Tag: Model Answer

  • [Solved] Philosophy 02

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    [>Philosophy homework help](https://www.sweetstudy.com/fields/social-science-philosophy)

    Can you help me with this?

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  • [Solved] PHI-#5

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    Please see attached **files (1)** – ## PHI-Assessment5.docx **## PHI-Assessment5.docx** **Complete the Case Study:** Tonya Archer media activity, which is linked later in this assessment. Before you begin creating your submission for this assessment, make sure you have worked through the Tonya Arche…

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    Please see attached

    **files (1)**

    – ## PHI-Assessment5.docx

    **## PHI-Assessment5.docx**

    **Complete the Case Study:** Tonya Archer media activity, which is linked later in this assessment.

    Before you begin creating your submission for this assessment, make sure you have worked through the Tonya Archer case study. This will provide the foundational context for the assessment, for which you will be carrying out independent research by using the Internet to complete the following:

    · Identify the professional code of ethics for your professional specialty or a specialty that you are interested in.

    · With a local hospital in mind (perhaps one you work for), locate the mission, vision, and values statement of that hospital.

    After you identify the professional ethics code and the hospital mission, vision, and values statements relevant to your work and interests, it may be useful to complete the following:

    · Identify which item in the ethical code you believe is the most important and explain why.

    · Name something in the code you would like to see addressed in more depth. Why?

    · Which item in the code do you think would be the most challenging to follow and why?

    · Does your code make an explicit distinction between what is legal and what is ethical? That is, is the code clear that, while an action may be legal, it may not be ethical?

    · Finally, how well does your professional code of ethics align with the mission and values statement of your hospital? Can you imagine a situation in which following one would make it challenging to follow the other?

    **Instruction: 2-3 page document**

    For this assessment you will apply some concepts we have learned in the course, particularly those relating to the basic principles of health care ethics, professional codes of ethics, and values of health care institutions.

    Write a paper that answers the following questions as it relates to the Tonya Archer Case Study:

    · What are the most relevant end-of-life issues in health care ethics as they relate to this case?

    · What should the hospital do? Should doctors simply keep Tonya on life support, as the parents want? Or, since all medical evidence indicates that Tonya's brain damage is permanent, should life support be removed?

    Support your answer with the following considerations in mind:

    · Explain which principles of health care ethics and which moral theory are the best philosophical foundations for your view.

    · Is your view supported by your professional code of ethics? If so, explain how. If not, explain what your code gets wrong about a case like this.

    · Is your view consistent with the mission statement and values of the hospital you identified in your independent research you conducted to prepare to complete this assessment?

    · Would an accrediting body, like
    [The Joint Commission](https://www.jointcommission.org/), support your choice? Why or why not?

    **## PHI-Assessment5.docx**

    **Complete the Case Study:** Tonya Archer media activity, which is linked later in this assessment.

    Before you begin creating your submission for this assessment, make sure you have worked through the Tonya Archer case study. This will provide the foundational context for the assessment, for which you will be carrying out independent research by using the Internet to complete the following:

    · Identify the professional code of ethics for your professional specialty or a specialty that you are interested in.

    · With a local hospital in mind (perhaps one you work for), locate the mission, vision, and values statement of that hospital.

    After you identify the professional ethics code and the hospital mission, vision, and values statements relevant to your work and interests, it may be useful to complete the following:

    · Identify which item in the ethical code you believe is the most important and explain why.

    · Name something in the code you would like to see addressed in more depth. Why?

    · Which item in the code do you think would be the most challenging to follow and why?

    · Does your code make an explicit distinction between what is legal and what is ethical? That is, is the code clear that, while an action may be legal, it may not be ethical?

    · Finally, how well does your professional code of ethics align with the mission and values statement of your hospital? Can you imagine a situation in which following one would make it challenging to follow the other?

    **Instruction: 2-3 page document**

    For this assessment you will apply some concepts we have learned in the course, particularly those relating to the basic principles of health care ethics, professional codes of ethics, and values of health care institutions.

    Write a paper that answers the following questions as it relates to the Tonya Archer Case Study:

    · What are the most relevant end-of-life issues in health care ethics as they relate to this case?

    · What should the hospital do? Should doctors simply keep Tonya on life support, as the parents want? Or, since all medical evidence indicates that Tonya's brain damage is permanent, should life support be removed?

    Support your answer with the following considerations in mind:

    · Explain which principles of health care ethics and which moral theory are the best philosophical foundations for your view.

    · Is your view supported by your professional code of ethics? If so, explain how. If not, explain what your code gets wrong about a case like this.

    · Is your view consistent with the mission statement and values of the hospital you identified in your independent research you conducted to prepare to complete this assessment?

    · Would an accrediting body, like
    [The Joint Commission](https://www.jointcommission.org/), support your choice? Why or why not?

  • [Solved] Operations and Policy Position Statement

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    This assessment measures your ability to describe the relationship between health policy, legislation, regulation, finance, and practice of healthcare. In this assessment, you will put your critical thinking skills to work as you develop a position statement on a current healthcare issue. This asses…

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    Assignment Prompt & Instructions

    This assessment measures your ability to describe the relationship between health policy, legislation, regulation, finance, and practice of healthcare.

    In this assessment, you will put your critical thinking skills to work as you develop a position statement on a current healthcare issue. This assessment will demonstrate the importance of using critical thinking in the operation of healthcare facilities.

    Choose a current issue that reflects the political point of view of either one of the political parties, Republican or Democrat.

            –  The current issue for the position statement is Protecting Reproductive Healthcare Access from the Democratic Perspective

    You are scheduled to testify at your state legislature regarding this issue. Develop a position statement that argues your point of view on the issue.

    **Cite** a minimum of 3 APA-formatted peer-reviewed sources published within the last 5 years that support your positions.

    **Include** an APA-formatted reference list.

  • [Solved] Nursing Week 6_Assignment_DNP855

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    Developing teams is essential for providing healthcare that is patient-centered, safe, timely, effective, efficient, and equitable. – [\ \ Assignment_WEEK_6.docx](https://www.sweetstudy.com/files/assignment-week-6-docx "Assignment_WEEK_6.docx") – [\ \ Module6Assignment-RUBRIC.docx](https://www…

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    Assignment Prompt & Instructions

    Developing teams is essential for providing healthcare that is patient-centered, safe, timely, effective, efficient, and equitable.

    – [\
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    Assignment_WEEK_6.docx](https://www.sweetstudy.com/files/assignment-week-6-docx "Assignment_WEEK_6.docx")
    – [\
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  • [Solved] Nursing Conflict Resolution

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    **Discuss what you learned from the Chapter 9 on effective strategic conversations. How can you apply this information to enable you to handle conflict resolution more effectively in the workplace?** Please DO NOT use AI. This professor is stickler for AI and will give zero. please no AI. Post your …

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    **Discuss what you learned from the Chapter 9 on effective strategic conversations. How can you apply this information to enable you to handle conflict resolution more effectively in the workplace?**

    Please DO NOT use AI. This professor is stickler for AI and will give zero. please no AI.

    Post your initial discussion by 11:59 PM ET on Thursday. Posts are a minimum of 250 words, scholarly written, APA formatted (with some exceptions due to limitations in the D2L editor), and a minimum of 2 references (which may include the course textbook). Reply to at least one classmate's initial discussion post by Saturday at 11:59 PM ET. The initial discussion post and discussion response should occur on two different calendar days of each electronic week. These are not the complete instructions for participating in discussions. See the "Grading Rubric for Online Discussions – 500 level" found in the Course Resources module.

    **Textbook:** Mason, D. J., Dickson, E., McLemore, M. R., & Perez, G. A. (2021). _Policy & politics in nursing and health care_ (8th ed.). Elsevier.

    Use Chapters 9 attached in uploaded documents

    Alternative Dispute Resolution:

    During conflict, appropriate communication skills are very important in trying to achieve peaceful resolution of the inherent issues at hand. Strategies for preparation of effective communication are outlined on page 78 of Mason et al. Daily preparation in your workplace can enhance your ability to strategically communicate as a leader in nursing. Key principles are outlined in Chapter 9 which can be applied starting now as you are on this journey to advancing your knowledge on skills at a graduate nursing level.

    ## Communication and Health Policy and Politics

    Communication, both verbal and nonverbal, is vital to successful influence for advancing policy initiatives. Persuasion is a powerful activity, which is most effective with savvy communication skills.

    Nonverbal communication occurs through our physical demeanor and includes body language and nonverbal cues such as eye contact and body position. The phases of conversation are outlined in Mason et al.(2016), p. 95. These phases are critical to understand for successful communication and impacting health policy and politics.

    – [\
    \
    correctch.9PolicyPoliticsinNursingandHealthCare.pdf](https://www.sweetstudy.com/files/correctch-9policypoliticsinnursingandhealthcare-pdf "correctch.9PolicyPoliticsinNursingandHealthCare.pdf")

  • [Solved] NUR507W4

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    **files (1)** – ## NUR507W4.docx **## NUR507W4.docx** **DISCUSSION:** Discuss a dermatologic disorder **(ECZEMA)** and its treatment modalities. **Submission Instructions:** · Your initial post should be at least 500 words, formatted and cited in current APA style with support from at least 2 academ…

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    **files (1)**

    – ## NUR507W4.docx

    **## NUR507W4.docx**

    **DISCUSSION:**

    Discuss a dermatologic disorder
    **(ECZEMA)** and its treatment modalities.

    **Submission Instructions:**

    · Your initial post should be at least 500 words, formatted and cited in current APA style with support from at least 2 academic sources.

