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モバイルデータのオフロードとオンロード:Wi-Fi、スモールセル、ネットワーク戦略 2016-2021年

Mobile Data Offload & Onload

Wi-Fi, Small Cell & Network Strategies 2016-2021

 

出版社 出版年月電子媒体価格
Juniper Research
ジュニパーリサーチ社
2016年12月GBP2,990
Full Rearch Suite

サマリー

この調査レポートは、世界のモバイルオフロードとWi-Fi市場を調査し、データ通信の利用動向やモバイル事業者の戦略、2021年までの予測などを掲載しています。

主な掲載内容

市場動向&競争環境版 - Market Trends & Competitive Landscape 2016-2021

  • データオフロードとオンロード比較
  • 業界全体と選択毎の動向分析
  • Wi-Fiとスモールセル技術動向の詳細調査
  • キャリアグレードWi-Fiとホットスポット事業者の市場機会
  • モバイルネットワーク事業者(MNO)の課題と機会
  • ベンダ分析:将来性評価と市場の位置付け
  • 主要関連企業情報とケーススタディ

市場規模&予測版 - Market Sizing & Forecasts 2016-2021

  • データ利用総計:固定線、M2M、モバイル機器
  • データ利用総計:用途、コンテンツタイプ
  • セルラー網経由でのモバイルデータトラフィック総計
  • オフロードされたモバイルデータのトラフィック総計
  • スモールセルとWi-Fi経由でオフロードされたデータ
  • Wi-Fi網経由のデータトラフィック総計
  • スモールセル網経由のデータトラフィック総計
  • セルラー網へオンロードされたモバイルデータトラフィック総計

完全版 - Full Research Suite

  • エグゼクティブサマリー(PDT)
  • 市場動向&競争環境版(PDF&Excel)
  • 市場規模&予測版(PDF)

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デバイスタイプ別のデータトラフィック

  • スマートフォン
  • タブレット
  • フューチャーフォン
  • M2M & セルラー接続対応ウェアラブル
  • ノートパソコン
  • eReaders

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Overview

Juniper’s Data Offload & Onload research provides a unique and complete picture of current and future data migration models. We assess migration from mobile to fixed (data offload), as well as from fixed to mobile (data onload), providing a clear and full picture of data traffic growth and its impact.
Juniper’s market leading research provides valuable insight into the multifaceted offload value chain and delivers an in-depth appraisal of the growing demand for mobile data and offload solutions.
This research suite includes:

  • Market Trends & Competitive Landscape (PDF)
  • 5 Year Market Sizing & Forecast (PDF & Excel)
  • Executive Summary & Core Findings (PDF)

Key Features

  • Network Challenge Assessment: Provides an in-depth evaluation of the challenges confronting MNOs, and examines the strategies which are being embraced by the mobile operators and how this has changed over the past 12 months.  
  • Trends Analysis: Highlights the advancement of Wi-Fi and the Small Cell market for data offload.
  • Interviews with leading players across the value chain, including:
    • Amdocs
    • Aptilo Networks
    • AT&T
    • Fon
    • iPass
    • Qualcomm
    • Wireless Broadband Association
    • XCellAir
  • Juniper Leaderboard: Key player capability and capacity assessment, together with our Leaderboard positioning matrix.
  • Benchmark Industry Forecasts: Provided for the size and growth of mobile data traffic, offloaded data traffic and onloaded data traffic.
  • Movers & Shakers’ Review: We highlight and profile key industry executives influencing and driving the data offload market.

Key Questions

  1. What strategies have operators developed to deal with network congestion? What are the key challenges to overcome?
  2. How will M2M data usage across key verticals increase over the next 5 years?
  3. How much data traffic will be onloaded to the network?
  4. What are the different offload business models adopted by operators and service providers?
  5. What is the current and future market in terms of data offloading?

Companies Referenced

Interviewed: Amdocs, Aptilo Networks, AT&T, Fon, iPass, Qualcomm, WBA (Wireless Broadband Alliance), XCellAir.


Profiled: Amdocs, Aptilo Networks, Boingo Wireless, Cisco Systems, Devicescape, Ericsson, Fon, iBwave, iPass, Qualcomm, Ruckus Wireless (Brocade), XCellAir,


Case Studied: AT&T, WBA (Wireless Broadband Alliance).


