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Assignment Prompt & Instructions

Scenario analysis

**files (2)**

– ## MGMT650AsssignmentInstructions.docx

– ## MGMT650AssignmentRubric.docx

**## MGMT650AsssignmentInstructions.docx**

Instructions

Choose one of the two scenarios provided below (Healthcare or Business Management). Review your chosen scenario carefully and complete the four tasks that follow. This assignment assesses your ability to evaluate the statistical suitability of a problem, recommend a solution based on data, and construct and execute a hypothesis testing plan using appropriate statistical methods.

**Scenario 1: Healthcare Management**

**Context:**

You are a hospital administrator at GeneralCare Hospital. Recently, patient feedback has indicated growing dissatisfaction with wait times in the outpatient clinic. You are asked to analyze wait time data and determine whether the concern is statistically valid and actionable.

**Data Collected:**

· Average patient wait time: 55 minutes

· National average wait time benchmark: 45 minutes

· Standard deviation of wait times: 12 minutes

· Sample size of surveyed patients: 150

**Tasks:**

**Evaluate Problem Suitability (CLO1):**

· Is this issue appropriate for statistical analysis using hypothesis testing? Provide a clear justification.

· Identify the key factors you considered in determining whether this is a suitable problem for statistical evaluation.

**Recommend Problem Resolution (CLO2):**

· Based on the data provided, what initial recommendations would you make to clinic management regarding patient wait times?

· Address operational or contextual factors that may impact your recommendation.

**Hypothesis Testing Plan (CLO4):**

· State your null and alternative hypotheses to test whether GeneralCare Hospital’s wait times significantly exceed the national average.

· Identify and justify the appropriate hypothesis test for this scenario (e.g., z-test or t-test).

· Briefly outline the steps you would take to perform the test, including selection of a significance level.

**Perform Analysis and Interpret Results:**

· Conduct the hypothesis test using the provided data.

· Report the test statistic, p-value, and your conclusion.

· Clearly explain whether you reject or fail to reject the null hypothesis, and describe the implications for hospital management.

**Scenario 2: Business Management – Human Resources**

**Context:**

You are an HR analyst at a mid-sized professional services firm. Leadership recently implemented a revised onboarding and training program aimed at improving early-stage productivity for new employees. Now that the program has been in place for one quarter, you are asked to evaluate whether the program has had a statistically significant effect on new employee performance.

**Data Collected:**

· Average productivity score after training implementation: 82

· Historical average productivity score before the new program: 78

· Standard deviation of productivity scores: 10

· Sample size of new employees evaluated: 50

**Tasks:**

**Evaluate Problem Suitability (CLO1):**

· Is this employee performance issue appropriate for statistical analysis using hypothesis testing? Clearly justify your evaluation.

· What considerations are critical when determining whether this is a statistically suitable issue?

**Recommend Problem Resolution (CLO2):**

· Based on the descriptive data provided, what initial recommendations could you propose to HR leadership regarding the new onboarding program?

· Include any relevant ethical, operational, or strategic factors that may influence your recommendation.

**Hypothesis Testing Plan (CLO4):**

· Clearly state your null and alternative hypotheses to test whether the new training program significantly improved employee productivity.

· Identify and justify the appropriate hypothesis test (e.g., z-test, t-test) for this analysis.

· Briefly describe the steps you would take to conduct this hypothesis test.

**Perform Analysis and Interpret Results:**

· Conduct the hypothesis test using the provided data.

· Report the test statistic, p-value, and your conclusion.

· Clearly explain whether you reject or fail to reject the null hypothesis, and what this means for decisions about the future of the onboarding program.

Submission Guidelines / Criteria for Success

Clearly label your responses under each of the four numbered tasks.

· Submit a Word document report (500–750 words) with your written responses.

· Submit an Excel file that includes your statistical calculations, output, and any formulas used.

· Use professional and concise language appropriate for a business or healthcare management audience.

