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Mobile Handset Population in
Finland 2005-2011
MoMIE project report
May 15th, 2012




                       Network Economics   Antti Riikonen
                       Research Group      Timo Smura
MoMIE project: Comprehensive view
on mobile service usage
                           MoMIE RESEARCH:
     Handset population
        data collection    • Surveys on handset panel
                           • Handset monitoring
                           • Mobile operator
                             accounting systems
                           • IP traffic measurements
                           • Web analytics




                             Source: Modified from Kivi, 2009




                                                        Slide 2
Data collection: handset population

• Mobile operators’ accounting systems
   – Data from end of Q3, annually 2005–2011
   – Feature information: GfK and public sources

• Represents 80-99% of devices in use in Finnish mobile
  networks (~98% in 2011)
   – Data from DNA, Elisa, and TeliaSonera
   – Includes devices observed at operators’ network
   – Some error due to
       •   No full data on Apple iPhone from 2005-2010 >> available in 2011
       •   Mobile subscriber churn during observation period
       •   Differences in operator-specific data sets
       •   Unidentified devices and missing feature-data of handset models


                                                                              Slide 3
Growth in data terminals continues
                    10
Millions




                                                                            2%
                                                                  2%
                     8                                     2%               19 %                      * Other device types (e.g. desktop
                                                                  13 %                                   phones) excluded from the rest
                                                    1%     8%                      Other/Unknown *       of the analysis. Unknown
Number of devices




                                            2%      5%                                                   devices included in estimation
                     6               8%                                                                  of error margins.
                              2%            2%                                     Data terminal **
                              1%     1%
                                                                                   Handset            ** USB modems, data cards,
                     4                                                                                  tablets, embedded data
                                                           91 %   85 %      79 %                        modules
                                                   94 %
                                            96 %
                              97 %   91 %
                     2



                     0
                              2005   2006   2007   2008    2009   2010      2011

•                        Size of the active device population depends on definition
                          –     Relative shares of handsets and data terminals based on MoMIE measurements
                          –     Here, active device population assumed to equal the total number of subscriptions in
                                Finland, as reported by the operators in public
•                        USB modems major data terminal category
                          –     large scale introduction during fall 2007



                                                                                                                               Slide 4
Fragmentation of handset population

                                               Cumulative share of top handsets
                                   100 %                                                        •   Early signs of slowdown
                                                                                                    in fragmentation visible
                                   80 %                                                              –   Amount of available models
Cumulative share of all handsets




                                                                                                         has remained rather stable
                                                                                                         since 2008
                                                                                         2005
                                   60 %
                                                                                         2006
                                                                                         2007   •   Cumulative share of
                                   40 %                                                  2008        –   Top 1 model
                                                                                         2009              •   14% (2005)
                                                                                         2010              •   3% (2011)
                                   20 %
                                                                                         2011        –   Top 10 models
                                                                                                           •   50% (2005)
                                     0%                                                                    •   24% (2011)
                                           1             10                        100
                                                        Top handset models (log)




                                                                                                                               Slide 5
Top handset models in use in Finland

All mobile handsets:                                                       Smartphones:
                                     Share of all    Change     Packet                                  Share of all    Change
  Rank     Model name                                                       Rank     Model name
                                      handsets      from 2010    data*                                   handsets      from 2010
    1      Nokia 2760                   2,8%                    Yes (2G)    1 (2)    Nokia 5230            2,7%
    2      Nokia 5230                   2,7%                    Yes (3G)    2 (9)    Nokia C5-00           2,1%
    3      Nokia 2730 Classic           2,7%                    Yes (3G)    3 (11)   Apple iPhone 4        2,1%            -
    4      Nokia 3720 Classic           2,6%                    Yes (2G)    4 (15)   Nokia E7-00           1,3%
    5      Nokia 7230                   2,6%                    Yes (3G)    5 (19)   Nokia E52             1,2%
    6      Nokia 3120 Classic           2,4%                    Yes (3G)    6 (21)   Nokia C7-00           1,2%
    7      Nokia 3710 Fold              2,3%                    Yes (3G)    7 (22)   Nokia N8-00           1,2%
    8      Nokia 1100                   2,2%                      No        8 (25)   Apple iPhone 3GS      1,0%            -
    9      Nokia C5-00                  2,1%                    Yes (2G)    9 (26)   Nokia C6-00           0,9%
    10     Nokia 2330 Classic           2,1%                    Yes (2G)   10 (27)   Nokia E75             0,9%
    11     Apple iPhone 4               2,1%            - **    Yes (3G)
    12     Nokia C2-01                  2,0%                    Yes (3G)
    13     Nokia 2720 Fold              2,0%                    Yes (2G)
    14     Samsung GT-S5230             1,3%                    Yes (2G)
    15     Nokia E7-00                  1,3%                    Yes (3G)
* All 2G devices have GPRS/EDGE capability,
 all 3G devices have GPRS/EDGE/WCDM A capability
** No data on Apple iPhone in 2010




