Enterprise System Recommendation

SugarSquared, Inc. manufactures candy in Riyadh and distributes its products throughout the KSA. The organization has over 300 employees in three locations. Its functional business units currently work in silos, with data pertaining to their various departments held in separate, legacy systems. The company’s revenues are growing, and it has an online retail site.

You have been tasked with recommending an enterprise system to senior management. Address the following:

• Which type of enterprise system would you recommend? Why?
• What are the benefits of implementing such a system?
• What challenges do you foresee in implementing this system? How would you address these?
• What are some of the vendors that offer such systems? Is there one that’s preferable given the organization’s needs? Why? What business factors should be addressed in order to make this determination? Explain.

Your well-written report should be 5 pages in length, not including the cover and reference pages. Use Saudi Electronic University academic writing standards and APA style guidelines, citing at least two scholarly references, as appropriate.

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In short: First, use unsupervised learning techniques to determine Kmeans and hierarchal clustering. Next, use random forest classification to predict cluster number and calculate accuracy. Last, write Kmeans clustering from scratch using Python [No packages can be used for this part]. Compare results.

Long version:

First, use dataset1 (csv) with unsupervised learning techniques. Use Kmeans to determine the # of clusters. Tabulate the # of clusters from 1 – 40 and total within-cluster variance. Plot the scree plot. Using hierarchal clustering, calculate the pairwise distance. Create various dendrograms using complete and average linkage. Cut dendogram into groups of 5-7. Which is the most appropriate # of groups?

Next, do the same exercise above except this time we use random forest classification.

Last, using dataset2 (csv), write a function (without using Kmeans related packages) that calculates the within cluster variance, aggregates the data by the cluster number, and plots “total within cluster vs. number of cluster”. Add the cluster number to the last column of dataset, predict the cluster number using logistic regression and calculate the accuracy of your model.

Briefly compare results from each method.

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In a three- to four-page paper, briefly analyze important recent changes in the United States. You should provide two recent changes for each category.
a. Economic
b. Social
c. Political
d. Technological
e. Ecological.

The length and formatting requirements include:

• Three to four pages in length, not including cover and reference pages. Include a cover page, section headers, an introduction, a conclusion, and a reference page.
• Formatted according to the APA style
• Cite a minimum of three sources, two of which should be academic peer-reviewed scholarly sources to support your positions, claims, and observations, in addition to your textbook.

• Locate a variety of sources dealing with ethics, CSR, and business management.
• Gather information specific to different aspects of business ethics.
• Access writing and citing help.

Be sure to review the Critical Thinking Assignment Rubric in the Module folder for details regarding grading standards.

Your paper should be three to four pages and in APA style Include at least three scholarly references in addition to the course textbook.

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Research Essay Directions + Rubric:

*Opens on January 13^th at 8:00 a.m. *Closes on April 17^th 10:00 p.m.

*Research and then write an essay (IN ENGLISH) about “How the Hispanic Culture has influenced the American Culture” in the categories (topics) below.

*Choose ONE topic below: include background (history of when those influences started) information on the selected topic. USE RELIABLE SOURCES

TOPICS:

a. Food. Explain when, how, and where this influence occurred. Provide specific examples.

b. Art. Explain when, how, and where these influences occurred. Provide specific examples.

c. Language. Explain when, how, and where these influences occurred. Provide specific examples.

Also, include: A description and a personal analysis on how these influences would keep, if, affecting the American culture in the future. Include this information in the concluding paragraph.

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• Chapter 10: Do you think it is possible for an outsider to accurately discern about the underlying cultural values of an organization by analyzing symbols, ceremonies, dress, or other observable aspects of culture in comparison to an insider with several years of work experience? Select a percentage (e.g., 10%, 70%, etc.) and explain your reasoning.
• Chapter 11: A noted organization theorist once said, “Pressure for change originates in the environment. Pressure for stability originates within the organization.” Do you agree?
• Chapter 12: If managers frequently use experience and intuition to make complex, non-programmed decisions, how do they apply evidence-based management (which seems to suggest that managers should rely on facts and data)?
• Chapter 13: In a rapidly changing organization, are decisions more likely to be made using the rational or political model of organization?
• What biblical implications should be included/addressed?
• How can/should a biblical worldview be applied?

You are required to provide a thread to the main forum. The thread must be 1,000–1,500 words, must include at least 3 peer-reviewed references, and must demonstrate course-related knowledge.

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