RiskAnalytica is a group of scientists that are dedicated to solving quantitative problems and supporting decision analysis in business, health care, markets and macroeconomic endeavours. Since 2001 we have earned a reputation for independence, integrity, and system insights that has made our brand of mathematical and systems analysis a leader in high-end, scientifically sound, quantitative decision support in Canada.
In this report we set out ten provocative statements predicting the world of 2020. Each prediction is articulated and brought to life through a series of portraits which imagine how patients, healthcare professionals and life sciences organizations might behave in this new world. Our predictions lean more towards an optimistic view of the future, although we organized that many in our industry are organized about the constraints and therefore pace of change. We describe the big trends rolled forward to 2020 and some of the constraints that will need to be overcome.
We also provide examples and evidence, based on the here and now, that show that the predictions are perfectly plausible, perhaps inspiring and surprising!
Our industry is changing quickly – requiring a bold response that is often difficult to implement – and yet organizations struggle to understand how to respond effectively and build a sense of urgency. We hope this report creates rich dialogue and enables a move to action.– we have had enormous fun discussing these predictions and sharing our experiences. We hope you have the same experience within your own organizations as you peruse this report and reflect on your current situation and future scenarios.
Presentation on Predictive modeling in Health-care at San Jose, Ca 2015. This presentation talks about healthcare industry in US, provides stats and forecasts. It then discusses a few use cases in health care and goes into detail on a kaggle example.
mHealth Israel_Chinese Healthcare System and Israel Startup Opportunity_Donal...Levi Shapiro
Presentation for mHealth Israel by Donald Tang, Managing Partner, Shanghai Creative Investments, May 25, 2016 in Tel Aviv. Overview of Chinese Healthcare System and Israel Startup Opportunity; China is An Extremely Large Health Care Market; Significant Demand over Supply; Extremely Weak Local R&D; In dire need to incorporate with high-end
technologies; Major Changes are happening; SCI is helping the paradigm shifting; What an Israel Start-up can do?
United States Diagnostics Market Size, Share, Trend and Forecast 2026 | TechS...TechSci Research
According to #TechSci Research report, United States Diagnostics Market stood at USD30.08billion in 2020 and is expected to grow at a steady rate of 5.17% during the forecast period.
Gain More Insight: https://bit.ly/3wWI0do
Get Sample Report: https://bit.ly/3ltFdo6
Website: https://www.techsciresearch.com/
Market Research News: https://techsciblog.com/
In this report we set out ten provocative statements predicting the world of 2020. Each prediction is articulated and brought to life through a series of portraits which imagine how patients, healthcare professionals and life sciences organizations might behave in this new world. Our predictions lean more towards an optimistic view of the future, although we organized that many in our industry are organized about the constraints and therefore pace of change. We describe the big trends rolled forward to 2020 and some of the constraints that will need to be overcome.
We also provide examples and evidence, based on the here and now, that show that the predictions are perfectly plausible, perhaps inspiring and surprising!
Our industry is changing quickly – requiring a bold response that is often difficult to implement – and yet organizations struggle to understand how to respond effectively and build a sense of urgency. We hope this report creates rich dialogue and enables a move to action.– we have had enormous fun discussing these predictions and sharing our experiences. We hope you have the same experience within your own organizations as you peruse this report and reflect on your current situation and future scenarios.
Presentation on Predictive modeling in Health-care at San Jose, Ca 2015. This presentation talks about healthcare industry in US, provides stats and forecasts. It then discusses a few use cases in health care and goes into detail on a kaggle example.
mHealth Israel_Chinese Healthcare System and Israel Startup Opportunity_Donal...Levi Shapiro
Presentation for mHealth Israel by Donald Tang, Managing Partner, Shanghai Creative Investments, May 25, 2016 in Tel Aviv. Overview of Chinese Healthcare System and Israel Startup Opportunity; China is An Extremely Large Health Care Market; Significant Demand over Supply; Extremely Weak Local R&D; In dire need to incorporate with high-end
technologies; Major Changes are happening; SCI is helping the paradigm shifting; What an Israel Start-up can do?
United States Diagnostics Market Size, Share, Trend and Forecast 2026 | TechS...TechSci Research
According to #TechSci Research report, United States Diagnostics Market stood at USD30.08billion in 2020 and is expected to grow at a steady rate of 5.17% during the forecast period.
