I need this for Sunday at 10pm This assignment is intended to help you learn how to apply statistical methods when analyzing operational data, evaluating the performance of current marketing strategies, and recommending actionable business decisions This is an opportunity to build critical thinking and problem solving skills within the context of data analysis and interpretation You'll gain a first hand understanding of how data analytics supports decision making and adds value to an organization Scenario Pastas R Us, Inc is a fast casual restaurant chain specializing in noodle based dishes, soups, and salads Since its inception, the business development team has favored opening new restaurants in areas (within a 3 mile radius) that satisfy the following demographic conditions Median age between 25 45 years old Household median income above national average At least 15 college educated adult population Last year, the marketing department rolled out a Loyalty Card strategy to increase sales Under this program, customers present their Loyalty Card when paying for their orders and receive some free food after making 10 purchases The company has collected data from its 74 restaurants to track important variables such as average sales per customer, year on year sales growth, sales per sq ft , Loyalty Card usage as a percentage of sales, and others A key metric of financial performance in the restaurant industry is annual sales per sq ft For example, if a 1200 sq ft restaurant recorded $2 million in sales last year, then it sold $1,667 per sq ft Executive management wants to know whether the current expansion criteria can be improved They want to evaluate the effectiveness of the Loyalty Card marketing strategy and identify feasible, actionable opportunities for improvement As a member of the analytics department, you've been assigned the responsibility of conducting a thorough statistical analysis of the company's available database to answer executive management's questions Report Write a 750 word statistical report that includes the following sections Section 1 Scope and descriptive statistics Section 2 Analysis Section 3 Recommendations and Implementation Section 1 Scope and descriptive statistics State the report's objective Discuss the nature of the current database What variables were analyzed Summarize your descriptive statistics findings from Excel Use a table and insert appropriate graphs Section 2 Analysis Using Excel, create scatter plots and display the regression equations for the following pairs of variables BachDeg versus Sales SqFt MedIncome versus Sales SqFt MedAge versus Sales SqFt LoyaltyCard( ) versus SalesGrowth( ) In your report, include the scatter plots For each scatter plot, designate the type of relationship observed (increasing positive, decreasingegative, or no relationship) and determine what you can conclude from these relationships Section 3 Recommendations and implementation Based on your findings above, assess which expansion criteria seem to be more effective Could any expansion criterion be changed or eliminated If so, which one and why Based on your findings above, does it appear as if the Loyalty Card is positively correlated with sales growth Would you recommend changing this marketing strategy Based on your previous findings, recommend marketing positioning that targets a specific demographic (Hint Are younger people patronizing the restaurants more than older people ) Indicate what information should be collected to track and evaluate the effectiveness of your recommendations How can this data be collected (Hint Would you use survey samples or census ) Cite references to support your assignment Format your citations according to APA guidelines Submit your assignment Pastas R Us, Inc Database (n 74 restaurants) Per Person Sales Growth Over Loyalty Card of Annual Sales Median HH Income Square Feet Average Spending Previous Year ( ) Net Sales Per Sq Ft (3 Miles) Obs 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 SqFt 2354 2604 2453 2340 2500 2806 2250 2400 2709 1990 