SlideShare a Scribd company logo
Salford & Co.
MOBILE PHONE
DATA
1 6 - 0 5 - 2 0 2 3
Mobile network data
Mobile network event data is produced by mobile
devices connected to a mobile network and is
recorded by the Mobile Network Operator (MNO)
that manages the network. These data are
generated through the usage of mobile devices
within the network.
GPS data
GPS data is generated by software on smart mobile
devices, owned by companies like Google and
Apple. These data offer higher resolution and can
cross international borders,
What are the different types of
Mobile Network Data?
Call Detail Records Active signalling data
Passive signalling data
• Passive generated when a subscriber:
-Makes or receives a call
-Sends or receives an SMS
• Routinly stored by MNos for billing
porposes
• Requires specific justification for the
data to be generated
• Used irregularly and at a significant
cost to MNO
• Hard to use for statistical purposes
• Passively generated when a mobile
device connects to the network
• More frequent than CDR data
• Storage depends on MNO
• Not routinely stored for longer than
weeks or months
• Provide higher quality datasets
What information is contained in
MPD?
Increases The Value Of Current Employees
Additional features
Time of network event
Routing cell tower
Subscriber identifiers
Cell tower data
Subscriber identifiers
MSISDN : Mobile Station Integrated Services Digital Network
01
02
03
IMSI : international mobile subscriber identity
IMEI : International Mobile Equipment Identity
the phone number from which the network event originated
The ID of the SIM from which the network event originated
the ID of the device (typically a mobile handset) from which the network event
originated.
Note: Each of these fields is pseudonymised to remove any information which could be used directly to
identify the subscriber.
Time of network event is a temporal dimension. This field records the time and date of the
network event.
Routing cell tower is a spatial dimension Mobile network event data includes the ID of the
cell tower that was used for the network event, but not its coordinates. However, the cell
tower ID can be used to access the dataset containing the corresponding spatial
information.
Time of network event
Routing cell tower
Additional features
Identifier for the other party
Type of network event
Expenditure data
Call duration
For calls and SMS messages, the CDR data
may also contain an identifier for the other
party involved in the network event. This is
most commonly their MSISDN.
CDR data always includes the type of network
event which generated the record.
Data regarding the cost of network events, such
as calls, SMS messages, and mobile data, may be
accessible. This information may also be
available for mobile money transactions and
payments made to MNOs for credit top-ups.
For calls, CDR data also includes the length of
the call.
Cell tower data
MNOs may possess other data, such as information
related to cell towers in the network, which can aid in
their analysis. For instance, geographic coordinates of
cell towers, alongside the corresponding IDs that
match the routing tower feature in CDRs, are vital for
population distribution and mobility analysis.
mobile phone in terms of migration
• The use of MPD has the potential to improve migration statistics by providing near
real-time access to previously unavailable indicators, calibration opportunities for
existing data, space and timely resolution/granularity, and accuracy.
• MPD-derived information is automatically collected and relatively low-cost but
does not cover the entire population and includes noise and erroneous records.
• MPD cannot replace traditional data sources, but can supplement official
migration statistics.
Traditional versus new data sources
Traditional censuses Identify your preferences
• Traditional censuses and population
registers are solid sources for assessing
long-term migration
• Measuring short-term and everyday mobility requires
more flexible methods such as various registers,
satellite-based methods, or modern sensing
technologies.
• IT should be considered that MPD includes noise and erroneous records, and
special care should be taken to clean the data of errors and noise
Basic considerations when using MPD
for migrations statistics
Data quality, privacy and ethical aspects
Technical, financial and legal aspects
Limitations and caveats
1
2
3
Data quality:
Data quality is important in building confidence in statistical products produced by an institution
Traditional and non-traditional methods of collecting international migration statistics can be unreliable
due to limitations such as difficulty in capturing all emigrants, collecting information on irregular
migrants, and limited timeliness.(from 5 to 10 years)
The population register can be a good source of data for migration statistics, but updating frequency and
accuracy are critical factors.
Other administrative sources such as border control data can provide quantitative but not
qualitative data.
Coverage is one of the main challenges in producing migration statistics.
MPD can measure migration regardless of the person's statement and can fill data gaps. Big data
can provide alternative solutions.
Privacy and ethical aspects
Privacy, surveillance, and fundamental rights are important considerations when using mobile
positioning data (MPD).
Any study using MPD must ensure individual privacy, avoid discrimination, and respect
fundamental rights.
MPD should not allow identification of individuals based on geographical or temporal
information.
Mobile operators can aggregate anonymous geographical data from log files to maintain
confidentiality. (as in the Cell-ID method)
