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Artificial Intelligence in Real World Problem Solving

AI870:Artificial Intelligence in Real World Problem Solving:

DescriptionDeliverable Length: 3-4 pages (not including cover page and resource page)

Assignment Details:

Evaluate the impact to society from the use of AI and its impact on business or other industries, such as government, agriculture, entertainment, aerospace, manufacturing, education, and healthcare.

  1. Find a case study or a scholarly article that investigates the issues related to the responsible and transparent use in explainable AI. Identify the industry affected by it, which can include academic use.
  2. Analyze the case study or article, noting at least three characteristics that illustrate the principles.
  3. Find additional references to support or provide counter arguments for your inquiry. These may include videos, conference proceedings, discussions by scholars, and podcasts.
  4. Assess the impact of explainable AI on the industry in your example. What are the problems associated with explainable AI?

Individual Project Rubric

The Individual Project (IP) Grading Rubric is a scoring tool that represents the performance expectations for the IP. This Individual Project Grading Rubric is divided into components that provide a clear description of what should be included within each component of the IP. It’s the roadmap that can help you in the development of your IP.

ExpectationPoints PossiblePoints EarnedComments
Investigate the scholarly literature or research resources to identify good sources of information.25
Analyze the research, noting the characteristics that illustrate the issues related to the topic25
Assess the impact of the topic in your analysis.25
Find additional references to support or provide counter arguments for your inquiry.25
Professional Language: Assignment contains accurate grammar, spelling, and/or punctuation with few or no errors. (APA formatting is required or style specified in assignment).25
Total Points125
Total Points Earned

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Bottom of Form

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Business Intelligence & Data Analyst

A Business Intelligence (BI) and Data Analyst is a professional who specializes in analyzing and interpreting data to provide actionable insights and support data-driven decision-making within an organization and our finance experts offer tasks solutions at capitalessaywriting.com. Their role involves gathering, cleansing, analyzing, and visualizing data to help stakeholders gain valuable insights into business operations, customer behavior, market trends, and other key areas.

Here are some key responsibilities of a Business Intelligence and Data Analyst:

Obtaining pertinent data from a variety of sources, such as databases, spreadsheets, and external data providers. Data collection and cleansing. To guarantee data accuracy and consistency, this may entail extracting, transforming, and loading (ETL) procedures.

Data analysis and interpretation: the process of examining data sets, spotting patterns, correlations, and trends in order to generate insightful conclusions. Analytics that fit under this category might be descriptive, diagnostic, predictive, and prescriptive.

Development of reporting and dashboards: utilizing business intelligence (BI) tools like Tableau, Power BI, or QlikView to produce dynamic, aesthetically pleasing reports, dashboards, and data visualizations. This facilitates user-friendly data understanding and exploration for stakeholders.

Monitoring Key Performance Indicators (KPIs) establishing and monitoring KPIs that are in line with company goals. Making and keeping scorecards and dashboards to track performance metrics and deliver regular updates to stakeholders.

Business Needs Analysis: Collaborating with business stakeholders to understand their requirements and translate them into data analysis projects. Identifying opportunities for data-driven insights to drive business improvement, operational efficiency, and decision-making.

Data Mining and Predictive Analytics: Applying data mining techniques and predictive modeling to identify trends, patterns, and future outcomes. This helps in forecasting, customer segmentation, and predictive analytics applications.

Data Quality and Governance: Ensuring data integrity, accuracy, and consistency by implementing data quality control measures. Adhering to data governance policies, privacy regulations, and best practices to maintain data security and compliance.

Data Visualization and Storytelling: Presenting data analysis findings in a clear and compelling manner to stakeholders through visualizations, reports, and presentations. Translating complex data into actionable insights and recommendations.

Continuous Improvement: Staying updated with emerging data analysis techniques, tools, and industry trends. Actively seeking opportunities to enhance data analysis processes, data collection methods, and reporting capabilities.

