Category: Data Analytics

  • Quantitative and Qualitative Research Methods – PA 556

    There are five questions. Answer all questions and all parts of the question.

    Quantitative and Qualitative Research Methods – PA 556

    Quantitative and Qualitative Methods for Public Administration

    Question 120 pts

    Social science research is accomplished from differing theoretical perspectives. The same social situation can be studied from several different perspectives. Important differences have been identified between quantitative and qualitative methods perspectives. The social science researcher makes an important initial choice as he chooses between a quantitative or qualitative research design. A substantial number of choices in theoretical perspectives occur after the quantitative or qualitative methods decision. Often researchers are influenced by their own skills and aptitudes as they devise research designs. Mention reasons researchers yield to their aptitudes as they elaborate planned research in the research design.

    What personal variables are most likely to influence a research design choice for quantitative methods? Contrast these personal factors with abilities that incline the researcher to go with qualitative methods. Identify any special research abilities that would make an interpretivist/constructionist research design a likely choice. Does interpretivist/constructionist analysis advantage some researchers more than others?

    The following are theoretical perspectives a researcher could possibly use – rational choice, procedural fairness, symbolic interaction, conflict theory, and functional theory. Appropriateness of perspective to the research questions is an evaluative issue in analyzing research design. How must a research design be appropriate? The unique abilities that the researcher has often results in choosing one of the afore mentioned perspectives. Identify your likely choice from among these perspectives. Why did you make the choice you did in beginning your research design?

    Think of yourself as the audience for a social science researcher’s presentation. Does focusing in on the researcher’s decision about research design, allow improved comprehension of the presentation? Asking why the researcher has chosen the subject he is writing about could be useful. When evaluating a social science product, what are some of the best indicators of the researcher’s true purpose in devising his research project?

    Place your answer here 400 words be direct to the point and address all the parts

    Question 220 pts

    The Phersons discuss the joy of the data hunt in their Chapter 8, “What Types of Information Are Available.” PA 556 has emphasized reasoning from data to conclusions. Social science has been explained as reasoning about social reality that is based on data. The social science research activity begins as the researcher identifies possible data. There is a considerable range of possible data sources because of the range of ideas that can be researched with qualitative methods. Explain why the Phersons use the “joy of the data hunt” phrase in discussing this step in the research process?

    Saldaa encourages researchers to reason choices several different ways in order to have improved abilities both to devise relevant concepts and to communicate these concepts effectively to the intended audience. Discuss reasons why the innovation that he suggests leads to effective social science. Are Saldaa’s ideas accomplished effortlessly? Why is the intellectual activity that goes into reasoning as Saldaa recommends likely productive in producing excellent social science?

    Another emphasis of the Phersons is the importance of reliability and credibility in choosing data. Do quantitative and qualitative methodologies reason the importance of data and validity differently? Why do the Phersons insist that the audience for a research product, or “clients” to use their phrase, be considered when data choices are made? How would Saldaa and the Phersons rationalize a data choice that intends to conceptual development instead of results with significant validity?

    Place your answer here 400 words be direct to the point and address all the parts

    Question 320 pts

    Ethnomethodology is defined as the study of methods people use for understanding and producing the social order in which they live.

    Saldaa writes, Critical thinking can result in not just a report but a manifestoan extended narrative about one’s opinions, policies, and goals. Is Saldaa writing about ethnomethodology? Can you read a social science product and evaluate how dedicated the researcher’s ethnomethodology is? Besides “dedicated” what comments might one possibly make about a researcher’s ethnomethodology? How is Lune and Berg’s chapter about participatory action research focused on ethnomethodology? Do you believe that criticizing ethnomethodology is useful in evaluating social science research?

    Sometimes methodologists prefer data because of an ability to analyze the data until all possible meaning in the data is understood. Does research improve in quality if the data upon which the research is based allows this sort of extended analysis? The Juliet Corbin and Anselm Strauss book Basics of Qualitative Research: Techniques and Procedures for Developing Grounded Theory was mentioned in class. These authors present the case for extensive analysis of the same data set. Is this an ethnomethodology understanding? In your answer, detail how ethnomethodology influences achievement in social science research.