To keep confidentiality, mobile operators can aggregate anonymous geographical data from
log files, such as location points or movement vectors,
Technical, financial and legal aspects
Environmental
Responsibilities
Customer
Responsibilities
Lorem ipsum dolor sit amet,
consectetur adipiscing elit. Nam
sem nibh, mattis a pulvinar a,
vulputate pharetra orci. Aliquam
metus dui, commodo at aliquet
eu, ullamcorper vel sem. Duis
facilisis egestas ex, a gravida
quam cursus sit amet.
Lorem ipsum dolor sit amet,
consectetur adipiscing elit. Nam
sem nibh, mattis a pulvinar a,
vulputate pharetra orci. Aliquam
metus dui, commodo at aliquet
eu, ullamcorper vel sem. Duis
facilisis egestas ex, a gravida
quam cursus sit amet.
Environmental
Responsibilities
Lorem ipsum dolor sit amet,
consectetur adipiscing elit. Nam
sem nibh, mattis a pulvinar a,
vulputate pharetra orci. Aliquam
metus dui, commodo at aliquet
eu, ullamcorper vel sem. Duis
facilisis egestas ex, a gravida
quam cursus sit amet.
Lorem ipsum dolor sit amet, consectetur
adipiscing elit. In sollicitudin libero eget orci
pellentesque tristique. Integer ac mattis magna,
quis pulvinar felis. Nulla volutpat dui tellus,
commodo facilisis est mollis nec. Interdum et
malesuada fames ac ante ipsum primis in
faucibus. Sed finibus laoreet nulla vel interdum.
Donec porta ac erat et dictum. Duis vitae eleifend
tortor. Aenean pulvinar velit dui, eu eleifend justo
maximus id. Duis metus elit, maximus nec nibh
consectetur, aliquet pellentesque felis. Proin non
scelerisque mi. In leo massa, condimentum ut
ligula nec, commodo dapibus enim.
Lorem ipsum dolor sit amet, consectetur
adipiscing elit. In sollicitudin libero eget
orci pellentesque tristique. Intege.
Lorem ipsum dolor sit amet, consectetur
adipiscing elit. In sollicitudin libero eget
orci pellentesque tristique. Intege.
Lorem ipsum dolor sit amet, consectetur
adipiscing elit. In sollicitudin libero eget
orci pellentesque tristique. Intege.
Lorem ipsum dolor sit amet, consectetur
adipiscing elit. In sollicitudin libero eget
orci pellentesque tristique. Intege.
What information is contained in
MPD?
Evaluate
Analyse Trends
Coach and adjust
Establish Expectations
Lorem ipsum dolor sit amet, consectetur adipiscing elit. In sollicitudin libero eget orci pellentesque
tristique. Integer ac mattis magna, quis pulvinar felis. Nulla volutpat dui tellus, commodo facilisis.
What information is contained in MPD?
Review your offer
Boost productivity
Concentrate your sales
efforts
Manage your costs
Buy more effectively
Traditional versus new data sources
Traditional 2nd Key 3rd Key
On a very basic level, project
management includes the planning,
initiation, execution, monitoring, and
closing of a project.
Many different types of project
management methodologies and
techniques exist, including
traditional, waterfall, agile, and lean.
Project management is used across
industries and is an important part of
the success of construction,
engineering, and IT companies.
Lorem ipsum dolor sit amet, consectetur adipiscing elit. In sollicitudin libero eget orci pellentesque
tristique. Integer ac mattis magna, quis pulvinar felis. Nulla volutpat dui tellus, commodo facilisis.
What information is contained in MPD?
Review your offer
Boost productivity
Concentrate your sales
efforts
Manage your costs
Expand your market
Buy more effectively
Francois Mercer
Head Manager
Lorem ipsum dolor sit amet,
consectetur adipiscing elit.
Suspendisse blandit non est ut
mattis. Praesent dapibus dui et
ultricies ultricies. Nunc mauris.
Lorem ipsum dolor sit amet,
consectetur adipiscing elit.
Suspendisse blandit non est ut
mattis. Praesent dapibus dui et
ultricies ultricies. Nunc mauris.
Lorem ipsum dolor sit amet,
consectetur adipiscing elit.
Suspendisse blandit non est ut
mattis. Praesent dapibus dui et
ultricies ultricies. Nunc mauris.
Business Analyst Business Specialist
Juliana Silva Daniel Gallego
Meet Our Best Team
Lorem ipsum dolor sit amet, consectetur
adipiscing elit. Ut convallis velit sapien, nec
consequat nulla dapibus quis. Ut fringilla enim in
porta elementum. Pellentesque facilisis ultricies
dolor vel pharetra. Vivamus fermentum
consectetur massa vel ultricies. Sed in libero at
lorem mollis tincidunt eu gravida turpis. Nulla
risus enim, elementum id urna eu, ultricies cursus
lacus. In hac habitasse platea dictumst. Sed non
porttitor ante. Vestibulum non elit id metus
ultrices dignissim. Nunc ligula justo, rhoncus
vulputate condimentum nec, tincidunt vel justo.
Praesen.
Understanding Quality Management
Systems In Business
Lorem ipsum dolor sit amet, consectetur
adipiscing elit. In sollicitudin libero eget orci
pellentesque tristique. Integer ac mattis
magna, quis pulvinar felis. Nulla volutpat dui
tellus, commodo facilisis est mollis nec.
Interdum et malesuada fames ac ante ipsum
primis in faucibus. Sed finibus laoreet nulla vel
interdum. Donec porta ac erat et dictum. Duis
vitae eleifend tortor. Aenean pulvinar velit dui,
eu eleifend justo maximus id. Duis metus elit,
maximus nec nibh consectetur, aliquet
pellentesque felis. Proin non scelerisque mi. In
leo massa, condimentum ut ligula nec,
commodo dapibus enim.
Quality Management
Principles
Quality
Management
Principles
Customer
Focus
Leadership
Engagement
Of People
Relationship
Management
Evidence Based
Decision Making
Improvement
Process
Approach
Lorem ipsum dolor sit amet, consectetur adipiscing
elit. In sollicitudin libero eget orci pellentesque
tristique. Integer ac mattis magna, quis pulvinar
felis. Nulla volutpat dui tellus, commodo facilisis
est mollis nec. Interdum et malesuada fames ac
ante ipsum primis in faucibus. Sed finibus laoreet
nulla vel interdum. Donec porta ac erat et dictum.
Duis vitae eleifend tortor. Aenean pulvinar velit dui,
eu eleifend justo maximus id. Duis metus elit,