To excel as a Business Intelligence and Data Analyst, you should have strong analytical and problem-solving skills. Proficiency in data analysis tools such as SQL, Python, R, or Excel is essential. Knowledge of data visualization tools and techniques is also important for effectively communicating insights.

A solid understanding of statistical concepts, data modeling, and database management is valuable. Additionally, familiarity with business processes, industry dynamics, and relevant domains (such as marketing, finance, or operations) can enhance your ability to provide meaningful insights.

Good communication skills are crucial for effectively collaborating with stakeholders, understanding business requirements, and presenting findings. The ability to work with large data sets, attention to detail, and an analytical mindset are essential traits for success in this role. A continuous learning mindset, curiosity, and an eagerness to explore new data analysis techniques and tools are important to stay relevant in the rapidly evolving field of business intelligence and data analysis.

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Agencies use of social media Policing and Technology Intelligence Led Policing Crime mapping to improve patrol strategies Police

The research paper assignment for this class is split into several smaller assignments. These assignments are described in detail below. You are required to choose a topic in Module 2 by posting it in a discussion, and ideally stick with that topic as you move through other stages.

Generally speaking, your goal is to choose a topic related to criminal justice policy and provide a general overview. This should be a lengthy descriptive essay on a specific policy or policy proposal that is ideally not covered by the module readings or your textbooks. You must use APA format for this paper. If you do not have a current APA manual, I suggest you acquire one, as they are relatively inexpensive. Most major booksellers (Amazon, Barnes and Noble, etc) have it priced around $20 the last time I checked. Minus any references, figures, tables, etc., your paper should be a minimum of 10 pages of text. I would say no more than 15 pages of text if you were looking for a maximum. I tend to want to move on to a new topic at that point.

A note on sources: Wikipedia is not allowed as a reference (this should not have to be said, but I am saying it anyway). You can, however, use Wikipedia to find sources, since some articles on Wikipedia have a list of source information from academic journals and other acceptable sources at the bottom of the page. Websites that are used as sources generally must end in .org, .gov, or .edu, and the content must be approved by me. There are some good research and governmental reports online, but your primary sources should be scholarly books and journal articles. Most nonfiction books and academic journals are acceptable content and will not need approval. I will let you know if any sources do not meet approval as long as you submit a list of sources with the earlier assignments. You are allowed to use a reading or two from the course in your list of references, but the bulk of the references need to come from outside sources.

The Prospectus: The Prospectus is a short plan for your paper and includes the following: A title page, a summary OR outline, and an optional list of references (about 3-5 preliminary references for now). If, for example, you plan to write a paper on violence in the South, you would tell me in your abstract that this is your topic and follow that up by giving me the theory you plan to use to explain this phenomenon. You would also want to tell me if you are going to focus on any particular time period. Are you going to be discussing the present, pre- or post- Civil War, the Civil Rights Era, etc. (following the example of violence in the South)? There is no minimum word count for the prospectus, but it should be somewhere in the neighborhood of 1 to 2 pages of text, plus the title page and references. The file for the prospectus should include a title page with your name and a preliminary title in a standard format, followed by the summary, and optional references (so, around 4 pages total). The prospectus is due at the end of Module 4

The Rough Draft: The Rough Draft of your paper needs to be a 60-70% complete version of your paper. You should have your sources finalized at this point, even if you do not cite them all in your paper. I want to see a list of at least 10 sources. A maximum of 2 can be web pages (as long as they are approved by me). Sources can be journal articles (peer reviewed), books, reports from government agencies, web pages (2 max.) and other content with my approval. The file for the outline should include the title page, the text of the rough draft, and the reference page in that order (all in one file). The rough draft is due at the end of Module 6.

