SlideShare une entreprise Scribd logo
1  sur  8
Télécharger pour lire hors ligne
April 2014
Capital investment in network quality
leads to improved financial performance
The value of
performance
2  THE VALUE OF PERFORMANCE  APRIL 2014
The contents of this document is based on a number of theoretical dependencies
and assumptions and Ericsson shall not be bound by or liable for any statement,
representation, undertaking or omission made in this document. Furthermore
Ericsson may at any time change the contents of this document at its sole
discretion and shall not be liable for the consequences of such changes.
ABSTRACTCONTENTS
INTRODUCTION	 3
IMPROVED NETWORK PERFORMANCE	 4
STRATEGIC IMPLICATIONS	 6
Within the telecom industry it is often heard that
increasing capital expenditure leads to lower financial
returns. However, a sustained increase in the level of
capital expenditure can result in an enhanced ability
to monetize the mobile broadband opportunity and
boost financial returns.
This can be attributed to improvements in network
quality and reductions in operating expenses.
An increase in capital expenditures can also result
in first mover advantage, which yields competitive
superiority over time.
APRIL 2014  THE VALUE OF PERFORMANCE 3
INTRODUCTION
Since the start of the smartphone
era, a number of operators have
outperformed their peers in terms
of revenue growth and financial
results. These operators lead
in terms of both network
performance and innovation
in their market offering.
This raises the question of what
behaviors they have in common,
as well as how they manage to
maintain or even increase growth
in today’s challenging market and
economic conditions.
Research into companies that
outperform their market peers
reveals that successful operators
have a strong strategic vision and
proactively invest in network quality
and performance. They tend to
place a high priority on material
investments in network coverage,
capacity and quality in order to
improve the user experience.
The goal of these investments
is not limited to revenue
enhancements, but is also
aimed at decreasing costs and
improving financial returns.
This points to an interesting
relationship between strategic
investments in network quality and
improved financial performance
that warrants further exploration.
Ericsson recently commissioned
a study to investigate the issue
in more depth. It was carried out
by Dr. Raul Katz, President of
Telecom Advisory Services LLC,
and Director of Business Strategy
Research, Columbia Business
School. The study explored the
relationship between capital
investments in mobile telecom
networks and the commercial
and financial performance of their
operators. This paper describes the
study and highlights its implications.
The causal chain
The goal of the study was
to see whether a causal chain
between increased capital
expenditure and improved
financial returns could be
established. Dr. Katz performed
extensive statistical analysis
across a large set of metrics,
on three years of quarterly data
from three different markets:
Brazil, Mexico and the US.
The analysis was used to build
a simulation model which was
validated through case studies.
1
2
3
4
CAPITAL
EXPENDITURES
> Capacity upgrades
> Network modernization
> Product/service development
MARKET
PERFORMANCE
> Market share
> ARPU increase
> Churn reduction
FINANCIAL
PERFORMANCE
> Revenues
> EBITDA
> Free cash flow from operations
OPERATIONAL
PERFORMANCE
> Accessibility and data completion rate
> Percentage of connections over 1 Mbps
> Speech call quality index
> Latency reduction
> Downlink broadband speed
Figure 1: Illustraton of causal relationships between the variables in the quantitative study
Source: Ericsson and Telecom Advisory Services LLC (2014)
4  THE VALUE OF PERFORMANCE  APRIL 2014
The results from the quantitative study show
that appropriately targeted capital expenditure
leads to improved network performance. This
translates into better market performance which
is shown to boost financial returns.
While the link between capex and financial returns
sounds intuitive, it is difficult to prove and requires
careful analysis of the data. Firstly, external factors
like changes in market conditions or the actions
of other players need to be accounted for. This
enables us to make sure that the effects of the
capex increase can be isolated.
Secondly, the direction of the causality needs to be
proven. Correlation – the fact that two variables are
related to each other – does not on its own prove
causality. In order to determine the direction of these
causal relationships, time-lagged variables were
included in the regression analysis.
This was accomplished in practice by establishing
that changes to an independent variable in the current
quarter will affect another factor in future. As an example,
the results from the study show that for a typical US
operator, an increase in downlink throughput leads
to an increase in market share the following quarter.
Improved network
performance
Service revenues
The study showed that a decrease of 1 percentage
point in overall churn for a Brazilian operator led to a
6.86 percent increase in service revenues 2 quarters
later. These steps need to be performed throughout
the entire causal chain, from capex increase through
to financial returns, to establish the causal links.
Thus, the study conclusively demonstrates that
investments in network quality ultimately translate
into better financial returns for operators.
These improved returns come from cost
savings as well as increased revenue.
Taking the analysis further, a simulation
model was constructed to estimate the effects
of increased capex on mobile operators’ free cash
flows, allowing operators to assess the commercial
and financial gains that can be attributed to the
increased investments.
Figure 2: Changes following 10 percent increase in capex over a 5-year period
BRAZILIAN OPERATOR
Increasing capex USD 156 million/yearly
Increase in
service revenues
(percent)
Increase in
EBITDA margin
(percentage points)
Increase in
NPV of FCF
(absolute)
Increase in
NPV of FCF
(percent)
+5.5% +6.4% USD 128.61m 6.7%
MEXICAN OPERATOR
Increasing capex USD 72 million/yearly
+1.9% +1.0% USD 297.88m 1.6%
US OPERATOR
Increasing capex USD 432 million/yearly
NPV – net present value FCF – free cash flow from operations
+5.1% +6.8% USD 381.48m 17.1%
Source: Ericsson and Telecom Advisory Services LLC (2014)
Base: Market data from Brazil, Mexico, US
APRIL 2014  THE VALUE OF PERFORMANCE 5
Network
accessibility
Data
completion rates
Data
throughput rates
Figure 3: Impact of 10 percent increase in capex
Source: Ericsson and Telecom Advisory Services LLC (2014)
Base: Market data from Brazil, Mexico, US
4.7%
2.4%1.8%
3FIRST MOVER
ADVANTAGE
Increasing CAPEX can result
in a first-mover advantage which
will yield competitive superiority
over time. Dominant operators can
pursue first-mover strategies at
a lower proportional cost than
smaller competitors. Increasing
CAPEX can also help a lagging
performer to surpass
the competition.
OPEX
REDUCTION