**## MGMT650AssignmentRubric.docx**

| | | | | | | |
| — | — | — | — | — | — | — |
| **Criteria** | **Exemplary** | **Proficient** | **Developing** | **Needs Improvement** | **Not Submitted** | **Criterion Score** |
| Evaluate Problem Suitability | 25 points **25 Points** Explicitly identifies **3 factors** determining suitability and provides a clear, detailed justification explicitly aligned with the scenario. | 20 points **20 Points** Explicitly identifies **2 factors** and provides justification clearly aligned with scenario. | 15 points **15 Points** Explicitly identifies **1 factor** with minimal justification provided. | 10 points **10 Points** Identifies factors vaguely; justification unclear or minimal. | 0 points **0 Points** Not addressed. | Score of Evaluate Problem Suitability, / 25 |
| Recommend Problem Resolution | 25 points **25 Points** Provides **2 actionable recommendations** explicitly based on provided data and clearly addresses operational/contextual factors explicitly. | 20 points **20 Points** Provides **1 actionable recommendation** explicitly based on provided data and clearly addresses operational/contextual factors. | 15 points **15 Points** Provides **1 actionable recommendation** explicitly based on provided data, but operational/contextual factors vaguely addressed. | 10 points **10 Points** Provides general or vague recommendations; minimal connection to data/context. | 0 points **0 Points** Not addressed. | Score of Recommend Problem Resolution, / 25 |
| Hypothesis Testing Plan | 30 points **30 Points** Explicitly provides all **3 elements**: clearly stated hypotheses (null and alternative), justified test selection, and explicitly outlined steps with significance level stated. | 24 points **24 Points** Explicitly provides **2 elements** clearly (hypotheses, test selection, steps/significance level). | 18 points **18 Points** Explicitly provides **1 element** clearly (hypotheses, test selection, or steps/significance level). | 12 points **12 Points** Provides elements generally or vaguely without clear justification or details. | 0 points **0 Points** Not addressed. | Score of Hypothesis Testing Plan, / 30 |
| Perform Analysis and Interpret Results | 35 points **35 Points** Explicitly provides all **3 elements**: accurate test statistic, accurate p-value, and clearly stated decision (reject/fail to reject null) with explicit management implications. | 28 points **28 Points** Explicitly provides **2 elements** clearly and accurately (test statistic, p-value, conclusion with management implications). | 32 points **32 Points** Explicitly provides **1 element** clearly and accurately (test statistic, p-value, or conclusion). Management implications vague or minimal. | 14 points **14 Points** Analysis and interpretation unclear, inaccurate, or incomplete; management implications minimally addressed. | 0 points **0 Points** Not addressed. | Score of Perform Analysis and Interpret Results, / 35 |
| Excel Calculations and Formulas | 10 points **10 Points** Excel file explicitly includes all **3 required elements**: clear calculations, correct statistical output, and formulas clearly visible and accurate. | 9 points **9 Points** Excel file explicitly includes **2 required elements** clearly and accurately (calculations, output, formulas). | 6 points **6 Points** Excel file explicitly includes **1 required element** clearly and accurately (calculations, output, or formulas). | 3 points **3 Points** Excel file submitted but unclear, incomplete, or significantly inaccurate. | 0 points **0 Points** No Excel file submitted. | Score of Excel Calculations and Formulas, / 10 |
| Professional Writing and Formatting | 10 points **10 Points** Submission explicitly meets all **3 criteria**: labeled responses, professional language appropriate for audience, and within required word count (500-750). | 9 points **9 Points** Submission explicitly meets **2 criteria** clearly and accurately. | 6 points **6 Points** Submission explicitly meets **1 criterion** clearly (labeled responses, professional language, or word count). | 3 points **3 Points** Submission incomplete, unclear, unprofessional, or significantly out of word count range. | 0 points **0 Points** Not addressed. | Score of Professional Writing and Formatting, / 10 |
| Skills | 15 points **15 Points** The student skillfully and consistently integrates relevant skills into the assignment. Application is accurate, contextually appropriate, and enhances the depth or originality of the assignment. Demonstrates mastery through insightful use of skills. | 12 points **12 Points** The student applies relevant skills accurately and appropriately. The use of skills supports key ideas or analysis and demonstrates a strong understanding. Integration is effective but may lack the depth or originality of a mastery-level response. | 9 points **9 Points** The student applies relevant skills inconsistently or with partial success. Connections to the assignment may be unclear, generalized, or only loosely aligned with the topic. Demonstrates a basic understanding but with limited integration. | 6 points **6 Points** The student attempts to apply relevant skills but with evident inaccuracies, oversimplifications, or weak alignment with the assignment content. Demonstrates limited awareness or understanding. | | |