Mentioned: 

Accor SA, CAN, Actix, Adobe Digital Index, Alcatel-Lucent, America Movil, Arqiva, Arris, Aruba, Aster, Atomico, Atos, Axtel, Batelco, BelAir Networks, Bell, Benu Networks, Bezeq, Bright House Networks, Broadhop, BSNL, BT, C&W, CableLabs, Cablevision, Celcite, China Telecom, CNT, Cobra Telematics, Comcast, CommScope, Corning, COSMOTE, Deutsche Telekom, EE, Facebook, Flash Wireless, Free Mobile, FreedomPop, Global Reach, GM (General Motors), Gogo, Google, GSA, HP, Hughes Network Systems, Inmarsat, Intel, InterDigital, Intucell, Jazztel, Katoen Natie, Kawasaki Motors, KDDI, Korea Telecom, KPN, KT Corporation, Le Pain Quotidien, Leap Wireless, LTE-U Forum, Liberty Global, LinkTel, Mandarin Oriental Hotel Group, Marriott, Marston’s, Meerkat, MetroPCS, Microsoft, Mobilise Consulting, MWEB, Nokia, NTT DOCOMO, O2, Ofcom, Oi, Omnipoint Technologies, Orange, PCCW, Periscope, Republic Wireless, Rogers, Samsung, Scratch Wireless, SES, SFR, Shaw Communications, Sichuan Mobile, Siemens Mobile Networks, Small Cell Forum, SmarTone, SoftBank, Sonera, SpiderCloud Wireless, Sprint, Sun, Tata Communications, TDC, TechMahindra, Teleena, Telefonica, Telia, Telstra, Three, Time Warner, T-Mobile, Towerstream, Twitter, Ubiquisys, US Cellular, Verizon, Vertu, Viatel, Virgin, Vodacom, Vodafone, Waterstones Book Stores, Wi-Fi Alliance, WiFi SPARK, WXBR, XL Axiata, Ya.com, Yoigo, YouTube.

Data & Interactive Forecast

Juniper’s Data Offload & Onload forecast suite includes:

  • Regional data splits for 8 key regions, and country level data for:
    • Canada
    • Germany
    • India
    • Japan
    • South Korea
    • UK
    • US
  • Data traffic split by device type:
    • Smartphones
    • Tablets
    • Featurephones
    • M2M & Cellular-Connected Wearables
    • Notebooks
    • eReaders
  • Mobile data traffic split by application and content type:
    • App Downloads & Usage
    • Browser & Files
    • Messaging
    • Music
    • Video & TV
    • Voice
  • An Interactive Scenario Tool that allows users to test their own assumptions by manipulating Juniper data for 15 different metrics.
  • Access to the full set of forecast data of more than 100 tables and 15,000 datapoints.

Juniper Research’s highly granular Interactive Excels (IFXLs) enable clients to manipulate Juniper’s forecast data and charts to test their own assumptions using the Interactive Scenario Tool; and compare select markets side by side in customised charts and tables. IFXLs greatly increase clients’ ability to both understand a particular market and to integrate their own views into the model.