Gain More Insight: https://bit.ly/3wWI0do
Get Sample Report: https://bit.ly/3ltFdo6
Website: https://www.techsciresearch.com/
Market Research News: https://techsciblog.com/
The Smart Health Centers project places trained health information specialists (Navigators) in traditional and non-traditional health facilities to assist patients in connecting to their own medical records and find reliable information about their own conditions. All Navigators are trained in the Smart Health Center Model using this training guide.
2018 has finally arrived, and healthcare companies’ executives from both small and big firms have hit the ground running. With technological artificial intelligence and new drugs in the industry, below are 6 healthcare predictions for 2018.
Big data approaches to healthcare systemsShubham Jain
The idea behind this presentation is to explore how big data will revolutionize existing healthcare system effectively by reducing healthcare concerns such as the selection of appropriate treatment paths, quality of healthcare systems and so on. Large amount of unstructured data is available in various organizations (payers, providers, pharmaceuticals). We will discuss all the intricacies involved in massive datasets of healthcare systems and how combination of VPH technologies and big data resulted into some mind-boggling consequences. Major opportunities in healthcare includes the integration of various data pools such as clinical data, pharmaceutical R&D data and patient behaviour and sentiment data. Finding potential insights from big data with the help of medical image processing techniques, predictive modelling etc. will eventually help us to leverage the ever-increasing costs of care, help providers practice more effective medicine, empower patients and caregivers, support fitness and preventive self-care, and to dream about more personalized medicine.
The Hive Think Tank: Unpacking AI for Healthcare The Hive
In this The Hive Think Tank talk, Ash Damle, CEO of Lumiata takes a deep dive into Lumiata’s core technological engine - the Lumiata Medical Graph, which applies graph-based machine learning to compute the complex relationships between health data in the same way that a physician would, and how this medical AI engine powers personalization and automation within risk and care management.
UHealth in Korea for Health and Wellness by Jongtae Park3GDR
OECD Expert Consultation 2016
헬스케어실증단지사업현황및발전계획
UHealth in Korea for Health and Wellness
Oct. 5, 2016
Jongtae Park
Kyungpook National University
Daily Healthcare Demonstration Complex Construction Agency jtpark@ee.knu.ac.kr
Presentation 90-10-funding-opportunity-for-health-infomation-exchangesOrion Health
How can HIEs access 90/10 and Federal funding and expand their exchange
We examined the opportunities to capture funding from CMS to develop core HIE services, public health infrastructure, electronic Clinical Quality Measurement (eCQM) infrastructure, and provider onboarding.
This webinar demonstrated how to some innovative HIEs are leveraging these grants and have elected multiple funded activities to boost growth, expand regional interoperability, and upgrade to higher performing technology stacks.
George Beckett, Chief Business Development Officer at the Cedar Bridge Group and Orion Health’s Director, Laura Young, about the process to request funding for health information exchange (HIE) infrastructure.
In this webinar, we explained:
1. The CMS 90/10 funding opportunities for private and public HIEs
2. The funding strategy used by NDHIN and their 5-year business plan
3- How NDHIN has created a solid data foundation for their data strategy and how they are expanding their infrastructure
Real-World Evidence: A Better Life Journey for Pharmas, Payers and PatientsCognizant
Driven partly by regulatory pressure, stakeholders in the healthcare ecosystem—including payers and patients—now want real-world evidence (RWE) about wellness to supplement and expand randomized control trial (RCT) input from pharmas about pharmaceuticals' efficacy and effectiveness.
Seamless Journey from Population Health to Precision MedicineOrion Health
Precision medicine is happening now! Join us as we examine the opportunities to leverage your initial core data sets and prepare for new data types to deliver real-time population health and precise medicine.
This webinar will demonstrate how modern healthcare organizations (HCO) are expanding clinical integration and upgrading to higher performing technology stacks on their journey to the omics-based and real-time delivery of precision medicine.
We’ll chat with Dr. Chris Hobson, CMO and CPO at Orion Health, Doctor Dylan Mordaunt, Clinical Director Research at Orion Health, and with Orion Health’s Executive Vice President of Product and Strategy, Dave Bennett about the importance of real-time data mining and re-mining, and which new computational tools and techniques you need to meet your population health goals and future proof your organization for the delivery of precision medicine.
In this webinar, we will explain:
How new models of medicine (e.g., molecular medicine, value-based medicine, etc.) are driving the immediate need for patient-specific decision support assistance
How existing and new data sets can be leveraged with integrated and real-time analytics (e.g., family history, pharmacogenics) for immediate reduction in adverse events and improved outcomes
How innovative organizations are answering this demand with high-performing technology
Demystifying Text Analytics and NLP in HealthcareHealth Catalyst
Leading the discussion, we have two exceptional thinkers in this space, Mike Dow, a former CIO and current Health Catalyst product manager and software developer, and Dr. Carolyn Simpkins, Health Catalyst’s Chief Medical Informatics Officer.