**## MGMT650AssignmentRubric.docx**

| | | | | | | |
| — | — | — | — | — | — | — |
| **Criteria** | **Exemplary** | **Proficient** | **Developing** | **Needs Improvement** | **Not Submitted** | **Criterion Score** |
| Evaluate Problem Suitability | 25 points **25 Points** Explicitly identifies **3 factors** determining suitability and provides a clear, detailed justification explicitly aligned with the scenario. | 20 points **20 Points** Explicitly identifies **2 factors** and provides justification clearly aligned with scenario. | 15 points **15 Points** Explicitly identifies **1 factor** with minimal justification provided. | 10 points **10 Points** Identifies factors vaguely; justification unclear or minimal. | 0 points **0 Points** Not addressed. | Score of Evaluate Problem Suitability, / 25 |
| Recommend Problem Resolution | 25 points **25 Points** Provides **2 actionable recommendations** explicitly based on provided data and clearly addresses operational/contextual factors explicitly. | 20 points **20 Points** Provides **1 actionable recommendation** explicitly based on provided data and clearly addresses operational/contextual factors. | 15 points **15 Points** Provides **1 actionable recommendation** explicitly based on provided data, but operational/contextual factors vaguely addressed. | 10 points **10 Points** Provides general or vague recommendations; minimal connection to data/context. | 0 points **0 Points** Not addressed. | Score of Recommend Problem Resolution, / 25 |
| Hypothesis Testing Plan | 30 points **30 Points** Explicitly provides all **3 elements**: clearly stated hypotheses (null and alternative), justified test selection, and explicitly outlined steps with significance level stated. | 24 points **24 Points** Explicitly provides **2 elements** clearly (hypotheses, test selection, steps/significance level). | 18 points **18 Points** Explicitly provides **1 element** clearly (hypotheses, test selection, or steps/significance level). | 12 points **12 Points** Provides elements generally or vaguely without clear justification or details. | 0 points **0 Points** Not addressed. | Score of Hypothesis Testing Plan, / 30 |
| Perform Analysis and Interpret Results | 35 points **35 Points** Explicitly provides all **3 elements**: accurate test statistic, accurate p-value, and clearly stated decision (reject/fail to reject null) with explicit management implications. | 28 points **28 Points** Explicitly provides **2 elements** clearly and accurately (test statistic, p-value, conclusion with management implications). | 32 points **32 Points** Explicitly provides **1 element** clearly and accurately (test statistic, p-value, or conclusion). Management implications vague or minimal. | 14 points **14 Points** Analysis and interpretation unclear, inaccurate, or incomplete; management implications minimally addressed. | 0 points **0 Points** Not addressed. | Score of Perform Analysis and Interpret Results, / 35 |
| Excel Calculations and Formulas | 10 points **10 Points** Excel file explicitly includes all **3 required elements**: clear calculations, correct statistical output, and formulas clearly visible and accurate. | 9 points **9 Points** Excel file explicitly includes **2 required elements** clearly and accurately (calculations, output, formulas). | 6 points **6 Points** Excel file explicitly includes **1 required element** clearly and accurately (calculations, output, or formulas). | 3 points **3 Points** Excel file submitted but unclear, incomplete, or significantly inaccurate. | 0 points **0 Points** No Excel file submitted. | Score of Excel Calculations and Formulas, / 10 |
| Professional Writing and Formatting | 10 points **10 Points** Submission explicitly meets all **3 criteria**: labeled responses, professional language appropriate for audience, and within required word count (500-750). | 9 points **9 Points** Submission explicitly meets **2 criteria** clearly and accurately. | 6 points **6 Points** Submission explicitly meets **1 criterion** clearly (labeled responses, professional language, or word count). | 3 points **3 Points** Submission incomplete, unclear, unprofessional, or significantly out of word count range. | 0 points **0 Points** Not addressed. | Score of Professional Writing and Formatting, / 10 |
| Skills | 15 points **15 Points** The student skillfully and consistently integrates relevant skills into the assignment. Application is accurate, contextually appropriate, and enhances the depth or originality of the assignment. Demonstrates mastery through insightful use of skills. | 12 points **12 Points** The student applies relevant skills accurately and appropriately. The use of skills supports key ideas or analysis and demonstrates a strong understanding. Integration is effective but may lack the depth or originality of a mastery-level response. | 9 points **9 Points** The student applies relevant skills inconsistently or with partial success. Connections to the assignment may be unclear, generalized, or only loosely aligned with the topic. Demonstrates a basic understanding but with limited integration. | 6 points **6 Points** The student attempts to apply relevant skills but with evident inaccuracies, oversimplifications, or weak alignment with the assignment content. Demonstrates limited awareness or understanding. | | |