    · All replies must be constructive and use literature where possible.

    **INSTRUCTIONS:**

    · Your initial post should be at least 500 words, formatted and cited in current APA style with support from at least 2 academic sources.  Your initial post is worth 8 points.

    · Please include introduction and conclusion paragraphs

    · Please write in paragraph form, no bullet points

    · Incorporate a minimum of 2 current (published within the last five years) scholarly journal articles or primary legal sources (statutes, court opinions) within your work. Journal articles should be referenced according to the current APA style (the online library has an abbreviated version of the APA Manual).

    · Please ensure APA formatting is correct

    PLEASE SEE RUBRIC BELOW FOR SCORE OF 10 POINTS:

    ![A screenshot of a white sheet AI-generated content may be incorrect.](https://www.sweetstudy.com/questions/nur507w4)

    ## image1.png

    **## NUR507W4.docx**

    **DISCUSSION:**

    Discuss a dermatologic disorder
    **(ECZEMA)** and its treatment modalities.

    **Submission Instructions:**

    · Your initial post should be at least 500 words, formatted and cited in current APA style with support from at least 2 academic sources.

    · All replies must be constructive and use literature where possible.

    **INSTRUCTIONS:**

    · Your initial post should be at least 500 words, formatted and cited in current APA style with support from at least 2 academic sources.  Your initial post is worth 8 points.

    · Please include introduction and conclusion paragraphs

    · Please write in paragraph form, no bullet points

    · Incorporate a minimum of 2 current (published within the last five years) scholarly journal articles or primary legal sources (statutes, court opinions) within your work. Journal articles should be referenced according to the current APA style (the online library has an abbreviated version of the APA Manual).

    · Please ensure APA formatting is correct

    PLEASE SEE RUBRIC BELOW FOR SCORE OF 10 POINTS:

    ![A screenshot of a white sheet AI-generated content may be incorrect.](https://www.sweetstudy.com/questions/nur507w4)

    ## image1.png

  • [Solved] nur507 discussion 4

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    **files (1)** – ## NUR507discussion4.docx **## NUR507discussion4.docx** ![A screenshot of a web page AI-generated content may be incorrect.](https://www.sweetstudy.com/questions/nur507-discussion-4) ![A screenshot of a computer screen AI-generated content may be incorrect.](https://www.sweetstudy.co…

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    **files (1)**

    – ## NUR507discussion4.docx

    **## NUR507discussion4.docx**

    ![A screenshot of a web page AI-generated content may be incorrect.](https://www.sweetstudy.com/questions/nur507-discussion-4)

    ![A screenshot of a computer screen AI-generated content may be incorrect.](https://www.sweetstudy.com/questions/nur507-discussion-4)

    ![A white sheet with black text AI-generated content may be incorrect.](https://www.sweetstudy.com/questions/nur507-discussion-4)

    ## image1.png

    ## image2.png

    ## image3.png

    **## NUR507discussion4.docx**

    ![A screenshot of a web page AI-generated content may be incorrect.](https://www.sweetstudy.com/questions/nur507-discussion-4)

    ![A screenshot of a computer screen AI-generated content may be incorrect.](https://www.sweetstudy.com/questions/nur507-discussion-4)

    ![A white sheet with black text AI-generated content may be incorrect.](https://www.sweetstudy.com/questions/nur507-discussion-4)

    ## image1.png

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  • [Solved] NEED IN 15 HOURS PLAGIARISM FREE “A WORK”

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    PLEASE FOLLOW ALL OF THE INSTRUCTIONS **files (3)** – ## IDNScenarios.pdf – ## SelectionofHealthInformaticsScenarios.pdf – ## TheFivePillarsofInformatics.pdf **## IDNScenarios.pdf** IDN Scenarios Option 1: Bay Bridge Health Network. Consider the following for this scenario: • This integrated deliver…

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    PLEASE FOLLOW ALL OF THE INSTRUCTIONS

    **files (3)**

    – ## IDNScenarios.pdf

    – ## SelectionofHealthInformaticsScenarios.pdf

    – ## TheFivePillarsofInformatics.pdf

    **## IDNScenarios.pdf**

    IDN Scenarios

    Option 1: Bay Bridge Health Network. Consider the following for this scenario:

    • This integrated delivery network comprises five hospitals and 20 physician
    practices, five long-term care facilities, two urgent service medical malls, and an
    insurance plan covering 3 million lives in the San Francisco area. Strategic
    imperatives for this IDN include 10% operational cost reductions that are
    sustainable across business units and market share expansion through
    virtualization strategies to compete with independent and retail urgent care
    competitors in the region.

    • Informatics Implementation Projects: Your individual project takes the form of an
    initiative. Choose one informatics implementation initiative from the following list:

    o Multihospital Electronic Health Record Implementation (documentation,
    results, clinical provider order entry [CPOE]; and decision support systems
    [DSS])

    o Practice Management System Clinical Implementation

    o Practice Management System Billing, Registration, and Scheduling
    Implementation

    o Materials Management System Implementation

    o Personal Health Record (Patient Portal) Implementation

    o Clinical Document Improvement (CDI) Software Implementation

    Option 2: Star Health Alliance. Consider the following for this scenario:

    • This integrated delivery network comprises 20 hospitals; 50 specialty clinics in
    cardiology, endocrinology, and gastroenterology; three women’s health centers; 200
    physician practices; and an insurance plan covering 5 million lives across three
    different states in the Midwest. Strategic imperatives for this IDN include 10%
    operational cost reductions that are sustainable across business units and the
    realization of a 20% improvement in physician practice-based clinical quality
    metrics specific to wellness activities related to cancer prevention, diabetes risk
    management, and women’s health.

    • Informatics Implementation Projects: Your individual project takes the form of an
    initiative. Choose one informatics implementation initiative from the following list:

    o Practice Management System Clinical Implementation

    o Practice Management System Billing, Registration, and Scheduling
    Implementation

    o Telehealth Monitoring Application Implementation

    o Personal Health Record (Patient Portal) Implementation

    o Personal Health Record (Electronic Visits) Implementation

    o Multimedia Patient Education System Implementation

    Option 3: Palm Health Care Partners. Consider the following for this scenario:

    • This integrated delivery network comprises 10 hospitals, five specialty centers in
    cardiology and endocrinology, 50 physician practices, 40 senior living communities
    including five skilled nursing facilities (SNFs), a home health agency, and two
    insurance plans covering 5 million lives in the Florida–Atlantic coastal area.
    Strategic imperatives for this IDN include 15% operational cost reductions that are
    sustainable across business units and improved population health initiatives
    involving comorbid populations of health plan members, including persons with
    congestive heart failure (CHF) and diabetes and related comorbidities.

    • Informatics Implementation Projects: Your individual project takes the form of an
    initiative. Choose one informatics implementation initiative from the following list:

    o Clinical Document Improvement (CDI) Software Implementation

    o Case Management or Population Health Software Implementation

    o Claims Management Implementation

    o Business Intelligence (Data Warehousing and Visualization) System
    Implementation

    o Home Health Electronic Record Implementation for Clinical and Claims

    o Personal Health Record (Patient Portal) Implementation

    **## SelectionofHealthInformaticsScenarios.pdf**

    In your review of The Five Pillars of Informatics reflect on the various types of informatics
    solutions, such as clinical provider order entry (CPOE) implementations, patient portal
    implementations, or upgrades of patient management systems addressed as individual
    project initiatives in HIA601. Compare the program to your chosen IDN. As you examine
    each of the projects with your program, analyze how to implement these projects in
    tandem to best address the stated goals of the IDN. Consider the following: Are the
    systems being implemented in such a way that the IDN can gain measurable and
    sustainable cost reductions?

    For this week’s assignment, you will select an IDN from the provided IDN scenarios. You
    will take the role of the program management office director (PMOD). In this role, you will
    create a program management plan that will encompass several projects. These projects
    are listed in each IDN scenario as “informatics implementation projects.” You will choose
    one informatics implementation project for which you will take on the role of project
    manager.

    You should note that each informatics implementation project reflects a significant
    investment for the organization. It’s the job of the PMOD (you) to determine how each
    project and the program overall creates tangible benefits for the organization while
    controlling technology costs. Remember that while each project is a discrete informatics
    solution being implemented in the organization, the challenge for students is to assess the
    interrelationships and interdependencies between these projects as they form an
    informatics program.

    Ensure you download The Five Pillars of Informatics (ATTACHED) white paper to guide your
    strategy for the IDN. To do this, consider the following questions:

    • Which informatics pillars does your program most clearly reflect?

    • Think about the composition of the IDN and the stated goals and objectives in the
    scenario: How will the implementation of multiple informatics solutions, in tandem,
    strategically enable that organization to meet these goals?

    In your paper,

    • Formulate an initial strategy to manage the informatics implementation projects as
    a comprehensive program for the chosen IDN.

    • Analyze the challenges that you will face as you develop your informatics program
    strategy for the chosen IDN.

    • Discuss the goals of the IDN and how they contribute to a competitive strategy for
    the organization.

    [https://uagc.instructure.com/courses/156180/files/24236194?wrap=1](https://uagc.instructure.com/courses/156180/files/24236194?wrap=1)

    [https://uagc.instructure.com/courses/156180/files/24236194?wrap=1](https://uagc.instructure.com/courses/156180/files/24236194?wrap=1)

    • Explain how at least two of the health informatics pillars relate to the goals and
    competitive strategy of the IDN based on research in the field.

    • Describe how each project in the informatics program individually contributes to
    achieving the goals of the IDN.

    • Outline at least five interrelationships or dependencies between the projects in your
    informatics program.