                                                                                                                               Slide 6
Nokia dominates handset population

      Mobile handsets by manufacturer 2005-2011

 1%       1%      1%     2%     2%     3%          4%            Others                    •      Others
 5%       3%      2%     1%     1%     0%
                                                   3%            Apple *                             –     HTC 1%
 2%       3%      3%     4%     3%     3%
                                                   0%
                                                                 BenQ/Siemens                        –     ZTE 1%
                                                   2%
 2%       4%      4%     5%     6%     8%                        Sony/Ericsson
                                                   10%
                                                                 Samsung
                                                                                           •      Samsung
                                                                 Nokia
                                                                                                     –     Share growing
                                                                                                     –     > 2/3 of Samsung
                                                                                                           devices with proprietary
                                                                                                           Samsung OS
 90%      88%    89%    88%    89%     86%
                                                   81%
                                                                                           •      Nokia
                                                                                                     –     Decrease of 5% points
                                                                                                     –     Detailed analysis next


 2005     2006   2007   2008   2009   2010        2011
                                                                                                                     * No full data on Apple 2007-2010


                                            No error margins available. Unidentified devices and unidentified manufacturers neglected from the analysis


                                                                                                                                                 Slide 7
Mobile handsets by operating system

 10%    11%    10%    12%    11%    13%
                                              19%   Others
 4%                   0%     1%                     Symbian^3 / Anna/Belle
 2%
 0%
        9%
               8%
                      14%
                                    0%
                                    6%              Others S60 5. ed.
                                                    Symbian
                                                    Others S60 3.ed
                                                                                     • Others 2011:
        3%     7%            17%              OthersSymbian^3 / Anna/Belle
                                               4%   Symbian
               3%     5%            18%
                                               7%   Symbian^3 / Anna/Belle
                                                    Symbian OS 5. ed.
                                                             S60
                                              Symbian^3 / Anna/Belle                           – Mobile phones 10%
        2%            1%     3%                     Symbian S60 5. ed.
                             1%               OthersSymbian S60 3.ed
 32%
               0%
               10%           0%     2%
                                              Symbian S60 5. S80 (+90,UIQ)
                                                              ed.
                                              13% Symbian OS 3.ed
                                                    Symbian S60 40, 6. ed.
                                              Symbian^3 / Series
                                              Symbian S60Anna/Belle
                                              OthersNokia 3.ed
                                                                                               – Smartphones 9%
                      8%
                                                    Symbian OS (+90,UIQ)
                                                    Symbian S80
                                              Symbian S60Anna/Belle5. ed.
                                               1%   Nokia 5. ed.
                                              Symbian^3 / Series 40,
                                                      OS
        34%                  21%    7%              Others S80 (+90,UIQ)
                                                    Symbian
                      14%                             S60 3.ed
                                                    Nokia (+90,UIQ)
                                                           5. ed.     6.
                                              Symbian S80Series 40, 3. ed.
                                                    Symbian^3 / Anna/Belle
                                                    Nokia Series 40, 6. ed.
               31%
                                    23%
                                              14% Nokia Series ed. 5. ed.
                                              Symbian OS 3.ed 40,
                                              Nokia Series 40, 6. 40
                                                      S60
                                                    Symbian S60 40,ed. ed.
                                                                  5.
                                                    Nokia Series 40, 5.
                                                    Nokia Series ed. 3. ed.
                                                      S80 (+90,UIQ)
                                              Nokia Series OS 5.
                                              Symbian OS 40,
                                                                                     • Total shares 2011:
                                                    Symbian S60 40,
                                                                  3.ed
                             12%
                                              Nokia Nokia Series ed. 3. ed.
                                              Symbian S80Series 40
                                                    Nokia 40, 6.
                                                    Series (+90,UIQ)
                                                               3.                              – Symbian 26%
                      23%                           Symbian OS 40
                                                    Nokia Series
                                              20% Nokia OS 5. ed.
                                                           40,
                                              Nokia Series 40 6.
                             15%    8%
                                                    Symbian S80 (+90,UIQ)
                                                    Nokia OS 3. ed.
                                              Nokia OS 40, 5.
                                                    Series
                                                    Nokia Series 40, 6. ed.
                                                                                               – Series 40 45%
 52%                                                       40
                                    9%        Nokia Series 40, 3. ed.
                                               5%
                                                    Nokia Series 40, 5. ed.
        39%                                   Nokia OS 40
                                               6%   Series
               30%                                  Nokia Series 40, 3. ed.
                      23%                     Nokia OS
                             18%                    Nokia Series 40
                                    13%       10% Nokia OS