maximus nec nibh consectetur, aliquet
pellentesque felis. Proin non scelerisque mi. In leo
massa, condimentum ut ligula nec, commodo
dapibus enim.
What Is A Quality
Management System?
Lorem ipsum dolor sit amet, consectetur adipiscing elit. In
sollicitudin libero eget orci pellentesque tristique. Integer
ac mattis magna, quis pulvinar felis. Nulla volutpat dui
tellus, commodo facilisis est mollis nec. Interdum et
malesuada fames ac ante ipsum primis in.
Consistency
Ensure your efforts are aligned
Define your brand – and stick to it!
When you make a plan, see it through
Analyse the results of your efforts
Consider how changes affect your clients
Lorem ipsum dolor sit amet, consectetur
adipiscing elit. Ut convallis velit sapien, nec
consequat nulla dapibus quis. Ut fringilla enim in
porta elementum. Pellentesque facilisis ultricies
dolor vel pharetra. Vivamus ferme.
Evidence-Based Change
Understand the data
Establish patient-centered goals
Consider your resources
Identify your preferences
Lorem ipsum dolor sit amet, consectetur adipiscing
elit. In sollicitudin libero eget orci pellentesque
tristique. Integer ac mattis magna, quis pulvinar felis.
Nulla volutpat dui tellus, commodo facilisis est mollis
nec. Interdum et malesuada fames ac ante ipsum
primis in faucibus. Sed finibus laoreet nulla.
Lorem ipsum dolor sit amet, consectetur adipiscing
elit. In sollicitudin libero eget orci pellentesque
tristique. Integer ac mattis magna, quis pulvinar felis.
Nulla volutpat dui tellus, commodo facilisis est mollis
nec. Interdum et malesuada fames ac ante ipsum
primis in faucibus. Sed finibus laoreet nulla.
Lorem ipsum dolor sit amet, consectetur adipiscing
elit. In sollicitudin libero eget orci pellentesque
tristique. Integer ac mattis magna, quis pulvinar felis.
Nulla volutpat dui tellus, commodo facilisis est mollis
nec. Interdum et malesuada fames ac ante ipsum
primis in faucibus. Sed finibus laoreet nulla.
Lorem ipsum dolor sit amet, consectetur adipiscing
elit. In sollicitudin libero eget orci pellentesque
tristique. Integer ac mattis magna, quis pulvinar felis.
Nulla volutpat dui tellus, commodo facilisis est mollis
nec. Interdum et malesuada fames ac ante ipsum
primis in faucibus. Sed finibus laoreet nulla.
Understanding Corporate
Governance Benefits of Corporate Governance
Lorem ipsum dolor sit amet, consectetur
adipiscing elit. Phasellus quis tortor ut enim
congue hendrerit. Nam pretium, metus a
pharetra consequat, lorem eros maximus tellus,
sit amet cursus velit augue ut ligula. Vestibulum
ante ipsum primis in faucibus orci luctus et
ultrices posuere cubilia curae; Ut vitae
ullamcorper ligula. Aenean sodales bibendum
commodo. Phasellus nec faucibus nibh, a viverra
metus. Cras risus risus, pretium vel tincidunt
placerat, fringilla eu purus. Maecenas ut tortor
magna. Maecenas mattis quam odio, eu
placerat justo sodales.
It promotes long-term financial viability,
opportunity, and returns
It can lessen the potential for financial
loss, waste, risks, and corruption
Good corporate governance can translate
to rising share prices
It is a game plan for resilience and long-
term success
VISION & MISSION
VISION MISSION
Lorem ipsum dolor sit amet, consectetur
adipiscing elit, sed do eiusmod tempor
incididunt ut labore et dolore magna aliqua. Ut
enim ad minim veniam, quis nostrud
exercitation ullamco laboris nisi ut aliquip ex ea
commodo consequat.
Lorem ipsum dolor sit amet, consectetur
adipiscing elit, sed do eiusmod tempor
incididunt ut labore et dolore magna aliqua. Ut
enim ad minim veniam, quis nostrud
exercitation ullamco laboris nisi ut aliquip ex ea
commodo consequat.
How To Choose A Quality
Management System
Lorem ipsum dolor sit amet, consectetur adipiscing elit. In sollicitudin libero eget orci pellentesque
tristique. Integer ac mattis magna, quis pulvinar felis. Nulla volutpat dui tellus, commodo facilisis.
Industry relevance Performance and
Scalability
Intelligence Suggestions and
actionability
Lorem ipsum dolor sit amet,
consectetur adipiscing elit. In
sollicitudin libero eget orci
pellentesque tristique. Integer ac
mattis magna, quis pulvinar felis.
Nulla volutpat dui tellus, commodo
facilisis est mollis nec. Interdum et
malesuada fames ac ante ipsum
primis in faucibus. Sed finibus.
Lorem ipsum dolor sit amet,
consectetur adipiscing elit. In
sollicitudin libero eget orci
pellentesque tristique. Integer ac
mattis magna, quis pulvinar felis.
Nulla volutpat dui tellus, commodo
facilisis est mollis nec. Interdum et
malesuada fames ac ante ipsum
primis in faucibus. Sed finibus.
Lorem ipsum dolor sit amet,
consectetur adipiscing elit. In
sollicitudin libero eget orci
pellentesque tristique. Integer ac
mattis magna, quis pulvinar felis.
Nulla volutpat dui tellus, commodo
facilisis est mollis nec. Interdum et
malesuada fames ac ante ipsum
primis in faucibus. Sed finibus.
Lorem ipsum dolor sit amet,
consectetur adipiscing elit. In
sollicitudin libero eget orci
pellentesque tristique. Integer ac
mattis magna, quis pulvinar felis.
Nulla volutpat dui tellus, commodo
facilisis est mollis nec. Interdum et
malesuada fames ac ante ipsum
primis in faucibus. Sed finibus.
Contact Us
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Etiam vel est
pretium sem accumsan congue sit amet vel urna. Nullam mollis odio
pharetra tortor rhoncus fermentum. Mauris vel ante lacinia,
bibendum massa sit amet, venenatis augue. Phasellus tempor, nisi
lacinia tempus iaculis, nunc ex venenatis nisl, quis semper ipsum
nunc non tortor. Quisque tempus mauris eget velit ornare
condimentum. Vestibulum mollis risus vitae tortor al.
hello@reallygreatsite.com
123 Anywhere St., Any City
+123-456-7890
www.reallygreatsite.com
Salford & Co.
reallygreatsite.com
Visit Our Website
THANK YOU
FOR YOUR ATTENTION