They will share thoughts on the challenges of text in clinical analytics as well as demonstrate:
Why text is an important part of clinical analytics
Why a text search is not enough
How clinical text search can be refined with NLP techniques
The Smart Health Centers project places trained health information specialists (Navigators) in traditional and non-traditional health facilities to assist patients in connecting to their own medical records and find reliable information about their own conditions. All Navigators are trained in the Smart Health Center Model using this training guide.
2018 has finally arrived, and healthcare companies’ executives from both small and big firms have hit the ground running. With technological artificial intelligence and new drugs in the industry, below are 6 healthcare predictions for 2018.
Big data approaches to healthcare systemsShubham Jain
The idea behind this presentation is to explore how big data will revolutionize existing healthcare system effectively by reducing healthcare concerns such as the selection of appropriate treatment paths, quality of healthcare systems and so on. Large amount of unstructured data is available in various organizations (payers, providers, pharmaceuticals). We will discuss all the intricacies involved in massive datasets of healthcare systems and how combination of VPH technologies and big data resulted into some mind-boggling consequences. Major opportunities in healthcare includes the integration of various data pools such as clinical data, pharmaceutical R&D data and patient behaviour and sentiment data. Finding potential insights from big data with the help of medical image processing techniques, predictive modelling etc. will eventually help us to leverage the ever-increasing costs of care, help providers practice more effective medicine, empower patients and caregivers, support fitness and preventive self-care, and to dream about more personalized medicine.
The Hive Think Tank: Unpacking AI for Healthcare The Hive
In this The Hive Think Tank talk, Ash Damle, CEO of Lumiata takes a deep dive into Lumiata’s core technological engine - the Lumiata Medical Graph, which applies graph-based machine learning to compute the complex relationships between health data in the same way that a physician would, and how this medical AI engine powers personalization and automation within risk and care management.
UHealth in Korea for Health and Wellness by Jongtae Park3GDR
OECD Expert Consultation 2016
헬스케어실증단지사업현황및발전계획
UHealth in Korea for Health and Wellness
Oct. 5, 2016
Jongtae Park
Kyungpook National University
Daily Healthcare Demonstration Complex Construction Agency jtpark@ee.knu.ac.kr
Presentation 90-10-funding-opportunity-for-health-infomation-exchangesOrion Health
How can HIEs access 90/10 and Federal funding and expand their exchange
We examined the opportunities to capture funding from CMS to develop core HIE services, public health infrastructure, electronic Clinical Quality Measurement (eCQM) infrastructure, and provider onboarding.
This webinar demonstrated how to some innovative HIEs are leveraging these grants and have elected multiple funded activities to boost growth, expand regional interoperability, and upgrade to higher performing technology stacks.
George Beckett, Chief Business Development Officer at the Cedar Bridge Group and Orion Health’s Director, Laura Young, about the process to request funding for health information exchange (HIE) infrastructure.
In this webinar, we explained:
1. The CMS 90/10 funding opportunities for private and public HIEs
2. The funding strategy used by NDHIN and their 5-year business plan
3- How NDHIN has created a solid data foundation for their data strategy and how they are expanding their infrastructure
Real-World Evidence: A Better Life Journey for Pharmas, Payers and PatientsCognizant
Driven partly by regulatory pressure, stakeholders in the healthcare ecosystem—including payers and patients—now want real-world evidence (RWE) about wellness to supplement and expand randomized control trial (RCT) input from pharmas about pharmaceuticals' efficacy and effectiveness.
Seamless Journey from Population Health to Precision MedicineOrion Health
Precision medicine is happening now! Join us as we examine the opportunities to leverage your initial core data sets and prepare for new data types to deliver real-time population health and precise medicine.
This webinar will demonstrate how modern healthcare organizations (HCO) are expanding clinical integration and upgrading to higher performing technology stacks on their journey to the omics-based and real-time delivery of precision medicine.
We’ll chat with Dr. Chris Hobson, CMO and CPO at Orion Health, Doctor Dylan Mordaunt, Clinical Director Research at Orion Health, and with Orion Health’s Executive Vice President of Product and Strategy, Dave Bennett about the importance of real-time data mining and re-mining, and which new computational tools and techniques you need to meet your population health goals and future proof your organization for the delivery of precision medicine.
