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Benchmark Assignment - Data Analysis Case Study

Review "Benchmark Assignment - Data Analysis Case Study" and evaluating operations for a local restaurant.

Although your friend and restauranteur Michael Tanaglia offered to go over your findings in person, you believe it would be appropriate to also prepare a report and document your findings in writing. Explain your approach for each evaluation and the rationale for the methods you used.

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Answer -

The Cicero Italian Restaurant has a very good and long lasting reputation in Chicago which is located in Great Phoenix area. The report based on the method for assessing how consumer satisfaction is enhanced in the Cicero Italian restaurant. To gather the data's about it the exploration was engaged in a restaurant which is arranged in Helsinki. Client perception was finished by including different customers during the time spent enhancing the service characteristics given by the restaurant. Moreover, Customers felt changes in the restaurant when they came to realize that eatery is committed to making the enhancement in consumer loyalty. The investigation focuses on how eatery is greatly engaged to accomplish their center objectives if there should be an occurrence of client fulfilment just as about their situation in the perspective of their esteemed customer. (Budhathoki, 2018)

We are applying the quantitative analytic skill to this case study and investigation to help the Glendale eatery in 3 of the key factors. The 3 key factors are customer satisfaction, customer forecasting, and staff scheduling. You will discover the following data accessible.

Cicero Italian Restaurant - Glendale Location

This report has 3 different assessments. The first evaluation is the diverse areas of consumer satisfaction and the amount putting in. The second assessment is the strategy that is utilized to help locate the most minimal measure of mistake the forecast that ought to be anticipated in December. The third and last assessment will concentrate on the staff plan and the right number of staff that should report at each begin date and time. These evaluations are to ensure the restaurant has the appropriate numbers of staff for every single secured region of the Cicero restaurant.

The First Evaluation

The first assessment is appearing at utilizing the multiple linear regressions to find the variable which is more important in this expectation. What we have is independent factors, from which we bring out the solution for customer satisfaction and spending. Customers are the key method for running business fruitful and the fulfilled customers are the base of the restaurant for the development in productivity and even in the competitive business world. From time and period, it has been viewed as that consumer satisfaction is the center component for each sort of business. By this component, a restaurant can make noteworthy generosity, market and benefits development and enhancement in service quality also. A significant number of scientists and creators gave different clarifications about consumer satisfaction. (Zuusworkforce, 2018)

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SUMMARY OUTPUT

Regression Statistics

Multiple R

0.446804621

R Square

0.19963437

Adjusted R Square

0.106568599

Standard Error

0.47740567

Observations

49

ANOVA


df

SS

MS

F

Significance F

Regression

5

2.444502484

0.488900497

2.145089086

0.078148692

Residual

43

9.800395475

0.227916174



Total

48

12.24489796




 

 

Coefficients

Standard Error

t Stat

P-value

Lower 95%

Upper 95%

Lower 95.0%

Upper 95.0%

Intercept

1.769626381

0.51522314

3.434679546

0.001325496

0.730579907

2.808672855

0.730579907

2.808672855

Satisfaction with Service

-0.210404715

0.175585871

-1.198300945

0.237362872

-0.564507366

0.143697937

-0.564507366

0.143697937

Satisfaction with Food

0.060655907

0.121749938

0.498200718

0.620881283

-0.184876241

0.306188054

-0.184876241

0.306188054

Overall Satisfaction

-0.047496257

0.241986079

-0.196276818

0.845318196

-0.535507689

0.440515174

-0.535507689

0.440515174

Driving Distance to Restaurant

-0.012688694

0.015175371

-0.836137376

0.407700121

-0.043292745

0.017915356

-0.043292745

0.017915356

Total Bill

0.020931327

0.015358267

1.362870352

0.180018311

-0.01004157

0.051904223

-0.01004157

0.051904223

From this determination, we found that overall satisfaction is highly affected by the administration. As any of the customer's of the Cicero Italian Restaurant can express the good service that trumps everything. From the further process and the further review we found using the linear regression analysis that overall satisfaction gets affected by the quality of the food. In reference to the above figure, a P value of .08 makes the direct reflection of the low value of P will create a reflection of the customer satisfaction.

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The Second Evaluation

It is more important to forecast the number of customer for the organization to provide the consistent customer traffic and to project the future sales of the restaurant.

Month

No. of Customer

1

650

2

725

3

850

4

825

5

865

6

915

7

900

8

930

9

950

10

899

11

935

12

1003.963636

And the forecast says, we can expect the number of customer of 1000. The forecast uses the linear regression, and here explained the data more visually by creating the chart. From the chart we can found the forecasting of the number of customers through the trend line, which is more similar to our prediction which is around 1003 customers for the month of December. (NTHU, 2016)

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The Third Evaluation

As it should be obvious, every day covers two individuals for somewhere around an hour to give one individual time to deal with any work, restocking while the other individual remains accessible to support customers. Every worker is given changing movement times to give measure up to chance to tips and preparing background. You'll additionally see that, while in a perfect world your days of work will dependably start and finish in the meantime, there will probably be occurrences where you'll have to attach a couple of hours to a move to compensate for a worker's time off or another variable. In these cases, it's a smart thought to plan extended movements for slower days so your staffs don't get excessively exhausted. (Webstaurantstore, 2018)

Conclusion

This report brought out the result of all the three evaluation with the given dataset and explained it with chart. A Cicero Italian Restaurant dependably presents its product/administration in the focused market to fulfil the need of buyers accessible in the market. Guaranteeing that each staff part has a considerable lot of time off goes far towards averting pressure and weariness. You should enlist enough individuals with the goal that everybody can have two days off every week, and if those days can be back to back, that is perfect. By extinguishing the interest of customers if the restaurant can satisfy a client through its item and administration then that is consumer loyalty for it to some degree. An all around fulfilled client dependably brings the inspiration for the business. This inspiration is the after effect of consumer loyalty which likewise brings the unwaveringness in clients towards the item and generosity of the Cicero Restaurant. (Budhathoki, 2018).

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