More Related Content

Recently uploaded (20)

Internet_of_Things_Presentation_by-Humera.pptx
Internet_of_Things_Presentation_by-Humera.pptxInternet_of_Things_Presentation_by-Humera.pptx
Internet_of_Things_Presentation_by-Humera.pptx
cshumerabashir
 
Cloud Computing - iCloud by Hamza Anwaar .pptx
Cloud Computing - iCloud by Hamza Anwaar .pptxCloud Computing - iCloud by Hamza Anwaar .pptx
Cloud Computing - iCloud by Hamza Anwaar .pptx
islamicknowledge5224
 
Predicting Site Quality Google Patent US9767157B2 - Behzad Hussain.pdf
Predicting Site Quality Google Patent US9767157B2 - Behzad Hussain.pdfPredicting Site Quality Google Patent US9767157B2 - Behzad Hussain.pdf
Predicting Site Quality Google Patent US9767157B2 - Behzad Hussain.pdf
Behzad Hussain
 
Quantiuwewe e3er14e we3223 32222 m2.pptx
Quantiuwewe e3er14e we3223 32222 m2.pptxQuantiuwewe e3er14e we3223 32222 m2.pptx
Quantiuwewe e3er14e we3223 32222 m2.pptx
cyberesearchprof
 
UV_Unwrapping_Lecture_with_Figures.pptx presentation for lecture of animation
UV_Unwrapping_Lecture_with_Figures.pptx presentation for lecture of animationUV_Unwrapping_Lecture_with_Figures.pptx presentation for lecture of animation
UV_Unwrapping_Lecture_with_Figures.pptx presentation for lecture of animation
17218
 
Networking_Essentials_version_3.0_-_Module_7.pptx
Networking_Essentials_version_3.0_-_Module_7.pptxNetworking_Essentials_version_3.0_-_Module_7.pptx
Networking_Essentials_version_3.0_-_Module_7.pptx
elestirmen
 
rosoft PowcgnggerPoint Presentation.pptx
rosoft PowcgnggerPoint Presentation.pptxrosoft PowcgnggerPoint Presentation.pptx
rosoft PowcgnggerPoint Presentation.pptx
sirbabu778
 
LpQuantueer rtwrt 1e erere errerqer m.ppt
LpQuantueer rtwrt 1e erere errerqer m.pptLpQuantueer rtwrt 1e erere errerqer m.ppt
LpQuantueer rtwrt 1e erere errerqer m.ppt
cyberesearchprof
 
Unlocking Business Growth Through Targeted Social Engagement
Unlocking Business Growth Through Targeted Social EngagementUnlocking Business Growth Through Targeted Social Engagement
Unlocking Business Growth Through Targeted Social Engagement
Digital Guider
 
AI theory work for students to understand the logic
AI theory work for students to understand the logicAI theory work for students to understand the logic
AI theory work for students to understand the logic
areeba15775n
 
simple-presentationtestingdocument2007.pptx
simple-presentationtestingdocument2007.pptxsimple-presentationtestingdocument2007.pptx
simple-presentationtestingdocument2007.pptx
ashokjayapal
 
Google_Cloud_Computing_Fundamentals.pptx
Google_Cloud_Computing_Fundamentals.pptxGoogle_Cloud_Computing_Fundamentals.pptx
Google_Cloud_Computing_Fundamentals.pptx
ektadangwal2005
 
Inter-Mirifica-Navigating-Media-in-the-Modern-World.pptx
Inter-Mirifica-Navigating-Media-in-the-Modern-World.pptxInter-Mirifica-Navigating-Media-in-the-Modern-World.pptx
Inter-Mirifica-Navigating-Media-in-the-Modern-World.pptx
secretarysocom
 
最新版西班牙加泰罗尼亚国际大学毕业证(UIC毕业证书)原版定制
最新版西班牙加泰罗尼亚国际大学毕业证(UIC毕业证书)原版定制最新版西班牙加泰罗尼亚国际大学毕业证(UIC毕业证书)原版定制
最新版西班牙加泰罗尼亚国际大学毕业证(UIC毕业证书)原版定制
Taqyea
 
Vigilanti-Cura-Protecting-the-Faith.pptx
Vigilanti-Cura-Protecting-the-Faith.pptxVigilanti-Cura-Protecting-the-Faith.pptx
Vigilanti-Cura-Protecting-the-Faith.pptx
secretarysocom
 
What to Expect When Hiring Shopify Development Services_ A Technical Walkthro...
What to Expect When Hiring Shopify Development Services_ A Technical Walkthro...What to Expect When Hiring Shopify Development Services_ A Technical Walkthro...
What to Expect When Hiring Shopify Development Services_ A Technical Walkthro...
CartCoders
 
How to Make Money as a Cam Model – Tips, Tools & Real Talk
How to Make Money as a Cam Model – Tips, Tools & Real TalkHow to Make Money as a Cam Model – Tips, Tools & Real Talk
How to Make Money as a Cam Model – Tips, Tools & Real Talk
Cam Sites Expert
 
10 Latest Technologies and Their Benefits to End.pptx
10 Latest Technologies and Their Benefits to End.pptx10 Latest Technologies and Their Benefits to End.pptx
10 Latest Technologies and Their Benefits to End.pptx
EphraimOOghodero
 
In order to install and use the device software, your computer must meet the ...
In order to install and use the device software, your computer must meet the ...In order to install and use the device software, your computer must meet the ...
In order to install and use the device software, your computer must meet the ...
raguclc
 
PPT 18.03.2023.pptx for i smart programme
PPT 18.03.2023.pptx for i smart programmePPT 18.03.2023.pptx for i smart programme
PPT 18.03.2023.pptx for i smart programme
AbhimanShastry
 
Internet_of_Things_Presentation_by-Humera.pptx
Internet_of_Things_Presentation_by-Humera.pptxInternet_of_Things_Presentation_by-Humera.pptx
Internet_of_Things_Presentation_by-Humera.pptx
cshumerabashir
 
Cloud Computing - iCloud by Hamza Anwaar .pptx
Cloud Computing - iCloud by Hamza Anwaar .pptxCloud Computing - iCloud by Hamza Anwaar .pptx
Cloud Computing - iCloud by Hamza Anwaar .pptx
islamicknowledge5224
 
Predicting Site Quality Google Patent US9767157B2 - Behzad Hussain.pdf
Predicting Site Quality Google Patent US9767157B2 - Behzad Hussain.pdfPredicting Site Quality Google Patent US9767157B2 - Behzad Hussain.pdf
Predicting Site Quality Google Patent US9767157B2 - Behzad Hussain.pdf
Behzad Hussain
 
Quantiuwewe e3er14e we3223 32222 m2.pptx
Quantiuwewe e3er14e we3223 32222 m2.pptxQuantiuwewe e3er14e we3223 32222 m2.pptx
Quantiuwewe e3er14e we3223 32222 m2.pptx
cyberesearchprof
 