    • Compose an initial statement of the risk you may encounter with the informatics
    program. Please outline at least one technical, financial, and operational risk
    identified.

    The Selection of Health Informatics Scenarios paper

    • must be at least 7 double-spaced pages in length (not including title and references
    pages) and formatted according to APA Style.

    • Must include at least 7 peer-review scholar articles plus the course textbook

    • must include a separate title page with the following:
    o title of paper in bold font

    ▪ Space should appear between the title and the rest of the
    information on the title page.

    o student’s name
    o name of institution (The University of Arizona Global Campus)
    o course name and number
    o instructor’s name
    o due date

    Course Textbook:

    Longest, B. B., Jr. (2015). Health program management: From development through

    evaluation. (2nd ed.). John Wiley & Sons.

    [https://writingcenter.uagc.edu/apa-style](https://writingcenter.uagc.edu/apa-style)

    [https://ebookcentral.proquest.com/lib/ashford-ebooks/detail.action?docID=7104121](https://ebookcentral.proquest.com/lib/ashford-ebooks/detail.action?docID=7104121)

    [https://ebookcentral.proquest.com/lib/ashford-ebooks/detail.action?docID=7104121](https://ebookcentral.proquest.com/lib/ashford-ebooks/detail.action?docID=7104121)

    **## TheFivePillarsofInformatics.pdf**

    THE FIVE PILLARS OF INFORMATICS 1

    1

    The Five Pillars of Informatics

    Position Paper: Masters Education in Health Informatics and Analytics and Transformational

    Informatics

    Dr. Suzanne Paone

    Dr. Karen Bakuzonis

    University of Arizona Global Campus School of Health Sciences

    Master of Science in Informatics and Analytics (MSHIA)

    August 2019

    THE FIVE PILLARS OF INFORMATICS 2

    2

    The Five Pillars of Informatics

    Call for Transformation

    Current structures, cultures, and platforms in health and health services in the U.S. will

    benefit from a transformational change. Amidst demands for transparency and improved quality

    on the part of new generations of consumers’ traditional health organizations still trend low in

    quality and cost performance metrics compared to global health systems. While the National call

    for automation through the Center for Medicare and Medicaid’s Meaningful Use program

    achieved levels of base transactional data gathering and pockets of quality improvement in health

    provider systems, automation alone has done little to precipitate change. Furthermore,

    government incentive programs hardly provide sustainable economic models. Clearly health

    cost and quality problems have proven not to be a matter of pure investments in systems and

    automation. There is a need to improve basic consumer trust in quality outcomes as basic as

    medication error avoidance (McMains V., 2016). Likewise, while health care costs in the U.S.

    have leveled off in the last few years, the industry, on the whole, is still a noncompetitive enigma

    to most accomplished business leaders in other sectors of the economy as well as policy makers

    and governing bodies.

    What U.S. health care experiences in 2019 is not unlike what other sectors of the U.S.

    economy have experienced in the past two decades. New models of doing business where

    outperforming competitors on quality metrics while significantly reducing costs is the norm in

    sectors such as financial services, retail, manufacturing, and hospitality to name a few. In these

    industries, we see relatively standardized data collected through basic transactional business

    processes that are now being used to improve the customer experience, sell more relevant

    products, flatten hierarchical organizational structures and spawn new disruptive organizations in

    THE FIVE PILLARS OF INFORMATICS 3

    3

    mature industries. Policy pundits debate financing and entitlement structures for U.S. health care

    and important philosophical questions as to whether health care coverage is a right or a privilege.

    While this is valuable discourse, creative citizens, within and external to, existing health systems

    see the call for transformation in the U.S. health economy regardless of political disposition.

    Informatics, HIT and Data Science

    As early as 2011 the American Medical Informatics Association (AMIA) published a

    broad framework for the discipline of informatics consisting of five domains comprised of

    practice in the areas of bioinformatics and clinical research, consumer health informatics, clinical

    informatics and informatics focused in public & population health practice (Discovering Health

    Insights (n.d.). This position aligns the use of informatics capabilities such as information

    systems, policies regarding information governance, process change and adoption of data driven

    practice as transformative. Pillars evolve to support broad transformation in all aspects of health

    care deliver and health related service.

    This framework of five inter-related pillars of informatics practice sets the stage for what

    we call Transformational Informatics practice (TI). Transformational Informatics practice is the

    set of processes, technologies and leadership skills that allow disruption of current health

    structures, systems, and processes and sets the stage for industry innovation. Likewise, the rapid

    installation of transactional information platforms in the health industry facilitates the gathering

    of data and allows stakeholders to be able to utilize data science principles such as data analytics

    to drop powerful inferences from these data assess. As we discussed below, the pillars alone are

    not enough. Optimal Transformational Informatics practice includes the strategic amalgamation

    of the five pillars of health informatics along with transformative leadership education skills to

    produce emotionally intelligent leaders in the field.

    THE FIVE PILLARS OF INFORMATICS 4

    4

    Five Pillars of Transformational Informatics (TI)

    In order for structures, processes and systems related to health, heath care and health

    services to remain relevant in the U.S. in coming decades and serve a local and global citizenry,

    there must a convergence of collaborative informatics practice housed in the Five Pillars of

    Transformational Informatics. Simply said, evolving actors in sectors of the health economy

    must innovate creative ways to transform processes, systems, and cultural structures. While

    much innovation comes from creative inspiration, passion, and dedication, risks can be mitigated

    and rewards expedited if leaders make data driven decisions. Actors may be financial policy

    makers, CEOs of traditional hospital structures, surgeons evaluating persons for procedures,

    genetic counseling consultants advising families or children of elderly parents striving to make

    appropriate risk-benefit based decisions at a societal, organizational and/or individual level. To

    date, many of these actors have made decisions based on emotion. In the Information Age, tools

    and methods exist to empower these actors to evolve into leaders. Actors become leaders and

    leaders facilitate positive change. Figure 1.0

    Transformational Informatics Education (TIE)

    Higher educational organizations and programs are societal structures that must undergo

    a fundamental transformation to align with the expectations of a viable health economy.

    Rigorous and data driven graduate level programs including both evidence-based content and

    dynamic pedagogical methods are needed to prepare a new generation of transformational

    leaders. These programs must include both the technical content elements of a rigorous program

    grounded in all Five Informatics Pillars and also evidence in fields of management science and

    leadership that address content in Change Management, Disruptive Innovation, Effective

    communication and Transformational Leadership practice. As seen in Figure 1.0, in the case of

    THE FIVE PILLARS OF INFORMATICS 5

    5

    TIE as applied to Health Informatics the foundation of graduate study lies in programs that

    addresses all Five Pillars of Informatics practice. Similarly, the layer of the program that

    facilities learners’ transformation as leaders lies in the execution of skills that employers

    perceive as valuable in year after year surveys across organizations’ leaders:(NACE)

    Just as the Nation’s heath cost/quality imperative was not as simple as implementing

    electronic record platforms and revised coding standards, we posit that effective Health

    Informatics studies are not as simple as linking curricula that cover the Five Pillars of Health

    Informatics. As illustrated in Figure 1.0 the delivery of these content areas and their rich

    histories of research and evidence must align with content in areas traditionally though of by

    many biomedical and HIT educators and practitioners as organizational development or soft

    skills. Implementing a health informatics curriculum that dutifully covers biomedical

    informatics, consumer health, population and public health and clinical information systems is

    not enough.

    Original research in all areas of educational program development and effectiveness with

    regard to information driven leadership transformation is imperative. Like other societal

    structures, educational organizations and their partners should be data driven in their pursuits to

    transform existing educational structures in the develop of innovative graduate educational

    models. Many societal entities have a vested interested in efficient higher education and

    effective workforce development and should support rigorous research in this domain. In the

    meantime, an early set of Guiding Attributes for effective Transformational Informatics

    Education (TIE) in graduate studies specific to health and health services is evolving.

    THE FIVE PILLARS OF INFORMATICS 6

    6

    These attributes specific to health informatics and analytics graduate education include but

    are not limited to the following:

    1. Multidisciplinary: Programs that facilitate multidisciplinary learning inclusive of

    professionals from backgrounds in health care delivery (providers & administrators,

    information technology, health and non-healthcare backgrounds and health information

    management (HIM)

    2. Experiential: Educational cultures that support discourse, critical thinking, case-based,

    experiential learning

    3. Transforming: Programs that aim to support the transformation of learners during the

    graduate educational process along the spectrum of advanced Emotional Intelligence (EI)

    4. Integrative: Programs that integrate both historical evidence and research in the fields

    represented by the Five Pillars as well as teaching and supporting learning in the realities

    of disruptive change seen in the Information Age culture

    5. Nimble: Structures and methods that are flexible, scalable and are built to leverage

    unforeseen advancements in both learning & consumer-based technologies

    In summary, as illustrated in Figure 2.0 graduate education in transformative informatics

    practice the challenge for learners involves programs and content that are innovative, change

    oriented, culturally competent in their delivery and emphasize the importance of data driven

    decision making. Educational programs that are delivered utilizing this strategy effectively

    integrate technical content in the field, such as the pillars of informatics in the health field along

    with critical leadership skills that are necessary in the development of stakeholders who can

    facilitate sweeping change. It is beholden upon every constituency who has a vested interest in

    education to step back and assess both current programs and developing programs and

    THE FIVE PILLARS OF INFORMATICS 7

    7

    educational models in this light as we continue to explore innovative ways to better serve

    societies needs in the evolving Information Age.