In this webinar, we will explain:
How new models of medicine (e.g., molecular medicine, value-based medicine, etc.) are driving the immediate need for patient-specific decision support assistance
How existing and new data sets can be leveraged with integrated and real-time analytics (e.g., family history, pharmacogenics) for immediate reduction in adverse events and improved outcomes
How innovative organizations are answering this demand with high-performing technology
Demystifying Text Analytics and NLP in HealthcareHealth Catalyst
Leading the discussion, we have two exceptional thinkers in this space, Mike Dow, a former CIO and current Health Catalyst product manager and software developer, and Dr. Carolyn Simpkins, Health Catalyst’s Chief Medical Informatics Officer.
They will share thoughts on the challenges of text in clinical analytics as well as demonstrate:
Why text is an important part of clinical analytics
Why a text search is not enough
How clinical text search can be refined with NLP techniques
"Healthcare Services at Merck & Co". Presentation by Guy Eiferman, President of Healthcare Services and Solutions, Merck & Co., made at the mHealth Israel Investors Summit, June 29, 2015, in Jerusalem
A global leader in real world health intelligence, Analytica Laser is powered by a renowned scientific team of 140+ senior experts across eight offices. Our consulting, research and data services are employed by the leading biopharma and public health innovators in over 20 countries. Every day, our work directly benefits millions of patients in advancing access to new therapies that are safer, more convenient and more affordable.
How Carle Health Effectively Integrated Augmented IntelligenceHealth Catalyst
In this webinar, Phil Rowell, M.J., Vice President of Clinical and Business Intelligence at Carle Health, will describe how Carle Health became an early adopter of AI and leveraged AI-powered analytics to tackle the complexities of COVID-19, improve sepsis management, and accurately forecast patient outcomes and associated costs based on historical and current data.
Advanced health technologies and their budgetary implications - Valérie Paris...OECD Governance
This presentation was made by Valérie Paris, OECD Secretariat, at the 6th meeting of the joint OECD DELSA-GOV network on fiscal sustainability of health systems held in Paris, on 18-19 September 2017
Advanced health technologies and budgetary implications -- Valerie Paris, OECDOECD Governance
This presentation was made by Valérie Paris, OECD Secretariat, at the 6th Meeting of the Joint OECD DELSA-GOV Network on Fiscal Sustainability of Health Systems, held at the OECD Conference Centre, Paris, on 18-19 September 2017
HealthCursor Consulting Group India- Mobile Health is going to be a 3000 crore market in India by 2017. (Source PwC). M-health (use of mobile phones) and E-health are all set to make an entry into India's primary health centres (PHCs) and sub-centres as the health ministry plans to go hi-tech. Healthcare industry is expected to show a strong growth of 23% per annum to become a US$ 77 billion industry by 2012. One of the largest sector in terms of revenue and employment has grown at 9.3% per annum between 2000-2009 with a current size at par with fastest growing developing country like China, Brazil and Mexico.Driven by various catalysts such as increasing population, rising income levels, changing demographics and illness profile with a shift from chronic to life style diseases, healthcare industry is expected to move to levels of US$ 77 billion in next 3 years. (Source: ASSOCHAM).
Empowering rural India is of utmost importance and the government needs to do so by provisioning for broadband penetration and financial inclusion. Access to quality health care is another key to achieving rural empowerment. The budget for this segment was raised marginally last year and it would be good to have an allocation for rural health care programs with provisions for technology that would help modernize this sector to expand its reach through remote healthcare solutions and telemedicine.
Furthermore, the government announced a big budget campaign 'Swabhimaan' in the budget last year to promote banking and provide services to about 20,000 villages. In order to meet this goal, the budget this year too would need to make provisions accordingly. The steering committee on health said that in the 12th plan (2012-17), all district hospitals would be linked to leading tertiary care centres through telemedicine, Skype and similar audio visual media. M-health will be used to speed up transmission of data. Disease surveillance will be put on a GIS platform.
Disease surveillance based on reporting by providers and clinical laboratories (public and private) to detect and act on disease outbreaks and epidemics would be an integral component of the system.India will also put in place a Citizen Health Information System (CHIS) - a biometric based health information system which will constantly update health record of every citizen-family. The system will incorporate registration of births, deaths and cause of death. Maternal and infant death reviews, nutrition surveillance, particularly among under-six children andwomen, service delivery in the public health system, hospital information service besides improving access of public to their own health information and medical records would be the primary function of the CHIS.