UV_Unwrapping_Lecture_with_Figures.pptx presentation for lecture of animation
UV_Unwrapping_Lecture_with_Figures.pptx presentation for lecture of animationUV_Unwrapping_Lecture_with_Figures.pptx presentation for lecture of animation
UV_Unwrapping_Lecture_with_Figures.pptx presentation for lecture of animation
17218
 
Networking_Essentials_version_3.0_-_Module_7.pptx
Networking_Essentials_version_3.0_-_Module_7.pptxNetworking_Essentials_version_3.0_-_Module_7.pptx
Networking_Essentials_version_3.0_-_Module_7.pptx
elestirmen
 
rosoft PowcgnggerPoint Presentation.pptx
rosoft PowcgnggerPoint Presentation.pptxrosoft PowcgnggerPoint Presentation.pptx
rosoft PowcgnggerPoint Presentation.pptx
sirbabu778
 
LpQuantueer rtwrt 1e erere errerqer m.ppt
LpQuantueer rtwrt 1e erere errerqer m.pptLpQuantueer rtwrt 1e erere errerqer m.ppt
LpQuantueer rtwrt 1e erere errerqer m.ppt
cyberesearchprof
 
Unlocking Business Growth Through Targeted Social Engagement
Unlocking Business Growth Through Targeted Social EngagementUnlocking Business Growth Through Targeted Social Engagement
Unlocking Business Growth Through Targeted Social Engagement
Digital Guider
 
AI theory work for students to understand the logic
AI theory work for students to understand the logicAI theory work for students to understand the logic
AI theory work for students to understand the logic
areeba15775n
 
simple-presentationtestingdocument2007.pptx
simple-presentationtestingdocument2007.pptxsimple-presentationtestingdocument2007.pptx
simple-presentationtestingdocument2007.pptx
ashokjayapal
 
Google_Cloud_Computing_Fundamentals.pptx
Google_Cloud_Computing_Fundamentals.pptxGoogle_Cloud_Computing_Fundamentals.pptx
Google_Cloud_Computing_Fundamentals.pptx
ektadangwal2005
 
Inter-Mirifica-Navigating-Media-in-the-Modern-World.pptx
Inter-Mirifica-Navigating-Media-in-the-Modern-World.pptxInter-Mirifica-Navigating-Media-in-the-Modern-World.pptx
Inter-Mirifica-Navigating-Media-in-the-Modern-World.pptx
secretarysocom
 
最新版西班牙加泰罗尼亚国际大学毕业证(UIC毕业证书)原版定制
最新版西班牙加泰罗尼亚国际大学毕业证(UIC毕业证书)原版定制最新版西班牙加泰罗尼亚国际大学毕业证(UIC毕业证书)原版定制
最新版西班牙加泰罗尼亚国际大学毕业证(UIC毕业证书)原版定制
Taqyea
 
Vigilanti-Cura-Protecting-the-Faith.pptx
Vigilanti-Cura-Protecting-the-Faith.pptxVigilanti-Cura-Protecting-the-Faith.pptx
Vigilanti-Cura-Protecting-the-Faith.pptx
secretarysocom
 
What to Expect When Hiring Shopify Development Services_ A Technical Walkthro...
What to Expect When Hiring Shopify Development Services_ A Technical Walkthro...What to Expect When Hiring Shopify Development Services_ A Technical Walkthro...
What to Expect When Hiring Shopify Development Services_ A Technical Walkthro...
CartCoders
 
How to Make Money as a Cam Model – Tips, Tools & Real Talk
How to Make Money as a Cam Model – Tips, Tools & Real TalkHow to Make Money as a Cam Model – Tips, Tools & Real Talk
How to Make Money as a Cam Model – Tips, Tools & Real Talk
Cam Sites Expert
 
10 Latest Technologies and Their Benefits to End.pptx
10 Latest Technologies and Their Benefits to End.pptx10 Latest Technologies and Their Benefits to End.pptx
10 Latest Technologies and Their Benefits to End.pptx
EphraimOOghodero
 
In order to install and use the device software, your computer must meet the ...
In order to install and use the device software, your computer must meet the ...In order to install and use the device software, your computer must meet the ...
In order to install and use the device software, your computer must meet the ...
raguclc
 
PPT 18.03.2023.pptx for i smart programme
PPT 18.03.2023.pptx for i smart programmePPT 18.03.2023.pptx for i smart programme
PPT 18.03.2023.pptx for i smart programme
AbhimanShastry
 

Featured (20)

Everything You Need To Know About ChatGPT
Everything You Need To Know About ChatGPTEverything You Need To Know About ChatGPT
Everything You Need To Know About ChatGPT
Expeed Software
 
Product Design Trends in 2024 | Teenage Engineerings
Product Design Trends in 2024 | Teenage EngineeringsProduct Design Trends in 2024 | Teenage Engineerings
Product Design Trends in 2024 | Teenage Engineerings
Pixeldarts
 
How Race, Age and Gender Shape Attitudes Towards Mental Health
How Race, Age and Gender Shape Attitudes Towards Mental HealthHow Race, Age and Gender Shape Attitudes Towards Mental Health
How Race, Age and Gender Shape Attitudes Towards Mental Health
ThinkNow
 
AI Trends in Creative Operations 2024 by Artwork Flow.pdf
AI Trends in Creative Operations 2024 by Artwork Flow.pdfAI Trends in Creative Operations 2024 by Artwork Flow.pdf
AI Trends in Creative Operations 2024 by Artwork Flow.pdf
marketingartwork
 
Skeleton Culture Code
Skeleton Culture CodeSkeleton Culture Code
Skeleton Culture Code
Skeleton Technologies
 
PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024
Neil Kimberley
 
Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)
contently
 
How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024
Albert Qian
 
Social Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie InsightsSocial Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie Insights
Kurio // The Social Media Age(ncy)
 
Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024
Search Engine Journal
 
5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summary5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summary
SpeakerHub
 
ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd
Clark Boyd
 
Getting into the tech field. what next
Getting into the tech field. what next Getting into the tech field. what next
Getting into the tech field. what next
Tessa Mero
 
Google's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search IntentGoogle's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search Intent
Lily Ray
 