    Place your answer here 400 words be direct to the point and address all the parts

    Question 420 pts

    Defining what is adequate data is extensively analyzed in the literature about research methods. Quantitative research has more exacting ideas about adequate data than does qualitative research. Discuss how quantitative methods is able to use statistics in deciding that available data is adequate. Criticism of social science often asks this question as we evaluate political polls. Mention some of the adequate data issues lurking behind the political polls popularized by journalists.

    Qualitative research likewise has data problems. Lune and Berg discuss methodological issues in interviewing, for example. To obtain useful data, what must be anticipated in dramaturgical interviewing? Mention useful ideas interviewers include in their interview repertoire?

    Are focus groups reasonably analogized to interviews? Discuss focus groups from the data perspective? Are focus transcribed in qualitative methods. Why are focus groups and other verbal techniques transcribed?

    Participatory action research, narrative, and case studies are other qualitative methods that have been mentioned. These are but a few of the possible qualitative methods found in the literature. Can criticism of qualitative research dismiss research efforts on the basis of inadequate data? What would be your standard for refusing to accept qualitative research on the basis of data?

    Barbara Czarniawska in her book Narratives in Social Science Research quotes Roland Barthes, French semiologist and literary critic, about narrative.

    “The narratives of the world are numberless. Narrative is first and foremost aq prodigious variety of genres, themselves distributed among different substances – as though any material were fit to receive man’s stories. Able to be carried by articulated languages, spoken or written, fixed or moving images, gestures, and the order mixture of all these substances; narrative is present in myth, legend, fable, tale, novella, epic, history, tragedy, drama, comedy, mine painting … stained glass window, cinema, comics, news item, conversation.” (Czarniawska, 2004, p. 1)

    Is Czarniawska purpose in citing Barthes to make more inclusive what can be deemed data for narrative analysis? Would such a data strategy improve qualitative narrative analysis?

    Place your answer here 400 words be direct to the point and address all the parts

    Question 520 pts

    Why are surveys so popular as a quantitative methodology? Why are issues of validity so much different for quantitative and qualitative research? Compare the rules for reflexivity in quantitative and qualitative research. Can one evaluate quantitative research on the basis of how well the researcher anticipated data gathering issues?

    Do these polls provide us enough information to evaluate the validity of poll results. Consult Real Clear Politics. . Do we know if present political polling follows all the procedures textbooks recommend for effective survey research? Can we evaluate if the sampling procedures in this research acceptable. How does present political polling reassure of adequate methodological caution.

    Discuss various techniques for creating a sample. Does theoretical sampling produce research validity? How do qualitative researchers resolve the validity issue when they use theoretical sampling? Gains from theoretical sampling are often mentioned when this technique is evaluated. Can the quantitative survey use theoretical sampling? What are the sampling requirements for an effective quantitative research project?

    Present how survey research questions are written. Be inclusive of the various techniques the survey researcher must include to assure the success of his research design.

    Place your answer here 400 words be direct to the point and address all the parts

    B. Books

    Howard Lune and Bruce L. Berg, Qualitative Research Methods for

    the Social Sciences, New York, New York: Pearson, 2017.

    Katherine Hibbs Pherson and Randolph H. Pherson. Critical

    Thinking for Strategic Intelligence. Third Edition. Thousand Oaks, California: Sage,

    2021.

    Russell K. Schutt, Understanding the Social World, Research

    Methods for the 21st Century, Thousand Oaks, California: Sage,

    2021.

    Johnny Saldaa. Thinking Qualitatively, Methods of Mind. Thousand

    Oaks, California: Pine Forge Press, 2015.

  • Two tasks

    Task 1

    After reading, strategic thinking, strategic planning, strategic innovation and the performance of SMEs write a 7-page summary (excluding the title and reference pages) following APA 7th edition formatting guidelines. In your own words, be sure to address the following:

    • Identify the most important facts surrounding the case.
    • The article investigated the mediating role of human capital. Identify 3 additional dimensions where strategic thinking, strategic planning, and strategic innovation could be utilized and explain how.
    • Discuss how strategic thinking, strategic planning, and strategic innovation closely correlated with enhanced organizational performance.
    • Based on the study, how you would employing strategic thinking, strategic planning, and strategic innovation in operations and improvement projects to enhance decision making and performance in your organization.

    Overview: Strategic planning involves defining long-term objectives, formulating strategies, and executing action plans to achieve sustainable organizational outcomes. Operational analysis plays a critical role in ensuring that analytics remain aligned with broader business strategies and goals. Recent research highlights the growing interconnection between Strategic Thinking (ST), Strategic Planning (SP), and Strategic Innovation (SI), particularly in relation to the development and management of Human Capital (HC).