The Final Paper: This should be the complete product, revised to reflect any changes I suggest in the final draft. The final paper must meet the guidelines set in the syllabus with regards to word count and follow all guidelines in the syllabus, on the research paper guide, and for all previous paper assignments. The final paper needs to have a title page, an abstract, the text, and a reference page, all in one file. The final paper is due at the end of Module 8

It is not appropriate to submit a paper used in another class for this assignment. If you plan to use the same topic you have used for another class paper, this version must be substantially different from the one used in the other class, and you must inform me that you are using a topic from a prior assignment, and tell me the Professor / Instructor to contact regarding the previous assignment. The policies regarding Academic Dishonesty and Plagiarism apply to this assignment.

POSSIBLE TOPIC AREAS: Here is a list of general topical areas derived from past papers I have graded in this area. This may be helpful in developing a topic for your paper. If this is not particularly helpful, feel free to email me. You are not required to choose from this list.

For Police and Society: For Rural Crime and Justice

Agencies use of social media Policing and Technology Intelligence Led Policing Crime mapping to improve patrol strategies Police – Community Relations Community Based Policing Militarization of Police

Rural homicide Domestic Violence in Rural Areas Meth Production and Clandestine Labs Agricultural Theft and Rural Crime Poaching and Illegal Hunting in Rural Areas Rural policing strategies for small agencies Migrant communities and crime in rural areas Rural culture and crime

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Cyber Threat Intelligence Plan (CTIP) Report and Briefing Presentation

For this assignment, you are to create a Cyber Threat Intelligence Plan (CTIP) Report and Briefing Presentation. There is no standard for creating a CTIP Report and Briefing Presentation, so it is up to you to determine what is relevant for your company or organization.You will prepare a written report accompanied by a short PowerPoint presentation that will brief your supervisor and his executive leadership team to help them better understand, discuss, and assess the cyber threats facing your organization. Your report and presentation should complement each other, and consider relevant threat actors, their capabilities and intentions (if known), and their attack methods. The intent is to help focus the leadership team on the threat you feel they need to pay them most attention to, providing your rationale and methodology as needed, with appropriate recommendations.The report and the presentation can be organized and formatted in any manner you think best conveys the information and best informs the senior leaders about the cyber threats. Your written report should be no more than three (3) pages in length (not including title and reference pages), and your briefing presentation should contain no more than ten (10) slides. While relying on the content of this module will be essential, some amount of additional research may be necessary and desired. This report (and presentation briefing) will further inform your final proposal due at the end of Module 7; portions of the briefing can and should be used as part of your final proposal. Both report and slides should follow APA formatting.

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cyber threat intelligence products that could be used at your company

As a cyber security professional, you will be asked to evaluate different appliances, programs, and methodologies and provide feedback to your colleagues as to whether or not they are good for the company you represent.For this module’s assignment, you are to search for commercially available cyber threat intelligence products that could be used at your company. (Some examples of vendors are Crowdstrike, ThreatQ, Threatstream, and there are many more!) You are to prepare a 2-3 page report that answers the following specific questions:

  • What gap does this product address for your company?
  • What is the TCO (Total Cost of Ownership)?
  • What is the ROI (Return on Investment) and how long until it is realized?
  • What product do you recommend your company adopt? Why?

Your 2-3 page report can be organized and formatted in any manner you think best answers the questions, but it must be succinct and to the point. While relying on the content of this module will be essential, a large amount of research will be necessary to ensure your report is current with relevant technologies. Feel free to contact vendors and get them to give you a sales pitch. Part of this exercise is to also evaluate vendors. This report will further inform your final project proposal which is due at the end of Module 7

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Identify characteristics of professional behavior including emotional intelligence, communication, and conflict resolution

Purpose

The purpose of this assignment is to explore a critical concept in nursing. The student will be able to demonstrate application of information literacy and ability to utilize resources (library, writing center, Center for Academic Success [CAS], APA resources, Turnitin, and others) through literature search and writing the paper.

Course outcomes:  This assignment enables the student to meet the following course outcomes.

CO 2: Identify characteristics of professional behavior including emotional intelligence, communication, and conflict resolution.

CO 3: Demonstrate information literacy and the ability to utilize resources.