Economies of Indian states can grow 1.08 per cent faster with every 10 per cent increase in Internet and broadband connections.
The ten predictions for 2020
1. Health consumers in 2020
Informed and demanding patients are now partners in their own healthcare
2. Health care delivery systems in 2020
The era of digitised medicine - new business models drive new ideas
3. Wearables and mHealth applications in 2020
Measuring quality of life not just clinical indicators
4. Big Data in 2020
Health data is pervasive – requiring new tools and provider models
5. Regulation in 2020
Regulations reflect the convergence of technology and science
6. Research and Development in 2020
The networked laboratory - partnerships and big data amidst new scrutiny
7. The pharmaceutical commercial model in 2020
Local is important but with a shift from volume to value
8. The pharmaceutical enterprise configuration - the back office in 2020
Single, global and responsible for insight enablement
9. New business models in emerging markets in 2020
Still emerging, but full of creativity for the world
10. Impact of behaviours on corporate reputation in 2020
A new dawn of trust
The convergence of separate health systems has led to
a great increase in data, which some organisations are
struggling to get to grips with. Harnessing analytic tools
and sharing knowledge is the best way forward
Clinical Biometrics, Inc. Executive Overview
Description Clinical Biometrics is an organization dedicated to enabling predictive healthcare and disease prevention with the IoT. We are working on the IoT (Internet of Things) wireless, biomedical patient monitoring and vendor agnostic integration, pioneering programmable biosensors, integration products and services to monitor secure clinical data in real-time and over time, for inpatient and outpatient environments. Our model enables predictive and preventative healthcare delivery. We are developing vendor agnostic middleware that will allow the integration of the various vendor's sensors and protocols into a common platform with rich data analytics capabilities. This technology will impact our healthcare paradigms and usher us into the future of healthcare delivery including real-time predictive healthcare and disease prevention.
- Tim Crammer, CEO
Patient-Centered Care Requires Patient-Centered Insight: What We Can Do To C...Health Catalyst
Health systems and providers are inundated with measurement systems and reporting. Why would we want to add to the measurement mayhem? The real question is, “Are we measuring what matters?”
Carolyn Simpkins MD, PhD, chief medical informatics officer, will discuss how putting the patient at the center of the measurement matrix can bring coherence and completeness to the picture of care delivery performance across the patient journey, and therefore the performance of the healthcare ecosystem.
She will describe the building blocks for patient-centered measurement and how other metrics, patient-reported outcomes, and patient satisfaction fit into this approach. Carolyn will also review the challenges that have kept health systems from completing a patient-centered outcomes approach and why we are poised to break through. Finally, she will share case studies of organizations who have begun to pioneer the use of patient centered metrics to improve care and outcomes.
Artificial Intelligence & Deep Learning - Presentation by Avner Halperin, Co-Founder & CEO of EarlySense at the NOAH Conference Tel Aviv 2018, Haoman 17 on the 14th of March 2018.
Building Your Employer Brand with Social MediaLuanWise
Presented at The Global HR Summit, 6th June 2024
In this keynote, Luan Wise will provide invaluable insights to elevate your employer brand on social media platforms including LinkedIn, Facebook, Instagram, X (formerly Twitter) and TikTok. You'll learn how compelling content can authentically showcase your company culture, values, and employee experiences to support your talent acquisition and retention objectives. Additionally, you'll understand the power of employee advocacy to amplify reach and engagement – helping to position your organization as an employer of choice in today's competitive talent landscape.
Anny Serafina Love - Letter of Recommendation by Kellen Harkins, MS.AnnySerafinaLove
This letter, written by Kellen Harkins, Course Director at Full Sail University, commends Anny Love's exemplary performance in the Video Sharing Platforms class. It highlights her dedication, willingness to challenge herself, and exceptional skills in production, editing, and marketing across various video platforms like YouTube, TikTok, and Instagram.
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In the recent edition, The 10 Most Influential Leaders Guiding Corporate Evolution, 2024, The Silicon Leaders magazine gladly features Dejan Štancer, President of the Global Chamber of Business Leaders (GCBL), along with other leaders.
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Discover the top mailing list providers in the USA, offering targeted lists, segmentation, and analytics to optimize your marketing campaigns and drive engagement.
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As an Army veteran dedicated to lifelong learning, I bring a disciplined, strategic mindset to my pursuits. I am constantly expanding my knowledge to innovate and lead effectively. My journey is driven by a commitment to excellence, and to make a meaningful impact in the world.