    THE FIVE PILLARS OF INFORMATICS 8

    8

    Appendix A

    Figure 1.0

    The Five Pillars of Transformational Health Informatics

    Note: This figure illustrates how the five pillars of transformation impact organizational

    transformation.

    Five Pillars of Transformational Health Informatics

    Change Management, Innovation, Effective

    Communication, Transforming Leadership
    T

    ra
    n

    s
    la

    ti
    o

    n
    a

    l

    C
    lin

    ic
    a

    l
    R

    e
    s
    e

    a
    rc

    h

    C
    lin

    ic
    a

    l

    C
    o

    n
    s
    u

    m
    e

    r
    H

    e
    a

    lt
    h

    P
    o

    p
    u

    la
    ti
    o

    n
    /P

    u
    b

    lic

    H
    e

    a
    lt
    h

    TransformationOrganizational Transformation
    is achieved through Transforming
    Leaders who enable change,
    manage communication and
    embrace innovation in their use
    of strategic information assets.

    • Translational Bioinformatics
    enables innovation in biologic
    and computing science .
    • Clinical Research Informatics
    informs discovery and
    innovation.
    • Clinical Informatics enables
    change & improvements in
    people & systems processes.
    • Consumer Health
    Informatics empowers
    customers.
    • Population & Public Health
    Informatics facilitates societal
    and cultural focus.

    Informatics Pillars

    THE FIVE PILLARS OF INFORMATICS 9

    9

    Figure 2.0

    Master of Science in Informatics and Analytics (MSHIA) Program Vision

    Note: This figure illustrates the MSHIA program vision.

    Curriculum, Faculty

    and Learning

    Community that

    promotes cultural

    relevance

    Content and experiences

    focused on probem

    solving and innovative

    curriculm elements

    Emphasis on leading

    change as health care and

    health services industires

    undergo dramatic

    transformation

    Experiences that focus

    on data driven decision

    making and critical

    thinking

    Transformational Informatics

    THE FIVE PILLARS OF INFORMATICS 10

    10

    References

    American Medical Informatics Association. (n.d.) Why informatics? Discovering health

    insights: Accelerative healthcare transformation. AMIA: Informatics Professionals

    Leading the Way. https://www.amia.org/why-informatics

    McMains V. (2016) John Hopkins study suggests medical errors are third leading cause of death

    in the U.S. https://hub.jhu.edu/2016/05/03/medical-errors-third-leading-cause-of-death/

    **## TheFivePillarsofInformatics.pdf**

    THE FIVE PILLARS OF INFORMATICS 1

    1

    The Five Pillars of Informatics

    Position Paper: Masters Education in Health Informatics and Analytics and Transformational

    Informatics

    Dr. Suzanne Paone

    Dr. Karen Bakuzonis

    University of Arizona Global Campus School of Health Sciences

    Master of Science in Informatics and Analytics (MSHIA)

    August 2019

    THE FIVE PILLARS OF INFORMATICS 2

    2

    The Five Pillars of Informatics

    Call for Transformation

    Current structures, cultures, and platforms in health and health services in the U.S. will

    benefit from a transformational change. Amidst demands for transparency and improved quality

    on the part of new generations of consumers’ traditional health organizations still trend low in

    quality and cost performance metrics compared to global health systems. While the National call

    for automation through the Center for Medicare and Medicaid’s Meaningful Use program

    achieved levels of base transactional data gathering and pockets of quality improvement in health

    provider systems, automation alone has done little to precipitate change. Furthermore,

    government incentive programs hardly provide sustainable economic models. Clearly health

    cost and quality problems have proven not to be a matter of pure investments in systems and

    automation. There is a need to improve basic consumer trust in quality outcomes as basic as

    medication error avoidance (McMains V., 2016). Likewise, while health care costs in the U.S.

    have leveled off in the last few years, the industry, on the whole, is still a noncompetitive enigma

    to most accomplished business leaders in other sectors of the economy as well as policy makers

    and governing bodies.

    What U.S. health care experiences in 2019 is not unlike what other sectors of the U.S.

    economy have experienced in the past two decades. New models of doing business where

    outperforming competitors on quality metrics while significantly reducing costs is the norm in

    sectors such as financial services, retail, manufacturing, and hospitality to name a few. In these

    industries, we see relatively standardized data collected through basic transactional business

    processes that are now being used to improve the customer experience, sell more relevant

    products, flatten hierarchical organizational structures and spawn new disruptive organizations in

    THE FIVE PILLARS OF INFORMATICS 3

    3

    mature industries. Policy pundits debate financing and entitlement structures for U.S. health care

    and important philosophical questions as to whether health care coverage is a right or a privilege.

    While this is valuable discourse, creative citizens, within and external to, existing health systems

    see the call for transformation in the U.S. health economy regardless of political disposition.

    Informatics, HIT and Data Science

    As early as 2011 the American Medical Informatics Association (AMIA) published a

    broad framework for the discipline of informatics consisting of five domains comprised of

    practice in the areas of bioinformatics and clinical research, consumer health informatics, clinical

    informatics and informatics focused in public & population health practice (Discovering Health

    Insights (n.d.). This position aligns the use of informatics capabilities such as information

    systems, policies regarding information governance, process change and adoption of data driven

    practice as transformative. Pillars evolve to support broad transformation in all aspects of health

    care deliver and health related service.

    This framework of five inter-related pillars of informatics practice sets the stage for what

    we call Transformational Informatics practice (TI). Transformational Informatics practice is the

    set of processes, technologies and leadership skills that allow disruption of current health

    structures, systems, and processes and sets the stage for industry innovation. Likewise, the rapid

    installation of transactional information platforms in the health industry facilitates the gathering

    of data and allows stakeholders to be able to utilize data science principles such as data analytics

    to drop powerful inferences from these data assess. As we discussed below, the pillars alone are

    not enough. Optimal Transformational Informatics practice includes the strategic amalgamation

    of the five pillars of health informatics along with transformative leadership education skills to

    produce emotionally intelligent leaders in the field.

    THE FIVE PILLARS OF INFORMATICS 4

    4

    Five Pillars of Transformational Informatics (TI)

    In order for structures, processes and systems related to health, heath care and health

    services to remain relevant in the U.S. in coming decades and serve a local and global citizenry,

    there must a convergence of collaborative informatics practice housed in the Five Pillars of

    Transformational Informatics. Simply said, evolving actors in sectors of the health economy

    must innovate creative ways to transform processes, systems, and cultural structures. While

    much innovation comes from creative inspiration, passion, and dedication, risks can be mitigated

    and rewards expedited if leaders make data driven decisions. Actors may be financial policy

    makers, CEOs of traditional hospital structures, surgeons evaluating persons for procedures,

    genetic counseling consultants advising families or children of elderly parents striving to make

    appropriate risk-benefit based decisions at a societal, organizational and/or individual level. To

    date, many of these actors have made decisions based on emotion. In the Information Age, tools

    and methods exist to empower these actors to evolve into leaders. Actors become leaders and

    leaders facilitate positive change. Figure 1.0

    Transformational Informatics Education (TIE)

    Higher educational organizations and programs are societal structures that must undergo

    a fundamental transformation to align with the expectations of a viable health economy.

    Rigorous and data driven graduate level programs including both evidence-based content and

    dynamic pedagogical methods are needed to prepare a new generation of transformational

    leaders. These programs must include both the technical content elements of a rigorous program

    grounded in all Five Informatics Pillars and also evidence in fields of management science and

    leadership that address content in Change Management, Disruptive Innovation, Effective

    communication and Transformational Leadership practice. As seen in Figure 1.0, in the case of

    THE FIVE PILLARS OF INFORMATICS 5

    5

    TIE as applied to Health Informatics the foundation of graduate study lies in programs that

    addresses all Five Pillars of Informatics practice. Similarly, the layer of the program that

    facilities learners’ transformation as leaders lies in the execution of skills that employers

    perceive as valuable in year after year surveys across organizations’ leaders:(NACE)

    Just as the Nation’s heath cost/quality imperative was not as simple as implementing

    electronic record platforms and revised coding standards, we posit that effective Health

    Informatics studies are not as simple as linking curricula that cover the Five Pillars of Health

    Informatics. As illustrated in Figure 1.0 the delivery of these content areas and their rich

    histories of research and evidence must align with content in areas traditionally though of by

    many biomedical and HIT educators and practitioners as organizational development or soft

    skills. Implementing a health informatics curriculum that dutifully covers biomedical

    informatics, consumer health, population and public health and clinical information systems is

    not enough.

    Original research in all areas of educational program development and effectiveness with

    regard to information driven leadership transformation is imperative. Like other societal

    structures, educational organizations and their partners should be data driven in their pursuits to

    transform existing educational structures in the develop of innovative graduate educational

    models. Many societal entities have a vested interested in efficient higher education and

    effective workforce development and should support rigorous research in this domain. In the

    meantime, an early set of Guiding Attributes for effective Transformational Informatics

    Education (TIE) in graduate studies specific to health and health services is evolving.