 2005   2006   2007   2008   2009   2010     2011


                                      No error margins available. Unidentified devices and unidentified operating systems neglected from the analysis


                                                                                                                                              Slide 8
Share of smartphones increasing

•   Smartphone definition:                                                              40%
                                                                                                      Shares of smarpthone operating systems

     –     Possibility to install native
           applications
                                                                                                                                               Others
     –     e.g. Symbian, iOS, Android,                                                                                                  3%
           Windows Phone, Maemo,                                                                                                               iOS
                                                                                        30%
           MeeGo                                                                                                                        5%     Android




                                                            Share out of all handsets
                                                                                                                                 1%

•   Share of smartphones                                                                                                                4%     Symbian^3, Anna, Belle

    from 6% (’05) to 33% (’11)                                                          20%
                                                                                                                                               Symbian 1.-5. ed.

     –     Smartphone share in sales
           ~56% in September 2011
                                                                                                                                 26%
                                                                                                                          22%           22%
                                                                                        10%                        20%
                                                                                                            19%

                                                                                                     13%
     Note:
         - No data on iOS from 2007-2010                                                      6%

         - Nokia Windows Phone not yet                                                  0%
             available in Finland during 2011                                                 2005   2006   2007   2008   2009   2010   2011


                                                No error margins available. Unidentified devices and unidentified operating systems neglected from the analysis


                                                                                                                                                             Slide 9
Nokia Series 40 and Symbian diffusion:
Substitution between OS generations
                               40%                         Nokia Series 40 diffusion
       Share of all handsets   35%
                               30%
                               25%                                                                 Series 40, 1.-2. ed.
                               20%                                                                 Series 40, 3. ed.
                               15%                                                                 Series 40, 5. ed.
                               10%                                                                 Series 40, 6. ed.
                               5%
                               0%
                                     2005   2006   2007        2008     2009     2010     2011

                               20%                             Symbian diffusion
       Share of all handsets




                               15%
                                                                                                        S80 (+90,UIQ)
                                                                                                        S60 1.-2. ed.
                               10%                                                                      S60 3.ed
                                                                                                        S60 5. ed.
                               5%                                                                       ^3 / Anna / Belle



                               0%
                                     2005   2006    2007        2008     2009      2010     2011




                                                                                                                            Slide 10
Diffusion of radio interfaces stable

             Penetration of handset features in Finland 2005-2011 (1)
100%                                                                             •      Many features close
                                                                                        to saturation
80%
                                                                                          –    Low-end
                                                                                               population limits
                                                                                               penetration
60%                                                                                       –    Saturation level
                                                                                               for FM radio?
40%

                                                                                 •      Some features
20%                                                                                     spreading fast
                                                                                          –    Inclusion to mid-
                                                                                               range?
 0%




                      2005   2006   2007   2008   2009   2010   2011

 N = 4-6.5 Millions                                                     Upper and lower error margins presented with




                                                                                                                  Slide 11
Display technologies and input
methods
              Penetration of handset features in Finland 2005-2011 (2)
100%
                                                                                      •   Diffusion of TFT
                                                                                          slowed down
 80%
                                                                                           – Competition between
                                                                                             high-end TFT and
 60%
                                                                                             AMOLED displays