Navigating the world of forex trading can be challenging, especially for beginners. To help you make an informed decision, we have comprehensively compared the best forex brokers in India for 2024. This article, reviewed by Top Forex Brokers Review, will cover featured award winners, the best forex brokers, featured offers, the best copy trading platforms, the best forex brokers for beginners, the best MetaTrader brokers, and recently updated reviews. We will focus on FP Markets, Black Bull, EightCap, IC Markets, and Octa.
Recruiting in the Digital Age: A Social Media MasterclassLuanWise
In this masterclass, presented at the Global HR Summit on 5th June 2024, Luan Wise explored the essential features of social media platforms that support talent acquisition, including LinkedIn, Facebook, Instagram, X (formerly Twitter) and TikTok.
At Techbox Square, in Singapore, we're not just creative web designers and developers, we're the driving force behind your brand identity. Contact us today.
Best practices for project execution and deliveryCLIVE MINCHIN
A select set of project management best practices to keep your project on-track, on-cost and aligned to scope. Many firms have don't have the necessary skills, diligence, methods and oversight of their projects; this leads to slippage, higher costs and longer timeframes. Often firms have a history of projects that simply failed to move the needle. These best practices will help your firm avoid these pitfalls but they require fortitude to apply.
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2. Who We Are
2
Independent health policy and business
decision consulting organization based in
Toronto
Team of scientists, economists, and health
policy analysts working together to assess and
forecast complex scenarios
We connect external stakeholders to our
client projects to create exposure and foster
change
Regularly publish in academic journals and
attract media attention
Collaborated with
400+ experts
Worked with 40+
Clients
Generated 60+
reports
Since 2003
3. Who We Serve
3
Client Using microsimulation and predictive
analysis to:
Not-for-profit
Organizations
Raise awareness of disease burden by
quantifying its health and economic impacts
and identifying beneficial interventions
Pharma
Build business cases for a therapeutic
intervention by assessing its policy value and
cost-effectiveness
Policy Makers
Provide evidence-based quantitative support
for policy change or informed investments
Other Private
Organizations
Optimize operational processes, maximize
revenues, retain customers, etc.
Clients seeking improvement, relevance and change through evidence-
based quantitative analysis
4. A proven method of connecting and facilitating stakeholders and experts with
data and mathematical modeling.
Agent-based, event-driven mathematical microsimulation model called the
Life at Risk Platform. The model is of a class as described in section 4.1.65 of
the OECD Health Working Papers No. 59
The life trajectories of individual people are followed through various health
and economic states
Realistic representation of the complexity of systems
Ability to discern the life and economic value propositions of change
Provides a means to reconcile value propositions with actual events
Sensitivity and scenario analysis to locate value, costs and risks
Cost/benefit and marginal return analysis to support policy intervention
evaluations
Background on Microsimulation
4
What is it?
Why is it used?
5. Algorithm models whose outputs provide predictive insights into a
specific scenario based on historical data
Widely applied in several industries such as in financial
services, telecommunication, retail, healthcare, and insurance
Algorithms can “train” on new emerging data thereby adapting and
becoming more accurate
Unprecedented amounts of big data available
Opportunity to capitalize on untapped potential
Identify hidden risks and implement preemptive mitigation strategies
Add context and make “sense” out of big data
Uncover hidden, valuable insights in data
Background on Predictive Analytics
5
What is it?
Why is it used?
6. Microsimulation and Predictive Analytics Can….
6
Context Microsimulation and Predictive Analytics Can… Outcome
Healthcare
Assess current and future burden of illness and
effects of continuums of care
Identify areas in need of interventions (policy,
therapeutic, etc)
Forecast market access landscape of therapeutics Optimize resource allocation for new
therapeutic areas
Identify inefficiencies within the healthcare
system
Address identified elements to improve
healthcare (eg. reduce hospital admissions, save
costs, reduce caregiver burden, etc.)