    THE FIVE PILLARS OF INFORMATICS 6

    6

    These attributes specific to health informatics and analytics graduate education include but

    are not limited to the following:

    1. Multidisciplinary: Programs that facilitate multidisciplinary learning inclusive of

    professionals from backgrounds in health care delivery (providers & administrators,

    information technology, health and non-healthcare backgrounds and health information

    management (HIM)

    2. Experiential: Educational cultures that support discourse, critical thinking, case-based,

    experiential learning

    3. Transforming: Programs that aim to support the transformation of learners during the

    graduate educational process along the spectrum of advanced Emotional Intelligence (EI)

    4. Integrative: Programs that integrate both historical evidence and research in the fields

    represented by the Five Pillars as well as teaching and supporting learning in the realities

    of disruptive change seen in the Information Age culture

    5. Nimble: Structures and methods that are flexible, scalable and are built to leverage

    unforeseen advancements in both learning & consumer-based technologies

    In summary, as illustrated in Figure 2.0 graduate education in transformative informatics

    practice the challenge for learners involves programs and content that are innovative, change

    oriented, culturally competent in their delivery and emphasize the importance of data driven

    decision making. Educational programs that are delivered utilizing this strategy effectively

    integrate technical content in the field, such as the pillars of informatics in the health field along

    with critical leadership skills that are necessary in the development of stakeholders who can

    facilitate sweeping change. It is beholden upon every constituency who has a vested interest in

    education to step back and assess both current programs and developing programs and

    THE FIVE PILLARS OF INFORMATICS 7

    7

    educational models in this light as we continue to explore innovative ways to better serve

    societies needs in the evolving Information Age.

    THE FIVE PILLARS OF INFORMATICS 8

    8

    Appendix A

    Figure 1.0

    The Five Pillars of Transformational Health Informatics

    Note: This figure illustrates how the five pillars of transformation impact organizational

    transformation.

    Five Pillars of Transformational Health Informatics

    Change Management, Innovation, Effective

    Communication, Transforming Leadership
    T

    ra
    n

    s
    la

    ti
    o

    n
    a

    l

    C
    lin

    ic
    a

    l
    R

    e
    s
    e

    a
    rc

    h

    C
    lin

    ic
    a

    l

    C
    o

    n
    s
    u

    m
    e

    r
    H

    e
    a

    lt
    h

    P
    o

    p
    u

    la
    ti
    o

    n
    /P

    u
    b

    lic

    H
    e

    a
    lt
    h

    TransformationOrganizational Transformation
    is achieved through Transforming
    Leaders who enable change,
    manage communication and
    embrace innovation in their use
    of strategic information assets.

    • Translational Bioinformatics
    enables innovation in biologic
    and computing science .
    • Clinical Research Informatics
    informs discovery and
    innovation.
    • Clinical Informatics enables
    change & improvements in
    people & systems processes.
    • Consumer Health
    Informatics empowers
    customers.
    • Population & Public Health
    Informatics facilitates societal
    and cultural focus.

    Informatics Pillars

    THE FIVE PILLARS OF INFORMATICS 9

    9

    Figure 2.0

    Master of Science in Informatics and Analytics (MSHIA) Program Vision

    Note: This figure illustrates the MSHIA program vision.

    Curriculum, Faculty

    and Learning

    Community that

    promotes cultural

    relevance

    Content and experiences

    focused on probem

    solving and innovative

    curriculm elements

    Emphasis on leading

    change as health care and

    health services industires

    undergo dramatic

    transformation

    Experiences that focus

    on data driven decision

    making and critical

    thinking

    Transformational Informatics

    THE FIVE PILLARS OF INFORMATICS 10

    10

    References

    American Medical Informatics Association. (n.d.) Why informatics? Discovering health

    insights: Accelerative healthcare transformation. AMIA: Informatics Professionals

    Leading the Way. https://www.amia.org/why-informatics

    McMains V. (2016) John Hopkins study suggests medical errors are third leading cause of death

    in the U.S. https://hub.jhu.edu/2016/05/03/medical-errors-third-leading-cause-of-death/

    **## IDNScenarios.pdf**

    IDN Scenarios

    Option 1: Bay Bridge Health Network. Consider the following for this scenario:

    • This integrated delivery network comprises five hospitals and 20 physician
    practices, five long-term care facilities, two urgent service medical malls, and an
    insurance plan covering 3 million lives in the San Francisco area. Strategic
    imperatives for this IDN include 10% operational cost reductions that are
    sustainable across business units and market share expansion through
    virtualization strategies to compete with independent and retail urgent care
    competitors in the region.

    • Informatics Implementation Projects: Your individual project takes the form of an
    initiative. Choose one informatics implementation initiative from the following list:

    o Multihospital Electronic Health Record Implementation (documentation,
    results, clinical provider order entry [CPOE]; and decision support systems
    [DSS])

    o Practice Management System Clinical Implementation

    o Practice Management System Billing, Registration, and Scheduling
    Implementation

    o Materials Management System Implementation

    o Personal Health Record (Patient Portal) Implementation

    o Clinical Document Improvement (CDI) Software Implementation

    Option 2: Star Health Alliance. Consider the following for this scenario:

    • This integrated delivery network comprises 20 hospitals; 50 specialty clinics in
    cardiology, endocrinology, and gastroenterology; three women’s health centers; 200
    physician practices; and an insurance plan covering 5 million lives across three
    different states in the Midwest. Strategic imperatives for this IDN include 10%
    operational cost reductions that are sustainable across business units and the
    realization of a 20% improvement in physician practice-based clinical quality
    metrics specific to wellness activities related to cancer prevention, diabetes risk
    management, and women’s health.

    • Informatics Implementation Projects: Your individual project takes the form of an
    initiative. Choose one informatics implementation initiative from the following list:

    o Practice Management System Clinical Implementation

    o Practice Management System Billing, Registration, and Scheduling
    Implementation

    o Telehealth Monitoring Application Implementation

    o Personal Health Record (Patient Portal) Implementation

    o Personal Health Record (Electronic Visits) Implementation

    o Multimedia Patient Education System Implementation

    Option 3: Palm Health Care Partners. Consider the following for this scenario:

    • This integrated delivery network comprises 10 hospitals, five specialty centers in
    cardiology and endocrinology, 50 physician practices, 40 senior living communities
    including five skilled nursing facilities (SNFs), a home health agency, and two
    insurance plans covering 5 million lives in the Florida–Atlantic coastal area.
    Strategic imperatives for this IDN include 15% operational cost reductions that are
    sustainable across business units and improved population health initiatives
    involving comorbid populations of health plan members, including persons with
    congestive heart failure (CHF) and diabetes and related comorbidities.

    • Informatics Implementation Projects: Your individual project takes the form of an
    initiative. Choose one informatics implementation initiative from the following list:

    o Clinical Document Improvement (CDI) Software Implementation

    o Case Management or Population Health Software Implementation

    o Claims Management Implementation

    o Business Intelligence (Data Warehousing and Visualization) System
    Implementation

    o Home Health Electronic Record Implementation for Clinical and Claims

    o Personal Health Record (Patient Portal) Implementation

    **## SelectionofHealthInformaticsScenarios.pdf**

    In your review of The Five Pillars of Informatics reflect on the various types of informatics
    solutions, such as clinical provider order entry (CPOE) implementations, patient portal
    implementations, or upgrades of patient management systems addressed as individual
    project initiatives in HIA601. Compare the program to your chosen IDN. As you examine
    each of the projects with your program, analyze how to implement these projects in
    tandem to best address the stated goals of the IDN. Consider the following: Are the
    systems being implemented in such a way that the IDN can gain measurable and
    sustainable cost reductions?

    For this week’s assignment, you will select an IDN from the provided IDN scenarios. You
    will take the role of the program management office director (PMOD). In this role, you will
    create a program management plan that will encompass several projects. These projects
    are listed in each IDN scenario as “informatics implementation projects.” You will choose
    one informatics implementation project for which you will take on the role of project
    manager.

    You should note that each informatics implementation project reflects a significant
    investment for the organization. It’s the job of the PMOD (you) to determine how each
    project and the program overall creates tangible benefits for the organization while
    controlling technology costs. Remember that while each project is a discrete informatics
    solution being implemented in the organization, the challenge for students is to assess the
    interrelationships and interdependencies between these projects as they form an
    informatics program.

    Ensure you download The Five Pillars of Informatics (ATTACHED) white paper to guide your
    strategy for the IDN. To do this, consider the following questions:

    • Which informatics pillars does your program most clearly reflect?

    • Think about the composition of the IDN and the stated goals and objectives in the
    scenario: How will the implementation of multiple informatics solutions, in tandem,
    strategically enable that organization to meet these goals?

    In your paper,

    • Formulate an initial strategy to manage the informatics implementation projects as
    a comprehensive program for the chosen IDN.

    • Analyze the challenges that you will face as you develop your informatics program
    strategy for the chosen IDN.

    • Discuss the goals of the IDN and how they contribute to a competitive strategy for
    the organization.

    [https://uagc.instructure.com/courses/156180/files/24236194?wrap=1](https://uagc.instructure.com/courses/156180/files/24236194?wrap=1)

    [https://uagc.instructure.com/courses/156180/files/24236194?wrap=1](https://uagc.instructure.com/courses/156180/files/24236194?wrap=1)

    • Explain how at least two of the health informatics pillars relate to the goals and
    competitive strategy of the IDN based on research in the field.

    • Describe how each project in the informatics program individually contributes to
    achieving the goals of the IDN.

    • Outline at least five interrelationships or dependencies between the projects in your
    informatics program.

    • Compose an initial statement of the risk you may encounter with the informatics
    program. Please outline at least one technical, financial, and operational risk
    identified.

    The Selection of Health Informatics Scenarios paper

    • must be at least 7 double-spaced pages in length (not including title and references
    pages) and formatted according to APA Style.

    • Must include at least 7 peer-review scholar articles plus the course textbook

    • must include a separate title page with the following:
    o title of paper in bold font

    ▪ Space should appear between the title and the rest of the
    information on the title page.

    o student’s name
    o name of institution (The University of Arizona Global Campus)
    o course name and number
    o instructor’s name
    o due date

    Course Textbook:

    Longest, B. B., Jr. (2015). Health program management: From development through

    evaluation. (2nd ed.). John Wiley & Sons.