Both the case studies and
the statistical analyses show a
relationship between increased
investment and declining operational
expenditure.This could be the result
of the operational efficiencies
that accompany better
performing networks, or
reduced churn.
21 NETWORK
QUALITY AND
FINANCIAL PERFORMANCE
The causal relationship
identified between network quality
and financial performance was also
reflected in the case studies.
Operators combined substantial
network investments with
improved financial performance.
Figure 4: Key factors for competitive advantages
Source: Ericsson and Telecom Advisory Services LLC (2014)
Exploring the impact of capex increases
Based on analysis of the past 3 years and controlled
to account for one-off events, the simulation model
indicated that a 10 percent increase in capital expenditure
would have a significant impact. For one Brazilian
operator, it resulted in a data throughput rate increase
of 4.7 percent. Data completion rates rose to 2.4 percent
and network accessibility was boosted by 1.8 percent.
These improvements in network quality and
performance resulted in increased market share, a
significant boost to ARPU and reduced churn. Given
this enhanced network and market performance, the
operator should experience a 5.5 percent increase in
service revenues, a 6.4 percentage point improvement
in EBITDA margin, and a 6.7 percent increase in free
cash flow from operations.
Analysis of Mexico and the US shows the same robust
relationships between investments, performance and
finances as in Brazil. However, the causality works
differently under different market characteristics.
In order to verify the model, case studies were
performed on four operators on different continents.
These case studies validated the hypotheses regarding
the competitive importance of capital investment.
Getting the competitive advantage
Investment-driven strategies change the market and
create a new competitive landscape. Four operators
on different continents with publicly stated strategies
of investing in network quality were analyzed. Three
key factors were identified that create competitive
advantages. They can be seen in the figure below.
Scenario analysis
The statistical results described above can be applied
in scenario analysis of individual operators. These
simulations reveal that an investment-driven market
strategy results in significant financial returns. They
also show that such an approach provides competitive
advantages such as lower churn, higher market share
and increased ARPU. These benefits are largely
created before the competition has time to respond.
6  THE VALUE OF PERFORMANCE  APRIL 2014
The quantitative analysis and case studies
demonstrate that increased investment in network
quality and performance creates competitive
advantages. These also translate into improved
financial returns.
Furthermore, the increase in subscribers and
ARPU also indicates that some network investments
produce more benefits than others.
This is especially the case for those investments
that change user perceptions of what can be
achieved using the network.
Investments in network quality can capture new
markets and build differentiation. The current
growth in the number of people using their mobile
devices to watch video exemplifies the importance
of such strategic spending. Many users like to watch
video on mobile devices, but the quality of their
experience depends on the network they use.
A network without sufficient capacity provides
an unsatisfactory experience – the video takes
too long to play and the quality is low or playback
gets interrupted while buffering.
In these circumstances users learn that they
cannot rely on the network to watch video and
so look for alternatives.
Instead they tend to rely on pre-loaded content,
limiting their use of connectivity to other services,
many of which generate less revenue than video.
Strategic
implications
Figure 5: Example of network investment opportunity in order to meet the growing demand for video
Source: Ericsson (2014)
ofYouTube views
are mobile40%
INVEST TO MANAGE
TRAFFIC EFFICIENTLY
AND DECREASE COST
of mobile traffic will
be video in 2019
INVEST TO DRIVE
AN EMERGING
CONSUMER BEHAVIOR
INVEST TO CREATE
WORD OF MOUTH AND
INCREASE LOYALTY
50% is the prime driver of customer
satisfaction and loyalty
NETWORK
PERFORMANCE
Investing in performance
Strategic investment in specific areas of
network performance can change user behavior.
Once performance exceeds a certain point, users
learn to rely on the network, e.g. for activities such as
watching video. They stop pre-loading content and
stream it instead, generating more operator revenue.
Passing the streaming threshold also differentiates
operators. This creates a competitive advantage that
attracts new subscribers and reduces churn.
APRIL 2014  THE VALUE OF PERFORMANCE 7
Distance from base station
Signalstrength
Investments in video streaming
It is necessary to invest in the provision of a good
downlink throughput in the radio network to achieve
App Coverage for video streaming, for example.
App Coverage also places demands on uplink,
latency and capacity to support sufficient user
numbers. Adaptive streams and solutions for caching
are also needed to achieve efficient video delivery.
Through well-proportioned investments in all of
these areas, operators can cross the streaming
threshold with maximum profitability. The right
investments help reduce costs, create new
opportunities, attract new subscribers, open new
revenue streams and improve financial performance.
Rethinking network performance
The explosive growth of smartphones and
app usage brings new challenges to mobile
operators worldwide. App Coverage is an
approach to meet those challenges by translating
users’ expectations into network performance
targets. Ensuring appropriate App Coverage
can lead to tipping points in user behavior.
capital
investment
can be used as a competitive
lever to differentiate market leaders
Figure 6: Conceptual view of App Coverage
Source: Ericsson (2014)
EAB-14:021618 Uen rev A
© Ericsson AB 2014
We are a world leader in the rapidly-changing environment
of communications technology – providing equipment,
software and services to mobile and fixed network
operators all over the globe.
Some 40 percent of global mobile traffic runs through
networks we have supplied, and we manage networks that
serve more than 1 billion subscribers globally every day.
With more than 35,000 granted patents, we have one of the
industry’s strongest patent portfolios.
Our vision is to be the prime driver in an all-communicating
world. By using innovation to empower people, business and
society, we are enabling the Networked Society, in which
everything that can be connected is connected.
The content of this document is subject to revision without
notice due to continued progress in methodology, design and
manufacturing. Ericsson shall have no liability for any error or
damage of any kind resulting from the use of this document.
Ericsson
SE-126 25 Stockholm, Sweden
Telephone +46 10 719 00 00
www.ericsson.com

