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Dr. Obumneke Amadi: Big Data and Health Care
Big Data and Health Care
Big data by nature, is made up of large details of unstructured or raw data that cannot be
processed by using a conventional, largely relational data processing methods. Datasets are
highly complex to characterize in big data. Moreover, data can be characterized according to
four dimensions: volume, velocity, variety, and veracity. In big data, thousands or millions of
data can be processed in a fraction of time and cost, however connecting to big data are
considered a promoter in supporting the improvement of quality and efficiency of healthcare
delivery. Through Big data the assessment of the benefits and risks a public health issue can be
achieved by just using data from a limited number of health care sources in addition, it is a
promising development that has the capability of improving healthcare interventions (Liyanage,
de Lusignan, Liaw, Kuziemsky, Mold, et.al, 2014).
Description of the Published Article I Selected
The article I selected is: Bringing Big Data to Personalized Healthcare: A Patient-
Centered Framework (Chawla & Davis, 2013). The researchers expressed their concerns about
the unsustainable costs and enormous amounts of under-utilized data, they pointed out that health
care needs more efficient practices, research, and tools to connect full benefits of personal health
and healthcare-related data. They gave example of the usefulness of having a big data such as
having a personalized healthcare, and demonstrated its applicability to positive patient-centered
outcomes e.g. reducing re-admission rates. The authors concludes that CARE system was
developed to serve as a proactive big data-driven computational aid for physicians assessing the
disease risks for their patients (Chawla & Davis, 2013).
My Position on the Use of Big Data for Health Care
Analyzing and using big data in health care can provide crucial answers and lead to great
innovation and breakthroughs because, most research apply the use of secondary data to
investigate and answer their research questions and hypotheses. Personally as a scholar student, I
have throughout my scholar-practitioner assignment and projects used big data’s to retrieve
variables that represent my project topic to answer my research questions (Shaw, 2014).
Moreover, through the various methods that I have employed to analyze my data’s, I have
always come up with a reasonable and reliable outcome association of my observed population.
In general, the potential public health uses big data to explore a population or diseases of interest
e.g. epidemiologists collect information on social and sexual networks to better identify the
spread of disease and even create timely warning systems(Shaw, 2014).
To advance in effectiveness and innovation of healthcare security and delivery,
researchers are combing government and clinical databases to establish the best and cost-
effective process of improving detection of and response to infectious disease outbreaks. This
process will lead to better treatment options and the information’s obtained could transform
health care policies (The President and Fellows of Harvard College, 2015). With the progression
of big data usage, a lot can be achieved, such as an improved statistical and computational
methods that is capable to solve huge problems faster than a conventional computational
methods would (Shaw, 2014).
Privacy and Data Security Concerns
Because there are ethical rules guiding the process of conducting research, privacy and
data security concerns and the potential misuse of data do not significantly outweigh the
potential advantages of using data because, researchers may seek to collect, use, share and access
different types of information about participants depending on the type of research they are
conducting(pre.ethics.gc.ca, 2013). Most big data are de-identified with no privacy and security
concerns, but data that are identified must follow the ethical policies regarding such type of data
practice. Moreover, to attain the privacy and security of data use for both identified and de-
identified data, data information’s can be coded information or made anonymous
(pre.ethics.gc.ca, 2013).
Theoretical Evidence of Big Data Usage
Based on evidence from available literature on the possibilities of manipulating big data
and the feasibility & utility of its use by medium and small local health jurisdictions, information
from many patients can be combined locally and globally thereby leading to more effective and
great research, for example, “a traditional research organization might do a study based on
collecting and analyzing data from 500 doctors, requiring significant funding. We can do these
analyses in half an hour, producing real results that can change policy” (SAS Institute Inc., n.d).
References
Chawla, N. V., & Davis, D. A. (2013). Bringing big data to personalized healthcare: a patient-
centered framework. Journal of general internal medicine, 28(3), 660-665.
Liyanage, H., de Lusignan, S., Liaw, S. T., Kuziemsky, C., Mold, F., Krause, P., ... & Jones, S.
(2014). Big Data Usage Patterns in the Health Care Domain: A Use Case Driven
Approach Applied to the Assessment of Vaccination Benefits and Risks: Contribution of
the IMIA Primary Healthcare Working Group. Yearbook of medical informatics, 9(1),
27.