Due date: Your faculty member will inform you when this assignment is due. The Late Assignment Policy applies to this assignment.

Total points possible: 150 points

Preparing the assignment

Follow these guidelines when completing this assignment. Speak with your faculty member if you have questions.

1) Locating Evidencea. Using the Chamberlain University library, search for a recent(published within the last five years) evidence-based article from ascholarly journal that addresses one of the topics listed.• Safety• Delegation• Prioritization• Caring2) Include the following sections.a. Introduction – 20 points/13%• Clearly establishes the purpose of the paper • Includes key points to be covered• Captures the reader’s interestb. Body of Paper – 60 points/40%• Provides a complete, well-developed discussion of key points from the article using appropriate citations.• Ideas and statements are supported by three or more examples from personal and/or professional experiences• Provides own perspectives on the topic that is reflective, insightful, and original• Logical development of ideas with clear and accurate informationc. Conclusion – 30 points/20%• Clear and concise• Summarizes key points discussed in the paper• Leaves a strong impression, message, or idea on the readerd. Writing Style – 15 point/10%• Correct use of standard English grammar, paragraph, and sentence structure• No spelling or typographical errors• Organized around required components• Information flows in a logical sequence that is easy for the readerto follow• Paper should be no more than two pages (not including the title or reference page)e. APA Format and Reference Page – 25 points/17%

• There is correct and appropriate use of margins, spacing, font, and headers.• Document setup includes title and reference pages in correct APA format.• Citations of sources included in the body of the paper use correct APA format for direct quotes and paraphrased information.• Sources are cited correctly on the Reference page. All elements of each reference are included in the correct order.• All information taken from the source, even if summarized, must be cited, and the article must be listed on the Reference page according to APA.• All sources used are nursing journals published within the last five years

To stay up to date on proper citation guidelines, use https://apastyle.apa.org/ (Links to an external site.) 

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The company decided to implement an enterprise wide data warehouse business intelligence strategies

Unit Title Managerial Accounting
Assessment Type Individual Assignment
Assessment Title Reflective Report
Purpose of the assessment (with ULO Mapping) The purpose of this assessment is to ensure each student is able to provide a critical reflection of their personal learning process, as it relates to fulfilling the learning outcomes of this unit. (ULO 1, 2 and 4).
Weight 10% of the total assessments
Total Marks 10
Word limit 1,000 words. Please use “word count” and include the word count in the assignment cover page.
Submission Guidelines • All work must be submitted on Blackboard by the due date along with a completed Assignment Cover Page.
• The assignment must be in MS Word format, no spacing, 12-pt Arial font and 2 cm margins on all four sides of your page with appropriate section headings and page numbers.
• It is the responsibility of the student who is submitting the work, to ensure that the work is, in fact, her/his own work. Incorporating another’s work or ideas into one’s own work without appropriate acknowledgement is an academic offence. Students should submit all assignments for plagiarism checking on Blackboard before final submission in the subject. For further details, please refer to the Unit Outline and Student Handbook.
Adapted Harvard Referencing
Holmes has now implemented a revised Harvard approach to referencing:

  1. Reference sources in assignments are limited to sources which provide full text access to the source’s content for lecturers and markers.
  2. The Reference list should be located on a separate page at the end of the essay and titled: References.
  3. It should include the details of all the in-text citations, arranged alphabetically A-Z by author surname. In addition, it MUST include a hyperlink to the full text of the cited reference source.
    For example:
    Hawking, P., McCarthy, B. and Stein, A. (2004), Second Wave ERP Education, Journal of Information Systems Education, Fall,
    http://jise.org/Volume15/n3/JISEv15n3p327.pdf
  4. All assignments will require additional in-text reference details which will consist of the surname of the author/authors or name of the authoring body, year of publication, page number of contents, paragraph where the content can be found.
    For example,
    “The company decided to implement an enterprise wide data warehouse business intelligence strategies (Hawking et al, 2004, p3(4)).”
    Non – Adherence to Referencing Guidelines Where students do not follow the above guidelines:
  5. Students who submit assignments which do not comply with the guidelines may be required to resubmit their assignments or incur penalties for inadequate referencing.
  6. Late penalties will apply per day after a student or group has been notified of a resubmission requirement.
    • Students whose citations are fake will be reported for academic misconduct.
    Individual Reflective Report Specifications
    Assignment Task:
    In this reflective report, you will be discussing about your learning experience in this unit, the relevance of the unit material and assessments in the unit to your understanding of management accounting in general, and your understanding of how management accounting concepts and techniques assist managers in making decisions to real world business problems.
    Specifically, you are to provide reflections or comments on each of the following:
  7. Comment on what knowledge you have gained about managerial accounting and how will it be useful to you in your future? (4 marks)
  8. Comment on what you learned from the individual assignment. What was interesting, what was challenging and what did you learn from it? (3 marks)
  9. Comment on what you learned about the various management accounting concepts and techniques that will assist managers in making decisions to real world business problems. What concepts and techniques you found interesting and what did you learn from it? (3 marks)
    Assignment Structure:
    The reflective report should include the following components:
    a. Assignment Cover Page clearly stating your name and student number b. Table of contents
    c. A brief introduction or overview of what the assignment is about
    d. Body of the assignment with the written answers
    e. Conclusion
    f. List of References (if applicable) – follow the Holmes Adapted Harvard Referencing guidelines on pg. 1-2.
    Marking criteria:
    Marking criteria Weighting
  10. Comment on what knowledge you have gained about managerial accounting and how will it be useful to you in your future? 4%
  11. Comment on what you learned from the individual assignment. What was interesting and what did you learn from it? 3%
  12. Comment on what you learned about the various management accounting concepts and techniques that will assist managers in making decisions to real world business problems. What concepts and techniques you found interesting and what did you learn from it? 3%
    TOTAL Weight 10%
    Academic Integrity
    Holmes Institute is committed to ensuring and upholding Academic Integrity, as Academic Integrity is integral to maintaining academic quality and the reputation of Holmes’ graduates. Accordingly, all assessment tasks need to comply with academic integrity guidelines. Table 1 identifies the six categories of Academic Integrity breaches. If you have any questions about Academic Integrity issues related to your assessment tasks, please consult your lecturer or tutor for relevant referencing guidelines and support resources. Many of these resources can also be found through the Study Sills link on Blackboard.
    Academic Integrity breaches are a serious offence punishable by penalties that may range from deduction of marks, failure of the assessment task or unit involved, suspension of course enrolment, or cancellation of course enrolment.
    Table 1: Six categories of Academic Integrity breaches
    Plagiarism Reproducing the work of someone else without attribution. When a student submits their own work on multiple occasions this is known as self-plagiarism.
    Collusion Working with one or more other individuals to complete an assignment, in a way that is not authorised.
    Copying Reproducing and submitting the work of another student, with or without their knowledge. If a student fails to take reasonable precautions to prevent their own original work from being copied, this may also be considered an offence.
    Impersonation Falsely presenting oneself, or engaging someone else to present as oneself, in an in-person examination.
    Contract cheating Contracting a third party to complete an assessment task, generally in exchange for money or other manner of payment.
    Data fabrication and falsification Manipulating or inventing data with the intent of supporting false conclusions, including manipulating images.
    Source: INQAAHE, 2020
    Marking Rubric
    Excellent Very Good Good Satisfactory Unsatisfactory
    Comment on what knowledge you have gained about managerial accounting and how will it be useful to you in your future? (4 marks) (3.6 – 4 marks) Excellent comments on what knowledge you have gained about managerial accounting and how will it be useful to you in your future. (2.9 – 3.5marks) Very good comments on what knowledge you have gained about managerial accounting and how will it be useful to you in your future. (2.1 – 2.8 marks)
    Good comments on what knowledge you have gained about managerial accounting and how will it be useful to you in your future. (1.6 – 2 marks) Reasonable comments on what knowledge you have gained about managerial accounting and how will it be useful to you in your future. (0 – 1.5 mark) Unable to present proper comments on what knowledge you have gained about managerial accounting and how will it be useful to you in your future, or is confusing.
    Comment on what you learned from the individual assignment. What was interesting and what did you learn from it? (3 marks) (2.1 – 3 marks) Excellent comments on what you learned from the individual assignment. What was interesting and what did you learn from it. (1.9 – 2 marks) Very good comments on what you learned from the individual assignment. What was interesting and what did you learn from it. (1.6 – 1.8 marks)
    Good comments on what you learned from the
    individual assignment. What was interesting and what did you learn from it. (1.1 – 1.5marks) Reasonable comments on what you learned from the individual assignment. What was interesting and what did you learn from it. (0 – 1 marks) Unable to present proper comments on what you learned from the individual assignment. What was interesting
    and what did you learn from it, or is confusing.
    Comment on what you learned about the various management accounting concepts and techniques that will assist managers in making decisions to real world business problems. What concepts and techniques you found interesting and what did you
    learn from it (3 marks) (2.1 – 3 marks) Excellent comments on what you learned about the various
    management accounting concepts and techniques that will assist
    managers in making decisions to real world business problems. What concepts and techniques you found interesting and what did you learn from it.
    (1.9 – 2 marks) Very good comments on what you learned about the various
    management accounting concepts and techniques that will assist
    managers in making decisions to real world business problems. What concepts and techniques you found interesting and what did you
    learn from it
    (1.6 – 1.8 marks)
    Good comments on what you learned about the various
    management accounting concepts and techniques that will assist
    managers in making decisions to real world business problems. What concepts and techniques you found interesting and what did you learn from it
    (1.1 – 1.5marks) Reasonable comments on what you learned about the various
    management accounting concepts and techniques that will assist
    managers in making decisions to real world business problems. What concepts and techniques you found interesting and what did you
    learn from it
    (0 – 1 marks) Unable to present proper comments on what you learned about the various
    management accounting concepts and techniques that will assist
    managers in making decisions to real world business problems. What concepts and techniques you found interesting
    and what did you learn from it, or is confusing.
    Total Marks (10) /10