目次

1. Market Trends & Competitive Landscape Table of Contents
 

1. The MNO Challenge
1.1 Definitions ........................................................................................ 6
1.1.1 Mobile Data Offload ...................................................................... 6
1.1.2 Mobile Data Onload ...................................................................... 7
Figure 1.1: Data Migration from Mobile to Fixed and Fixed to Mobile .................... 7
1.2 The Network Challenge ................................................................... 8
1.2.1 Flatlining Revenues & Declining ARPUs .................................... 8
Figure 1.2: Operator-billed Monthly ARPU ($) Split by 8 Key Regions 2005-2015. 8
i. ARPU Baseline Analysis: Developed Markets .................................................... 8
Figure 1.3: Baseline Analysis of Historic ARPU, Selected Developed Markets
2005-2015 ............................................................................................................ 9
ii. ARPU Baseline Analysis: Emerging Markets ..................................................... 9
Figure 1.4: Baseline Analysis of Historic ARPU, Selected Developing/Emerging
Markets 2005-2015 ............................................................................................... 9
iii. Regional ARPU Forecasts.............................................................................. 10
1.2.2 Rising CAPEX: Network Buildout.............................................. 10
i. Spectrum Costs: 4G ........................................................................................ 10
Figure 1.5: Number of Commercial LTE Network Launches 2009-2016e ............ 10
ii. Spectrum Costs: 5G ........................................................................................ 11
Figure 1.6: Spectrum Cost Estimate & Comparison ($m) ? 4G vs 5G ................. 11
1.2.3 Mobile Data Traffic Growth ........................................................ 12
Figure 1.7: Mobile Data Growth Drivers (y-o-y % Growth) 2015-2016 ................. 12
Figure 1.8: Cellular Network Data Growth Factors .............................................. 13
i. Smartphone Market Maturity & Emergence of VR & AR ................................... 13
ii. New Data Services, High Speed Networks, High Quality Streaming &
Downloads ......................................................................................................... 14
1.3 The Scale of the Challenge: Current Status ................................ 14
1.3.1 Mobile Data Traffic Growth ........................................................ 15
Figure 1.9: Total Data Traffic through the Cellular Network Per Annum (PB) Split
by 8 Key Regions 2016-2021 ............................................................................. 15
Figure& Table 1.10: Base Line Analysis of Mobile Data & Data Revenue Growth
2016-2021 ......................................................................................................... 16
1.3.2 Streaming TV & Video Growth .................................................. 16
Figure 1.11: Total Mobile Device Generated TV & Video Streaming Data Usage
via Cellular, (PB) 2016-2021 .............................................................................. 17
1.3.3 M2M & Other Connected Device Challenge ............................. 17
Figure 1.12: Total M2M Data Traffic Split by Key Vertical Markets (PB) 2016-
2021 .................................................................................................................. 18
2. Monetising the Data Upsurge & Offload Challenges
2.1 Monetising Offload Solutions ....................................................... 20
2.1.1 Wi-Fi Offload Opportunity .......................................................... 20
Figure 2.1: Emerging Wi-Fi Business Models ..................................................... 21
Figure 2.2: T-Mobile Wi-Fi Calling ...................................................................... 25
2.1.2 Small Cell Offload Opportunity ................................................. 25
i. Case Study: AT&T .......................................................................................... 26
Figure 2.3: AT&T Wi-Fi Locations ...................................................................... 26
Figure 2.4: AT&T Wi-Fi Connection Volumes (m) Split by Quarters 2008-2014e 26
2.2 Offload Challenges ........................................................................ 27
2.3 Key Factors Driving the Offload Market ...................................... 31
Figure 2.5: Juniper Sector Dynamics: Data Offload & Onload Market Trends,
Drivers & Hurdles ............................................................................................... 31
2.3.1 Wi-Fi Offload Market Trends & Drivers ..................................... 32
Figure 2.6: Wi-Fi Hotspot Market Growth Snapshot: 2020 .................................. 33
vi. Case Study: Wireless Broadband Alliance ..................................................... 35
2.3.2 Small Cell Offload Market Trends & Drivers............................. 36
Figure 2.7: Small Cell Access Points Installed Base (m) Global, 2016-2021 ....... 36
Figure 2.8: Small Cell Market Growth Snapshot ................................................. 37
3. Vendor Strategies & Competitive Analysis
3.1 Introduction .................................................................................... 40
3.2 Vendor Analysis ............................................................................. 40
3.2.1 Vendor Assessment Criteria ...................................................... 40
Table 3.1: Vendor Capability Assessment Factors .............................................. 41
3.2.2 Limitations and Interpretation ................................................... 42
Figure 3.2: Mobile Data Offload Vendor Leaderboard ......................................... 43
Table 3.3: Mobile Data Offload Device Vendor Positioning Matrix Scoring .......... 44
3.2.3 Vendor Groupings ...................................................................... 45
i. Summary ......................................................................................................... 45
ii. Established Leaders ....................................................................................... 45
iii. Leading Challengers ...................................................................................... 46
iv. Disruptors & Emulators .................................................................................. 46
3.3 Mobile Data Offload & Onload Market: Movers & Shakers ........ 47
3.4 Player Profiles ................................................................................ 49
3.4.1 Amdocs ........................................................................................ 49
i. Company Profile .............................................................................................. 49
ii. Geographic Spread ........................................................................................ 49
Table 3.4: Amdocs Financial Performance Snapshot, 2013-2015 ...................... 49
iii. Key Clients & Strategic Partnerships ............................................................. 49
iv. Products & Services ...................................................................................... 49
Figure 3.5: Amdocs Smart Net Solution ............................................................. 50
v. Juniper’s View: Key Strengths & Strategic Development Opportunities .......... 50
3.4.2 Aptilo Networks .......................................................................... 51
i. Company Profile.............................................................................................. 51
ii. Geographic Spread ........................................................................................ 51