How to have difficult conversations
How to have difficult conversations How to have difficult conversations
How to have difficult conversations
Rajiv Jayarajah, MAppComm, ACC
 
Introduction to Data Science
Introduction to Data ScienceIntroduction to Data Science
Introduction to Data Science
Christy Abraham Joy
 
Time Management & Productivity - Best Practices
Time Management & Productivity -  Best PracticesTime Management & Productivity -  Best Practices
Time Management & Productivity - Best Practices
Vit Horky
 
The six step guide to practical project management
The six step guide to practical project managementThe six step guide to practical project management
The six step guide to practical project management
MindGenius
 
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
RachelPearson36
 
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
Applitools
 
Everything You Need To Know About ChatGPT
Everything You Need To Know About ChatGPTEverything You Need To Know About ChatGPT
Everything You Need To Know About ChatGPT
Expeed Software
 
Product Design Trends in 2024 | Teenage Engineerings
Product Design Trends in 2024 | Teenage EngineeringsProduct Design Trends in 2024 | Teenage Engineerings
Product Design Trends in 2024 | Teenage Engineerings
Pixeldarts
 
How Race, Age and Gender Shape Attitudes Towards Mental Health
How Race, Age and Gender Shape Attitudes Towards Mental HealthHow Race, Age and Gender Shape Attitudes Towards Mental Health
How Race, Age and Gender Shape Attitudes Towards Mental Health
ThinkNow
 
AI Trends in Creative Operations 2024 by Artwork Flow.pdf
AI Trends in Creative Operations 2024 by Artwork Flow.pdfAI Trends in Creative Operations 2024 by Artwork Flow.pdf
AI Trends in Creative Operations 2024 by Artwork Flow.pdf
marketingartwork
 
PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024
Neil Kimberley
 
Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)
contently
 
How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024
Albert Qian
 
Social Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie InsightsSocial Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie Insights
Kurio // The Social Media Age(ncy)
 
Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024
Search Engine Journal
 
5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summary5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summary
SpeakerHub
 
ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd
Clark Boyd
 
Getting into the tech field. what next
Getting into the tech field. what next Getting into the tech field. what next
Getting into the tech field. what next
Tessa Mero
 
Google's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search IntentGoogle's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search Intent
Lily Ray
 
Time Management & Productivity - Best Practices
Time Management & Productivity -  Best PracticesTime Management & Productivity -  Best Practices
Time Management & Productivity - Best Practices
Vit Horky
 
The six step guide to practical project management
The six step guide to practical project managementThe six step guide to practical project management
The six step guide to practical project management
MindGenius
 