Quantify and compare effects of interventions in
the present and future
Evidence-based, optimized allocation of funds
for the greatest benefit
Retail
Identify consumer behaviour trends and patterns Tailor marketing strategy
Identify and target “best” customers Manage profitable customer relationships
Identify potential customers and those at risk of
leaving
Evidence-guided capture & retain marketing
strategy
Asset /
Inventory
Management
Predict demand for specific assets or inventory Optimize asset management to reduce
warehousing costs
Predict repairs and replacement that challenges
typical scheduled asset management practices
Switch to predictive maintenance practice
thereby reducing costs and maximizing output
7. Population
Health
Analysis
Population
Health
Data Sets
Economic
Analysis
Our Technology
7
50+ Diseases (incidence, prevalence, mortality)
10+ Risk factors (smoking, drinking, obesity, etc)
Co-morbidities
Demographics data (age, sex, race, birth,
death, immigration, emigration, region)
Direct and indirect healthcare costs
Employment & unemployment, fiscal
revenue, income, GDP, personal income taxes, etc
State-of-the-art simulation platform created and optimized over the last 10 years
Flexible and accommodating to complex scenarios in various areas
Once a project is completed, the platform can be reused periodically to generate
more recent outcomes
Team of scientists, economists and analysts working with client to achieve goals and
extract key messages
Healthcare
Finance
Business
Intelligence
Inventory/Assets
And more…
Client
Needs
8. Over 50 disease/injury types:
8
Current Health Scope of Our Microsimulation Platform
Cancer - Breast
Cancer -
Colorectal
Cancer - Lung
Cancer - Prostate
Cancer - Skin
Cancer - Total
Cardiovascular -
Angina
Cardiovascular -
Cerebrovascular
Cardiovascular -
Hypertension
Cardiovascular -
Myocardial
Infarction
Cardiovascular –
Other Ischemic
Heart Disease
Cardiovascular -
Total
Digestive -
Cirrhosis
Digestive - Colitis
Digestive –
Crohn's Disease
Digestive -
Gallstones
Digestive - Hernia
Digestive – Peptic
Ulcers
Digestive - Total
Endocrine -
Diabetes Type1
Endocrine -
Diabetes Type2
Endocrine -
Thyroid Disorders
Endocrine - Total
External – Motor
Vehicle Accidents
External - Total
External –
Unintentional
Falls
Genitourinary -
Chronic Kidney
Disease
Genitourinary -
Total
Genitourinary -
Urinary
Incontinence
Mental - Anxiety
Mental -
Attention Deficit
Hyperactivity
Disorders
Mental - Conduct
Disorders
Mental -
Dementia
Mental - Mood
Disorders
Mental -
Psychotic
Disorders
Mental –
Substance Use
Disorders
Mental - Total
Musculoskeletal –
Back Pain
Musculoskeletal –
Osteoarthritis
Musculoskeletal -
Osteoporosis
Musculoskeletal –
Rheumatoid
Arthritis
Musculoskeletal -
Total
Nervous -
Alzheimer's
Disease
Nervous - Epilepsy
Nervous -
Migraine
Nervous –
Multiple Sclerosis
Nervous -
Parkinson's
Disease
Nervous - Total
Respiratory –
Acute Respiratory
Infections
Respiratory -
Asthma
Respiratory -
Chronic
Obstructive
Pulmonary
Disease
Respiratory -
Total
Skin – Total
9. 9
Examples of High Impact Projects
Canadian Partnership Against Cancer (2006)
Life and Economic Burden of Cancer: 2002 to 2032
Ontario Lung Association (2011)
Life and Economic Burden of
Lung Disease in Ontario: 2011 to 2041
Arthritis Alliance of Canada (2011)
Life and Economic Burden of
Osteoarthritis and Rheumatoid Arthritis
2010 to 2040
Cancer Institute NSW (2007)
Life and Economic Burden of
Cancer, NSW, Australia 2007 to 2010
National Microbiological
Lab, PHAC (2009)
Dr. Lindsay E. Nicolle Award 2010
Pandemic simulation
Mental Health Commission of
Canada (2013)
The Life and Economic Impact of Major Mental
Illnesses in Canada, 2011 to 2041
Alzheimers Society Canada (2010)
Life and Economic Burden of Dementia: 2010 to 2040
11. • Project Summary:
• Quantified the current and future burden of major mental
health illnesses in Canada from 2011 to 2041
• First major attempt at quantifying the present and future
burden of 7 mental illnesses using a meta analysis of several
databases, including:
• 6 childhood, 7 adolescent, and 6 adult conditions
• Three-year of collaboration with 30 experts
• Based on world-renowned cohort study data our simulation followed patients
longitudinally
The Life and Economic Impact of Major Mental Illnesses in Canada,
2011 to 2041
11
12. The Life and Economic Impact of Major Mental Illnesses in Canada,
2011 to 2041
12
Publication
The Canadian Journal of Psychiatry
The Mental Health Strategy for Canada
Publication
The Journal of Child Psychology and
Psychiatry
The Report
13. The Life and Economic Burden of Lung Disease in Ontario, 2011 to
2041
13
Microsimulation of the life and economic impacts of
asthma, COPD and lung cancer in Ontario over the
next 30 years
Assessed the value of „what-if‟ scenarios related to
lung disease prevention, treatment and care
programs including:
• A comprehensive smoking cessation
program;
• Access to accurate diagnosis with
spirometry;
• Comprehensive Patient Care Model;
• Access to Pulmonary Rehabilitation
Involved the input of16 subject-matter experts
across Ontario and 24 members of the stakeholder
panel including health professional bodies and
industry partners
14. The Life and Economic Burden of Arthritis in Canada, 2010 to 2040
14
Microsimulation of the life and economic impacts of
osteoarthritis (OA) and rheumatoid arthritis (RA)
over 30 years
Identified potential strategies for managing the
burden of arthritis by quantifying the long-term
value of four arthritic care interventions including:
• Access to DMARD and Biologic Use for RA;
• Total Joint Replacement Surgery for OA;
• Pain Management Strategies for OA; and
• Primary Prevention Program for OA.
