Why is it important to match the data to the needs of a specific predictive algorithm or software tool?

The work should be your own, copying from AI or other resources will result in ZERO mark. ??
Why is it important to match the data to the
needs of a specific predictive algorithm or software tool?
Suppose a teacher asks you to design a dashboard to
monitor the students’ grades for the following courses IT-351: Computer
Networks,IT-353: System Analysis and Design , IT-475: Decision Support Systems,
And IT-479: Senior Project I . Design a dashboard by identifying the basic
elements (at least 7 KPIs ) that should be displayed on the dashboard using any
drawing programming to give an idea of how the dashboard should look like. You
should use some graphs and analysis on the dashboard..
What are the components of Decision Support Mathematical
Models? Choose any area and give examples.
AI technologies affect our lives in different
domains such as education, healthcare, business, etc. Choose any one domain and
discuss one AI application that has been used in that domain. You should be
specific about how the technology has been implemented and which AI method has
been used?

Anthony Townsend Kronman of the Yale Law School writes: If judges are legislators and not adjudicators who are merely applying the rules they have been authorized to apply in the cases that come before them, what is it that gives their decisions legitimacy or authority?

Anthony Townsend Kronman of the Yale Law School writes:
If judges are legislators and not adjudicators who are merely applying the rules they have been authorized to apply in the cases that come before them, what is it that gives their decisions legitimacy or authority? (Kronman, 1986)
Take a position. Do you agree or disagree that judges should be allowed discretion in sentencing?
First, title your post either “Judicial Discretion Should Be Allowed” or “Judges Should Always Follow Sentencing Guidelines.”
Then, using the information gained in this module and the resources noted above, make your case. What are the strengths and weaknesses associated with this issue? What do you believe to be most important in the matter of justice: complete judicial discretion or required oversight by the sentencing guidelines? Be sure to build your case with factual resources.
In your response to your peers, consider how well they justified their position, making use of available resources. Consider the following questions in your response posts:
Did they support their position convincingly using appropriate resources?
Which of their points make the most sense to you, even if you made your case for the opposing viewpoint?
Reference
Kronman, A. T. (1986). “The problem of judicial discretion.” Faculty Scholarship Series 1063, p. 486. Retrieved from https://digitalcommons.law.yale.edu/fss_papers/1063

True, False, or Uncertain. Government should regulate natural monopolies so that they produce at an allocatively efficient quantity. Explain your answer.

Answer each problem fully and use graphs to help explain the answers. There is not always one correct answer. The quality of your answer depends on the strength of your explanation and on your ability to apply economic concepts to these problems.
1.True, False, or Uncertain. Government should regulate natural monopolies so that they produce at an allocatively efficient quantity. Explain your answer.
2.True, False, or Uncertain. Public policy should encourage monopolies because they result in a larger output than would occur with perfect competition and allow the monopolist to earn a positive economic profit.

As an investigator with the Federal Public Defender’s Office, you are assisting Assistant Federal Defender Lilly Jones with gathering background information on offender Ben Smith, who pled guilty to distribution of a controlled substance (5 kilograms of cocaine). Mr. Smith is being sentenced next month. In a 2–3-page paper, provide an overview of the following: Why were the federal sentencing guidelines developed, and what is their purpose? Who created the Federal Sentencing Guidelines?

As an investigator with the Federal Public Defender’s Office, you are assisting Assistant Federal Defender Lilly Jones with gathering background information on offender Ben Smith, who pled guilty to distribution of a controlled substance (5 kilograms of cocaine). Mr. Smith is being sentenced next month.
In a 2–3-page paper, provide an overview of the following:
Why were the federal sentencing guidelines developed, and what is their purpose?
Who created the Federal Sentencing Guidelines?
What factors will a court take into consideration when sentencing Mr. Smith?
In your opinion, do the federal sentencing guidelines allow judges enough discretion when imposing a sentence in this type of case?
Should judges have more or less discretion when it comes to sentencing?
What are the 3 most important things that Ms. Jones should tell the judge at sentencing about Mr. Smith to aid in sentencing?

Mr. Thompson is a 47 year old male of Native American decent. Although overweight and decidedly “apple shaped,” Mr. Thompson is in overall good health. He is 71 inches tall and weighs 226 pounds, waist- 40 inches. His health complaints include joint pain, brain fog, and male pattern baldness. His family history reveals his father passed away at age 57 from a massive stroke, he has one brother that has had a heart attack at age 51, and another that died from a stroke at age 54. Mr. Thompson is very concerned about his cardiovascular health and does not want to succumb to the same fates as the other men in his family. His labs show high cholesterol, high blood sugar (though not diabetic level), and elevated inflammatory markers. His blood pressure is slightly elevated (142/88) and he has a mild heart murmur. He does not exercise regularly and eats a standard American diet- he cannot recall the last time he ate fresh fruit and his only vegetable intake is potatoes. How can Mr. Thompson turn around his health challenges? What supplements can Mr. Thompson take to get better?