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
RachelPearson36
 
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
Applitools
 
Ad

MOBILE PHONE DATA presentation with all necessary details

  • 1. Salford & Co. MOBILE PHONE DATA 1 6 - 0 5 - 2 0 2 3
  • 2. Mobile network data Mobile network event data is produced by mobile devices connected to a mobile network and is recorded by the Mobile Network Operator (MNO) that manages the network. These data are generated through the usage of mobile devices within the network. GPS data GPS data is generated by software on smart mobile devices, owned by companies like Google and Apple. These data offer higher resolution and can cross international borders,
  • 3. What are the different types of Mobile Network Data? Call Detail Records Active signalling data Passive signalling data • Passive generated when a subscriber: -Makes or receives a call -Sends or receives an SMS • Routinly stored by MNos for billing porposes • Requires specific justification for the data to be generated • Used irregularly and at a significant cost to MNO • Hard to use for statistical purposes • Passively generated when a mobile device connects to the network • More frequent than CDR data • Storage depends on MNO • Not routinely stored for longer than weeks or months • Provide higher quality datasets
  • 4. What information is contained in MPD? Increases The Value Of Current Employees Additional features Time of network event Routing cell tower Subscriber identifiers Cell tower data
  • 5. Subscriber identifiers MSISDN : Mobile Station Integrated Services Digital Network 01 02 03 IMSI : international mobile subscriber identity IMEI : International Mobile Equipment Identity the phone number from which the network event originated The ID of the SIM from which the network event originated the ID of the device (typically a mobile handset) from which the network event originated. Note: Each of these fields is pseudonymised to remove any information which could be used directly to identify the subscriber.
  • 6. Time of network event is a temporal dimension. This field records the time and date of the network event. Routing cell tower is a spatial dimension Mobile network event data includes the ID of the cell tower that was used for the network event, but not its coordinates. However, the cell tower ID can be used to access the dataset containing the corresponding spatial information. Time of network event Routing cell tower
  • 7. Additional features Identifier for the other party Type of network event Expenditure data Call duration For calls and SMS messages, the CDR data may also contain an identifier for the other party involved in the network event. This is most commonly their MSISDN. CDR data always includes the type of network event which generated the record. Data regarding the cost of network events, such as calls, SMS messages, and mobile data, may be accessible. This information may also be available for mobile money transactions and payments made to MNOs for credit top-ups. For calls, CDR data also includes the length of the call.
  • 8. Cell tower data MNOs may possess other data, such as information related to cell towers in the network, which can aid in their analysis. For instance, geographic coordinates of cell towers, alongside the corresponding IDs that match the routing tower feature in CDRs, are vital for population distribution and mobility analysis.
  • 9. mobile phone in terms of migration
  • 10. • The use of MPD has the potential to improve migration statistics by providing near real-time access to previously unavailable indicators, calibration opportunities for existing data, space and timely resolution/granularity, and accuracy. • MPD-derived information is automatically collected and relatively low-cost but does not cover the entire population and includes noise and erroneous records. • MPD cannot replace traditional data sources, but can supplement official migration statistics. Traditional versus new data sources Traditional censuses Identify your preferences • Traditional censuses and population registers are solid sources for assessing long-term migration • Measuring short-term and everyday mobility requires more flexible methods such as various registers, satellite-based methods, or modern sensing technologies. • IT should be considered that MPD includes noise and erroneous records, and special care should be taken to clean the data of errors and noise
  • 11. Basic considerations when using MPD for migrations statistics Data quality, privacy and ethical aspects Technical, financial and legal aspects Limitations and caveats 1 2 3
  • 12. Data quality: Data quality is important in building confidence in statistical products produced by an institution Traditional and non-traditional methods of collecting international migration statistics can be unreliable due to limitations such as difficulty in capturing all emigrants, collecting information on irregular migrants, and limited timeliness.(from 5 to 10 years) The population register can be a good source of data for migration statistics, but updating frequency and accuracy are critical factors. Other administrative sources such as border control data can provide quantitative but not qualitative data. Coverage is one of the main challenges in producing migration statistics. MPD can measure migration regardless of the person's statement and can fill data gaps. Big data can provide alternative solutions.
  • 13. Privacy and ethical aspects Privacy, surveillance, and fundamental rights are important considerations when using mobile positioning data (MPD). Any study using MPD must ensure individual privacy, avoid discrimination, and respect fundamental rights. MPD should not allow identification of individuals based on geographical or temporal information. Mobile operators can aggregate anonymous geographical data from log files to maintain confidentiality. (as in the Cell-ID method) To keep confidentiality, mobile operators can aggregate anonymous geographical data from log files, such as location points or movement vectors,
  • 14. Technical, financial and legal aspects Environmental Responsibilities Customer Responsibilities Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nam sem nibh, mattis a pulvinar a, vulputate pharetra orci. Aliquam metus dui, commodo at aliquet eu, ullamcorper vel sem. Duis facilisis egestas ex, a gravida quam cursus sit amet. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nam sem nibh, mattis a pulvinar a, vulputate pharetra orci. Aliquam metus dui, commodo at aliquet eu, ullamcorper vel sem. Duis facilisis egestas ex, a gravida quam cursus sit amet. Environmental Responsibilities Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nam sem nibh, mattis a pulvinar a, vulputate pharetra orci. Aliquam metus dui, commodo at aliquet eu, ullamcorper vel sem. Duis facilisis egestas ex, a gravida quam cursus sit amet.
  • 15. Lorem ipsum dolor sit amet, consectetur adipiscing elit. In sollicitudin libero eget orci pellentesque tristique. Integer ac mattis magna, quis pulvinar felis. Nulla volutpat dui tellus, commodo facilisis est mollis nec. Interdum et malesuada fames ac ante ipsum primis in faucibus. Sed finibus laoreet nulla vel interdum. Donec porta ac erat et dictum. Duis vitae eleifend tortor. Aenean pulvinar velit dui, eu eleifend justo maximus id. Duis metus elit, maximus nec nibh consectetur, aliquet pellentesque felis. Proin non scelerisque mi. In leo massa, condimentum ut ligula nec, commodo dapibus enim. Lorem ipsum dolor sit amet, consectetur adipiscing elit. In sollicitudin libero eget orci pellentesque tristique. Intege. Lorem ipsum dolor sit amet, consectetur adipiscing elit. In sollicitudin libero eget orci pellentesque tristique. Intege. Lorem ipsum dolor sit amet, consectetur adipiscing elit. In sollicitudin libero eget orci pellentesque tristique. Intege. Lorem ipsum dolor sit amet, consectetur adipiscing elit. In sollicitudin libero eget orci pellentesque tristique. Intege. What information is contained in MPD? Evaluate Analyse Trends Coach and adjust Establish Expectations
  • 16. Lorem ipsum dolor sit amet, consectetur adipiscing elit. In sollicitudin libero eget orci pellentesque tristique. Integer ac mattis magna, quis pulvinar felis. Nulla volutpat dui tellus, commodo facilisis. What information is contained in MPD? Review your offer Boost productivity Concentrate your sales efforts Manage your costs Buy more effectively