Collaborated with members of the Alliance for the
Canadian Arthritis Program (ACAP) including
epidemiologists, researchers, clinicians, governme
nt and patient representatives.
Results gained widespread media attention
including public news reports
15. • Developed real-time early pandemic
warning algorithms for severe seasonal
influenza and pandemic influenza across
157 health regions of Alberta
• Processed real-time ARTSSN data to
predict peak attack rate
Early-Warning Epidemic and Pandemic Algorithms
15
• Updated client with
weekly reports which
were disseminated to
the high- ranking
officials in Alberta
16. Predicting Intra-Day Stock Prices
16
Fidessa Group plc is a FTSE 250 Index company with
85% of the tier one global equity brokers using their
platform.
Received daily 15GB data for the top 100 TSX stocks
with information on trades, bids, offers, and order-flow
movements for all traders and venues.
The challenge: Develop algorithms that can predict
the direction of stock price moves minute by minute to
support efficient fast order routing
The result: Algorithms developed with a probability of being wrong equivalent to
the chance of rolling 103 heads in a row using a fair die (ie. for 2 minutes in every
16 hrs of trading the algorithm predicts incorrectly)
17. • While it is well known that the quality and
quantity of infrastructure has a direct
impact upon how efficiently societies are
able to operate and grow, individuals and
businesses have yet to connect
underinvestment in infrastructure to their
personal prosperity.
Economic Microsimulation
17
• Using economic and demographic
microsimulation, the impacts of long-
term infrastructure investment
patterns on future economic
production, income of employees,
and net profits after-tax of employers
were assessed for a 50 year period.
• The results emphasized the potential
risk that Canadian employees and
employers bear when long term
infrastructure trends tend towards
persistent underinvestment.
18. • Actuarial analysis is constrained to
consider only a subset of variables
under simplified assumptions that
can expose a benefits plan to future
funding risk.
• Used microsimulation of a 40,000
member plan, and data mining 15
years of return to work rates, health
state, claim types, plan membership
and retirement ages
• Results: The Plan was shown to be
exposed to the risk of being
underfunded by 2023 given the
conjunction of return to work and
retirement age probabilities.
Benefit Plan Microsimulation
18
55
57
59
61
63
65
0%
100%
200%
300%
400%
500%
600%
25%
30%
35%
40%
45%
50%
55%
60%
65%
70%
75%
PercentFunded
Percent Funded by 2023
5th Percentile
19. • The impact of a pandemic is sensitive to the timing of vaccine availability and the use of
antivirals
• Antivirals only (No Vaccine curves) could reduce direct cost by over 50% ($400 million) and
hospitalizations by 38% (over 34,000)
• If vaccines were widely available 2 months after the virus was identified and used with
antiviral treatment:
– Over 80% of hospitalizations could be prevented
– Direct costs reduced by up to 95%, or $650 million, (excluding cost of vaccination)
– The economic productivity impact could increase by more than 80% to less than $1 billion
Pandemic Microsimulation and Vaccine Production
19
0
100,000
200,000
300,000
400,000
500,000
NumberofPeople
Date
Sick Population - One Wave Pandemic
No Intervention 2 Months 4 Months
6 Months No Vaccine
0
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400,000
500,000
NumberofPeople
Date
Sick Population - Two Wave Pandemic
No Intervention 2 Months 4 Months
6 Months No Vaccine