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.
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
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Environmental
Responsibilities
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quis pulvinar felis. Nulla volutpat dui tellus,
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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
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What information is contained in
MPD?
Evaluate
Analyse Trends
Coach and adjust
Establish Expectations
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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.
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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
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Business Analyst Business Specialist
Juliana Silva Daniel Gallego
Meet Our Best Team
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dolor vel pharetra. Vivamus fermentum
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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
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pellentesque tristique. Integer ac mattis
magna, quis pulvinar felis. Nulla volutpat dui
tellus, commodo facilisis est mollis nec.
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interdum. Donec porta ac erat et dictum. Duis
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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
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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.
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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?
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ac mattis magna, quis pulvinar felis. Nulla volutpat dui
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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
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dolor vel pharetra. Vivamus ferme.
Evidence-Based Change
Understand the data
Establish patient-centered goals
Consider your resources
Identify your preferences
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nec. Interdum et malesuada fames ac ante ipsum
primis in faucibus. Sed finibus laoreet nulla.
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elit. In sollicitudin libero eget orci pellentesque
tristique. Integer ac mattis magna, quis pulvinar felis.
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nec. Interdum et malesuada fames ac ante ipsum
primis in faucibus. Sed finibus laoreet nulla.
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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.
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elit. In sollicitudin libero eget orci pellentesque
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nec. Interdum et malesuada fames ac ante ipsum
primis in faucibus. Sed finibus laoreet nulla.
25. Understanding Corporate
Governance Benefits of Corporate Governance
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ullamcorper ligula. Aenean sodales bibendum
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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
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27. How To Choose A Quality
Management System
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Industry relevance Performance and
Scalability
Intelligence Suggestions and
actionability
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facilisis est mollis nec. Interdum et
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primis in faucibus. Sed finibus.
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pellentesque tristique. Integer ac
mattis magna, quis pulvinar felis.
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facilisis est mollis nec. Interdum et
malesuada fames ac ante ipsum
primis in faucibus. Sed finibus.
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pellentesque tristique. Integer ac
mattis magna, quis pulvinar felis.
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facilisis est mollis nec. Interdum et
malesuada fames ac ante ipsum
primis in faucibus. Sed finibus.
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primis in faucibus. Sed finibus.
28. Contact Us
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