Mr. Thompson is a 47 year old male of Native American decent. Although overweight and decidedly “apple shaped,” Mr. Thompson is in overall good health. He is 71 inches tall and weighs 226 pounds, waist- 40 inches. His health complaints include joint pain, brain fog, and male pattern baldness. His family history reveals his father passed away at age 57 from a massive stroke, he has one brother that has had a heart attack at age 51, and another that died from a stroke at age 54. Mr. Thompson is very concerned about his cardiovascular health and does not want to succumb to the same fates as the other men in his family. His labs show high cholesterol, high blood sugar (though not diabetic level), and elevated inflammatory markers. His blood pressure is slightly elevated (142/88) and he has a mild heart murmur. He does not exercise regularly and eats a standard American diet- he cannot recall the last time he ate fresh fruit and his only vegetable intake is potatoes. How can Mr. Thompson turn around his health challenges? What supplements can Mr. Thompson take to get better?

Briefly discuss what is described in Chapter 20 as ” the scholarship of teaching in nursing.”  What is the difference between scholarship in teaching in nursing and scholarly teaching? How will you demonstrate scholarship in your nursing practice and future career in education? How can you best prepare for it?

 
There are two parts to this discussion.  The first is to consider scholarship in nursing. The second is to reflect on your MSN education to date.
Initial Post:
Part 1: Briefly discuss what is described in Chapter 20 as ” the scholarship of teaching in nursing.”  What is the difference between scholarship in teaching in nursing and scholarly teaching? How will you demonstrate scholarship in your nursing practice and future career in education? How can you best prepare for it?
For your references, review Teaching in Nursing and the Role of the Nurse Educator, Chapters 19 and 20 and find an additional professional nursing source. 
Part 2: You will soon be taking the capstone course and graduating with a master’s degree in nursing. Reflect on what you have learned in your education and leadership courses thus far. How has your understanding of the educator and leadership roles in nursing changed?  What has impacted you the most?  How do you envision using this information and/or degree in your career? What would you like to learn more about through additional formal or informal learning?

. How would you identify  engaged, non-engaged, and disengaged employees in your organization by their behaviors and actions? 2. What actions could you take to address the non-engaged and disengaged?  

Create one Word documents containing all parts of the assignment.
Format your document with one-inch margins and 12-point Times New Roman font.

One page, double-spaced for each part.  
Instructions: Part 1

Engaged Employees

The difference between engaged, non-engaged and disengaged employees and why it matter to you

Meet Bill, a disengaged employee
1. How would you identify  engaged, non-engaged, and disengaged employees in your organization by their behaviors and actions?
2. What actions could you take to address the non-engaged and disengaged?  
Instructions: Part 2: Starting New HR Department

1. Read the following scenario:

A group of 10 doctors is forming a new medical group. The Practice Administrator has hired you as consultant to develop a functioning human resources department in sixty days.

2. Identify and  describe the eight  key functional areas that you will develop starting from “scratch” in creating the human resources department. 

Select an example that demonstrates collaboration with others to solve a problem in a healthcare delivery setting to improve patient outcomes. The collaborative solution must incorporate diversity, equity, and inclusion.Describe the problem, including the healthcare delivery setting and impact on patient outcomes.Explain the collaborative solution, including the people involved and the improvement in patient outcomes.

Select an example that demonstrates collaboration with others to solve a problem in a healthcare delivery setting to improve patient outcomes. The collaborative solution must incorporate diversity, equity, and inclusion.Describe the problem, including the healthcare delivery setting and impact on patient outcomes.Explain the collaborative solution, including the people involved and the improvement in patient outcomes.

Some employers must provide unpaid leave for family- and medical-related reasons under the Family and Medical Leave Act (FMLA). Paid leave is not required by federal law; however, it is required by some state and local laws. Have you or someone you know ever experienced a situation where there was a need for unpaid family leave? If not, imagine you are now in that situation in your current workplace. Did you agree with the policy that was in place at the time? Why, or why not?

Some employers must provide unpaid leave for family- and medical-related reasons under the Family and Medical Leave Act (FMLA). Paid leave is not required by federal law; however, it is required by some state and local laws.
Have you or someone you know ever experienced a situation where there was a need for unpaid family leave? If not, imagine you are now in that situation in your current workplace. Did you agree with the policy that was in place at the time? Why, or why not? As you describe and reflect on the situation, your reaction, and rationale, consider the impact of unpaid family leave laws on the employer. Does it alter your perspective?
Journal post to be a minimum of 500 words in length and at least one supporting reference. Journal posts should include a full title and double-space all submissions.

Make a comparative analysis of the two paradigms that help us to understand the origin, vision, interests, and obstacles in the conception or reform and implementation of a social policy; classical pluralism and neo-institutionalism. Which of these paradigms do you identify with and why?

 
Instructions: This activity aims to produce a written applying the concepts studied in this module. Delve into the topics discussed in the module by answering the following question(s): 

Make a comparative analysis of the two paradigms that help us to understand the origin, vision, interests, and obstacles in the conception or reform and implementation of a social policy; classical pluralism and neo-institutionalism.
Which of these paradigms do you identify with and why?

Contribute a minimum of 3-5 pages. It should include at least three academic sources, formatted and cited in APA.