    After reading, strategic thinking, strategic planning, strategic innovation and the performance of SMEs write a 7-page summary (excluding the title and reference pages) following APA 7th edition formatting guidelines.. See strategic thinking, strategic planning, strategic innovation and the performance of SMEs Instruction document for detailed instructions for the case paper assignment.

    Note:

    1. This assignment must be formatted in APA Style 7th edition
    2. Be sure to reference the articles and any additional sources appropriately.
    3. Please refer to the Case Study Rubric on the start here tab for this assignment.
    4. All submissions will be reviewed by Turnitin to check for similarity to other sources.

    Task 2

    After watching Strategic Planning Vs Operational Planning Video, develop a 4-page PowerPoint presentation (excluding the title and reference slide) with audible or speaker notes.

    The presentation must address the following:

    • Identify and discuss the key critical elements of a strategic plan.
    • Identify and discuss the key critical elements of an operational plan
    • Discuss the differences between strategic & operational plans.
    • Explain how you can evaluate your performance in terms of achieving key objectives outline in your strategic and operation plans.

    Overview: Many organizations often confuse strategic plans with operational plans. This video provides a foundational understanding of the key differences between the two. Recognizing these distinctions is essential, as they directly impact the success of a team, department, and organization.

    After watching Strategic Planning Vs Operational Planning Video, develop a 4-page PowerPoint presentation (excluding the title and reference slide) with audible or speaker notes.

    See Strategic Planning Vis Operational Planning Instruction document for detailed instructions for the PowerPoint assignment.

    Note:

    1. Be sure to reference the articles and any additional sources appropriately.
    2. All submissions will be reviewed by Turnitin to check for similarity to other sources.
  • Discussion Board

    Overview: Aligning operations analytics with business strategy and goals is critical for organizations to be successful and efficient. This video focuses on the 5 steps to involved in developing an affective strategic plan.

    After listening and watching the overview of strategic planning process, reflect on the 5 steps of a strategic planning process, list and discuss each step in the process.

    notes:

    1. Please refer to the discussion forum rubric on the start here tab for this assignment.
    2. All submissions will be reviewed by Turnitin to check for similarity to other sources. Refer to Syllabus for more information.
    3. Each week to earn full points on the discussion forums, make sure to include outside sources to support your discussion.
    4. Discussions must be formatted in APA Style 7th edition and references cited.
  • EXTRA CREDIT

    Book:

    The Responsibility of Reason in Leadership, Management, and Life Long Learning (Hardback or eBook edition), Dr. Jamey M. Long

    (ISBN 9781839993503)

    Anthem Press

    Assignment:

    Purchase the paperback or eBook version of: by Dr. Jamey M. Long from Barnes & Noble or Amazon.

    Part 1:

    Use the resource guide combined with the statistical knowledge from each chapter and discuss how it could help a company of your choice (i.e. where you work, a major corporation, local company, etc.). Write a 3 page double spaced paper to turn in.

    Part 2:

    Write a 2 paragraph review on the website you purchased the book. 1 paragraph is discussing part 1 (the research methodology) and 1 paragraph is for part 2 (the resource guide).

    Once all work has been received and verified, you will earn 5 points on your final course grade. (i.e. if you had an 85% you would receive a 90%).

    This is a complete or incomplete assignment. There will be no partial credit for points.

  • ISM3116D1: Introduction to Business Intelligence Final Proje…

    This project is designed to give you hands-on experience applying BI tools and techniques to real-world decision-making scenarios. Instead of focusing only on statistics, you will learn how to use data to drive strategic business decisions through visualization, prediction, and reporting. Please follow the instructions listed. Ensure your project is in APA format.

    I have uploaded the assignments and instructions in the files below. Ensure that all the deliverables are met. Thank you.

    Inned prooof on 0% AI and Plagiarism from turnitin

  • ISM3116D1: Introduction to Business Intelligence Final Proje…

    This project is designed to give you hands-on experience applying BI tools and techniques to real-world decision-making scenarios. Instead of focusing only on statistics, you will learn how to use data to drive strategic business decisions through visualization, prediction, and reporting. Please follow the instructions listed. Ensure your project is in APA format.

    I have uploaded the assignments and instructions in the files below. Ensure that all the deliverables are met. Thank you.