 40%                                                                                  •   Touch screen diffusing
                                                                                          fast
                                                                                           – One of the fastest
 20%
                                                                                             growing features ever
                                                                                           – Also in comparison to
  0%                                                                                         QWERTY
            B/W      CSTN      TFT     AMOLED /    Other   3x4 KEY   QWERTY   TOUCH
          (MSTN)                        SUPER      DISP.
                                       AMOLED      TYPE

                     2005   2006     2007   2008    2009   2010      2011                   3x4 KEY = numeric keypad
                                                                                            QWERTY = QWERTY keyboard
N = 4-6.5 Millions                                                                          TOUCH = Touch screen




                                                                                                                 Slide 12
Forecasting feature diffusion: Logic
Combination of handset sales and installed base data

• Mobile handset sales
  data from GfK
    – Used to calculate the
      share of features in sales
• Unit replacement
  parameters calculated
  using sales and installed
  base data
• Forecast made for share
  of features in future sales
• Model calculates the
  share of features in base



                                                       Slide 13
Forecasting feature diffusion: First results
• Forecasts of feature
  shares in sales based
  on expert opinion
• Features diffuse in
  bundles
   – Certain features found
     together in feature
     phones, other features
     in smartphones
• Diffusion of features
  relatively slow
   – WCDMA will reach
     80% penetration in
     three years, WLAN in
     four




                                               Slide 14
Conclusions

• Typical handset manufactured by Nokia (81%)
   – Other manufacturers begun to gain market share


• Smartphones (33%) and advanced features spread fast
   – With increasing share of handsets possible to consume
     advanced services & content
   – Touch screen diffusing fast, substituting numeric keypad


• Forecasts predict stable growth of key features



                                                                Slide 15
Further information




• Contact:
   – Antti Riikonen, researcher
   – Timo Smura, project manager
   – firstname.lastname (at) aalto.fi

• MoMIE project:
   – Modeling of Mobile Internet Ecosystem
   – http://momie.comnet.aalto.fi/



                                             Slide 16

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Mobile Handset Population in Finland 2005-2011