iii. Key Clients & Partnerships ............................................................................ 51
iv. Products & Services ...................................................................................... 51
Figure 3.6: Carrier Wi-Fi Snapshot ? Aptilo Networks......................................... 52
v. Juniper’s View: Key Strengths & Strategic Development Opportunities .......... 52
3.4.3 Boingo Wireless ......................................................................... 52
i. Company Profile.............................................................................................. 52
ii. Geographic Spread ........................................................................................ 52
iii. Key Clients & Strategic Partnerships ............................................................. 53
Figure 3.7: Boingo Wireless Performance Metrics Snapshot 2013-2015 ............ 53
Figure 3.8: Boingo Global Hotspot Availability Map ............................................ 53
iv. Products & Services ...................................................................................... 53
v. Juniper’s View: Key Strengths & Strategic Development Opportunities .......... 54
3.4.4 Cisco ............................................................................................ 54
i. Company Profile.............................................................................................. 54
Figure 3.9: Cisco Revenues 2013-2015 ($bn) .................................................... 55
ii. Geographic Spread ........................................................................................ 55
iii. Key Clients & Strategic Partnerships ............................................................. 55
iv. Products & Services ....................................................................................... 55
Figure 3.10: Cisco Converged Network Architecture ........................................... 56
v. Juniper’s View: Key Strengths & Strategic Development Opportunities ........... 56
3.4.5 Devicescape ................................................................................ 56
i. Company Profile .............................................................................................. 56
ii. Geographic Spread ......................................................................................... 56
iii. Key Clients & Partnerships ............................................................................. 56
iv. Products & Services ....................................................................................... 57
v. Juniper’s View: Key Strengths & Strategic Development Opportunities ........... 57
3.4.6 Ericsson ....................................................................................... 58
i. Company Profile .............................................................................................. 58
Table 3.11: Ericsson Financial Performance Snapshot, 2013-2015 .................... 58
ii. Geographic Spread ......................................................................................... 58
iii. Key Clients & Strategic Partnerships .............................................................. 58
iv. Products & Services ....................................................................................... 59
Figure 3.12: Ericsson Radio Dot System ............................................................ 59
v. Juniper’s View: Key Strengths & Strategic Development Opportunities ........... 59
3.4.7 Fon ............................................................................................... 60
i. Company Profile .............................................................................................. 60
ii. Geographic Spread ......................................................................................... 60
Figure 3.13: Fon Global Hotspot Availability Map ............................................... 60
iii. Key Clients & Strategic Partnerships .............................................................. 60
iv. Products & Services ....................................................................................... 61
v. Juniper’s View: Key Strengths & Strategic Development Opportunities ........... 62
3.4.8 iBwave Solutions ........................................................................ 62
i. Company Profile .............................................................................................. 62
ii. Geographic Spread ........................................................................................ 62
iii. Key Clients & Strategic Partnerships ............................................................. 62
iv. Products & Services ...................................................................................... 62
Figure 3.14: iBwave Design Software Snapshot ................................................. 63
v. Juniper’s View: Key Strengths & Strategic Development Opportunities .......... 63
3.4.9 iPass ............................................................................................ 63
i. Company Profile.............................................................................................. 63
Figure 3.15: iPass Financial Performance Snapshot ($m) 2011-2015 ................ 64
ii. Geographic Spread ........................................................................................ 64
iii. Key Clients & Strategic Partnerships ............................................................. 64
iv. Products & Services ...................................................................................... 65
v. Juniper’s View: Key Strengths & Strategic Opportunities ................................ 65
3.4.10 Qualcomm ................................................................................. 66
i. Company Profile.............................................................................................. 66
Figure 3.16: Qualcomm Sales Revenue ($m) Split by Segments FY2013-
FY2015 .............................................................................................................. 66
ii. Geographic Spread ........................................................................................ 66
iii. Key Clients & Partnerships ............................................................................ 66
iv. Products & Services ...................................................................................... 67
Figure 3.17: Small Cell Offload Scenario ............................................................ 68
v. Juniper’s View: Key Strength & Strategic Development Opportunities ............ 68
3.4.11 Ruckus Wireless (Brocade) ..................................................... 68
i. Company Profile.............................................................................................. 68
ii. Geographic Spread ........................................................................................ 69
iii. Key Clients & Strategic Partnerships ............................................................. 69
iv. Products & Services ...................................................................................... 69
v. Juniper’s View: Key Strengths & Strategic Development Opportunities ........... 69
3.4.12 XCellAir ...................................................................................... 70
i. Company Profile .............................................................................................. 70
ii. Geographic Spread ......................................................................................... 70
iii. Key Clients & Strategic Partnerships .............................................................. 70
iv. Products & Services ....................................................................................... 70
v. Juniper’s View: Key Strengths & Strategic Development Opportunities ........... 71