    [https://writingcenter.uagc.edu/apa-style](https://writingcenter.uagc.edu/apa-style)

    [https://ebookcentral.proquest.com/lib/ashford-ebooks/detail.action?docID=7104121](https://ebookcentral.proquest.com/lib/ashford-ebooks/detail.action?docID=7104121)

    [https://ebookcentral.proquest.com/lib/ashford-ebooks/detail.action?docID=7104121](https://ebookcentral.proquest.com/lib/ashford-ebooks/detail.action?docID=7104121)

    **## TheFivePillarsofInformatics.pdf**

    THE FIVE PILLARS OF INFORMATICS 1

    1

    The Five Pillars of Informatics

    Position Paper: Masters Education in Health Informatics and Analytics and Transformational

    Informatics

    Dr. Suzanne Paone

    Dr. Karen Bakuzonis

    University of Arizona Global Campus School of Health Sciences

    Master of Science in Informatics and Analytics (MSHIA)

    August 2019

    THE FIVE PILLARS OF INFORMATICS 2

    2

    The Five Pillars of Informatics

    Call for Transformation

    Current structures, cultures, and platforms in health and health services in the U.S. will

    benefit from a transformational change. Amidst demands for transparency and improved quality

    on the part of new generations of consumers’ traditional health organizations still trend low in

    quality and cost performance metrics compared to global health systems. While the National call

    for automation through the Center for Medicare and Medicaid’s Meaningful Use program

    achieved levels of base transactional data gathering and pockets of quality improvement in health

    provider systems, automation alone has done little to precipitate change. Furthermore,

    government incentive programs hardly provide sustainable economic models. Clearly health

    cost and quality problems have proven not to be a matter of pure investments in systems and

    automation. There is a need to improve basic consumer trust in quality outcomes as basic as

    medication error avoidance (McMains V., 2016). Likewise, while health care costs in the U.S.

    have leveled off in the last few years, the industry, on the whole, is still a noncompetitive enigma

    to most accomplished business leaders in other sectors of the economy as well as policy makers

    and governing bodies.

    What U.S. health care experiences in 2019 is not unlike what other sectors of the U.S.

    economy have experienced in the past two decades. New models of doing business where

    outperforming competitors on quality metrics while significantly reducing costs is the norm in

    sectors such as financial services, retail, manufacturing, and hospitality to name a few. In these

    industries, we see relatively standardized data collected through basic transactional business

    processes that are now being used to improve the customer experience, sell more relevant

    products, flatten hierarchical organizational structures and spawn new disruptive organizations in

    THE FIVE PILLARS OF INFORMATICS 3

    3

    mature industries. Policy pundits debate financing and entitlement structures for U.S. health care

    and important philosophical questions as to whether health care coverage is a right or a privilege.

    While this is valuable discourse, creative citizens, within and external to, existing health systems

    see the call for transformation in the U.S. health economy regardless of political disposition.

    Informatics, HIT and Data Science

    As early as 2011 the American Medical Informatics Association (AMIA) published a

    broad framework for the discipline of informatics consisting of five domains comprised of

    practice in the areas of bioinformatics and clinical research, consumer health informatics, clinical

    informatics and informatics focused in public & population health practice (Discovering Health

    Insights (n.d.). This position aligns the use of informatics capabilities such as information

    systems, policies regarding information governance, process change and adoption of data driven

    practice as transformative. Pillars evolve to support broad transformation in all aspects of health

    care deliver and health related service.

    This framework of five inter-related pillars of informatics practice sets the stage for what

    we call Transformational Informatics practice (TI). Transformational Informatics practice is the

    set of processes, technologies and leadership skills that allow disruption of current health

    structures, systems, and processes and sets the stage for industry innovation. Likewise, the rapid

    installation of transactional information platforms in the health industry facilitates the gathering

    of data and allows stakeholders to be able to utilize data science principles such as data analytics

    to drop powerful inferences from these data assess. As we discussed below, the pillars alone are

    not enough. Optimal Transformational Informatics practice includes the strategic amalgamation

    of the five pillars of health informatics along with transformative leadership education skills to

    produce emotionally intelligent leaders in the field.

    THE FIVE PILLARS OF INFORMATICS 4

    4

    Five Pillars of Transformational Informatics (TI)

    In order for structures, processes and systems related to health, heath care and health

    services to remain relevant in the U.S. in coming decades and serve a local and global citizenry,

    there must a convergence of collaborative informatics practice housed in the Five Pillars of

    Transformational Informatics. Simply said, evolving actors in sectors of the health economy

    must innovate creative ways to transform processes, systems, and cultural structures. While

    much innovation comes from creative inspiration, passion, and dedication, risks can be mitigated

    and rewards expedited if leaders make data driven decisions. Actors may be financial policy

    makers, CEOs of traditional hospital structures, surgeons evaluating persons for procedures,

    genetic counseling consultants advising families or children of elderly parents striving to make

    appropriate risk-benefit based decisions at a societal, organizational and/or individual level. To

    date, many of these actors have made decisions based on emotion. In the Information Age, tools

    and methods exist to empower these actors to evolve into leaders. Actors become leaders and

    leaders facilitate positive change. Figure 1.0

    Transformational Informatics Education (TIE)

    Higher educational organizations and programs are societal structures that must undergo

    a fundamental transformation to align with the expectations of a viable health economy.

    Rigorous and data driven graduate level programs including both evidence-based content and

    dynamic pedagogical methods are needed to prepare a new generation of transformational

    leaders. These programs must include both the technical content elements of a rigorous program

    grounded in all Five Informatics Pillars and also evidence in fields of management science and

    leadership that address content in Change Management, Disruptive Innovation, Effective

    communication and Transformational Leadership practice. As seen in Figure 1.0, in the case of

    THE FIVE PILLARS OF INFORMATICS 5

    5

    TIE as applied to Health Informatics the foundation of graduate study lies in programs that

    addresses all Five Pillars of Informatics practice. Similarly, the layer of the program that

    facilities learners’ transformation as leaders lies in the execution of skills that employers

    perceive as valuable in year after year surveys across organizations’ leaders:(NACE)

    Just as the Nation’s heath cost/quality imperative was not as simple as implementing

    electronic record platforms and revised coding standards, we posit that effective Health

    Informatics studies are not as simple as linking curricula that cover the Five Pillars of Health

    Informatics. As illustrated in Figure 1.0 the delivery of these content areas and their rich

    histories of research and evidence must align with content in areas traditionally though of by

    many biomedical and HIT educators and practitioners as organizational development or soft

    skills. Implementing a health informatics curriculum that dutifully covers biomedical

    informatics, consumer health, population and public health and clinical information systems is

    not enough.

    Original research in all areas of educational program development and effectiveness with

    regard to information driven leadership transformation is imperative. Like other societal

    structures, educational organizations and their partners should be data driven in their pursuits to

    transform existing educational structures in the develop of innovative graduate educational

    models. Many societal entities have a vested interested in efficient higher education and

    effective workforce development and should support rigorous research in this domain. In the

    meantime, an early set of Guiding Attributes for effective Transformational Informatics

    Education (TIE) in graduate studies specific to health and health services is evolving.

    THE FIVE PILLARS OF INFORMATICS 6

    6

    These attributes specific to health informatics and analytics graduate education include but

    are not limited to the following:

    1. Multidisciplinary: Programs that facilitate multidisciplinary learning inclusive of

    professionals from backgrounds in health care delivery (providers & administrators,

    information technology, health and non-healthcare backgrounds and health information

    management (HIM)

    2. Experiential: Educational cultures that support discourse, critical thinking, case-based,

    experiential learning

    3. Transforming: Programs that aim to support the transformation of learners during the

    graduate educational process along the spectrum of advanced Emotional Intelligence (EI)

    4. Integrative: Programs that integrate both historical evidence and research in the fields

    represented by the Five Pillars as well as teaching and supporting learning in the realities

    of disruptive change seen in the Information Age culture

    5. Nimble: Structures and methods that are flexible, scalable and are built to leverage

    unforeseen advancements in both learning & consumer-based technologies

    In summary, as illustrated in Figure 2.0 graduate education in transformative informatics

    practice the challenge for learners involves programs and content that are innovative, change

    oriented, culturally competent in their delivery and emphasize the importance of data driven

    decision making. Educational programs that are delivered utilizing this strategy effectively

    integrate technical content in the field, such as the pillars of informatics in the health field along

    with critical leadership skills that are necessary in the development of stakeholders who can

    facilitate sweeping change. It is beholden upon every constituency who has a vested interest in

    education to step back and assess both current programs and developing programs and

    THE FIVE PILLARS OF INFORMATICS 7

    7

    educational models in this light as we continue to explore innovative ways to better serve

    societies needs in the evolving Information Age.

    THE FIVE PILLARS OF INFORMATICS 8

    8

    Appendix A

    Figure 1.0

    The Five Pillars of Transformational Health Informatics

    Note: This figure illustrates how the five pillars of transformation impact organizational

    transformation.

    Five Pillars of Transformational Health Informatics

    Change Management, Innovation, Effective

    Communication, Transforming Leadership
    T

    ra
    n

    s
    la

    ti
    o

    n
    a

    l

    C
    lin

    ic
    a

    l
    R

    e
    s
    e

    a
    rc

    h

    C
    lin

    ic
    a

    l

    C
    o

    n
    s
    u

    m
    e

    r
    H

    e
    a

    lt
    h

    P
    o

    p
    u

    la
    ti
    o

    n
    /P

    u
    b

    lic

    H
    e

    a
    lt
    h

    TransformationOrganizational Transformation
    is achieved through Transforming
    Leaders who enable change,
    manage communication and
    embrace innovation in their use
    of strategic information assets.