2392 2408 2627 2500 1986 2500 2668 2517 1251 2998 2625 2300 2761 2764 2430 2154 2400 2430 2549 Sales Person 6 81 7 57 6 89 7 13 7 04 6 93 7 11 7 13 6 58 6 77 6 66 7 03 7 03 7 00 7 38 7 18 7 35 6 95 7 02 6 85 7 16 6 99 7 28 7 07 7 05 6 54 6 70 6 91 7 58 Noodles Database Page 1 of 3 SalesGrowth 8 31 4 01 3 94 3 39 3 30 1 94 0 77 0 37 0 25 0 17 0 47 0 55 0 77 1 92 2 05 2 12 2 84 2 88 3 96 4 04 4 05 4 05 4 24 4 58 5 09 5 14 5 48 5 86 5 91 LoyaltyCard 2 07 2 54 1 66 2 06 2 48 2 96 2 28 2 34 2 20 2 34 2 09 2 47 2 04 2 02 2 01 2 64 2 22 2 07 1 94 2 17 0 72 2 00 1 81 2 13 2 50 2 63 1 95 2 04 1 41 Sales SqFt 701 97 209 93 364 92 443 04 399 20 264 64 571 59 642 25 461 45 638 82 484 38 581 09 267 71 572 84 586 48 368 73 351 47 458 24 987 12 357 45 405 77 680 80 368 02 303 95 393 90 562 12 494 88 310 07 373 46 Printed 06 14 2020 MedIncome 45177 51888 51379 66081 50999 41562 44196 50975 72808 79070 78497 41245 33003 90988 37950 45206 79312 37345 46226 70024 54982 54932 34097 46593 51893 88162 89016 114353 75366 Median Age w Bachelor's (3 Miles) Degree (3 Miles) MedAge 34 4 41 2 40 3 35 4 31 5 36 3 35 1 37 6 34 9 34 8 36 2 32 2 30 9 37 7 34 3 32 4 32 1 31 4 30 4 33 9 35 6 35 9 33 6 37 9 40 6 37 7 36 4 40 9 35 0 BachDeg 31 20 24 29 18 30 14 33 28 29 39 23 22 37 24 17 37 22 36 34 26 20 20 26 21 37 34 34 30 Doane Seward Pastas R Us, Inc Database (n 74 restaurants) Per Person Sales Growth Over Loyalty Card of Annual Sales Median HH Income Square Feet Average Spending Previous Year ( ) Net Sales Per Sq Ft (3 Miles) Obs 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 SqFt 2500 3653 2440 2600 2160 2800 2757 2450 2400 2270 2800 2520 2487 2629 3200 2335 2500 2449 2625 3150 2625 2741 2500 2450 2986 2967 3000 2500 2600 Sales Person 7 03 6 84 6 94 7 07 7 00 7 08 6 75 6 81 7 64 6 62 6 76 7 11 7 05 6 90 7 17 6 75 7 45 7 00 6 96 7 30 6 96 6 71 6 82 6 58 7 56 6 98 7 28 6 76 6 92 Noodles Database Page 2 of 3 SalesGrowth 5 98 6 08 6 08 6 13 6 27 6 57 6 90 6 94 7 12 7 39 7 67 7 91 8 08 8 27 8 54 8 58 8 72 8 75 8 79 8 90 9 12 9 47 10 17 10 66 10 97 11 34 11 45 11 51 11 73 LoyaltyCard 2 05 2 13 2 08 2 73 1 95 2 04 1 62 1 95 1 64 1 78 2 23 2 15 2 83 2 37 3 07 2 19 1 28 1 76 2 51 1 90 1 98 2 41 2 17 2 16 0 29 1 85 1 88 2 19 2 56 Sales SqFt 235 81 413 08 625 22 274 30 542 62 178 56 375 33 329 09 297 37 323 17 468 84 352 57 380 34 398 12 312 15 452 16 698 64 367 19 431 93 367 06 400 53 414 36 481 11 538 06 330 48 249 93 291 87 517 40 551 58 Printed 06 14 2020 MedIncome 48163 49956 45990 45723 43800 68711 65150 39329 63657 67099 75151 93876 79701 77115 52766 32929 87863 73752 85366 39180 56077 77449 56822 80470 55584 78001 75307 76375 61857 Median Age w Bachelor's (3 Miles) Degree (3 Miles) MedAge 26 4 37 1 30 3 31 3 29 6 32 9 40 7 29 3 37 3 39 8 33 9 35 0 35 0 35 9 33 0 30 9 38 5 40 5 32 1 34 8 38 0 37 0 34 7 36 4 36 8 32 2 34 8 36 7 33 8 BachDeg 16 28 36 18 36 18 24 22 29 25 28 40 39 30 17 22 29 19 29 18 19 34 25 30 21 30 30 28 31 Doane Seward Pastas R Us, Inc Database (n 74 restaurants) Per Person Sales Growth Over Loyalty Card of Annual Sales Median HH Income Square Feet Average Spending Previous Year ( ) Net Sales Per Sq Ft (3 Miles) Obs 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 SqFt 2800 2986 2223 2300 3799 2700 2650 2500 2994 2718 3700 2000 2400 2450 2575 2400 Sales Person 6 73 6 91 6 77 7 33 7 87 6 95 7 33 6 95 7 21 7 25 7 65 6 93 6 79 7 37 6 76 7 97 Noodles Database Page 3 of 3 SalesGrowth 11 83 11 95 12 47 12 80 13 78 14 09 14 23 14 60 14 88 15 42 16 18 17 23 18 43 20 76 25 54 28 81 LoyaltyCard 2 16 2 10 1 98 0 87 1 07 3 38 1 17 2 14 0 93 2 22 1 68 2 41 2 81 1 09 0 64 1 77 Sales SqFt 386 81 427 50 453 94 512 46 345 27 234 04 348 33 348 47 294 95 361 14 467 71 403 78 245 74 339 94 400 82 326 54 Printed 06 14 2020 MedIncome 61312 72040 92414 92602 59599 72453 67925 42631 75652 39650 48033 67403 80597 60928 73762 64225 Median Age w Bachelor's (3 Miles) Degree (3 Miles) MedAge 34 2 39 0 34 9 39 3 35 6 36 0 41 1 24 7 40 5 32 9 30 3 36 2 32 4 43 5 41 6 31 4 BachDeg 16 31 40 33 28 23 16 25 25 18 15 19 27 21 29 15 Doane Seward