  • 1. Mobile Handset Population in Finland 2005-2011 MoMIE project report May 15th, 2012 Network Economics Antti Riikonen Research Group Timo Smura
  • 2. MoMIE project: Comprehensive view on mobile service usage MoMIE RESEARCH: Handset population data collection • Surveys on handset panel • Handset monitoring • Mobile operator accounting systems • IP traffic measurements • Web analytics Source: Modified from Kivi, 2009 Slide 2
  • 3. Data collection: handset population • Mobile operators’ accounting systems – Data from end of Q3, annually 2005–2011 – Feature information: GfK and public sources • Represents 80-99% of devices in use in Finnish mobile networks (~98% in 2011) – Data from DNA, Elisa, and TeliaSonera – Includes devices observed at operators’ network – Some error due to • No full data on Apple iPhone from 2005-2010 >> available in 2011 • Mobile subscriber churn during observation period • Differences in operator-specific data sets • Unidentified devices and missing feature-data of handset models Slide 3
  • 4. Growth in data terminals continues 10 Millions 2% 2% 8 2% 19 % * Other device types (e.g. desktop 13 % phones) excluded from the rest 1% 8% Other/Unknown * of the analysis. Unknown Number of devices 2% 5% devices included in estimation 6 8% of error margins. 2% 2% Data terminal ** 1% 1% Handset ** USB modems, data cards, 4 tablets, embedded data 91 % 85 % 79 % modules 94 % 96 % 97 % 91 % 2 0 2005 2006 2007 2008 2009 2010 2011 • Size of the active device population depends on definition – Relative shares of handsets and data terminals based on MoMIE measurements – Here, active device population assumed to equal the total number of subscriptions in Finland, as reported by the operators in public • USB modems major data terminal category – large scale introduction during fall 2007 Slide 4
  • 5. Fragmentation of handset population Cumulative share of top handsets 100 % • Early signs of slowdown in fragmentation visible 80 % – Amount of available models Cumulative share of all handsets has remained rather stable since 2008 2005 60 % 2006 2007 • Cumulative share of 40 % 2008 – Top 1 model 2009 • 14% (2005) 2010 • 3% (2011) 20 % 2011 – Top 10 models • 50% (2005) 0% • 24% (2011) 1 10 100 Top handset models (log) Slide 5
  • 6. Top handset models in use in Finland All mobile handsets: Smartphones: Share of all Change Packet Share of all Change Rank Model name Rank Model name handsets from 2010 data* handsets from 2010 1 Nokia 2760 2,8% Yes (2G) 1 (2) Nokia 5230 2,7% 2 Nokia 5230 2,7% Yes (3G) 2 (9) Nokia C5-00 2,1% 3 Nokia 2730 Classic 2,7% Yes (3G) 3 (11) Apple iPhone 4 2,1% - 4 Nokia 3720 Classic 2,6% Yes (2G) 4 (15) Nokia E7-00 1,3% 5 Nokia 7230 2,6% Yes (3G) 5 (19) Nokia E52 1,2% 6 Nokia 3120 Classic 2,4% Yes (3G) 6 (21) Nokia C7-00 1,2% 7 Nokia 3710 Fold 2,3% Yes (3G) 7 (22) Nokia N8-00 1,2% 8 Nokia 1100 2,2% No 8 (25) Apple iPhone 3GS 1,0% - 9 Nokia C5-00 2,1% Yes (2G) 9 (26) Nokia C6-00 0,9% 10 Nokia 2330 Classic 2,1% Yes (2G) 10 (27) Nokia E75 0,9% 11 Apple iPhone 4 2,1% - ** Yes (3G) 12 Nokia C2-01 2,0% Yes (3G) 13 Nokia 2720 Fold 2,0% Yes (2G) 14 Samsung GT-S5230 1,3% Yes (2G) 15 Nokia E7-00 1,3% Yes (3G) * All 2G devices have GPRS/EDGE capability, all 3G devices have GPRS/EDGE/WCDM A capability ** No data on Apple iPhone in 2010 Slide 6
  • 7. Nokia dominates handset population Mobile handsets by manufacturer 2005-2011 1% 1% 1% 2% 2% 3% 4% Others • Others 5% 3% 2% 1% 1% 0% 3% Apple * – HTC 1% 2% 3% 3% 4% 3% 3% 0% BenQ/Siemens – ZTE 1% 2% 2% 4% 4% 5% 6% 8% Sony/Ericsson 10% Samsung • Samsung Nokia – Share growing – > 2/3 of Samsung devices with proprietary Samsung OS 90% 88% 89% 88% 89% 86% 81% • Nokia – Decrease of 5% points – Detailed analysis next 2005 2006 2007 2008 2009 2010 2011 * No full data on Apple 2007-2010 No error margins available. Unidentified devices and unidentified manufacturers neglected from the analysis Slide 7