Contenu connexe

Plus de Ericsson

Ericsson Technology Review: issue 1, 2020
Ericsson Technology Review: issue 1, 2020Ericsson Technology Review: issue 1, 2020
Ericsson Technology Review: issue 1, 2020Ericsson
 
Ericsson Technology Review: 5G BSS: Evolving BSS to fit the 5G economy
Ericsson Technology Review: 5G BSS: Evolving BSS to fit the 5G economyEricsson Technology Review: 5G BSS: Evolving BSS to fit the 5G economy
Ericsson Technology Review: 5G BSS: Evolving BSS to fit the 5G economyEricsson
 
Ericsson Technology Review: 5G migration strategy from EPS to 5G system
Ericsson Technology Review: 5G migration strategy from EPS to 5G systemEricsson Technology Review: 5G migration strategy from EPS to 5G system
Ericsson Technology Review: 5G migration strategy from EPS to 5G systemEricsson
 
Ericsson Technology Review: Creating the next-generation edge-cloud ecosystem
Ericsson Technology Review: Creating the next-generation edge-cloud ecosystemEricsson Technology Review: Creating the next-generation edge-cloud ecosystem
Ericsson Technology Review: Creating the next-generation edge-cloud ecosystemEricsson
 
Ericsson Technology Review: Issue 2/2019
Ericsson Technology Review: Issue 2/2019Ericsson Technology Review: Issue 2/2019
Ericsson Technology Review: Issue 2/2019Ericsson
 
Ericsson Technology Review: Spotlight on the Internet of Things
Ericsson Technology Review: Spotlight on the Internet of ThingsEricsson Technology Review: Spotlight on the Internet of Things
Ericsson Technology Review: Spotlight on the Internet of ThingsEricsson
 
Ericsson Technology Review - Technology Trends 2019
Ericsson Technology Review - Technology Trends 2019Ericsson Technology Review - Technology Trends 2019
Ericsson Technology Review - Technology Trends 2019Ericsson
 
Ericsson Technology Review: Driving transformation in the automotive and road...
Ericsson Technology Review: Driving transformation in the automotive and road...Ericsson Technology Review: Driving transformation in the automotive and road...
Ericsson Technology Review: Driving transformation in the automotive and road...Ericsson
 
SD-WAN Orchestration
SD-WAN OrchestrationSD-WAN Orchestration
SD-WAN OrchestrationEricsson
 
Ericsson Technology Review: 5G-TSN integration meets networking requirements ...
Ericsson Technology Review: 5G-TSN integration meets networking requirements ...Ericsson Technology Review: 5G-TSN integration meets networking requirements ...
Ericsson Technology Review: 5G-TSN integration meets networking requirements ...Ericsson
 
Ericsson Technology Review: Meeting 5G latency requirements with inactive state
Ericsson Technology Review: Meeting 5G latency requirements with inactive stateEricsson Technology Review: Meeting 5G latency requirements with inactive state
Ericsson Technology Review: Meeting 5G latency requirements with inactive stateEricsson
 
Ericsson Technology Review: Cloud-native application design in the telecom do...
Ericsson Technology Review: Cloud-native application design in the telecom do...Ericsson Technology Review: Cloud-native application design in the telecom do...
Ericsson Technology Review: Cloud-native application design in the telecom do...Ericsson
 
Ericsson Technology Review: Service exposure: a critical capability in a 5G w...
Ericsson Technology Review: Service exposure: a critical capability in a 5G w...Ericsson Technology Review: Service exposure: a critical capability in a 5G w...
Ericsson Technology Review: Service exposure: a critical capability in a 5G w...Ericsson
 
Ericsson Technology Review - Issue 1, 2019
Ericsson Technology Review - Issue 1, 2019Ericsson Technology Review - Issue 1, 2019
Ericsson Technology Review - Issue 1, 2019Ericsson
 
Ericsson Technology Review: Boosting smart manufacturing with 5G wireless con...
Ericsson Technology Review: Boosting smart manufacturing with 5G wireless con...Ericsson Technology Review: Boosting smart manufacturing with 5G wireless con...
Ericsson Technology Review: Boosting smart manufacturing with 5G wireless con...Ericsson
 
Critical Broadband Networks presentation slideshare
Critical Broadband Networks presentation slideshareCritical Broadband Networks presentation slideshare
Critical Broadband Networks presentation slideshareEricsson
 
