SlideShare une entreprise Scribd logo
1  sur  21
Télécharger pour lire hors ligne
SHOULD FEAR
DATA ANALYTICS
Presented by Real Impact Analytics
WHY
EBOLA& ZIKAMALARIA,
OVERVIEW
Data Analytics can predict the spread of epidemics
Why telecom data?
How do we predict this?
Example of malaria case
Conclusion
Epidemics and endemic diseases are some of
world’s most severe problems
ZIKA
Analytics can be used to predict the
spread of epidemics
Different types of data can be leveraged to
understand, measure and predict the
transmission of these diseases
Analytics can be used to predict the
spread of epidemics
Social Media Weather Transportation
Telecom data, thanks to its unique
features, is one of the most valuable
types of data for predictive analytics.
Analytics can be used to predict the
spread of epidemics
WHY
TELECOM DATA
Telecom data is automatically
and systematically recorded in
the Call Detail Records (CDRs),
which means data collection
efforts and response bias can be
avoided.
Automatic data collection
It contains information on
connectivity between people,
which helps to understand
people’s social networks.
Social information
It contains information
about location changes
over time, which is great to
understand human mobility.
Mobility information
It contains information on phone
spending, which allows tracking
of socio-economic indicators
and focusing on different socio-
economic groups.
Spending patterns
Anonymized and aggregated
mobile telecom data gives
mobility insights while
protecting privacy.
Confidentiality
HOW
DO WE PREDICT?
Identify
mobility
patterns
during the
epidemic
Get
incidence
data
Set up
epidemiological
model based on
telecom data
Map epidemic
risk flows
Prioritize and
monitor public
health
measures
How does telecom data help us
understand the spread of disease
EXAMPLE
MALARIA CASE
Disease
Pattern
Malaria is
spread by
mosquitoes
at night
Incidence
Information
Information is
collected
from local
health care
agencies
Epidemiolo
gical Model
A model is
created
combining
mobility and
incident data
Map
Risk Flow
High risk
areas and
epidemic
trend are
predicted and
visualized
Action
Taken
Officials
direct
resources to
relevant
locations, or
limit mobility
The malaria case
Result: risk flows are mapped to identify
hotspots
Map displays malaria incidence
(as shades) and people
movement for short-term
trips (as lines), extracted from
CDRs The export and import scores are
calculated with an epidemiological
model taking into account mobility
between two places and malaria rates
at the orgin and destination
Result: efforts can be focused on higher risk
regions
The shades correspond to the
impact that malaria elimination
in an area would have on drop
in malaria imports to the rest
of the country
CONCLUSION
CONCLUSION
With anonymized telecom data
and proper data analytics
methods, epidemic disease
prediction can be more efficient
and accurate.
QUESTIONS?
#EPIDEMICRIA
info@realimpactanalytics.com
@RIAnalytics
realimpactanalytics.com
@RealImpactAnalytics
Real Impact Analytics
Real Impact Analytics (RIA) taps into rich telecom
data to capture its value. The data is turned into
action with big data apps that ease our clients’
day-to-day work.
RIA provides guided and predictive analytics
through proprietary software. Five of the top ten
global telecom operators trust us to enhance
customer experience through Customer Value
Management, and optimize daily operations with
our Commercial Excellence apps.
To learn how Real Impact Analytics can create the
same value for you, visit realimpactanalytics.com.
About Us

Contenu connexe

Similaire à Why zika, malaria and ebola should fear analytics

Natural Language Processing and summarization of medical symptomatic data fro...
Natural Language Processing and summarization of medical symptomatic data fro...Natural Language Processing and summarization of medical symptomatic data fro...
Natural Language Processing and summarization of medical symptomatic data fro...IRJET Journal
 
Cloud Computing: A Key to Effective & Efficient Disease Surveillance System
Cloud Computing: A Key to Effective & Efficient Disease Surveillance SystemCloud Computing: A Key to Effective & Efficient Disease Surveillance System
Cloud Computing: A Key to Effective & Efficient Disease Surveillance Systemidescitation
 
Information Technology in Pandemic
Information Technology in PandemicInformation Technology in Pandemic
Information Technology in PandemicSwati Karn
 