  • 17. Traditional versus new data sources Traditional 2nd Key 3rd Key On a very basic level, project management includes the planning, initiation, execution, monitoring, and closing of a project. Many different types of project management methodologies and techniques exist, including traditional, waterfall, agile, and lean. Project management is used across industries and is an important part of the success of construction, engineering, and IT companies.
  • 18. Lorem ipsum dolor sit amet, consectetur adipiscing elit. In sollicitudin libero eget orci pellentesque tristique. Integer ac mattis magna, quis pulvinar felis. Nulla volutpat dui tellus, commodo facilisis. What information is contained in MPD? Review your offer Boost productivity Concentrate your sales efforts Manage your costs Expand your market Buy more effectively
  • 19. Francois Mercer Head Manager Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse blandit non est ut mattis. Praesent dapibus dui et ultricies ultricies. Nunc mauris. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse blandit non est ut mattis. Praesent dapibus dui et ultricies ultricies. Nunc mauris. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse blandit non est ut mattis. Praesent dapibus dui et ultricies ultricies. Nunc mauris. Business Analyst Business Specialist Juliana Silva Daniel Gallego Meet Our Best Team
  • 20. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Ut convallis velit sapien, nec consequat nulla dapibus quis. Ut fringilla enim in porta elementum. Pellentesque facilisis ultricies dolor vel pharetra. Vivamus fermentum consectetur massa vel ultricies. Sed in libero at lorem mollis tincidunt eu gravida turpis. Nulla risus enim, elementum id urna eu, ultricies cursus lacus. In hac habitasse platea dictumst. Sed non porttitor ante. Vestibulum non elit id metus ultrices dignissim. Nunc ligula justo, rhoncus vulputate condimentum nec, tincidunt vel justo. Praesen. Understanding Quality Management Systems In Business
  • 21. Lorem ipsum dolor sit amet, consectetur adipiscing elit. In sollicitudin libero eget orci pellentesque tristique. Integer ac mattis magna, quis pulvinar felis. Nulla volutpat dui tellus, commodo facilisis est mollis nec. Interdum et malesuada fames ac ante ipsum primis in faucibus. Sed finibus laoreet nulla vel interdum. Donec porta ac erat et dictum. Duis vitae eleifend tortor. Aenean pulvinar velit dui, eu eleifend justo maximus id. Duis metus elit, maximus nec nibh consectetur, aliquet pellentesque felis. Proin non scelerisque mi. In leo massa, condimentum ut ligula nec, commodo dapibus enim. Quality Management Principles Quality Management Principles Customer Focus Leadership Engagement Of People Relationship Management Evidence Based Decision Making Improvement Process Approach
  • 22. Lorem ipsum dolor sit amet, consectetur adipiscing elit. In sollicitudin libero eget orci pellentesque tristique. Integer ac mattis magna, quis pulvinar felis. Nulla volutpat dui tellus, commodo facilisis est mollis nec. Interdum et malesuada fames ac ante ipsum primis in faucibus. Sed finibus laoreet nulla vel interdum. Donec porta ac erat et dictum. Duis vitae eleifend tortor. Aenean pulvinar velit dui, eu eleifend justo maximus id. Duis metus elit, maximus nec nibh consectetur, aliquet pellentesque felis. Proin non scelerisque mi. In leo massa, condimentum ut ligula nec, commodo dapibus enim. What Is A Quality Management System?
  • 23. Lorem ipsum dolor sit amet, consectetur adipiscing elit. In sollicitudin libero eget orci pellentesque tristique. Integer ac mattis magna, quis pulvinar felis. Nulla volutpat dui tellus, commodo facilisis est mollis nec. Interdum et malesuada fames ac ante ipsum primis in. Consistency Ensure your efforts are aligned Define your brand – and stick to it! When you make a plan, see it through Analyse the results of your efforts Consider how changes affect your clients
  • 24. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Ut convallis velit sapien, nec consequat nulla dapibus quis. Ut fringilla enim in porta elementum. Pellentesque facilisis ultricies dolor vel pharetra. Vivamus ferme. Evidence-Based Change Understand the data Establish patient-centered goals Consider your resources Identify your preferences Lorem ipsum dolor sit amet, consectetur adipiscing elit. In sollicitudin libero eget orci pellentesque tristique. Integer ac mattis magna, quis pulvinar felis. Nulla volutpat dui tellus, commodo facilisis est mollis nec. Interdum et malesuada fames ac ante ipsum primis in faucibus. Sed finibus laoreet nulla. Lorem ipsum dolor sit amet, consectetur adipiscing elit. In sollicitudin libero eget orci pellentesque tristique. Integer ac mattis magna, quis pulvinar felis. Nulla volutpat dui tellus, commodo facilisis est mollis nec. Interdum et malesuada fames ac ante ipsum primis in faucibus. Sed finibus laoreet nulla. Lorem ipsum dolor sit amet, consectetur adipiscing elit. In sollicitudin libero eget orci pellentesque tristique. Integer ac mattis magna, quis pulvinar felis. Nulla volutpat dui tellus, commodo facilisis est mollis nec. Interdum et malesuada fames ac ante ipsum primis in faucibus. Sed finibus laoreet nulla. Lorem ipsum dolor sit amet, consectetur adipiscing elit. In sollicitudin libero eget orci pellentesque tristique. Integer ac mattis magna, quis pulvinar felis. Nulla volutpat dui tellus, commodo facilisis est mollis nec. Interdum et malesuada fames ac ante ipsum primis in faucibus. Sed finibus laoreet nulla.
  • 25. Understanding Corporate Governance Benefits of Corporate Governance Lorem ipsum dolor sit amet, consectetur adipiscing elit. Phasellus quis tortor ut enim congue hendrerit. Nam pretium, metus a pharetra consequat, lorem eros maximus tellus, sit amet cursus velit augue ut ligula. Vestibulum ante ipsum primis in faucibus orci luctus et ultrices posuere cubilia curae; Ut vitae ullamcorper ligula. Aenean sodales bibendum commodo. Phasellus nec faucibus nibh, a viverra metus. Cras risus risus, pretium vel tincidunt placerat, fringilla eu purus. Maecenas ut tortor magna. Maecenas mattis quam odio, eu placerat justo sodales. It promotes long-term financial viability, opportunity, and returns It can lessen the potential for financial loss, waste, risks, and corruption Good corporate governance can translate to rising share prices It is a game plan for resilience and long- term success
  • 26. VISION & MISSION VISION MISSION Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat. Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat.
  • 27. How To Choose A Quality Management System Lorem ipsum dolor sit amet, consectetur adipiscing elit. In sollicitudin libero eget orci pellentesque tristique. Integer ac mattis magna, quis pulvinar felis. Nulla volutpat dui tellus, commodo facilisis. Industry relevance Performance and Scalability Intelligence Suggestions and actionability Lorem ipsum dolor sit amet, consectetur adipiscing elit. In sollicitudin libero eget orci pellentesque tristique. Integer ac mattis magna, quis pulvinar felis. Nulla volutpat dui tellus, commodo facilisis est mollis nec. Interdum et malesuada fames ac ante ipsum primis in faucibus. Sed finibus. Lorem ipsum dolor sit amet, consectetur adipiscing elit. In sollicitudin libero eget orci pellentesque tristique. Integer ac mattis magna, quis pulvinar felis. Nulla volutpat dui tellus, commodo facilisis est mollis nec. Interdum et malesuada fames ac ante ipsum primis in faucibus. Sed finibus. Lorem ipsum dolor sit amet, consectetur adipiscing elit. In sollicitudin libero eget orci pellentesque tristique. Integer ac mattis magna, quis pulvinar felis. Nulla volutpat dui tellus, commodo facilisis est mollis nec. Interdum et malesuada fames ac ante ipsum primis in faucibus. Sed finibus. Lorem ipsum dolor sit amet, consectetur adipiscing elit. In sollicitudin libero eget orci pellentesque tristique. Integer ac mattis magna, quis pulvinar felis. Nulla volutpat dui tellus, commodo facilisis est mollis nec. Interdum et malesuada fames ac ante ipsum primis in faucibus. Sed finibus.
  • 28. Contact Us Lorem ipsum dolor sit amet, consectetur adipiscing elit. Etiam vel est pretium sem accumsan congue sit amet vel urna. Nullam mollis odio pharetra tortor rhoncus fermentum. Mauris vel ante lacinia, bibendum massa sit amet, venenatis augue. Phasellus tempor, nisi lacinia tempus iaculis, nunc ex venenatis nisl, quis semper ipsum nunc non tortor. Quisque tempus mauris eget velit ornare condimentum. Vestibulum mollis risus vitae tortor al. [email protected] 123 Anywhere St., Any City +123-456-7890 www.reallygreatsite.com
  • 29. Salford & Co. reallygreatsite.com Visit Our Website THANK YOU FOR YOUR ATTENTION