    Inned prooof on 0% AI and Plagiarism from turnitin

  • Data Analytics final project

    1 word document report with all above sections

    1 Excel file with all your analysis, including all the components from each deliverable (eg.
    Pivot Tables, Correlation, Regression output, visualizations, etc.)
    NOTE: If no excel file is submitted or Excel does not match your report will result in an automatic
    failing grade for the project.

    Written portions of the report will be assessed on the following competency standards:

    Competency

    1
    2 3
    Awareness level. States or
    lists facts.

    List Present an itemized
    series or tabulation.

    Proficient. Identify and Discuss
    issues.

    Identify Distinguish and specify the
    important issues, factors, or items,
    usually based on an evaluation or
    analysis of a scenario.

    Discuss This calls for the
    most complete and detailed
    answer. Examine and analyze
    carefully and present both pros and
    cons.

    Exceptional. Explains and
    justifies.

    Explain Clarify the cause(s),
    or reasons(s). State the how
    and why of the subject. Give
    reasons for differences of
    opinions or of results.

    Justify Prove or show to be
    having a basis in or
    conforming to fact or reason,
    or reasonable

  • Python_Jupiter_data analysis_google collab

    _01. Python Programming

    _01.2. Python Programming Tutorial :::

    _01.3. This Assignment Assumes that you are familiar with

    Pythons main scientific libraries

    See Tutorial here :::

    _01.4. Code Examples :::

    Examine the Code examples below ->

    open source and available online at :::

    _01.5. Jupiter Notebook files :::

    Open the Jupiter Notebook file – Online :::

    This Assignment assumes that you are using Google Colab

    click Open Colab

    Watch this Video :::

    How to upload and open Jupyter Notebook ipynb

    File in Google Colab tutorial –

    File | Upload Notebook

    -OR-

    _01.6. Open the Jupiter Notebook file on your Local Computer :::

    Alternatively, you can install the required libraries

    and tools (or the Docker image for this book) and

    Run the notebooks directly on your own machine.

    Install Python Anaconda –

    See the instructions at –

    WEEK05_Assignment –

    Random Forest

    ***~***~***~***

    _03.1. Open the Jupiter Notebook file – Online

    using Google Colab :::

    -OR-

    _03.2. Install Python RunTime Environment – Anaconda

    _03.3. Open the EXAMPLE Notebook :::

    05_RandomForest.ipynb –

    ***~***~***~***

    ***

    Submission Instructions :::

    WRITE a 500 Word Paper ( Microsoft Word Document )

    Explaining Each Important Python Function

    used in the above Jupiter NoteBook

    for

    Random Forest

    Include ScreenShots of Each VISUALIZATION

    produced in the Jupiter Notebook

    inside your Paper .

  • Three tasks

    Task 1

    As technology advances, modern analytical software tools offer powerful capabilities to optimize processes and improve overall operational efficiency. This video explores how pattern visualization and Pareto charts can transform raw data into actionable insights. It also highlights the benefits of using a centralized data collection system, which enables faster and more informed decision-making through streamlined analysis.

    After listening to Integrating Defect Tracking & Wafer Mapping to Optimize Semiconductor Operations, discuss how analytical software tools can be used to enhance operational efficiency and accelerate decision-making within your workplace or industry.

    Notes:

    1. Please refer to the discussion forum rubric on the start here tab for this assignment.
    2. All submissions will be reviewed by Turnitin to check for similarity to other sources. Refer to Syllabus for more information.
    3. Each week to earn full points on the discussion forums, make sure to include outside sources to support your discussion.
    4. Discussions must be formatted in APA Style 7th edition and references cited. 250 words

    Task 2

    After reading Total productive maintenance (TPM), write a 7-page summary (excluding the title and reference pages) following APA 7th edition formatting guidelines. In your own words, be sure to address the following:

    • Identify and discuss the key findings presented in the article.
    • Identify each TPM pillar mentioned in the article and discuss the implementation of each pillar.
    • Explain any challenges and benefits of utilizing TPM as a continuous improvement methodology.
    • Critical Evaluation: Based on the model results, do you agree with the studys conclusions and implications? Why or why not? Additionally, suggest further recommendations based on the data that could enhance productivity.