Role of Machine Learning Techniques in COVID-19 Prediction and Detection
Role of Machine Learning Techniques in COVID-19 Prediction and DetectionRole of Machine Learning Techniques in COVID-19 Prediction and Detection
Role of Machine Learning Techniques in COVID-19 Prediction and DetectionIRJET Journal
 
IRJET- A Prediction Engine for Influenza Pandemic using Healthcare Analysis
IRJET- A Prediction Engine for Influenza  Pandemic using Healthcare AnalysisIRJET- A Prediction Engine for Influenza  Pandemic using Healthcare Analysis
IRJET- A Prediction Engine for Influenza Pandemic using Healthcare AnalysisIRJET Journal
 
Dengue Prediction Model using Machine Learning techniques and Internet of Things
Dengue Prediction Model using Machine Learning techniques and Internet of ThingsDengue Prediction Model using Machine Learning techniques and Internet of Things
Dengue Prediction Model using Machine Learning techniques and Internet of ThingsTarun Swarup
 
Mobile Data for Development Primer
Mobile Data for Development PrimerMobile Data for Development Primer
Mobile Data for Development PrimerUN Global Pulse
 
A CLOUD-BASED PROTOTYPE IMPLEMENTATION OF A DISEASE OUTBREAK NOTIFICATION SYS...
A CLOUD-BASED PROTOTYPE IMPLEMENTATION OF A DISEASE OUTBREAK NOTIFICATION SYS...A CLOUD-BASED PROTOTYPE IMPLEMENTATION OF A DISEASE OUTBREAK NOTIFICATION SYS...
A CLOUD-BASED PROTOTYPE IMPLEMENTATION OF A DISEASE OUTBREAK NOTIFICATION SYS...IJCSEA Journal
 
A STUDY ON LEA AND SEED ALGORITHMS FOR DATA PROTECTION OF SMARTPHONE BASED DI...
A STUDY ON LEA AND SEED ALGORITHMS FOR DATA PROTECTION OF SMARTPHONE BASED DI...A STUDY ON LEA AND SEED ALGORITHMS FOR DATA PROTECTION OF SMARTPHONE BASED DI...
A STUDY ON LEA AND SEED ALGORITHMS FOR DATA PROTECTION OF SMARTPHONE BASED DI...IJNSA Journal
 
A Cloud-Based Prototype Implementation of a Disease Outbreak Notification System
A Cloud-Based Prototype Implementation of a Disease Outbreak Notification SystemA Cloud-Based Prototype Implementation of a Disease Outbreak Notification System
A Cloud-Based Prototype Implementation of a Disease Outbreak Notification SystemIJCSEA Journal
 
Scott 校外口試
Scott 校外口試Scott 校外口試
Scott 校外口試jilung hsieh
 
Comprehensive study: machine learning approaches for COVID-19 diagnosis
Comprehensive study: machine learning approaches for COVID-19 diagnosis Comprehensive study: machine learning approaches for COVID-19 diagnosis
Comprehensive study: machine learning approaches for COVID-19 diagnosis IJECEIAES
 
Spatio-temporal Monitoring of Health Epidemics in Real-Time-Some Considerations
Spatio-temporal Monitoring of Health Epidemics  in Real-Time-Some ConsiderationsSpatio-temporal Monitoring of Health Epidemics  in Real-Time-Some Considerations
Spatio-temporal Monitoring of Health Epidemics in Real-Time-Some Considerationssanjay_rana
 
review-mathematical-AI.pdf
review-mathematical-AI.pdfreview-mathematical-AI.pdf
review-mathematical-AI.pdfDavidbham
 
A new system to detect coronavirus social distance violation
A new system to detect coronavirus social distance violation A new system to detect coronavirus social distance violation
A new system to detect coronavirus social distance violation IJECEIAES
 
Enhancing COVID-19 forecasting through deep learning techniques and fine-tuning
Enhancing COVID-19 forecasting through deep learning techniques and fine-tuningEnhancing COVID-19 forecasting through deep learning techniques and fine-tuning
Enhancing COVID-19 forecasting through deep learning techniques and fine-tuningIJECEIAES
 