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Management Planning and Control, Business Intelligence and statistical analysis

Write 2 pages thesis on the topic course of master of science in management.

I am a critical thinker and fast learner. An MSc in management would help me get a job and possibly good remuneration. I believe that the knowledge and skills I will acquire from Merrick College will help me be in a better position to get more career opportunities. In addition, acquiring an MSc resonates with one of my values, which is to give others and myself the opportunity to develop.

&nbsp.&nbsp.&nbsp.&nbsp.&nbsp.&nbsp.&nbsp.&nbsp.&nbsp.&nbsp.&nbsp. I trust that my decision to study at your esteemed institution is one of the best decisions I have made in life. This is because of the best practices as well as reputation in the course and the entire organization. The university offers courses like Management Planning and Control, Business Intelligence and statistical analysis and many more. Moreover, I am interested in MSc management because it will give me an opportunity to understand more about the management function. I am extremely good at international management, decision making as well as global marketing. Therefore, this course will help me get the bigger picture of international management.&nbsp.

&nbsp.&nbsp.&nbsp.&nbsp.&nbsp.&nbsp.&nbsp.&nbsp.&nbsp.&nbsp.&nbsp. There are specific aspects that I am interested in while undertaking the MSc program. One of them is writing a good business proposal as this will help me face future clients with confidence, as I will be able to convince clients through my well-drafted business proposal. In addition, the incorporation of group work in the learning process will help me gain more confidence as participation is important. Moreover, the interactions during discussions will enhance my learning as students learn from one another. My professional network will grow therefore giving me an opportunity to find work in better organizations.