**## MGMT650AsssignmentInstructions.docx**

Instructions

Choose one of the two scenarios provided below (Healthcare or Business Management). Review your chosen scenario carefully and complete the four tasks that follow. This assignment assesses your ability to evaluate the statistical suitability of a problem, recommend a solution based on data, and construct and execute a hypothesis testing plan using appropriate statistical methods.

**Scenario 1: Healthcare Management**

**Context:**

You are a hospital administrator at GeneralCare Hospital. Recently, patient feedback has indicated growing dissatisfaction with wait times in the outpatient clinic. You are asked to analyze wait time data and determine whether the concern is statistically valid and actionable.

**Data Collected:**

· Average patient wait time: 55 minutes

· National average wait time benchmark: 45 minutes

· Standard deviation of wait times: 12 minutes

· Sample size of surveyed patients: 150

**Tasks:**

**Evaluate Problem Suitability (CLO1):**

· Is this issue appropriate for statistical analysis using hypothesis testing? Provide a clear justification.

· Identify the key factors you considered in determining whether this is a suitable problem for statistical evaluation.

**Recommend Problem Resolution (CLO2):**

· Based on the data provided, what initial recommendations would you make to clinic management regarding patient wait times?

· Address operational or contextual factors that may impact your recommendation.

**Hypothesis Testing Plan (CLO4):**

· State your null and alternative hypotheses to test whether GeneralCare Hospital’s wait times significantly exceed the national average.

· Identify and justify the appropriate hypothesis test for this scenario (e.g., z-test or t-test).

· Briefly outline the steps you would take to perform the test, including selection of a significance level.

**Perform Analysis and Interpret Results:**

· Conduct the hypothesis test using the provided data.

· Report the test statistic, p-value, and your conclusion.

· Clearly explain whether you reject or fail to reject the null hypothesis, and describe the implications for hospital management.

**Scenario 2: Business Management – Human Resources**

**Context:**

You are an HR analyst at a mid-sized professional services firm. Leadership recently implemented a revised onboarding and training program aimed at improving early-stage productivity for new employees. Now that the program has been in place for one quarter, you are asked to evaluate whether the program has had a statistically significant effect on new employee performance.

**Data Collected:**

· Average productivity score after training implementation: 82

· Historical average productivity score before the new program: 78

· Standard deviation of productivity scores: 10

· Sample size of new employees evaluated: 50

**Tasks:**

**Evaluate Problem Suitability (CLO1):**

· Is this employee performance issue appropriate for statistical analysis using hypothesis testing? Clearly justify your evaluation.

· What considerations are critical when determining whether this is a statistically suitable issue?

**Recommend Problem Resolution (CLO2):**

· Based on the descriptive data provided, what initial recommendations could you propose to HR leadership regarding the new onboarding program?

· Include any relevant ethical, operational, or strategic factors that may influence your recommendation.

**Hypothesis Testing Plan (CLO4):**

· Clearly state your null and alternative hypotheses to test whether the new training program significantly improved employee productivity.

· Identify and justify the appropriate hypothesis test (e.g., z-test, t-test) for this analysis.

· Briefly describe the steps you would take to conduct this hypothesis test.

**Perform Analysis and Interpret Results:**

· Conduct the hypothesis test using the provided data.

· Report the test statistic, p-value, and your conclusion.

· Clearly explain whether you reject or fail to reject the null hypothesis, and what this means for decisions about the future of the onboarding program.

Submission Guidelines / Criteria for Success

Clearly label your responses under each of the four numbered tasks.

· Submit a Word document report (500–750 words) with your written responses.

· Submit an Excel file that includes your statistical calculations, output, and any formulas used.

· Use professional and concise language appropriate for a business or healthcare management audience.