DESIGN OF A SECURE DISASTER NOTIFICATION SYSTEM USING THE SMARTPHONE BASED BE...
DESIGN OF A SECURE DISASTER NOTIFICATION SYSTEM USING THE SMARTPHONE BASED BE...DESIGN OF A SECURE DISASTER NOTIFICATION SYSTEM USING THE SMARTPHONE BASED BE...
DESIGN OF A SECURE DISASTER NOTIFICATION SYSTEM USING THE SMARTPHONE BASED BE...csandit
 
What is data-driven government for public safety?
What is data-driven government for public safety?What is data-driven government for public safety?
What is data-driven government for public safety?IBM Analytics
 
PREDICTION OF COVID-19 USING MACHINE LEARNING APPROACHES
PREDICTION OF COVID-19 USING MACHINE LEARNING APPROACHESPREDICTION OF COVID-19 USING MACHINE LEARNING APPROACHES
PREDICTION OF COVID-19 USING MACHINE LEARNING APPROACHESIRJET Journal
 

Similaire à Why zika, malaria and ebola should fear analytics (20)

Natural Language Processing and summarization of medical symptomatic data fro...
Natural Language Processing and summarization of medical symptomatic data fro...Natural Language Processing and summarization of medical symptomatic data fro...
Natural Language Processing and summarization of medical symptomatic data fro...
 
Cloud Computing: A Key to Effective & Efficient Disease Surveillance System
Cloud Computing: A Key to Effective & Efficient Disease Surveillance SystemCloud Computing: A Key to Effective & Efficient Disease Surveillance System
Cloud Computing: A Key to Effective & Efficient Disease Surveillance System
 
Information Technology in Pandemic
Information Technology in PandemicInformation Technology in Pandemic
Information Technology in Pandemic
 
Role of Machine Learning Techniques in COVID-19 Prediction and Detection
Role of Machine Learning Techniques in COVID-19 Prediction and DetectionRole of Machine Learning Techniques in COVID-19 Prediction and Detection
Role of Machine Learning Techniques in COVID-19 Prediction and Detection
 
IRJET- A Prediction Engine for Influenza Pandemic using Healthcare Analysis
IRJET- A Prediction Engine for Influenza  Pandemic using Healthcare AnalysisIRJET- A Prediction Engine for Influenza  Pandemic using Healthcare Analysis
IRJET- A Prediction Engine for Influenza Pandemic using Healthcare Analysis
 
Dengue Prediction Model using Machine Learning techniques and Internet of Things
Dengue Prediction Model using Machine Learning techniques and Internet of ThingsDengue Prediction Model using Machine Learning techniques and Internet of Things
Dengue Prediction Model using Machine Learning techniques and Internet of Things
 
ppt seminar.pptx
ppt seminar.pptxppt seminar.pptx
ppt seminar.pptx
 
Mobile Data for Development Primer
Mobile Data for Development PrimerMobile Data for Development Primer
Mobile Data for Development Primer
 
A CLOUD-BASED PROTOTYPE IMPLEMENTATION OF A DISEASE OUTBREAK NOTIFICATION SYS...
A CLOUD-BASED PROTOTYPE IMPLEMENTATION OF A DISEASE OUTBREAK NOTIFICATION SYS...A CLOUD-BASED PROTOTYPE IMPLEMENTATION OF A DISEASE OUTBREAK NOTIFICATION SYS...
A CLOUD-BASED PROTOTYPE IMPLEMENTATION OF A DISEASE OUTBREAK NOTIFICATION SYS...
 
A STUDY ON LEA AND SEED ALGORITHMS FOR DATA PROTECTION OF SMARTPHONE BASED DI...
A STUDY ON LEA AND SEED ALGORITHMS FOR DATA PROTECTION OF SMARTPHONE BASED DI...A STUDY ON LEA AND SEED ALGORITHMS FOR DATA PROTECTION OF SMARTPHONE BASED DI...
A STUDY ON LEA AND SEED ALGORITHMS FOR DATA PROTECTION OF SMARTPHONE BASED DI...
 
