cancel their
subscriptiosn after the original time span,
the churn numbers will increase after a
certain time lag. After 100 periods this
alternative will result in the same
subscriber numbers as the alternative to do
nothing.
•  At this stage alternative NSW lower churn
is to prefer. However, further simulations
have to assess if a combination of the two
alternative could lead to better results.
Interpretation
NSE
NSE lower churn
SE
Nur zur Illustration

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Analysing corporate performance with system dynamics

  • 1. Analysing Corporate Performance with Systems Dynamics Illustrated with a PayTV Case Study Daniel Jarosch
  • 2. Case: Premiere is struggling to reach its targets in subscriber numbers 0 5 10 15 20 25 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000 Premiere World (Digital) DF-1 Premiere World (Analog) Quelle: PricewaterhouseCoopers Research Subscriber (x100.000) Pay-TV Subscriber in Germany Map Since 1991, Premiere tries to launch Pay TV to the German Market. For the last 5 years the subscriber growth has been stagnating. Premiere has been struggling since to gain a critical subscriber mass in Germany. 1998-2000 ØGR = 5% •  Germany has a large number of free to air channels, making it hard for Pay-TV to create value through content alone. •  The number one sport, the soccer Bundesliga, can not be shown on PayTV exclusively. •  Premiere‘s pricing models for its content and set-top-box habe not been accepted by the market. •  PayTV could not yet utilise the benifits of digital television, such as VoD, interaction and additional services. •  The required set top box (manufactured by Premiere) had a low technical standard. Common hypotheses for the slow pick up of Pay TV in Germany
  • 3. Past Resource Combinations are determining current Corporate Performance •  Resource combinations are networks of internal/external and tangible/intangible resources •  These resources determine the corporate performance with a time lag. •  Resource networks are characterised by interaction and permanent change. •  Already a small number of interacting resources lead to dynamic complexity •  To understand the impact of past, current and future resource combinations on corporate performance, management decision making needs a tool that can address dynamic complex problems Dynamic Complexity of Resource Combinations Revenue time Customers Capacity Staff Products Customers Capacity Staff Products today Resource Cluster 2 years ago Current Resource Cluster
  • 4. System Dynamics models resource systems System Dynamics models dynamic complex resource systems as a causal network of ‘stocks’ and ‘flows’. (See illustration below). Management can only change stocks by managing the in- and outflows. Price €1000 Staff Capacity ‘000/month Months Months 0 12 24 50 150 200 100 Customers 0 12 24 50 150 200 100 Months 0 12 24 2 4 6 Sales ‘000/month 2 4 6 8 Revenue €m/month 4 6 8 Cost of goods €m/month 2 4 6 Staff costs €m/month 0.5 1.0 1.5 1.0 Earnings €m/month Months 0 12 24 0.5 1.5 0.2 0.4 Marketing €m/month Customers won/month Change capacity Net hiring per month + 1 + 2 0 5 - 5 10 15 5 10 15 20 Customers lost/month 5 10 15
  • 5. Simplified System Dynamics Model of the subscriber flows of a PayTV operator Potential Subscribers Premiere Trial Subscribers Premiere Subscribers new premiere trial subscriber new premiere subscriber churned trial subscriber churned subscriber Lost Subscribers Potential Subscriber 40 M 35 M 30 M 25 M 20 M 0 12 24 36 48 60 72 84 96 108 120 132 144 156 Time (Month) Potential Subscriber : Current people Potential Subscriber : C:Documents and SettingsDaniel JaroschMy Documents+DANIEL# Dissertation# PhDVensim ModelsThesis Master ModelCurrentpeople Premiere Trial Subscriber 800,000 600,000 400,000 200,000 0 0 12 24 36 48 60 72 84 96 