    • Translational Bioinformatics
    enables innovation in biologic
    and computing science .
    • Clinical Research Informatics
    informs discovery and
    innovation.
    • Clinical Informatics enables
    change & improvements in
    people & systems processes.
    • Consumer Health
    Informatics empowers
    customers.
    • Population & Public Health
    Informatics facilitates societal
    and cultural focus.

    Informatics Pillars

    THE FIVE PILLARS OF INFORMATICS 9

    9

    Figure 2.0

    Master of Science in Informatics and Analytics (MSHIA) Program Vision

    Note: This figure illustrates the MSHIA program vision.

    Curriculum, Faculty

    and Learning

    Community that

    promotes cultural

    relevance

    Content and experiences

    focused on probem

    solving and innovative

    curriculm elements

    Emphasis on leading

    change as health care and

    health services industires

    undergo dramatic

    transformation

    Experiences that focus

    on data driven decision

    making and critical

    thinking

    Transformational Informatics

    THE FIVE PILLARS OF INFORMATICS 10

    10

    References

    American Medical Informatics Association. (n.d.) Why informatics? Discovering health

    insights: Accelerative healthcare transformation. AMIA: Informatics Professionals

    Leading the Way. https://www.amia.org/why-informatics

    McMains V. (2016) John Hopkins study suggests medical errors are third leading cause of death

    in the U.S. https://hub.jhu.edu/2016/05/03/medical-errors-third-leading-cause-of-death/

    **## IDNScenarios.pdf**

    IDN Scenarios

    Option 1: Bay Bridge Health Network. Consider the following for this scenario:

    • This integrated delivery network comprises five hospitals and 20 physician
    practices, five long-term care facilities, two urgent service medical malls, and an
    insurance plan covering 3 million lives in the San Francisco area. Strategic
    imperatives for this IDN include 10% operational cost reductions that are
    sustainable across business units and market share expansion through
    virtualization strategies to compete with independent and retail urgent care
    competitors in the region.

    • Informatics Implementation Projects: Your individual project takes the form of an
    initiative. Choose one informatics implementation initiative from the following list:

    o Multihospital Electronic Health Record Implementation (documentation,
    results, clinical provider order entry [CPOE]; and decision support systems
    [DSS])

    o Practice Management System Clinical Implementation

    o Practice Management System Billing, Registration, and Scheduling
    Implementation

    o Materials Management System Implementation

    o Personal Health Record (Patient Portal) Implementation

    o Clinical Document Improvement (CDI) Software Implementation

    Option 2: Star Health Alliance. Consider the following for this scenario:

    • This integrated delivery network comprises 20 hospitals; 50 specialty clinics in
    cardiology, endocrinology, and gastroenterology; three women’s health centers; 200
    physician practices; and an insurance plan covering 5 million lives across three
    different states in the Midwest. Strategic imperatives for this IDN include 10%
    operational cost reductions that are sustainable across business units and the
    realization of a 20% improvement in physician practice-based clinical quality
    metrics specific to wellness activities related to cancer prevention, diabetes risk
    management, and women’s health.

    • Informatics Implementation Projects: Your individual project takes the form of an
    initiative. Choose one informatics implementation initiative from the following list:

    o Practice Management System Clinical Implementation

    o Practice Management System Billing, Registration, and Scheduling
    Implementation

    o Telehealth Monitoring Application Implementation

    o Personal Health Record (Patient Portal) Implementation

    o Personal Health Record (Electronic Visits) Implementation

    o Multimedia Patient Education System Implementation

    Option 3: Palm Health Care Partners. Consider the following for this scenario:

    • This integrated delivery network comprises 10 hospitals, five specialty centers in
    cardiology and endocrinology, 50 physician practices, 40 senior living communities
    including five skilled nursing facilities (SNFs), a home health agency, and two
    insurance plans covering 5 million lives in the Florida–Atlantic coastal area.
    Strategic imperatives for this IDN include 15% operational cost reductions that are
    sustainable across business units and improved population health initiatives
    involving comorbid populations of health plan members, including persons with
    congestive heart failure (CHF) and diabetes and related comorbidities.

    • Informatics Implementation Projects: Your individual project takes the form of an
    initiative. Choose one informatics implementation initiative from the following list:

    o Clinical Document Improvement (CDI) Software Implementation

    o Case Management or Population Health Software Implementation

    o Claims Management Implementation

    o Business Intelligence (Data Warehousing and Visualization) System
    Implementation

    o Home Health Electronic Record Implementation for Clinical and Claims

    o Personal Health Record (Patient Portal) Implementation

    **## SelectionofHealthInformaticsScenarios.pdf**

    In your review of The Five Pillars of Informatics reflect on the various types of informatics
    solutions, such as clinical provider order entry (CPOE) implementations, patient portal
    implementations, or upgrades of patient management systems addressed as individual
    project initiatives in HIA601. Compare the program to your chosen IDN. As you examine
    each of the projects with your program, analyze how to implement these projects in
    tandem to best address the stated goals of the IDN. Consider the following: Are the
    systems being implemented in such a way that the IDN can gain measurable and
    sustainable cost reductions?

    For this week’s assignment, you will select an IDN from the provided IDN scenarios. You
    will take the role of the program management office director (PMOD). In this role, you will
    create a program management plan that will encompass several projects. These projects
    are listed in each IDN scenario as “informatics implementation projects.” You will choose
    one informatics implementation project for which you will take on the role of project
    manager.

    You should note that each informatics implementation project reflects a significant
    investment for the organization. It’s the job of the PMOD (you) to determine how each
    project and the program overall creates tangible benefits for the organization while
    controlling technology costs. Remember that while each project is a discrete informatics
    solution being implemented in the organization, the challenge for students is to assess the
    interrelationships and interdependencies between these projects as they form an
    informatics program.

    Ensure you download The Five Pillars of Informatics (ATTACHED) white paper to guide your
    strategy for the IDN. To do this, consider the following questions:

    • Which informatics pillars does your program most clearly reflect?

    • Think about the composition of the IDN and the stated goals and objectives in the
    scenario: How will the implementation of multiple informatics solutions, in tandem,
    strategically enable that organization to meet these goals?

    In your paper,

    • Formulate an initial strategy to manage the informatics implementation projects as
    a comprehensive program for the chosen IDN.

    • Analyze the challenges that you will face as you develop your informatics program
    strategy for the chosen IDN.

    • Discuss the goals of the IDN and how they contribute to a competitive strategy for
    the organization.

    [https://uagc.instructure.com/courses/156180/files/24236194?wrap=1](https://uagc.instructure.com/courses/156180/files/24236194?wrap=1)

    [https://uagc.instructure.com/courses/156180/files/24236194?wrap=1](https://uagc.instructure.com/courses/156180/files/24236194?wrap=1)

    • Explain how at least two of the health informatics pillars relate to the goals and
    competitive strategy of the IDN based on research in the field.

    • Describe how each project in the informatics program individually contributes to
    achieving the goals of the IDN.

    • Outline at least five interrelationships or dependencies between the projects in your
    informatics program.

    • Compose an initial statement of the risk you may encounter with the informatics
    program. Please outline at least one technical, financial, and operational risk
    identified.

    The Selection of Health Informatics Scenarios paper

    • must be at least 7 double-spaced pages in length (not including title and references
    pages) and formatted according to APA Style.

    • Must include at least 7 peer-review scholar articles plus the course textbook

    • must include a separate title page with the following:
    o title of paper in bold font

    ▪ Space should appear between the title and the rest of the
    information on the title page.

    o student’s name
    o name of institution (The University of Arizona Global Campus)
    o course name and number
    o instructor’s name
    o due date

    Course Textbook:

    Longest, B. B., Jr. (2015). Health program management: From development through

    evaluation. (2nd ed.). John Wiley & Sons.

    [https://writingcenter.uagc.edu/apa-style](https://writingcenter.uagc.edu/apa-style)

    [https://ebookcentral.proquest.com/lib/ashford-ebooks/detail.action?docID=7104121](https://ebookcentral.proquest.com/lib/ashford-ebooks/detail.action?docID=7104121)

    [https://ebookcentral.proquest.com/lib/ashford-ebooks/detail.action?docID=7104121](https://ebookcentral.proquest.com/lib/ashford-ebooks/detail.action?docID=7104121)

    **## TheFivePillarsofInformatics.pdf**

    THE FIVE PILLARS OF INFORMATICS 1

    1

    The Five Pillars of Informatics

    Position Paper: Masters Education in Health Informatics and Analytics and Transformational

    Informatics

    Dr. Suzanne Paone

    Dr. Karen Bakuzonis

    University of Arizona Global Campus School of Health Sciences

    Master of Science in Informatics and Analytics (MSHIA)

    August 2019

    THE FIVE PILLARS OF INFORMATICS 2

    2

    The Five Pillars of Informatics

    Call for Transformation

    Current structures, cultures, and platforms in health and health services in the U.S. will

    benefit from a transformational change. Amidst demands for transparency and improved quality

    on the part of new generations of consumers’ traditional health organizations still trend low in

    quality and cost performance metrics compared to global health systems. While the National call

    for automation through the Center for Medicare and Medicaid’s Meaningful Use program

    achieved levels of base transactional data gathering and pockets of quality improvement in health

    provider systems, automation alone has done little to precipitate change. Furthermore,

    government incentive programs hardly provide sustainable economic models. Clearly health

    cost and quality problems have proven not to be a matter of pure investments in systems and

    automation. There is a need to improve basic consumer trust in quality outcomes as basic as

    medication error avoidance (McMains V., 2016). Likewise, while health care costs in the U.S.

    have leveled off in the last few years, the industry, on the whole, is still a noncompetitive enigma

    to most accomplished business leaders in other sectors of the economy as well as policy makers

    and governing bodies.