A Cloud-Based Prototype Implementation of a Disease Outbreak Notification System
A Cloud-Based Prototype Implementation of a Disease Outbreak Notification SystemA Cloud-Based Prototype Implementation of a Disease Outbreak Notification System
A Cloud-Based Prototype Implementation of a Disease Outbreak Notification System
 
Scott 校外口試
Scott 校外口試Scott 校外口試
Scott 校外口試
 
Comprehensive study: machine learning approaches for COVID-19 diagnosis
Comprehensive study: machine learning approaches for COVID-19 diagnosis Comprehensive study: machine learning approaches for COVID-19 diagnosis
Comprehensive study: machine learning approaches for COVID-19 diagnosis
 
Spatio-temporal Monitoring of Health Epidemics in Real-Time-Some Considerations
Spatio-temporal Monitoring of Health Epidemics  in Real-Time-Some ConsiderationsSpatio-temporal Monitoring of Health Epidemics  in Real-Time-Some Considerations
Spatio-temporal Monitoring of Health Epidemics in Real-Time-Some Considerations
 
review-mathematical-AI.pdf
review-mathematical-AI.pdfreview-mathematical-AI.pdf
review-mathematical-AI.pdf
 
A new system to detect coronavirus social distance violation
A new system to detect coronavirus social distance violation A new system to detect coronavirus social distance violation
A new system to detect coronavirus social distance violation
 
Enhancing COVID-19 forecasting through deep learning techniques and fine-tuning
Enhancing COVID-19 forecasting through deep learning techniques and fine-tuningEnhancing COVID-19 forecasting through deep learning techniques and fine-tuning
Enhancing COVID-19 forecasting through deep learning techniques and fine-tuning
 
DESIGN OF A SECURE DISASTER NOTIFICATION SYSTEM USING THE SMARTPHONE BASED BE...
DESIGN OF A SECURE DISASTER NOTIFICATION SYSTEM USING THE SMARTPHONE BASED BE...DESIGN OF A SECURE DISASTER NOTIFICATION SYSTEM USING THE SMARTPHONE BASED BE...
DESIGN OF A SECURE DISASTER NOTIFICATION SYSTEM USING THE SMARTPHONE BASED BE...
 
What is data-driven government for public safety?
What is data-driven government for public safety?What is data-driven government for public safety?
What is data-driven government for public safety?
 
PREDICTION OF COVID-19 USING MACHINE LEARNING APPROACHES
PREDICTION OF COVID-19 USING MACHINE LEARNING APPROACHESPREDICTION OF COVID-19 USING MACHINE LEARNING APPROACHES
PREDICTION OF COVID-19 USING MACHINE LEARNING APPROACHES
 

Dernier

Introduction-to-Machine-Learning (1).pptx
Introduction-to-Machine-Learning (1).pptxIntroduction-to-Machine-Learning (1).pptx
Introduction-to-Machine-Learning (1).pptxfirstjob4
 
BabyOno dropshipping via API with DroFx.pptx
BabyOno dropshipping via API with DroFx.pptxBabyOno dropshipping via API with DroFx.pptx
BabyOno dropshipping via API with DroFx.pptxolyaivanovalion
 
꧁❤ Greater Noida Call Girls Delhi ❤꧂ 9711199171 ☎️ Hard And Sexy Vip Call
꧁❤ Greater Noida Call Girls Delhi ❤꧂ 9711199171 ☎️ Hard And Sexy Vip Call꧁❤ Greater Noida Call Girls Delhi ❤꧂ 9711199171 ☎️ Hard And Sexy Vip Call
꧁❤ Greater Noida Call Girls Delhi ❤꧂ 9711199171 ☎️ Hard And Sexy Vip Callshivangimorya083
 
Ukraine War presentation: KNOW THE BASICS
Ukraine War presentation: KNOW THE BASICSUkraine War presentation: KNOW THE BASICS
Ukraine War presentation: KNOW THE BASICSAishani27
 