**## MGMT650AssignmentRubric.docx**

| | | | | | | |
| — | — | — | — | — | — | — |
| **Criteria** | **Exemplary** | **Proficient** | **Developing** | **Needs Improvement** | **Not Submitted** | **Criterion Score** |
| Evaluate Problem Suitability | 25 points **25 Points** Explicitly identifies **3 factors** determining suitability and provides a clear, detailed justification explicitly aligned with the scenario. | 20 points **20 Points** Explicitly identifies **2 factors** and provides justification clearly aligned with scenario. | 15 points **15 Points** Explicitly identifies **1 factor** with minimal justification provided. | 10 points **10 Points** Identifies factors vaguely; justification unclear or minimal. | 0 points **0 Points** Not addressed. | Score of Evaluate Problem Suitability, / 25 |
| Recommend Problem Resolution | 25 points **25 Points** Provides **2 actionable recommendations** explicitly based on provided data and clearly addresses operational/contextual factors explicitly. | 20 points **20 Points** Provides **1 actionable recommendation** explicitly based on provided data and clearly addresses operational/contextual factors. | 15 points **15 Points** Provides **1 actionable recommendation** explicitly based on provided data, but operational/contextual factors vaguely addressed. | 10 points **10 Points** Provides general or vague recommendations; minimal connection to data/context. | 0 points **0 Points** Not addressed. | Score of Recommend Problem Resolution, / 25 |
| Hypothesis Testing Plan | 30 points **30 Points** Explicitly provides all **3 elements**: clearly stated hypotheses (null and alternative), justified test selection, and explicitly outlined steps with significance level stated. | 24 points **24 Points** Explicitly provides **2 elements** clearly (hypotheses, test selection, steps/significance level). | 18 points **18 Points** Explicitly provides **1 element** clearly (hypotheses, test selection, or steps/significance level). | 12 points **12 Points** Provides elements generally or vaguely without clear justification or details. | 0 points **0 Points** Not addressed. | Score of Hypothesis Testing Plan, / 30 |
| Perform Analysis and Interpret Results | 35 points **35 Points** Explicitly provides all **3 elements**: accurate test statistic, accurate p-value, and clearly stated decision (reject/fail to reject null) with explicit management implications. | 28 points **28 Points** Explicitly provides **2 elements** clearly and accurately (test statistic, p-value, conclusion with management implications). | 32 points **32 Points** Explicitly provides **1 element** clearly and accurately (test statistic, p-value, or conclusion). Management implications vague or minimal. | 14 points **14 Points** Analysis and interpretation unclear, inaccurate, or incomplete; management implications minimally addressed. | 0 points **0 Points** Not addressed. | Score of Perform Analysis and Interpret Results, / 35 |
| Excel Calculations and Formulas | 10 points **10 Points** Excel file explicitly includes all **3 required elements**: clear calculations, correct statistical output, and formulas clearly visible and accurate. | 9 points **9 Points** Excel file explicitly includes **2 required elements** clearly and accurately (calculations, output, formulas). | 6 points **6 Points** Excel file explicitly includes **1 required element** clearly and accurately (calculations, output, or formulas). | 3 points **3 Points** Excel file submitted but unclear, incomplete, or significantly inaccurate. | 0 points **0 Points** No Excel file submitted. | Score of Excel Calculations and Formulas, / 10 |
| Professional Writing and Formatting | 10 points **10 Points** Submission explicitly meets all **3 criteria**: labeled responses, professional language appropriate for audience, and within required word count (500-750). | 9 points **9 Points** Submission explicitly meets **2 criteria** clearly and accurately. | 6 points **6 Points** Submission explicitly meets **1 criterion** clearly (labeled responses, professional language, or word count). | 3 points **3 Points** Submission incomplete, unclear, unprofessional, or significantly out of word count range. | 0 points **0 Points** Not addressed. | Score of Professional Writing and Formatting, / 10 |
| Skills | 15 points **15 Points** The student skillfully and consistently integrates relevant skills into the assignment. Application is accurate, contextually appropriate, and enhances the depth or originality of the assignment. Demonstrates mastery through insightful use of skills. | 12 points **12 Points** The student applies relevant skills accurately and appropriately. The use of skills supports key ideas or analysis and demonstrates a strong understanding. Integration is effective but may lack the depth or originality of a mastery-level response. | 9 points **9 Points** The student applies relevant skills inconsistently or with partial success. Connections to the assignment may be unclear, generalized, or only loosely aligned with the topic. Demonstrates a basic understanding but with limited integration. | 6 points **6 Points** The student attempts to apply relevant skills but with evident inaccuracies, oversimplifications, or weak alignment with the assignment content. Demonstrates limited awareness or understanding. | | |

**## MGMT650AsssignmentInstructions.docx**

Instructions

Choose one of the two scenarios provided below (Healthcare or Business Management). Review your chosen scenario carefully and complete the four tasks that follow. This assignment assesses your ability to evaluate the statistical suitability of a problem, recommend a solution based on data, and construct and execute a hypothesis testing plan using appropriate statistical methods.