Evolving cellular IoT for industry digitalization
Evolving cellular IoT for industry digitalizationEvolving cellular IoT for industry digitalization
Evolving cellular IoT for industry digitalizationEricsson
 
Ericsson Technology Review: Key technology choices for optimal massive IoT de...
Ericsson Technology Review: Key technology choices for optimal massive IoT de...Ericsson Technology Review: Key technology choices for optimal massive IoT de...
Ericsson Technology Review: Key technology choices for optimal massive IoT de...Ericsson
 
Ericsson Microwave Outlook 2018
Ericsson Microwave Outlook 2018Ericsson Microwave Outlook 2018
Ericsson Microwave Outlook 2018Ericsson
 
Ericsson Technology Review: Simplifying the 5G ecosystem by reducing architec...
Ericsson Technology Review: Simplifying the 5G ecosystem by reducing architec...Ericsson Technology Review: Simplifying the 5G ecosystem by reducing architec...
Ericsson Technology Review: Simplifying the 5G ecosystem by reducing architec...Ericsson
 

Plus de Ericsson (20)

Ericsson Technology Review: issue 1, 2020
Ericsson Technology Review: issue 1, 2020Ericsson Technology Review: issue 1, 2020
Ericsson Technology Review: issue 1, 2020
 
Ericsson Technology Review: 5G BSS: Evolving BSS to fit the 5G economy
Ericsson Technology Review: 5G BSS: Evolving BSS to fit the 5G economyEricsson Technology Review: 5G BSS: Evolving BSS to fit the 5G economy
Ericsson Technology Review: 5G BSS: Evolving BSS to fit the 5G economy
 
Ericsson Technology Review: 5G migration strategy from EPS to 5G system
Ericsson Technology Review: 5G migration strategy from EPS to 5G systemEricsson Technology Review: 5G migration strategy from EPS to 5G system
Ericsson Technology Review: 5G migration strategy from EPS to 5G system
 
Ericsson Technology Review: Creating the next-generation edge-cloud ecosystem
Ericsson Technology Review: Creating the next-generation edge-cloud ecosystemEricsson Technology Review: Creating the next-generation edge-cloud ecosystem
Ericsson Technology Review: Creating the next-generation edge-cloud ecosystem
 
Ericsson Technology Review: Issue 2/2019
Ericsson Technology Review: Issue 2/2019Ericsson Technology Review: Issue 2/2019
Ericsson Technology Review: Issue 2/2019
 
Ericsson Technology Review: Spotlight on the Internet of Things
Ericsson Technology Review: Spotlight on the Internet of ThingsEricsson Technology Review: Spotlight on the Internet of Things
Ericsson Technology Review: Spotlight on the Internet of Things
 
Ericsson Technology Review - Technology Trends 2019
Ericsson Technology Review - Technology Trends 2019Ericsson Technology Review - Technology Trends 2019
Ericsson Technology Review - Technology Trends 2019
 
Ericsson Technology Review: Driving transformation in the automotive and road...
Ericsson Technology Review: Driving transformation in the automotive and road...Ericsson Technology Review: Driving transformation in the automotive and road...
Ericsson Technology Review: Driving transformation in the automotive and road...
 
SD-WAN Orchestration
SD-WAN OrchestrationSD-WAN Orchestration
SD-WAN Orchestration
 
Ericsson Technology Review: 5G-TSN integration meets networking requirements ...
Ericsson Technology Review: 5G-TSN integration meets networking requirements ...Ericsson Technology Review: 5G-TSN integration meets networking requirements ...
Ericsson Technology Review: 5G-TSN integration meets networking requirements ...
 
Ericsson Technology Review: Meeting 5G latency requirements with inactive state
Ericsson Technology Review: Meeting 5G latency requirements with inactive stateEricsson Technology Review: Meeting 5G latency requirements with inactive state
Ericsson Technology Review: Meeting 5G latency requirements with inactive state
 
Ericsson Technology Review: Cloud-native application design in the telecom do...
Ericsson Technology Review: Cloud-native application design in the telecom do...Ericsson Technology Review: Cloud-native application design in the telecom do...
Ericsson Technology Review: Cloud-native application design in the telecom do...
 
Ericsson Technology Review: Service exposure: a critical capability in a 5G w...
Ericsson Technology Review: Service exposure: a critical capability in a 5G w...Ericsson Technology Review: Service exposure: a critical capability in a 5G w...
Ericsson Technology Review: Service exposure: a critical capability in a 5G w...
 
Ericsson Technology Review - Issue 1, 2019
Ericsson Technology Review - Issue 1, 2019Ericsson Technology Review - Issue 1, 2019
Ericsson Technology Review - Issue 1, 2019
 
Ericsson Technology Review: Boosting smart manufacturing with 5G wireless con...
Ericsson Technology Review: Boosting smart manufacturing with 5G wireless con...Ericsson Technology Review: Boosting smart manufacturing with 5G wireless con...
Ericsson Technology Review: Boosting smart manufacturing with 5G wireless con...
 
Critical Broadband Networks presentation slideshare
Critical Broadband Networks presentation slideshareCritical Broadband Networks presentation slideshare
Critical Broadband Networks presentation slideshare
 
Evolving cellular IoT for industry digitalization
Evolving cellular IoT for industry digitalizationEvolving cellular IoT for industry digitalization
Evolving cellular IoT for industry digitalization
 
Ericsson Technology Review: Key technology choices for optimal massive IoT de...
Ericsson Technology Review: Key technology choices for optimal massive IoT de...Ericsson Technology Review: Key technology choices for optimal massive IoT de...
Ericsson Technology Review: Key technology choices for optimal massive IoT de...
 