(PARI) Call Girls Wanowrie ( 7001035870 ) HI-Fi Pune Escorts Service
(PARI) Call Girls Wanowrie ( 7001035870 ) HI-Fi Pune Escorts Service(PARI) Call Girls Wanowrie ( 7001035870 ) HI-Fi Pune Escorts Service
(PARI) Call Girls Wanowrie ( 7001035870 ) HI-Fi Pune Escorts Serviceranjana rawat
 
B2 Creative Industry Response Evaluation.docx
B2 Creative Industry Response Evaluation.docxB2 Creative Industry Response Evaluation.docx
B2 Creative Industry Response Evaluation.docxStephen266013
 
Carero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptxCarero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptxolyaivanovalion
 
Call Girls in Sarai Kale Khan Delhi 💯 Call Us 🔝9205541914 🔝( Delhi) Escorts S...
Call Girls in Sarai Kale Khan Delhi 💯 Call Us 🔝9205541914 🔝( Delhi) Escorts S...Call Girls in Sarai Kale Khan Delhi 💯 Call Us 🔝9205541914 🔝( Delhi) Escorts S...
Call Girls in Sarai Kale Khan Delhi 💯 Call Us 🔝9205541914 🔝( Delhi) Escorts S...Delhi Call girls
 
Log Analysis using OSSEC sasoasasasas.pptx
Log Analysis using OSSEC sasoasasasas.pptxLog Analysis using OSSEC sasoasasasas.pptx
Log Analysis using OSSEC sasoasasasas.pptxJohnnyPlasten
 
Week-01-2.ppt BBB human Computer interaction
Week-01-2.ppt BBB human Computer interactionWeek-01-2.ppt BBB human Computer interaction
Week-01-2.ppt BBB human Computer interactionfulawalesam
 
FESE Capital Markets Fact Sheet 2024 Q1.pdf
FESE Capital Markets Fact Sheet 2024 Q1.pdfFESE Capital Markets Fact Sheet 2024 Q1.pdf
FESE Capital Markets Fact Sheet 2024 Q1.pdfMarinCaroMartnezBerg
 
100-Concepts-of-AI by Anupama Kate .pptx
100-Concepts-of-AI by Anupama Kate .pptx100-Concepts-of-AI by Anupama Kate .pptx
100-Concepts-of-AI by Anupama Kate .pptxAnupama Kate
 
Ravak dropshipping via API with DroFx.pptx
Ravak dropshipping via API with DroFx.pptxRavak dropshipping via API with DroFx.pptx
Ravak dropshipping via API with DroFx.pptxolyaivanovalion
 
Al Barsha Escorts $#$ O565212860 $#$ Escort Service In Al Barsha
Al Barsha Escorts $#$ O565212860 $#$ Escort Service In Al BarshaAl Barsha Escorts $#$ O565212860 $#$ Escort Service In Al Barsha
Al Barsha Escorts $#$ O565212860 $#$ Escort Service In Al BarshaAroojKhan71
 
VIP Call Girls in Amravati Aarohi 8250192130 Independent Escort Service Amravati
VIP Call Girls in Amravati Aarohi 8250192130 Independent Escort Service AmravatiVIP Call Girls in Amravati Aarohi 8250192130 Independent Escort Service Amravati
VIP Call Girls in Amravati Aarohi 8250192130 Independent Escort Service AmravatiSuhani Kapoor
 
VIP High Class Call Girls Jamshedpur Anushka 8250192130 Independent Escort Se...
VIP High Class Call Girls Jamshedpur Anushka 8250192130 Independent Escort Se...VIP High Class Call Girls Jamshedpur Anushka 8250192130 Independent Escort Se...
VIP High Class Call Girls Jamshedpur Anushka 8250192130 Independent Escort Se...Suhani Kapoor
 
Delhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip CallDelhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Callshivangimorya083
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...apidays
 
Schema on read is obsolete. Welcome metaprogramming..pdf
Schema on read is obsolete. Welcome metaprogramming..pdfSchema on read is obsolete. Welcome metaprogramming..pdf
Schema on read is obsolete. Welcome metaprogramming..pdfLars Albertsson
 
Halmar dropshipping via API with DroFx
Halmar  dropshipping  via API with DroFxHalmar  dropshipping  via API with DroFx
Halmar dropshipping via API with DroFxolyaivanovalion
 