**Scenario 1: Healthcare Management**

**Context:**

You are a hospital administrator at GeneralCare Hospital. Recently, patient feedback has indicated growing dissatisfaction with wait times in the outpatient clinic. You are asked to analyze wait time data and determine whether the concern is statistically valid and actionable.

**Data Collected:**

· Average patient wait time: 55 minutes

· National average wait time benchmark: 45 minutes

· Standard deviation of wait times: 12 minutes

· Sample size of surveyed patients: 150

**Tasks:**

**Evaluate Problem Suitability (CLO1):**

· Is this issue appropriate for statistical analysis using hypothesis testing? Provide a clear justification.

· Identify the key factors you considered in determining whether this is a suitable problem for statistical evaluation.

**Recommend Problem Resolution (CLO2):**

· Based on the data provided, what initial recommendations would you make to clinic management regarding patient wait times?

· Address operational or contextual factors that may impact your recommendation.

**Hypothesis Testing Plan (CLO4):**

· State your null and alternative hypotheses to test whether GeneralCare Hospital’s wait times significantly exceed the national average.

· Identify and justify the appropriate hypothesis test for this scenario (e.g., z-test or t-test).

· Briefly outline the steps you would take to perform the test, including selection of a significance level.

**Perform Analysis and Interpret Results:**

· Conduct the hypothesis test using the provided data.

· Report the test statistic, p-value, and your conclusion.

· Clearly explain whether you reject or fail to reject the null hypothesis, and describe the implications for hospital management.

**Scenario 2: Business Management – Human Resources**

**Context:**

You are an HR analyst at a mid-sized professional services firm. Leadership recently implemented a revised onboarding and training program aimed at improving early-stage productivity for new employees. Now that the program has been in place for one quarter, you are asked to evaluate whether the program has had a statistically significant effect on new employee performance.

**Data Collected:**

· Average productivity score after training implementation: 82

· Historical average productivity score before the new program: 78

· Standard deviation of productivity scores: 10

· Sample size of new employees evaluated: 50

**Tasks:**

**Evaluate Problem Suitability (CLO1):**

· Is this employee performance issue appropriate for statistical analysis using hypothesis testing? Clearly justify your evaluation.

· What considerations are critical when determining whether this is a statistically suitable issue?

**Recommend Problem Resolution (CLO2):**

· Based on the descriptive data provided, what initial recommendations could you propose to HR leadership regarding the new onboarding program?

· Include any relevant ethical, operational, or strategic factors that may influence your recommendation.

**Hypothesis Testing Plan (CLO4):**

· Clearly state your null and alternative hypotheses to test whether the new training program significantly improved employee productivity.

· Identify and justify the appropriate hypothesis test (e.g., z-test, t-test) for this analysis.

· Briefly describe the steps you would take to conduct this hypothesis test.

**Perform Analysis and Interpret Results:**

· Conduct the hypothesis test using the provided data.

· Report the test statistic, p-value, and your conclusion.

· Clearly explain whether you reject or fail to reject the null hypothesis, and what this means for decisions about the future of the onboarding program.

Submission Guidelines / Criteria for Success

Clearly label your responses under each of the four numbered tasks.

· Submit a Word document report (500–750 words) with your written responses.

· Submit an Excel file that includes your statistical calculations, output, and any formulas used.

· Use professional and concise language appropriate for a business or healthcare management audience.