Ericsson Microwave Outlook 2018
Ericsson Microwave Outlook 2018Ericsson Microwave Outlook 2018
Ericsson Microwave Outlook 2018
 
Ericsson Technology Review: Simplifying the 5G ecosystem by reducing architec...
Ericsson Technology Review: Simplifying the 5G ecosystem by reducing architec...Ericsson Technology Review: Simplifying the 5G ecosystem by reducing architec...
Ericsson Technology Review: Simplifying the 5G ecosystem by reducing architec...
 

Dernier

Predictive Analysis for Loan Default Presentation : Data Analysis Project PPT
Predictive Analysis for Loan Default  Presentation : Data Analysis Project PPTPredictive Analysis for Loan Default  Presentation : Data Analysis Project PPT
Predictive Analysis for Loan Default Presentation : Data Analysis Project PPTBoston Institute of Analytics
 
毕业文凭制作#回国入职#diploma#degree美国加州州立大学北岭分校毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#de...
毕业文凭制作#回国入职#diploma#degree美国加州州立大学北岭分校毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#de...毕业文凭制作#回国入职#diploma#degree美国加州州立大学北岭分校毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#de...
毕业文凭制作#回国入职#diploma#degree美国加州州立大学北岭分校毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#de...ttt fff
 
SWOT Analysis Slides Powerpoint Template.pptx
SWOT Analysis Slides Powerpoint Template.pptxSWOT Analysis Slides Powerpoint Template.pptx
SWOT Analysis Slides Powerpoint Template.pptxviniciusperissetr
 
办理(Vancouver毕业证书)加拿大温哥华岛大学毕业证成绩单原版一比一
办理(Vancouver毕业证书)加拿大温哥华岛大学毕业证成绩单原版一比一办理(Vancouver毕业证书)加拿大温哥华岛大学毕业证成绩单原版一比一
办理(Vancouver毕业证书)加拿大温哥华岛大学毕业证成绩单原版一比一F La
 
Learn How Data Science Changes Our World
Learn How Data Science Changes Our WorldLearn How Data Science Changes Our World
Learn How Data Science Changes Our WorldEduminds Learning
 
Top 5 Best Data Analytics Courses In Queens
Top 5 Best Data Analytics Courses In QueensTop 5 Best Data Analytics Courses In Queens
Top 5 Best Data Analytics Courses In Queensdataanalyticsqueen03
 
Student profile product demonstration on grades, ability, well-being and mind...
Student profile product demonstration on grades, ability, well-being and mind...Student profile product demonstration on grades, ability, well-being and mind...
Student profile product demonstration on grades, ability, well-being and mind...Seán Kennedy
 
Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024
Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024
Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024thyngster
 
Decoding the Heart: Student Presentation on Heart Attack Prediction with Data...
Decoding the Heart: Student Presentation on Heart Attack Prediction with Data...Decoding the Heart: Student Presentation on Heart Attack Prediction with Data...
Decoding the Heart: Student Presentation on Heart Attack Prediction with Data...Boston Institute of Analytics
 
NLP Data Science Project Presentation:Predicting Heart Disease with NLP Data ...
NLP Data Science Project Presentation:Predicting Heart Disease with NLP Data ...NLP Data Science Project Presentation:Predicting Heart Disease with NLP Data ...
NLP Data Science Project Presentation:Predicting Heart Disease with NLP Data ...Boston Institute of Analytics
 
Real-Time AI Streaming - AI Max Princeton
Real-Time AI  Streaming - AI Max PrincetonReal-Time AI  Streaming - AI Max Princeton
Real-Time AI Streaming - AI Max PrincetonTimothy Spann
 
ASML's Taxonomy Adventure by Daniel Canter
ASML's Taxonomy Adventure by Daniel CanterASML's Taxonomy Adventure by Daniel Canter
ASML's Taxonomy Adventure by Daniel Cantervoginip
 
RABBIT: A CLI tool for identifying bots based on their GitHub events.
RABBIT: A CLI tool for identifying bots based on their GitHub events.RABBIT: A CLI tool for identifying bots based on their GitHub events.
RABBIT: A CLI tool for identifying bots based on their GitHub events.natarajan8993
 
Identifying Appropriate Test Statistics Involving Population Mean
Identifying Appropriate Test Statistics Involving Population MeanIdentifying Appropriate Test Statistics Involving Population Mean
Identifying Appropriate Test Statistics Involving Population MeanMYRABACSAFRA2
 
Predicting Salary Using Data Science: A Comprehensive Analysis.pdf
Predicting Salary Using Data Science: A Comprehensive Analysis.pdfPredicting Salary Using Data Science: A Comprehensive Analysis.pdf
Predicting Salary Using Data Science: A Comprehensive Analysis.pdfBoston Institute of Analytics
 
How we prevented account sharing with MFA
How we prevented account sharing with MFAHow we prevented account sharing with MFA
How we prevented account sharing with MFAAndrei Kaleshka
 
办美国加州大学伯克利分校毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
办美国加州大学伯克利分校毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree办美国加州大学伯克利分校毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
办美国加州大学伯克利分校毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degreeyuu sss
 
Biometric Authentication: The Evolution, Applications, Benefits and Challenge...
Biometric Authentication: The Evolution, Applications, Benefits and Challenge...Biometric Authentication: The Evolution, Applications, Benefits and Challenge...
Biometric Authentication: The Evolution, Applications, Benefits and Challenge...GQ Research
 