108 120 132 144 156 Time (Month) Premiere Trial Subscriber : Current people Premiere Trial Subscriber : C:Documents and SettingsDaniel JaroschMy Documents+DANIEL# Dissertation# PhDVensim ModelsThesis Master ModelCurrentpeople Premiere Subscriber 4 M 3 M 2 M 1 M 0 0 12 24 36 48 60 72 84 96 108 120 132 144 156 Time (Month) Premiere Subscriber : Current people Premiere Subscriber : C:Documents and SettingsDaniel JaroschMy Documents+DANIEL# Dissertation# PhDVensim ModelsThesis Master ModelCurrentpeople new premiere subscriber 60,000 45,000 30,000 15,000 0 0 12 24 36 48 60 72 84 96 108 120 132 144 156 Time (Month) new premiere subscriber : Current people/Month new premiere subscriber : C:Documents and SettingsDaniel JaroschMy Documents+DANIEL# Dissertation# PhDVensim ModelsThesis Master ModelCurrentpeople/Month new premiere trial subscriber 400,000 300,000 200,000 100,000 0 0 12 24 36 48 60 72 84 96 108 120 132 144 156 Time (Month) new premiere trial subscriber : Current people/Month new premiere trial subscriber : C:Documents and SettingsDaniel JaroschMy Documents+DANIEL# Dissertation# PhDVensim ModelsThesis Master ModelCurrentpeople/Month churned subscriber 60,000 45,000 30,000 15,000 0 0 12 24 36 48 60 72 84 96 108 120 132 144 156 Time (Month) churned subscriber : Current people/Month churned subscriber : C:Documents and SettingsDaniel JaroschMy Documents+DANIEL# Dissertation# PhDVensim ModelsThesis Master ModelCurrentpeople/Month churned trial subscriber 200,000 150,000 100,000 50,000 0 0 12 24 36 48 60 72 84 96 108 120 132 144 156 Time (Month) churned trial subscriber : Current people/Month churned trial subscriber : C:Documents and SettingsDaniel JaroschMy Documents+DANIEL# Dissertation# PhDVensim ModelsThesis Master ModelCurrentpeople/Month
  • 6. System Dynamics simulates the behaviour of alternative resource systems over time. 100 Abonnenten : NSE Abonnenten : NSE lower churn Abonnenten : SE Subscriber 4 M 3 M 2 M 1 M 0 0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75 80 85 90 95 Time (Month) Subscriber •  The following scenarios have been simulated: •  Status Quo(NSE), i.e. Doing nothing •  Investing in Customer Acquisition (SE) In Period 25 the Pay TV operator invested in a marketing campain and increased the ‚inflow‘ of new subscriber. •  Investing in Customer Retention (NSE lower churn) In Period 25 the Pay TV operator invested in improving its customer relationship management processes. The ‚outflow‘ of current customers was decreased. •  The simulation shows that both alternatives increase the subscriber numbers. •  SE leads to a higher subscriber number in the short term. However, in period 52 NSE lower churn surpasses the strategic alternative SE. . Summary of the Simulation Nur zur Illustration
  • 7. System Dynamics facilitates the analysis of the simulation results Subscriptions 4 M 3 M 2 M 1 M 0 new premiere subscriptions 600,000 450,000 300,000 150,000 0 churn 100,000 75,000 50,000 25,000 0 0 25 50 75 100 Time (Month) •  The improvement of the customer relationship processes leads to a higher average customer life time of the whole existing subscriber base. •  While the inflow to premiere subscriptions stays the same, the outflow decreases leading to a sustainable higher subscriber base in all following periods. •  Alternative SE only leads to higher new subscriptions (the inflow) only temporarily. But as the subscribers cancel their subscriptiosn after the original time span, the churn numbers will increase after a certain time lag. After 100 periods this alternative will result in the same subscriber numbers as the alternative to do nothing. •  At this stage alternative NSW lower churn is to prefer. However, further simulations have to assess if a combination of the two alternative could lead to better results. Interpretation NSE NSE lower churn SE Nur zur Illustration