pre.ethics.gc.ca (2013). Panel on Research Ethics: Privacy and Confidentiality
http://www.pre.ethics.gc.ca/eng/policy-politique/initiatives/tcps2-eptc2/chapter5-
chapitre5/
Shaw, J. (2014). Why “Big Data” Is a Big Deal. Retrieved from
http://harvardmagazine.com/2014/03/why-big-data-is-a-big-deal
SAS Institute Inc. (n.d). Data-driven health care. Retrieved from
http://www.sas.com/en_us/insights/articles/analytics/data-driven-health-care.html
The President and Fellows of Harvard College (2015).The promise of big data. Retrieved from
http://www.hsph.harvard.edu/news/magazine/spr12-big-data-tb-health-costs/

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Dr. Obumneke Amadi _Transcript

  • 1. Dr. Obumneke Amadi: Big Data and Health Care Big Data and Health Care Big data by nature, is made up of large details of unstructured or raw data that cannot be processed by using a conventional, largely relational data processing methods. Datasets are highly complex to characterize in big data. Moreover, data can be characterized according to four dimensions: volume, velocity, variety, and veracity. In big data, thousands or millions of data can be processed in a fraction of time and cost, however connecting to big data are considered a promoter in supporting the improvement of quality and efficiency of healthcare delivery. Through Big data the assessment of the benefits and risks a public health issue can be achieved by just using data from a limited number of health care sources in addition, it is a promising development that has the capability of improving healthcare interventions (Liyanage, de Lusignan, Liaw, Kuziemsky, Mold, et.al, 2014). Description of the Published Article I Selected The article I selected is: Bringing Big Data to Personalized Healthcare: A Patient- Centered Framework (Chawla & Davis, 2013). The researchers expressed their concerns about the unsustainable costs and enormous amounts of under-utilized data, they pointed out that health care needs more efficient practices, research, and tools to connect full benefits of personal health and healthcare-related data. They gave example of the usefulness of having a big data such as having a personalized healthcare, and demonstrated its applicability to positive patient-centered outcomes e.g. reducing re-admission rates. The authors concludes that CARE system was developed to serve as a proactive big data-driven computational aid for physicians assessing the disease risks for their patients (Chawla & Davis, 2013). My Position on the Use of Big Data for Health Care Analyzing and using big data in health care can provide crucial answers and lead to great innovation and breakthroughs because, most research apply the use of secondary data to investigate and answer their research questions and hypotheses. Personally as a scholar student, I have throughout my scholar-practitioner assignment and projects used big data’s to retrieve variables that represent my project topic to answer my research questions (Shaw, 2014). Moreover, through the various methods that I have employed to analyze my data’s, I have
  • 2. always come up with a reasonable and reliable outcome association of my observed population. In general, the potential public health uses big data to explore a population or diseases of interest e.g. epidemiologists collect information on social and sexual networks to better identify the spread of disease and even create timely warning systems(Shaw, 2014). To advance in effectiveness and innovation of healthcare security and delivery, researchers are combing government and clinical databases to establish the best and cost- effective process of improving detection of and response to infectious disease outbreaks. This process will lead to better treatment options and the information’s obtained could transform health care policies (The President and Fellows of Harvard College, 2015). With the progression of big data usage, a lot can be achieved, such as an improved statistical and computational methods that is capable to solve huge problems faster than a conventional computational methods would (Shaw, 2014). Privacy and Data Security Concerns Because there are ethical rules guiding the process of conducting research, privacy and data security concerns and the potential misuse of data do not significantly outweigh the potential advantages of using data because, researchers may seek to collect, use, share and access different types of information about participants depending on the type of research they are conducting(pre.ethics.gc.ca, 2013). Most big data are de-identified with no privacy and security concerns, but data that are identified must follow the ethical policies regarding such type of data practice. Moreover, to attain the privacy and security of data use for both identified and de- identified data, data information’s can be coded information or made anonymous (pre.ethics.gc.ca, 2013). Theoretical Evidence of Big Data Usage Based on evidence from available literature on the possibilities of manipulating big data and the feasibility & utility of its use by medium and small local health jurisdictions, information from many patients can be combined locally and globally thereby leading to more effective and great research, for example, “a traditional research organization might do a study based on collecting and analyzing data from 500 doctors, requiring significant funding. We can do these analyses in half an hour, producing real results that can change policy” (SAS Institute Inc., n.d).
  • 3. References Chawla, N. V., & Davis, D. A. (2013). Bringing big data to personalized healthcare: a patient- centered framework. Journal of general internal medicine, 28(3), 660-665. Liyanage, H., de Lusignan, S., Liaw, S. T., Kuziemsky, C., Mold, F., Krause, P., ... & Jones, S. (2014). Big Data Usage Patterns in the Health Care Domain: A Use Case Driven Approach Applied to the Assessment of Vaccination Benefits and Risks: Contribution of the IMIA Primary Healthcare Working Group. Yearbook of medical informatics, 9(1), 27. pre.ethics.gc.ca (2013). Panel on Research Ethics: Privacy and Confidentiality http://www.pre.ethics.gc.ca/eng/policy-politique/initiatives/tcps2-eptc2/chapter5- chapitre5/ Shaw, J. (2014). Why “Big Data” Is a Big Deal. Retrieved from http://harvardmagazine.com/2014/03/why-big-data-is-a-big-deal SAS Institute Inc. (n.d). Data-driven health care. Retrieved from http://www.sas.com/en_us/insights/articles/analytics/data-driven-health-care.html The President and Fellows of Harvard College (2015).The promise of big data. Retrieved from http://www.hsph.harvard.edu/news/magazine/spr12-big-data-tb-health-costs/