Decoding Patterns: Customer Churn Prediction Data Analysis Project
Decoding Patterns: Customer Churn Prediction Data Analysis ProjectDecoding Patterns: Customer Churn Prediction Data Analysis Project
Decoding Patterns: Customer Churn Prediction Data Analysis ProjectBoston Institute of Analytics
 
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degreeyuu sss
 

Dernier (20)

Predictive Analysis for Loan Default Presentation : Data Analysis Project PPT
Predictive Analysis for Loan Default  Presentation : Data Analysis Project PPTPredictive Analysis for Loan Default  Presentation : Data Analysis Project PPT
Predictive Analysis for Loan Default Presentation : Data Analysis Project PPT
 
毕业文凭制作#回国入职#diploma#degree美国加州州立大学北岭分校毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#de...
毕业文凭制作#回国入职#diploma#degree美国加州州立大学北岭分校毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#de...毕业文凭制作#回国入职#diploma#degree美国加州州立大学北岭分校毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#de...
毕业文凭制作#回国入职#diploma#degree美国加州州立大学北岭分校毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#de...
 
SWOT Analysis Slides Powerpoint Template.pptx
SWOT Analysis Slides Powerpoint Template.pptxSWOT Analysis Slides Powerpoint Template.pptx
SWOT Analysis Slides Powerpoint Template.pptx
 
办理(Vancouver毕业证书)加拿大温哥华岛大学毕业证成绩单原版一比一
办理(Vancouver毕业证书)加拿大温哥华岛大学毕业证成绩单原版一比一办理(Vancouver毕业证书)加拿大温哥华岛大学毕业证成绩单原版一比一
办理(Vancouver毕业证书)加拿大温哥华岛大学毕业证成绩单原版一比一
 
Learn How Data Science Changes Our World
Learn How Data Science Changes Our WorldLearn How Data Science Changes Our World
Learn How Data Science Changes Our World
 
Top 5 Best Data Analytics Courses In Queens
Top 5 Best Data Analytics Courses In QueensTop 5 Best Data Analytics Courses In Queens
Top 5 Best Data Analytics Courses In Queens
 
Student profile product demonstration on grades, ability, well-being and mind...
Student profile product demonstration on grades, ability, well-being and mind...Student profile product demonstration on grades, ability, well-being and mind...
Student profile product demonstration on grades, ability, well-being and mind...
 
Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024
Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024
Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024
 
Decoding the Heart: Student Presentation on Heart Attack Prediction with Data...
Decoding the Heart: Student Presentation on Heart Attack Prediction with Data...Decoding the Heart: Student Presentation on Heart Attack Prediction with Data...
Decoding the Heart: Student Presentation on Heart Attack Prediction with Data...
 
NLP Data Science Project Presentation:Predicting Heart Disease with NLP Data ...
NLP Data Science Project Presentation:Predicting Heart Disease with NLP Data ...NLP Data Science Project Presentation:Predicting Heart Disease with NLP Data ...
NLP Data Science Project Presentation:Predicting Heart Disease with NLP Data ...
 
Real-Time AI Streaming - AI Max Princeton
Real-Time AI  Streaming - AI Max PrincetonReal-Time AI  Streaming - AI Max Princeton
Real-Time AI Streaming - AI Max Princeton
 
ASML's Taxonomy Adventure by Daniel Canter
ASML's Taxonomy Adventure by Daniel CanterASML's Taxonomy Adventure by Daniel Canter
ASML's Taxonomy Adventure by Daniel Canter
 
RABBIT: A CLI tool for identifying bots based on their GitHub events.
RABBIT: A CLI tool for identifying bots based on their GitHub events.RABBIT: A CLI tool for identifying bots based on their GitHub events.
RABBIT: A CLI tool for identifying bots based on their GitHub events.
 
Identifying Appropriate Test Statistics Involving Population Mean
Identifying Appropriate Test Statistics Involving Population MeanIdentifying Appropriate Test Statistics Involving Population Mean
Identifying Appropriate Test Statistics Involving Population Mean
 
Predicting Salary Using Data Science: A Comprehensive Analysis.pdf
Predicting Salary Using Data Science: A Comprehensive Analysis.pdfPredicting Salary Using Data Science: A Comprehensive Analysis.pdf
Predicting Salary Using Data Science: A Comprehensive Analysis.pdf
 
How we prevented account sharing with MFA
How we prevented account sharing with MFAHow we prevented account sharing with MFA
How we prevented account sharing with MFA
 
办美国加州大学伯克利分校毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
办美国加州大学伯克利分校毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree办美国加州大学伯克利分校毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
办美国加州大学伯克利分校毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
 
Biometric Authentication: The Evolution, Applications, Benefits and Challenge...
Biometric Authentication: The Evolution, Applications, Benefits and Challenge...Biometric Authentication: The Evolution, Applications, Benefits and Challenge...
Biometric Authentication: The Evolution, Applications, Benefits and Challenge...
 