2. Market Sizing & Forecasts Table of Contents

1. Introduction to Data Offload & Onload
1.1 Mobile Data Offload ......................................................................... 4
1.2 Mobile Data Onload ......................................................................... 5
Figure 1.1: Data Migration from Mobile to Fixed and Fixed to Mobile .................... 5
2. Market Forecast Assumptions & Methodology
2.1 Introduction ...................................................................................... 8
2.1.1 Methodology and Assumptions .................................................. 9
Figure 2.1: Mobile Data Offload Market Forecast Methodology ............................. 9
Figure 2.2: Offload & Onload Data Traffic Forecast Derivation Method ............... 11
3. Mobile Data Offload Forecasts
3.1 Introduction .................................................................................... 13
3.2 Data Traffic Generated by Smartphones, Featurephones &
Tablets .................................................................................................. 13
Figure & Table 3.1: Total Mobile Data Traffic Generated by Smartphones,
Featurephones & Tablets (PB) Per Annum, Split by 8 Key Regions 2016-2021 .. 14
3.3 Mobile Data Traffic over the Cellular Network ............................ 15
Figure & Table 3.2: Mobile Data Traffic through the Cellular Network Generated
by Smartphones, Featurephones & Tablets as Percentage of Total Mobile Data
Traffic Generated (%), Split by 8 Key Regions 2016-2021 .................................. 16
Figure & Table 3.3: Mobile Data Traffic through the Cellular Network Generated
by Smartphones, Featurephones & Tablets Per Annum (PB), Split by 8 Key
Regions 2016-2021 ............................................................................................ 17
3.4 Total Mobile Data Traffic Offloaded ............................................. 18
Figure & Table 3.4: Mobile Data Traffic Offloaded from the Cellular Network Per
Annum as Percentage of Total Cellular Mobile Data (%), Split by 8 Key Regions
2016-2021 ......................................................................................................... 19
Figure & Table 3.5: Total Mobile Data Traffic Offloaded from the Cellular Network
Per Annum (PB), Split by 8 Key Regions 2016-2021 .......................................... 21
3.5 Mobile Data Offloaded via Wi-Fi & Small Cells ........................... 22
3.5.1 Small Cell Take-Up Forecast ..................................................... 22
Figure & Table 3.6: Small Cell Take-Up as Percentage of Fixed Broadband
Subscribers (%), Split by 8 Key Regions 2016-2021 .......................................... 23
3.5.2 Mobile Data Offloaded via Small Cell ....................................... 24
Figure & Table 3.7: Mobile Data Offloaded via Small Cell as Percentage of Total
Data Offloaded Per Annum (%), Split by 8 Key Regions 2016-2021 ................... 24
Figure & Table 3.8: Mobile Data Offloaded via Small Cell Per Annum (PB), Split
by 8 Key Regions 2016-2021 ............................................................................. 25
3.5.3 Mobile Data Offloaded via Wi-Fi ................................................ 26
Figure 3.9: iPass Free and Paid Wi-Fi Hotspot Availability ? Global, November
2016 .................................................................................................................. 26
Figure & Table 3.10: Mobile Data Offloaded via Wi-Fi as Percentage of Total Data
Offloaded Per Annum (%), Split by 8 Key Regions 2016-2021 ........................... 27
Figure & Table 3.11: Mobile Data Offloaded via Wi-Fi Per Annum (PB), Split by 8
Key Regions 2016-2021 ..................................................................................... 28
4. Mobile Data Onload Forecasts
4.1 Introduction .................................................................................... 30
Figure 4.1: Active Fixed vs Mobile Broadband Subscriptions in Developed &
Developing Regions (m) 2008-2016 ................................................................... 30
4.1.1 M2M Onloaded Data Traffic ....................................................... 31
Figure 4.2: Cellular Networks for Massive IoT ? Ericsson ................................... 31
Figure 4.3: Radio Technology Distribution in M2M Connections (m) 2016-2021 . 31
4.2 Total Data Usage by Devices ........................................................ 31
4.2.1 Data Traffic Generated by Cellular Capable Fixed Devices .... 32
Figure & Table 4.4: Total Data Traffic Generated by Fixed Devices with Cellular
Connectivity Per Annum (PB) Split by 8 Key Regions 2016-2021 ....................... 32
Figure & Table 4.5: Total Data Usage by M2M Devices with Cellular Connectivity
Per Annum (PB), Split by 8 Key Regions 2016-2021 .......................................... 33
4.2.2 Total Data Traffic Onload ........................................................... 34
Figure & Table 4.6: Total Data Traffic Onloaded onto Cellular Networks Per
Annum (PB), Split by 8 Key Regions 2016-2021 ................................................. 34
Figure & Table 4.7: Total Data Traffic Onloaded as Percentage of Total Data
Traffic Generated By Cellular Capable Fixed & M2M Devices (%), Per Annum
Split by 8 Key Regions 2016-2021 ...................................................................... 35
5. Mobile Network Traffic Forecast
5.1 Total Data Traffic through the Cellular Network ......................... 37
Figure & Table 5.1: Total Data Traffic through the Cellular Network Per Annum
(PB) Split by 8 Key Regions 2016-2021 .............................................................. 37
5.2 Mobile Network Traffic Offload ..................................................... 38
Figure & Table 5.2: Effective Cellular Network Traffic Offload Levels (%), Split by
Data Traffic Type 2016-2021 .............................................................................. 38
Table 5.3: Effective Cellular Network Traffic Offload Levels (%), Split by 8 Key
Regions 2016-2021 ............................................................................................ 38