**## MGMT650AssignmentRubric.docx**

| | | | | | | |
| — | — | — | — | — | — | — |
| **Criteria** | **Exemplary** | **Proficient** | **Developing** | **Needs Improvement** | **Not Submitted** | **Criterion Score** |
| Evaluate Problem Suitability | 25 points **25 Points** Explicitly identifies **3 factors** determining suitability and provides a clear, detailed justification explicitly aligned with the scenario. | 20 points **20 Points** Explicitly identifies **2 factors** and provides justification clearly aligned with scenario. | 15 points **15 Points** Explicitly identifies **1 factor** with minimal justification provided. | 10 points **10 Points** Identifies factors vaguely; justification unclear or minimal. | 0 points **0 Points** Not addressed. | Score of Evaluate Problem Suitability, / 25 |
| Recommend Problem Resolution | 25 points **25 Points** Provides **2 actionable recommendations** explicitly based on provided data and clearly addresses operational/contextual factors explicitly. | 20 points **20 Points** Provides **1 actionable recommendation** explicitly based on provided data and clearly addresses operational/contextual factors. | 15 points **15 Points** Provides **1 actionable recommendation** explicitly based on provided data, but operational/contextual factors vaguely addressed. | 10 points **10 Points** Provides general or vague recommendations; minimal connection to data/context. | 0 points **0 Points** Not addressed. | Score of Recommend Problem Resolution, / 25 |
| Hypothesis Testing Plan | 30 points **30 Points** Explicitly provides all **3 elements**: clearly stated hypotheses (null and alternative), justified test selection, and explicitly outlined steps with significance level stated. | 24 points **24 Points** Explicitly provides **2 elements** clearly (hypotheses, test selection, steps/significance level). | 18 points **18 Points** Explicitly provides **1 element** clearly (hypotheses, test selection, or steps/significance level). | 12 points **12 Points** Provides elements generally or vaguely without clear justification or details. | 0 points **0 Points** Not addressed. | Score of Hypothesis Testing Plan, / 30 |
| Perform Analysis and Interpret Results | 35 points **35 Points** Explicitly provides all **3 elements**: accurate test statistic, accurate p-value, and clearly stated decision (reject/fail to reject null) with explicit management implications. | 28 points **28 Points** Explicitly provides **2 elements** clearly and accurately (test statistic, p-value, conclusion with management implications). | 32 points **32 Points** Explicitly provides **1 element** clearly and accurately (test statistic, p-value, or conclusion). Management implications vague or minimal. | 14 points **14 Points** Analysis and interpretation unclear, inaccurate, or incomplete; management implications minimally addressed. | 0 points **0 Points** Not addressed. | Score of Perform Analysis and Interpret Results, / 35 |
| Excel Calculations and Formulas | 10 points **10 Points** Excel file explicitly includes all **3 required elements**: clear calculations, correct statistical output, and formulas clearly visible and accurate. | 9 points **9 Points** Excel file explicitly includes **2 required elements** clearly and accurately (calculations, output, formulas). | 6 points **6 Points** Excel file explicitly includes **1 required element** clearly and accurately (calculations, output, or formulas). | 3 points **3 Points** Excel file submitted but unclear, incomplete, or significantly inaccurate. | 0 points **0 Points** No Excel file submitted. | Score of Excel Calculations and Formulas, / 10 |
| Professional Writing and Formatting | 10 points **10 Points** Submission explicitly meets all **3 criteria**: labeled responses, professional language appropriate for audience, and within required word count (500-750). | 9 points **9 Points** Submission explicitly meets **2 criteria** clearly and accurately. | 6 points **6 Points** Submission explicitly meets **1 criterion** clearly (labeled responses, professional language, or word count). | 3 points **3 Points** Submission incomplete, unclear, unprofessional, or significantly out of word count range. | 0 points **0 Points** Not addressed. | Score of Professional Writing and Formatting, / 10 |
| Skills | 15 points **15 Points** The student skillfully and consistently integrates relevant skills into the assignment. Application is accurate, contextually appropriate, and enhances the depth or originality of the assignment. Demonstrates mastery through insightful use of skills. | 12 points **12 Points** The student applies relevant skills accurately and appropriately. The use of skills supports key ideas or analysis and demonstrates a strong understanding. Integration is effective but may lack the depth or originality of a mastery-level response. | 9 points **9 Points** The student applies relevant skills inconsistently or with partial success. Connections to the assignment may be unclear, generalized, or only loosely aligned with the topic. Demonstrates a basic understanding but with limited integration. | 6 points **6 Points** The student attempts to apply relevant skills but with evident inaccuracies, oversimplifications, or weak alignment with the assignment content. Demonstrates limited awareness or understanding. | | |

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