    This study investigated the potential for optimizing environmental, social, and governance (ESG)-enhanced organizational performance through the integration of Lean, Six Sigma, Kaizen, operational excellence (OpEx), and most used continuous improvement methodologies

    After reading Optimizing ESG-enhance performance, write a 7-page summary (excluding the title and reference pages) following APA 7th edition formatting guidelines. See Total productive maintenance (TMP) as a tool for improving productivity Instruction document for detailed instructions for the case paper assignment.

    Note:

    1. This assignment must be formatted in APA Style 7th edition
    2. Be sure to reference the articles and any additional sources appropriately.
    3. Please refer to the Case Study Rubric on the start here tab for this assignment.
    4. All submissions will be reviewed by Turnitin to check for similarity to other sources.

    Task 3

    In todays highly competitive landscape, technology firms increasingly rely on advanced data analytics as a strategic enabler of both revenue growth and operational efficiency. This review examines how the adoption of sophisticated analytical techniques allows organizations to derive actionable insights from large and complex datasets. By transforming raw data into meaningful information, these tools enhance decision-making processes and contribute significantly to improved business performance and competitive advantage.

    After reading Utilizing Advanced Data Analytics to Boost Revenue Growth and Operational Efficiency in Technology Firms:

    • Create a 57-minute podcast episode discussing how advanced data analytics is utilized in technology-driven organizations.
    • In your podcast, be sure to address the following key areas:
    1. The role of advanced data analytics in technology firms
    2. Examples of specific analytical techniques or tools used in the tech industry.
    3. Real or hypothetical scenarios showing how data-driven insights influence strategic decision-making.
    4. Discuss the challenges and considerations associated with utilizing advanced data analytics in technology firms.
    5. Your perspective or recommendations on how firms can maximize the value of their data.

    Notes:

    1. Please refer to the podcast presentation grading rubric on the start here tab for this assignment.
  • Read the attached case study and need detailed Project Repor…

    Project Report:

    1. Read the case study thoroughly and make notes
    2. Meet with your team to discuss your strategy for next two days
    3. Review the chapter 1 to 5 to identify the key deliverables.
    4. Develop the deliverables identified by you. This must include the following requirements: business rules, entities, attributes, constraints, relationships, naming convention
    5. A complete ERD and extended-ERD (use the concepts from Chapter 4 & 5)
    6. Data dictionary
    7. Tables, keys, dependencies
    8. Entity strength, relationship strength
    9. Any other important artifact that will help you deliver a high quality solution
    10. For the data model developed by your team, propose a commercial technology solution (database product and/or cloud platform). For example: Microsoft, Oracle, Amazon, or Google. I would encourage you to explore beyond these companies. You should perform a detailed product / platform evaluation using the following prompts to think about: What are the key database products made by the vendor OR the key database platforms available under the database category.
    11. What are the key features for each of these database platforms?
    12. What are differentiators compared to other database platforms in its class?
    13. Are these databases used on-premise only? Cloud-based only? Explain the infrastructure use case for each of these databases that you are discussing.
    14. Provide three (3) business uses for why a customer/client would want to use your vendors/class of database technology in their environment.
    15. What potential risks should your customers be thinking about with the proposed solution?
    16. What would the team required to build and then maintain this database look like? Identify the roles and their skill sets.

    All the above must be compiled in a detailed paper followed by a presentation. Your solution must be based on rigorous research and thoughtful application of the concepts learned in the course. You can go above and beyond the scope of the course to build a compelling solution.

    Project Presentation:

    Submit a presentation that summarizes the key components of the solution paper you have written. The presentation should be about 15 minutes long. Your presentation should convey an executive CEO level tone.

    To earn optimal credit, your presentation should be aesthetically pleasing as much as it is content rich. Presentation should be made as a group as group-participation is an integral part of this assignment. Here are some suggested contents for your presentation slide deck:

    1. Cover Page
    2. TOC
    3. Data model components (Business rules, ERDs, etc.)
    4. Technology solution chosen by your team and its rationale
    5. The pros and cons of the chosen technology
    6. Identity competitors in the space based on Database Class (against your DB)
    7. Industries using the Databases/Platforms Most Often
    8. Current Market Penetration for Vendor / Platform
    9. Discuss Top 3-5 Features
    10. How are these databases usually used? (On-Prem, Cloud, Hybrid, Mainframe)
    11. Provide three use cases
    12. Closing Slide + Citations (as needed)

    Requirements: 10 | .doc file