    What U.S. health care experiences in 2019 is not unlike what other sectors of the U.S.

    economy have experienced in the past two decades. New models of doing business where

    outperforming competitors on quality metrics while significantly reducing costs is the norm in

    sectors such as financial services, retail, manufacturing, and hospitality to name a few. In these

    industries, we see relatively standardized data collected through basic transactional business

    processes that are now being used to improve the customer experience, sell more relevant

    products, flatten hierarchical organizational structures and spawn new disruptive organizations in

    THE FIVE PILLARS OF INFORMATICS 3

    3

    mature industries. Policy pundits debate financing and entitlement structures for U.S. health care

    and important philosophical questions as to whether health care coverage is a right or a privilege.

    While this is valuable discourse, creative citizens, within and external to, existing health systems

    see the call for transformation in the U.S. health economy regardless of political disposition.

    Informatics, HIT and Data Science

    As early as 2011 the American Medical Informatics Association (AMIA) published a

    broad framework for the discipline of informatics consisting of five domains comprised of

    practice in the areas of bioinformatics and clinical research, consumer health informatics, clinical

    informatics and informatics focused in public & population health practice (Discovering Health

    Insights (n.d.). This position aligns the use of informatics capabilities such as information

    systems, policies regarding information governance, process change and adoption of data driven

    practice as transformative. Pillars evolve to support broad transformation in all aspects of health

    care deliver and health related service.

    This framework of five inter-related pillars of informatics practice sets the stage for what

    we call Transformational Informatics practice (TI). Transformational Informatics practice is the

    set of processes, technologies and leadership skills that allow disruption of current health

    structures, systems, and processes and sets the stage for industry innovation. Likewise, the rapid

    installation of transactional information platforms in the health industry facilitates the gathering

    of data and allows stakeholders to be able to utilize data science principles such as data analytics

    to drop powerful inferences from these data assess. As we discussed below, the pillars alone are

    not enough. Optimal Transformational Informatics practice includes the strategic amalgamation

    of the five pillars of health informatics along with transformative leadership education skills to

    produce emotionally intelligent leaders in the field.

    THE FIVE PILLARS OF INFORMATICS 4

    4

    Five Pillars of Transformational Informatics (TI)

    In order for structures, processes and systems related to health, heath care and health

    services to remain relevant in the U.S. in coming decades and serve a local and global citizenry,

    there must a convergence of collaborative informatics practice housed in the Five Pillars of

    Transformational Informatics. Simply said, evolving actors in sectors of the health economy

    must innovate creative ways to transform processes, systems, and cultural structures. While

    much innovation comes from creative inspiration, passion, and dedication, risks can be mitigated

    and rewards expedited if leaders make data driven decisions. Actors may be financial policy

    makers, CEOs of traditional hospital structures, surgeons evaluating persons for procedures,

    genetic counseling consultants advising families or children of elderly parents striving to make

    appropriate risk-benefit based decisions at a societal, organizational and/or individual level. To

    date, many of these actors have made decisions based on emotion. In the Information Age, tools

    and methods exist to empower these actors to evolve into leaders. Actors become leaders and

    leaders facilitate positive change. Figure 1.0

    Transformational Informatics Education (TIE)

    Higher educational organizations and programs are societal structures that must undergo

    a fundamental transformation to align with the expectations of a viable health economy.

    Rigorous and data driven graduate level programs including both evidence-based content and

    dynamic pedagogical methods are needed to prepare a new generation of transformational

    leaders. These programs must include both the technical content elements of a rigorous program

    grounded in all Five Informatics Pillars and also evidence in fields of management science and

    leadership that address content in Change Management, Disruptive Innovation, Effective

    communication and Transformational Leadership practice. As seen in Figure 1.0, in the case of

    THE FIVE PILLARS OF INFORMATICS 5

    5

    TIE as applied to Health Informatics the foundation of graduate study lies in programs that

    addresses all Five Pillars of Informatics practice. Similarly, the layer of the program that

    facilities learners’ transformation as leaders lies in the execution of skills that employers

    perceive as valuable in year after year surveys across organizations’ leaders:(NACE)

    Just as the Nation’s heath cost/quality imperative was not as simple as implementing

    electronic record platforms and revised coding standards, we posit that effective Health

    Informatics studies are not as simple as linking curricula that cover the Five Pillars of Health

    Informatics. As illustrated in Figure 1.0 the delivery of these content areas and their rich

    histories of research and evidence must align with content in areas traditionally though of by

    many biomedical and HIT educators and practitioners as organizational development or soft

    skills. Implementing a health informatics curriculum that dutifully covers biomedical

    informatics, consumer health, population and public health and clinical information systems is

    not enough.

    Original research in all areas of educational program development and effectiveness with

    regard to information driven leadership transformation is imperative. Like other societal

    structures, educational organizations and their partners should be data driven in their pursuits to

    transform existing educational structures in the develop of innovative graduate educational

    models. Many societal entities have a vested interested in efficient higher education and

    effective workforce development and should support rigorous research in this domain. In the

    meantime, an early set of Guiding Attributes for effective Transformational Informatics

    Education (TIE) in graduate studies specific to health and health services is evolving.

    THE FIVE PILLARS OF INFORMATICS 6

    6

    These attributes specific to health informatics and analytics graduate education include but

    are not limited to the following:

    1. Multidisciplinary: Programs that facilitate multidisciplinary learning inclusive of

    professionals from backgrounds in health care delivery (providers & administrators,

    information technology, health and non-healthcare backgrounds and health information

    management (HIM)

    2. Experiential: Educational cultures that support discourse, critical thinking, case-based,

    experiential learning

    3. Transforming: Programs that aim to support the transformation of learners during the

    graduate educational process along the spectrum of advanced Emotional Intelligence (EI)

    4. Integrative: Programs that integrate both historical evidence and research in the fields

    represented by the Five Pillars as well as teaching and supporting learning in the realities

    of disruptive change seen in the Information Age culture

    5. Nimble: Structures and methods that are flexible, scalable and are built to leverage

    unforeseen advancements in both learning & consumer-based technologies

    In summary, as illustrated in Figure 2.0 graduate education in transformative informatics

    practice the challenge for learners involves programs and content that are innovative, change

    oriented, culturally competent in their delivery and emphasize the importance of data driven

    decision making. Educational programs that are delivered utilizing this strategy effectively

    integrate technical content in the field, such as the pillars of informatics in the health field along

    with critical leadership skills that are necessary in the development of stakeholders who can

    facilitate sweeping change. It is beholden upon every constituency who has a vested interest in

    education to step back and assess both current programs and developing programs and

    THE FIVE PILLARS OF INFORMATICS 7

    7

    educational models in this light as we continue to explore innovative ways to better serve

    societies needs in the evolving Information Age.

    THE FIVE PILLARS OF INFORMATICS 8

    8

    Appendix A

    Figure 1.0

    The Five Pillars of Transformational Health Informatics

    Note: This figure illustrates how the five pillars of transformation impact organizational

    transformation.

    Five Pillars of Transformational Health Informatics

    Change Management, Innovation, Effective

    Communication, Transforming Leadership
    T

    ra
    n

    s
    la

    ti
    o

    n
    a

    l

    C
    lin

    ic
    a

    l
    R

    e
    s
    e

    a
    rc

    h

    C
    lin

    ic
    a

    l

    C
    o

    n
    s
    u

    m
    e

    r
    H

    e
    a

    lt
    h

    P
    o

    p
    u

    la
    ti
    o

    n
    /P

    u
    b

    lic

    H
    e

    a
    lt
    h

    TransformationOrganizational Transformation
    is achieved through Transforming
    Leaders who enable change,
    manage communication and
    embrace innovation in their use
    of strategic information assets.

    • Translational Bioinformatics
    enables innovation in biologic
    and computing science .
    • Clinical Research Informatics
    informs discovery and
    innovation.
    • Clinical Informatics enables
    change & improvements in
    people & systems processes.
    • Consumer Health
    Informatics empowers
    customers.
    • Population & Public Health
    Informatics facilitates societal
    and cultural focus.

    Informatics Pillars

    THE FIVE PILLARS OF INFORMATICS 9

    9

    Figure 2.0

    Master of Science in Informatics and Analytics (MSHIA) Program Vision

    Note: This figure illustrates the MSHIA program vision.

    Curriculum, Faculty

    and Learning

    Community that

    promotes cultural

    relevance

    Content and experiences

    focused on probem

    solving and innovative

    curriculm elements

    Emphasis on leading

    change as health care and

    health services industires

    undergo dramatic

    transformation

    Experiences that focus

    on data driven decision

    making and critical

    thinking

    Transformational Informatics

    THE FIVE PILLARS OF INFORMATICS 10

    10

    References

    American Medical Informatics Association. (n.d.) Why informatics? Discovering health

    insights: Accelerative healthcare transformation. AMIA: Informatics Professionals

    Leading the Way. https://www.amia.org/why-informatics

    McMains V. (2016) John Hopkins study suggests medical errors are third leading cause of death

    in the U.S. https://hub.jhu.edu/2016/05/03/medical-errors-third-leading-cause-of-death/

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