  • 8. Mobile handsets by operating system 10% 11% 10% 12% 11% 13% 19% Others 4% 0% 1% Symbian^3 / Anna/Belle 2% 0% 9% 8% 14% 0% 6% Others S60 5. ed. Symbian Others S60 3.ed • Others 2011: 3% 7% 17% OthersSymbian^3 / Anna/Belle 4% Symbian 3% 5% 18% 7% Symbian^3 / Anna/Belle Symbian OS 5. ed. S60 Symbian^3 / Anna/Belle – Mobile phones 10% 2% 1% 3% Symbian S60 5. ed. 1% OthersSymbian S60 3.ed 32% 0% 10% 0% 2% Symbian S60 5. S80 (+90,UIQ) ed. 13% Symbian OS 3.ed Symbian S60 40, 6. ed. Symbian^3 / Series Symbian S60Anna/Belle OthersNokia 3.ed – Smartphones 9% 8% Symbian OS (+90,UIQ) Symbian S80 Symbian S60Anna/Belle5. ed. 1% Nokia 5. ed. Symbian^3 / Series 40, OS 34% 21% 7% Others S80 (+90,UIQ) Symbian 14% S60 3.ed Nokia (+90,UIQ) 5. ed. 6. Symbian S80Series 40, 3. ed. Symbian^3 / Anna/Belle Nokia Series 40, 6. ed. 31% 23% 14% Nokia Series ed. 5. ed. Symbian OS 3.ed 40, Nokia Series 40, 6. 40 S60 Symbian S60 40,ed. ed. 5. Nokia Series 40, 5. Nokia Series ed. 3. ed. S80 (+90,UIQ) Nokia Series OS 5. Symbian OS 40, • Total shares 2011: Symbian S60 40, 3.ed 12% Nokia Nokia Series ed. 3. ed. Symbian S80Series 40 Nokia 40, 6. Series (+90,UIQ) 3. – Symbian 26% 23% Symbian OS 40 Nokia Series 20% Nokia OS 5. ed. 40, Nokia Series 40 6. 15% 8% Symbian S80 (+90,UIQ) Nokia OS 3. ed. Nokia OS 40, 5. Series Nokia Series 40, 6. ed. – Series 40 45% 52% 40 9% Nokia Series 40, 3. ed. 5% Nokia Series 40, 5. ed. 39% Nokia OS 40 6% Series 30% Nokia Series 40, 3. ed. 23% Nokia OS 18% Nokia Series 40 13% 10% Nokia OS 2005 2006 2007 2008 2009 2010 2011 No error margins available. Unidentified devices and unidentified operating systems neglected from the analysis Slide 8
  • 9. Share of smartphones increasing • Smartphone definition: 40% Shares of smarpthone operating systems – Possibility to install native applications Others – e.g. Symbian, iOS, Android, 3% Windows Phone, Maemo, iOS 30% MeeGo 5% Android Share out of all handsets 1% • Share of smartphones 4% Symbian^3, Anna, Belle from 6% (’05) to 33% (’11) 20% Symbian 1.-5. ed. – Smartphone share in sales ~56% in September 2011 26% 22% 22% 10% 20% 19% 13% Note: - No data on iOS from 2007-2010 6% - Nokia Windows Phone not yet 0% available in Finland during 2011 2005 2006 2007 2008 2009 2010 2011 No error margins available. Unidentified devices and unidentified operating systems neglected from the analysis Slide 9
  • 10. Nokia Series 40 and Symbian diffusion: Substitution between OS generations 40% Nokia Series 40 diffusion Share of all handsets 35% 30% 25% Series 40, 1.-2. ed. 20% Series 40, 3. ed. 15% Series 40, 5. ed. 10% Series 40, 6. ed. 5% 0% 2005 2006 2007 2008 2009 2010 2011 20% Symbian diffusion Share of all handsets 15% S80 (+90,UIQ) S60 1.-2. ed. 10% S60 3.ed S60 5. ed. 5% ^3 / Anna / Belle 0% 2005 2006 2007 2008 2009 2010 2011 Slide 10
  • 11. Diffusion of radio interfaces stable Penetration of handset features in Finland 2005-2011 (1) 100% • Many features close to saturation 80% – Low-end population limits penetration 60% – Saturation level for FM radio? 40% • Some features 20% spreading fast – Inclusion to mid- range? 0% 2005 2006 2007 2008 2009 2010 2011 N = 4-6.5 Millions Upper and lower error margins presented with Slide 11
  • 12. Display technologies and input methods Penetration of handset features in Finland 2005-2011 (2) 100% • Diffusion of TFT slowed down 80% – Competition between high-end TFT and 60% AMOLED displays 40% • Touch screen diffusing fast – One of the fastest 20% growing features ever – Also in comparison to 0% QWERTY B/W CSTN TFT AMOLED / Other 3x4 KEY QWERTY TOUCH (MSTN) SUPER DISP. AMOLED TYPE 2005 2006 2007 2008 2009 2010 2011 3x4 KEY = numeric keypad QWERTY = QWERTY keyboard N = 4-6.5 Millions TOUCH = Touch screen Slide 12
  • 13. Forecasting feature diffusion: Logic Combination of handset sales and installed base data • Mobile handset sales data from GfK – Used to calculate the share of features in sales • Unit replacement parameters calculated using sales and installed base data • Forecast made for share of features in future sales • Model calculates the share of features in base Slide 13
  • 14. Forecasting feature diffusion: First results • Forecasts of feature shares in sales based on expert opinion • Features diffuse in bundles – Certain features found together in feature phones, other features in smartphones • Diffusion of features relatively slow – WCDMA will reach 80% penetration in three years, WLAN in four Slide 14
  • 15. Conclusions • Typical handset manufactured by Nokia (81%) – Other manufacturers begun to gain market share • Smartphones (33%) and advanced features spread fast – With increasing share of handsets possible to consume advanced services & content – Touch screen diffusing fast, substituting numeric keypad • Forecasts predict stable growth of key features Slide 15
  • 16. Further information • Contact: – Antti Riikonen, researcher – Timo Smura, project manager – firstname.lastname (at) aalto.fi • MoMIE project: – Modeling of Mobile Internet Ecosystem – http://momie.comnet.aalto.fi/ Slide 16