Dernier (20)

Introduction-to-Machine-Learning (1).pptx
Introduction-to-Machine-Learning (1).pptxIntroduction-to-Machine-Learning (1).pptx
Introduction-to-Machine-Learning (1).pptx
 
BabyOno dropshipping via API with DroFx.pptx
BabyOno dropshipping via API with DroFx.pptxBabyOno dropshipping via API with DroFx.pptx
BabyOno dropshipping via API with DroFx.pptx
 
꧁❤ Greater Noida Call Girls Delhi ❤꧂ 9711199171 ☎️ Hard And Sexy Vip Call
꧁❤ Greater Noida Call Girls Delhi ❤꧂ 9711199171 ☎️ Hard And Sexy Vip Call꧁❤ Greater Noida Call Girls Delhi ❤꧂ 9711199171 ☎️ Hard And Sexy Vip Call
꧁❤ Greater Noida Call Girls Delhi ❤꧂ 9711199171 ☎️ Hard And Sexy Vip Call
 
Ukraine War presentation: KNOW THE BASICS
Ukraine War presentation: KNOW THE BASICSUkraine War presentation: KNOW THE BASICS
Ukraine War presentation: KNOW THE BASICS
 
(PARI) Call Girls Wanowrie ( 7001035870 ) HI-Fi Pune Escorts Service
(PARI) Call Girls Wanowrie ( 7001035870 ) HI-Fi Pune Escorts Service(PARI) Call Girls Wanowrie ( 7001035870 ) HI-Fi Pune Escorts Service
(PARI) Call Girls Wanowrie ( 7001035870 ) HI-Fi Pune Escorts Service
 
B2 Creative Industry Response Evaluation.docx
B2 Creative Industry Response Evaluation.docxB2 Creative Industry Response Evaluation.docx
B2 Creative Industry Response Evaluation.docx
 
Carero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptxCarero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptx
 
Call Girls in Sarai Kale Khan Delhi 💯 Call Us 🔝9205541914 🔝( Delhi) Escorts S...
Call Girls in Sarai Kale Khan Delhi 💯 Call Us 🔝9205541914 🔝( Delhi) Escorts S...Call Girls in Sarai Kale Khan Delhi 💯 Call Us 🔝9205541914 🔝( Delhi) Escorts S...
Call Girls in Sarai Kale Khan Delhi 💯 Call Us 🔝9205541914 🔝( Delhi) Escorts S...
 
Log Analysis using OSSEC sasoasasasas.pptx
Log Analysis using OSSEC sasoasasasas.pptxLog Analysis using OSSEC sasoasasasas.pptx
Log Analysis using OSSEC sasoasasasas.pptx
 
Week-01-2.ppt BBB human Computer interaction
Week-01-2.ppt BBB human Computer interactionWeek-01-2.ppt BBB human Computer interaction
Week-01-2.ppt BBB human Computer interaction
 
FESE Capital Markets Fact Sheet 2024 Q1.pdf
FESE Capital Markets Fact Sheet 2024 Q1.pdfFESE Capital Markets Fact Sheet 2024 Q1.pdf
FESE Capital Markets Fact Sheet 2024 Q1.pdf
 
100-Concepts-of-AI by Anupama Kate .pptx
100-Concepts-of-AI by Anupama Kate .pptx100-Concepts-of-AI by Anupama Kate .pptx
100-Concepts-of-AI by Anupama Kate .pptx
 
Ravak dropshipping via API with DroFx.pptx
Ravak dropshipping via API with DroFx.pptxRavak dropshipping via API with DroFx.pptx
Ravak dropshipping via API with DroFx.pptx
 
Al Barsha Escorts $#$ O565212860 $#$ Escort Service In Al Barsha
Al Barsha Escorts $#$ O565212860 $#$ Escort Service In Al BarshaAl Barsha Escorts $#$ O565212860 $#$ Escort Service In Al Barsha
Al Barsha Escorts $#$ O565212860 $#$ Escort Service In Al Barsha
 