Decoding Patterns: Customer Churn Prediction Data Analysis Project
Decoding Patterns: Customer Churn Prediction Data Analysis ProjectDecoding Patterns: Customer Churn Prediction Data Analysis Project
Decoding Patterns: Customer Churn Prediction Data Analysis Project
 
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
 

The Value of Performance – Capital investment in network quality leads to improved financial performance

  • 1. April 2014 Capital investment in network quality leads to improved financial performance The value of performance
  • 2. 2  THE VALUE OF PERFORMANCE  APRIL 2014 The contents of this document is based on a number of theoretical dependencies and assumptions and Ericsson shall not be bound by or liable for any statement, representation, undertaking or omission made in this document. Furthermore Ericsson may at any time change the contents of this document at its sole discretion and shall not be liable for the consequences of such changes. ABSTRACTCONTENTS INTRODUCTION 3 IMPROVED NETWORK PERFORMANCE 4 STRATEGIC IMPLICATIONS 6 Within the telecom industry it is often heard that increasing capital expenditure leads to lower financial returns. However, a sustained increase in the level of capital expenditure can result in an enhanced ability to monetize the mobile broadband opportunity and boost financial returns. This can be attributed to improvements in network quality and reductions in operating expenses. An increase in capital expenditures can also result in first mover advantage, which yields competitive superiority over time.
  • 3. APRIL 2014  THE VALUE OF PERFORMANCE 3 INTRODUCTION Since the start of the smartphone era, a number of operators have outperformed their peers in terms of revenue growth and financial results. These operators lead in terms of both network performance and innovation in their market offering. This raises the question of what behaviors they have in common, as well as how they manage to maintain or even increase growth in today’s challenging market and economic conditions. Research into companies that outperform their market peers reveals that successful operators have a strong strategic vision and proactively invest in network quality and performance. They tend to place a high priority on material investments in network coverage, capacity and quality in order to improve the user experience. The goal of these investments is not limited to revenue enhancements, but is also aimed at decreasing costs and improving financial returns. This points to an interesting relationship between strategic investments in network quality and improved financial performance that warrants further exploration. Ericsson recently commissioned a study to investigate the issue in more depth. It was carried out by Dr. Raul Katz, President of Telecom Advisory Services LLC, and Director of Business Strategy Research, Columbia Business School. The study explored the relationship between capital investments in mobile telecom networks and the commercial and financial performance of their operators. This paper describes the study and highlights its implications. The causal chain The goal of the study was to see whether a causal chain between increased capital expenditure and improved financial returns could be established. Dr. Katz performed extensive statistical analysis across a large set of metrics, on three years of quarterly data from three different markets: Brazil, Mexico and the US. The analysis was used to build a simulation model which was validated through case studies. 1 2 3 4 CAPITAL EXPENDITURES > Capacity upgrades > Network modernization > Product/service development MARKET PERFORMANCE > Market share > ARPU increase > Churn reduction FINANCIAL PERFORMANCE > Revenues > EBITDA > Free cash flow from operations OPERATIONAL PERFORMANCE > Accessibility and data completion rate > Percentage of connections over 1 Mbps > Speech call quality index > Latency reduction > Downlink broadband speed Figure 1: Illustraton of causal relationships between the variables in the quantitative study Source: Ericsson and Telecom Advisory Services LLC (2014)
  • 4. 4  THE VALUE OF PERFORMANCE  APRIL 2014 The results from the quantitative study show that appropriately targeted capital expenditure leads to improved network performance. This translates into better market performance which is shown to boost financial returns. While the link between capex and financial returns sounds intuitive, it is difficult to prove and requires careful analysis of the data. Firstly, external factors like changes in market conditions or the actions of other players need to be accounted for. This enables us to make sure that the effects of the capex increase can be isolated. Secondly, the direction of the causality needs to be proven. Correlation – the fact that two variables are related to each other – does not on its own prove causality. In order to determine the direction of these causal relationships, time-lagged variables were included in the regression analysis. This was accomplished in practice by establishing that changes to an independent variable in the current quarter will affect another factor in future. As an example, the results from the study show that for a typical US operator, an increase in downlink throughput leads to an increase in market share the following quarter. Improved network performance Service revenues The study showed that a decrease of 1 percentage point in overall churn for a Brazilian operator led to a 6.86 percent increase in service revenues 2 quarters later. These steps need to be performed throughout the entire causal chain, from capex increase through to financial returns, to establish the causal links. Thus, the study conclusively demonstrates that investments in network quality ultimately translate into better financial returns for operators. These improved returns come from cost savings as well as increased revenue. Taking the analysis further, a simulation model was constructed to estimate the effects of increased capex on mobile operators’ free cash flows, allowing operators to assess the commercial and financial gains that can be attributed to the increased investments. Figure 2: Changes following 10 percent increase in capex over a 5-year period BRAZILIAN OPERATOR Increasing capex USD 156 million/yearly Increase in service revenues (percent) Increase in EBITDA margin (percentage points) Increase in NPV of FCF (absolute) Increase in NPV of FCF (percent) +5.5% +6.4% USD 128.61m 6.7% MEXICAN OPERATOR Increasing capex USD 72 million/yearly +1.9% +1.0% USD 297.88m 1.6% US OPERATOR Increasing capex USD 432 million/yearly NPV – net present value FCF – free cash flow from operations +5.1% +6.8% USD 381.48m 17.1% Source: Ericsson and Telecom Advisory Services LLC (2014) Base: Market data from Brazil, Mexico, US