&nbsp.&nbsp.&nbsp.&nbsp.&nbsp.&nbsp.&nbsp.&nbsp.&nbsp.&nbsp.&nbsp. My undergraduate program has given me the adequate skills necessary for a master’s program. I am a committed member in various clubs including the management and leadership club that have grown my leadership skills. I am planning to work as I pursue my masters’ course and this will help me get experience in management.

&nbsp.&nbsp.&nbsp.&nbsp.&nbsp.&nbsp.&nbsp.&nbsp.&nbsp.&nbsp.&nbsp. I have both long and long term goals that I am working on. My long term goal after the completion of my master’s degree is to look for a job in China or look for in the United States to enable develop my career as well as be financially stable. On the other hand, my short-term goal is to work hard in school to ensure I graduate with the best grades.

&nbsp.&nbsp.&nbsp.&nbsp.&nbsp.&nbsp.&nbsp.&nbsp.&nbsp.&nbsp.&nbsp. I am confident and determined that the masters’ course in management is the right decision as it will help me accomplish my ambitions. I believe that I will have a competitive advantage as I pursue my masters’ program at Merrimack College. this is because the institution delivers and the students who graduate from the institution are highly competitive. The academic excellence and state of art technology provided by the institution help in achieving students’ goals and objectives. I intend to work hard and produce effective results and in the end, I will be marketable internationally

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Discuss a criminal justice, intelligence studies, international relations or security management topic requesting instructor approval of the topic you would like for your research proposal

 Review recently published (within the past five years) peer-reviewed scholarly articles located in the AMU/APUS University’s online library databases.  Discuss a criminal justice, intelligence studies, international relations or security management topic requesting instructor approval of the topic you would like for your research proposal (term project) paper. In doing so, please remember for this class you are selecting a topic NOT for writing a research paper about, but rather for writing a proposal to do actual hands-on research using scientific research methodology. In your discussion post discuss what you have identified in the current peer-reviewed literature located in the APUS Library databases on a topic you wish to research. Briefly discuss the literature and express what still needs to be researched or requires further research on the topic you would like to address in your research proposal. In other words, did the authors of the studies already done on this topic you reviewed call for further research on the topic or something to do with the topic? Then again, perhaps you identified a problem that still needs to be researched on the topic where the current literature is lacking.  If so, discuss what it is and how it pertains to the topic and why it needs to be researched and who would benefit from the research. After doing so, you are to provide a ‘Working Title’ for your Research Proposal, as discussed in this week’s lesson. Understanding this may change as your Research Proposal develops during the course. 

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Decision Support System and Business Intelligence

write an article on Exam Decision Support System and Business Intelligence. It needs to be at least 1250 words.

Since data warehouses are presumed to be fully integrated, this helps in decision-making making processes. The time-variant characteristic of data warehouses means they are capable of maintaining historical data. Therefore, data warehouses not only offer the prevailing status but also detect variations in relations when carrying out comparisons and forecasting, which are essential in decision-making. Time is one of the significant dimensions that are supported by all data warehouses, which enables the analysis of data from various sources in their multiple time points.

One significant characteristic of data warehouses is that once data is entered in the system, the data cannot be changed or updated. however, data warehouses discard obsolete data by accepting new data. Essentially, all the above aspects enable data warehouses to be applications that provide decision support capability because it offers ready access to business information capable of creating business insight. Data warehouses as a repository of data provide processes that enable managers to make the necessary decision in business (Turban, Sharda, Delen & King, 2010).

Natural language processing as a component of text mining in artificial intelligence involves the study of problems associated with understanding natural human language with the aim of converting human language to formal representation easier for computer programs to manipulate. The aim of Natural language processing (NLP) is to shift from syntax-driven text manipulation to a true understanding and processing of natural language that values grammatical and semantic restraints within a given context.

A prominent area where benefits of NLP have been witnessed is in customer relation management, which maximizes customer value through understanding better and effective ways of responding to actual needs as well&nbsp.as the perceived needs of customers.&nbsp.

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