 

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プレスリリース

Cellular Data Traffic to Soar as Mobile & M2M Devices Generate the Equivalent of 14 Billion Hours of 4K Streaming by 2018

Hampshire, UK – 6th December 2016: A new study from Juniper Research has forecast that annual cellular data traffic, generated by smartphones, tablets, connected cars, and other M2M modules, will reach 129,000 PB (Petabytes) by 2018, equivalent to approximately 14 billion hours of 4K video streaming.


The new research, Mobile Data Offload & Onload: Wi-Fi, Small Cell & Network Strategies 2016-2021, found that as 4K content becomes both more widely available and adopted by consumers, the average data usage will increase leading to almost threefold rise in cellular traffic to exceed 318,000PB by 2021. This will put pressure on network providers who will see greater usage; indeed Sprint recently collaborated with Ericsson to trial 4K content delivery over 5G networks.


Mobile Data Traffic Highlights: 2017-2021

  • Global average smartphone cellular data usage will reach 5GB per month by 2021, up from 2GB in 2017.
  • Global average tablet cellular data usage to exceed 3.3GB per month by 2021, up from 1.5GB in 2017.
  • Video to account for 60% of global mobile data traffic in 2017, before approaching 80% by 2021.
  • Traffic generated by cellular connected M2M systems will approach 6,000PB by 2021, dominated by the automotive sector.
  • Cellular-connected fixed devices including notebooks and eReaders will onload 20% of total traffic to mobile networks in 2017.
  • Data traffic generated by smartphone, tablets and featurephones will grow fourfold between 2017 and 2021 to reach 774,000PB, equivalent to 81 billion hours of 4K streaming.


The Demand for Wi-Fi Offload Continues

The use of Wi-Fi by operators for data offload has boosted the build-out of Wi-Fi hotspots in recent years. Juniper predicts that this will lead to over 60% of global mobile data traffic being offloaded via Wi-Fi networks in 2017.

However, the research warned that a high QoE (quality of experience) while offloading data users will be essential for future network monetisation strategies. Report author Nitin Bhas added: “Operators need to support a user-experience comparable to that of cellular. Whilst progress has been made in, for example, refining handoffs between cellular and Wi-Fi, there is still room for improvement by implementing better network management and planning tools”.

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