  • 5. APRIL 2014  THE VALUE OF PERFORMANCE 5 Network accessibility Data completion rates Data throughput rates Figure 3: Impact of 10 percent increase in capex Source: Ericsson and Telecom Advisory Services LLC (2014) Base: Market data from Brazil, Mexico, US 4.7% 2.4%1.8% 3FIRST MOVER ADVANTAGE Increasing CAPEX can result in a first-mover advantage which will yield competitive superiority over time. Dominant operators can pursue first-mover strategies at a lower proportional cost than smaller competitors. Increasing CAPEX can also help a lagging performer to surpass the competition. OPEX REDUCTION Both the case studies and the statistical analyses show a relationship between increased investment and declining operational expenditure.This could be the result of the operational efficiencies that accompany better performing networks, or reduced churn. 21 NETWORK QUALITY AND FINANCIAL PERFORMANCE The causal relationship identified between network quality and financial performance was also reflected in the case studies. Operators combined substantial network investments with improved financial performance. Figure 4: Key factors for competitive advantages Source: Ericsson and Telecom Advisory Services LLC (2014) Exploring the impact of capex increases Based on analysis of the past 3 years and controlled to account for one-off events, the simulation model indicated that a 10 percent increase in capital expenditure would have a significant impact. For one Brazilian operator, it resulted in a data throughput rate increase of 4.7 percent. Data completion rates rose to 2.4 percent and network accessibility was boosted by 1.8 percent. These improvements in network quality and performance resulted in increased market share, a significant boost to ARPU and reduced churn. Given this enhanced network and market performance, the operator should experience a 5.5 percent increase in service revenues, a 6.4 percentage point improvement in EBITDA margin, and a 6.7 percent increase in free cash flow from operations. Analysis of Mexico and the US shows the same robust relationships between investments, performance and finances as in Brazil. However, the causality works differently under different market characteristics. In order to verify the model, case studies were performed on four operators on different continents. These case studies validated the hypotheses regarding the competitive importance of capital investment. Getting the competitive advantage Investment-driven strategies change the market and create a new competitive landscape. Four operators on different continents with publicly stated strategies of investing in network quality were analyzed. Three key factors were identified that create competitive advantages. They can be seen in the figure below. Scenario analysis The statistical results described above can be applied in scenario analysis of individual operators. These simulations reveal that an investment-driven market strategy results in significant financial returns. They also show that such an approach provides competitive advantages such as lower churn, higher market share and increased ARPU. These benefits are largely created before the competition has time to respond.
  • 6. 6  THE VALUE OF PERFORMANCE  APRIL 2014 The quantitative analysis and case studies demonstrate that increased investment in network quality and performance creates competitive advantages. These also translate into improved financial returns. Furthermore, the increase in subscribers and ARPU also indicates that some network investments produce more benefits than others. This is especially the case for those investments that change user perceptions of what can be achieved using the network. Investments in network quality can capture new markets and build differentiation. The current growth in the number of people using their mobile devices to watch video exemplifies the importance of such strategic spending. Many users like to watch video on mobile devices, but the quality of their experience depends on the network they use. A network without sufficient capacity provides an unsatisfactory experience – the video takes too long to play and the quality is low or playback gets interrupted while buffering. In these circumstances users learn that they cannot rely on the network to watch video and so look for alternatives. Instead they tend to rely on pre-loaded content, limiting their use of connectivity to other services, many of which generate less revenue than video. Strategic implications Figure 5: Example of network investment opportunity in order to meet the growing demand for video Source: Ericsson (2014) ofYouTube views are mobile40% INVEST TO MANAGE TRAFFIC EFFICIENTLY AND DECREASE COST of mobile traffic will be video in 2019 INVEST TO DRIVE AN EMERGING CONSUMER BEHAVIOR INVEST TO CREATE WORD OF MOUTH AND INCREASE LOYALTY 50% is the prime driver of customer satisfaction and loyalty NETWORK PERFORMANCE Investing in performance Strategic investment in specific areas of network performance can change user behavior. Once performance exceeds a certain point, users learn to rely on the network, e.g. for activities such as watching video. They stop pre-loading content and stream it instead, generating more operator revenue. Passing the streaming threshold also differentiates operators. This creates a competitive advantage that attracts new subscribers and reduces churn.
  • 7. APRIL 2014  THE VALUE OF PERFORMANCE 7 Distance from base station Signalstrength Investments in video streaming It is necessary to invest in the provision of a good downlink throughput in the radio network to achieve App Coverage for video streaming, for example. App Coverage also places demands on uplink, latency and capacity to support sufficient user numbers. Adaptive streams and solutions for caching are also needed to achieve efficient video delivery. Through well-proportioned investments in all of these areas, operators can cross the streaming threshold with maximum profitability. The right investments help reduce costs, create new opportunities, attract new subscribers, open new revenue streams and improve financial performance. Rethinking network performance The explosive growth of smartphones and app usage brings new challenges to mobile operators worldwide. App Coverage is an approach to meet those challenges by translating users’ expectations into network performance targets. Ensuring appropriate App Coverage can lead to tipping points in user behavior. capital investment can be used as a competitive lever to differentiate market leaders Figure 6: Conceptual view of App Coverage Source: Ericsson (2014)
  • 8. EAB-14:021618 Uen rev A © Ericsson AB 2014 We are a world leader in the rapidly-changing environment of communications technology – providing equipment, software and services to mobile and fixed network operators all over the globe. Some 40 percent of global mobile traffic runs through networks we have supplied, and we manage networks that serve more than 1 billion subscribers globally every day. With more than 35,000 granted patents, we have one of the industry’s strongest patent portfolios. Our vision is to be the prime driver in an all-communicating world. By using innovation to empower people, business and society, we are enabling the Networked Society, in which everything that can be connected is connected. The content of this document is subject to revision without notice due to continued progress in methodology, design and manufacturing. Ericsson shall have no liability for any error or damage of any kind resulting from the use of this document. Ericsson SE-126 25 Stockholm, Sweden Telephone +46 10 719 00 00 www.ericsson.com