VIP Call Girls in Amravati Aarohi 8250192130 Independent Escort Service Amravati
VIP Call Girls in Amravati Aarohi 8250192130 Independent Escort Service AmravatiVIP Call Girls in Amravati Aarohi 8250192130 Independent Escort Service Amravati
VIP Call Girls in Amravati Aarohi 8250192130 Independent Escort Service Amravati
 
VIP High Class Call Girls Jamshedpur Anushka 8250192130 Independent Escort Se...
VIP High Class Call Girls Jamshedpur Anushka 8250192130 Independent Escort Se...VIP High Class Call Girls Jamshedpur Anushka 8250192130 Independent Escort Se...
VIP High Class Call Girls Jamshedpur Anushka 8250192130 Independent Escort Se...
 
Delhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip CallDelhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
 
Schema on read is obsolete. Welcome metaprogramming..pdf
Schema on read is obsolete. Welcome metaprogramming..pdfSchema on read is obsolete. Welcome metaprogramming..pdf
Schema on read is obsolete. Welcome metaprogramming..pdf
 
Halmar dropshipping via API with DroFx
Halmar  dropshipping  via API with DroFxHalmar  dropshipping  via API with DroFx
Halmar dropshipping via API with DroFx
 

Why zika, malaria and ebola should fear analytics

  • 1. SHOULD FEAR DATA ANALYTICS Presented by Real Impact Analytics WHY EBOLA& ZIKAMALARIA,
  • 2. OVERVIEW Data Analytics can predict the spread of epidemics Why telecom data? How do we predict this? Example of malaria case Conclusion
  • 3. Epidemics and endemic diseases are some of world’s most severe problems ZIKA Analytics can be used to predict the spread of epidemics
  • 4. Different types of data can be leveraged to understand, measure and predict the transmission of these diseases Analytics can be used to predict the spread of epidemics Social Media Weather Transportation
  • 5. Telecom data, thanks to its unique features, is one of the most valuable types of data for predictive analytics. Analytics can be used to predict the spread of epidemics
  • 7. Telecom data is automatically and systematically recorded in the Call Detail Records (CDRs), which means data collection efforts and response bias can be avoided. Automatic data collection
  • 8. It contains information on connectivity between people, which helps to understand people’s social networks. Social information
  • 9. It contains information about location changes over time, which is great to understand human mobility. Mobility information
  • 10. It contains information on phone spending, which allows tracking of socio-economic indicators and focusing on different socio- economic groups. Spending patterns
  • 11. Anonymized and aggregated mobile telecom data gives mobility insights while protecting privacy. Confidentiality
  • 13. Identify mobility patterns during the epidemic Get incidence data Set up epidemiological model based on telecom data Map epidemic risk flows Prioritize and monitor public health measures How does telecom data help us understand the spread of disease
  • 15. Disease Pattern Malaria is spread by mosquitoes at night Incidence Information Information is collected from local health care agencies Epidemiolo gical Model A model is created combining mobility and incident data Map Risk Flow High risk areas and epidemic trend are predicted and visualized Action Taken Officials direct resources to relevant locations, or limit mobility The malaria case
  • 16. Result: risk flows are mapped to identify hotspots Map displays malaria incidence (as shades) and people movement for short-term trips (as lines), extracted from CDRs The export and import scores are calculated with an epidemiological model taking into account mobility between two places and malaria rates at the orgin and destination
  • 17. Result: efforts can be focused on higher risk regions The shades correspond to the impact that malaria elimination in an area would have on drop in malaria imports to the rest of the country
  • 19. CONCLUSION With anonymized telecom data and proper data analytics methods, epidemic disease prediction can be more efficient and accurate.
  • 21. info@realimpactanalytics.com @RIAnalytics realimpactanalytics.com @RealImpactAnalytics Real Impact Analytics Real Impact Analytics (RIA) taps into rich telecom data to capture its value. The data is turned into action with big data apps that ease our clients’ day-to-day work. RIA provides guided and predictive analytics through proprietary software. Five of the top ten global telecom operators trust us to enhance customer experience through Customer Value Management, and optimize daily operations with our Commercial Excellence apps. To learn how Real Impact Analytics can create the same value for you, visit realimpactanalytics.com. About Us