mobile traffic forecast
DESCRIPTION
A study on how to forecast the mobile trafficTRANSCRIPT
7/18/2019 Mobile Traffic Forecast
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Long-Term Mobile Broadband Traffic andSubscription Forecasts
Kjell Stordahl
The 31th International
Symposium on Forecasting
Prague, 26-29 June, 2010
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Outline
• Long-term mobile broadband traffic forecasts for
Western Europe
• Traffic drivers
• Limited data, short time series
• Available statistics
• Traffic truncation because of limited capacity
• Forecasting approach
• Conclusions
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Mobile broadband traffic
forecasting. Why?
• The forecasts are crucial for:
- dimensioning
- planning
- investment strategies- rollout of MBB networks
- revenue and business case analysis
- establishing bid strategies for new mobile
spectrums• The forecast are crucial especially because the
radio part of the investments is extremely heavy
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Mobile broadband:
Drivers for traffic evolution
•
Increased number of mobile devices, Mediaplayer,Ebook, Game consol, iPhone and other Smartphones,
Tablets, Notebook
• Increased traffic from mobile devices
- application usage- video
- file sharing
• Larger screens
• Higher speed
• New habits, social networks, ---
4
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Mobile broadband and the data traffic
Type of data traffic
• Large screen contracts
(Laptop, Tablets, Notebook - )
• Small screen with exclusive data contracts
(Smartphone, Feature phone, - )
• Small screen voice and data contracts
(Smartphone, Feature phone, - )
• Pay as you go data traffic without contracts
(All devices)
• Home gateway and hotspots
• M2M (Machine to Machine) data contracts
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Mobile broadband traffic forecasts
The mobile broadband traffic forecasts are calculatedbased on the evolution of:
- Number of MBB subscribers
- Traffic per MBB subscriber
The mobile broadband traffic forecast is expressed as:
Forecasts of number of MBB subscriptions
Multiplied by
Forecasts of traffic per subscription
The traffic forecasts are either traffic in GB per month
or traffic in Kbps in the busy hour per subscription
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Mobile broadband penetration
2006 – 2009, Western European countries.
Copyright: Informa UK limited
0 %
5 %
10 %
15 %
20 %
25 %
Q3
2006
Q4
2006
Q1
2007
Q2
2007
Q3
2007
Q4
2007
Q1
2008
Q2
2008
Q3
2008
Q4
2008
Q1
2009
Q2
2009
Q3
2009
Q4
2009
Finland
Sweden
Portugal
Austria
DenmarkSwitzerland
Spain
UK
Ireland
Norway
ItalyGermany
France
Netherlands
Belgium
Greece
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Diffusion models for long-term mobile
broadband subscription forecasts
Logistic four parameters model:
Yt = M/(1 + e + t
)g
Yt is the accumulated demand at time t
M the saturation level
a level parameter
b, g growth parameters.
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Mobile broadband - Large screen -
saturation level for Western Europe
MBB saturation
consumer market and
business market
PopulationOrdinarymobile
ShareMBB
PotentialMBB
PotentialMBB
Inhabitants 406.000.000 85 % 40 % 34,0 % 138.040.000
Employees 187.000.000 60 % 50 % 30,0 % 56.100.000
Total/mean 593.000.000 77% 43,2 % 32,7 % 194.140.000
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Mobile broadband penetration
2006 – 2009, Western European countries.
Copyright: Informa UK limited
0 %
5 %
10 %
15 %
20 %
25 %
Q3
2006
Q4
2006
Q1
2007
Q2
2007
Q3
2007
Q4
2007
Q1
2008
Q2
2008
Q3
2008
Q4
2008
Q1
2009
Q2
2009
Q3
2009
Q4
2009
Finland
Sweden
Portugal
Austria
DenmarkSwitzerland
Spain
UK
Ireland
Norway
ItalyGermany
France
Netherlands
Belgium
Greece
Mean value
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Mobile broadband penetration consumer
market and business market 2006 – 2009
Mobile broadband market saturation
Market Saturation
Consumer 34 %
Business 30 %
Separate forecasting models for
the consumer and business market
Input to the forecasting models:
Per inhabitants
Per employees
Market 2006 2007 2008 2009
Consumer 0,1 % 0,7 % 2,4 % 4,1 %
Business 0,6 % 2,3 % 4,5 % 6,4 %
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Large screen penetration and subscription
forecasts for Western Europe, consumer
and business market
The forecasts are developed for a
Western Europe with 406 mill
inhabitants and 187 mill employees.
The MBB consumer and business
penetrations are calculated based onthese numbers
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Large and small screen penetration
forecasts consumer and business market
The MBB penetration forecasts are
separated in large and small screen
subscriptions.
Here, it is assumed that small
screen contracts in the markets were
introduced in 2009.
Telenor introduced Small
screen contracts in 2009 and
reached roughly the same thesame penetration as Large
screeen in the middle of
2011in both markets
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Large screen GB per month per
subscription Telenor’s network
Consumer and Business market
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Tools for traffic reduction
• Subscription contracts limited to a maximum traffic volume
per month (Could be 5 GB or 10 GB)
• Traffic priority on different subscription types and vice
versa
• Automatic procedures for speed reductions for customers
who have exceeded the monthly traffic volume limits
• No speed guarantee
•
AT&T has dropped the flat rate principle and chargeaccording to the usage
• The reason:
Too expensive capacity upgrades
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16
Basic
2G/3G
HSPA
14.4
HSPA
10.8HSPA
7.2
HSPA
3.6
HSPA
1.8
HSPA
20
HSPA
28
HSPA
80
LTE
HSPA
160
HSPA
42
Capacity
Technology
developmentBasicHSPA
New coding/antennas
Channelcombining
Channel
combining
2x4x
Technology
leap
MIMO
64-QAM
Both
SW Upgrades
HW + SW Upgrades
MBB system upgrades – sectors capacities
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Monthly traffic in GB per subscription,
Scandinavian market
Market 2007 2008 2009
Consumer 1,04 2,08 2,29
Business 0,35 0,58 0,71
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Traffic forecast in busy hour in Gbps
for the Large screen, small screen and
Pay as you go market
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Traffic forecast in busy hour in Gbps
for the Consumer and business market
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Total MBB traffic increase in busy hour
Increase relative to
the traffic level at the
end of year 2009
Yearly traffic increase
in % relative to last
year
Year Increase I
2009 100 %
2010 220 %
2011 417 %
2012 689 %2013 1044 %
2014 1453 %
2015 1907 %
Year Increase II
2009 125 %
2010 120 %
2011 89 %
2012 65 %2013 52 %
2014 39 %
2015 31 %
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Conclusions
• The long-term traffic forecasts are crucial for MBB network planning,
dimensioning, investments and rollout
• Independent forecasting models based on number of inhabitants and
number of employees are developed and used for the MBB
penetration forecasts
• For the moment different strategies are used to reduce the MBB busy
hour traffic significantly
• The reason is too expensive investments in the radio part of the MBB
network
•The forecasts take into account continuous upgrading of capacitythrough (speed increase, frequencies, antenna sectors, LTE --)
• The forecasts indicate 1900% higher MBB traffic in 2015 compared
with 2009 for a medium size Western European country