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I need this for Sunday at 10pm This assignment is intended to help you learn how to apply statistical methods when analyzing operational data, evaluating

I need this for Sunday at 10pm

This assignment is intended to help you learn how to apply statistical methods when analyzing operational data, evaluating the performance of current marketing strategies, and recommending actionable business decisions. This is an opportunity to build critical-thinking and problem-solving skills within the context of data analysis and interpretation. You'll gain a first-hand understanding of how data analytics supports decision-making and adds value to an organization.

Scenario:

Pastas R Us, Inc. is a fast-casual restaurant chain specializing in noodle-based dishes, soups, and salads. Since its inception, the business development team has favored opening new restaurants in areas (within a 3-mile radius) that satisfy the following demographic conditions:

Median age between 25 - 45 years old
Household median income above national average
At least 15% college educated adult population

Last year, the marketing department rolled out a Loyalty Card strategy to increase sales. Under this program, customers present their Loyalty Card when paying for their orders and receive some free food after making 10 purchases.
The company has collected data from its 74 restaurants to track important variables such as average sales per customer, year-on-year sales growth, sales per sq. ft., Loyalty Card usage as a percentage of sales, and others. A key metric of financial performance in the restaurant industry is annual sales per sq. ft. For example, if a 1200 sq. ft. restaurant recorded $2 million in sales last year, then it sold $1,667 per sq. ft.
Executive management wants to know whether the current expansion criteria can be improved. They want to evaluate the effectiveness of the Loyalty Card marketing strategy and identify feasible, actionable opportunities for improvement. As a member of the analytics department, you've been assigned the responsibility of conducting a thorough statistical analysis of the company's available database to answer executive management's questions.

Report:

Write a 750-word statistical report that includes the following sections:

Section 1: Scope and descriptive statistics
Section 2: Analysis
Section 3: Recommendations and Implementation

Section 1 - Scope and descriptive statistics

State the report's objective.
Discuss the nature of the current database. What variables were analyzed?
Summarize your descriptive statistics findings from Excel. Use a table and insert appropriate graphs.

Section 2 - Analysis

Using Excel, create scatter plots and display the regression equations for the following pairs of variables:
"BachDeg%" versus "Sales/SqFt"
"MedIncome" versus "Sales/SqFt"
"MedAge" versus "Sales/SqFt"
"LoyaltyCard(%)" versus "SalesGrowth(%)"
In your report, include the scatter plots. For each scatter plot, designate the type of relationship observed (increasing/positive, decreasingegative, or no relationship) and determine what you can conclude from these relationships.

Section 3: Recommendations and implementation

Based on your findings above, assess which expansion criteria seem to be more effective.Could any expansion criterion be changed or eliminated? If so, which one and why?
Based on your findings above, does it appear as if the Loyalty Card is positively correlated with sales growth? Would you recommend changing this marketing strategy?
Based on your previous findings, recommend marketing positioning that targets a specific demographic. (Hint: Are younger people patronizing the restaurants more than older people?)
Indicate what information should be collected to track and evaluate the effectiveness of your recommendations. How can this data be collected? (Hint: Would you use survey/samples or census?)

Cite references to support your assignment.
Format your citations according to APA guidelines.
Submityour assignment.

Pastas R Us, Inc. Database (n = 74 restaurants) Per Person Sales Growth Over Loyalty Card % of Annual Sales Median HH Income Square Feet Average Spending Previous Year (%) Net Sales Per Sq Ft (3 Miles) Obs 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 SqFt 2354 2604 2453 2340 2500 2806 2250 2400 2709 1990 2392 2408 2627 2500 1986 2500 2668 2517 1251 2998 2625 2300 2761 2764 2430 2154 2400 2430 2549 Sales/Person 6.81 7.57 6.89 7.13 7.04 6.93 7.11 7.13 6.58 6.77 6.66 7.03 7.03 7.00 7.38 7.18 7.35 6.95 7.02 6.85 7.16 6.99 7.28 7.07 7.05 6.54 6.70 6.91 7.58 Noodles Database - Page 1 of 3 SalesGrowth% -8.31 -4.01 -3.94 -3.39 -3.30 -1.94 -0.77 -0.37 -0.25 -0.17 0.47 0.55 0.77 1.92 2.05 2.12 2.84 2.88 3.96 4.04 4.05 4.05 4.24 4.58 5.09 5.14 5.48 5.86 5.91 LoyaltyCard% 2.07 2.54 1.66 2.06 2.48 2.96 2.28 2.34 2.20 2.34 2.09 2.47 2.04 2.02 2.01 2.64 2.22 2.07 1.94 2.17 0.72 2.00 1.81 2.13 2.50 2.63 1.95 2.04 1.41 Sales/SqFt 701.97 209.93 364.92 443.04 399.20 264.64 571.59 642.25 461.45 638.82 484.38 581.09 267.71 572.84 586.48 368.73 351.47 458.24 987.12 357.45 405.77 680.80 368.02 303.95 393.90 562.12 494.88 310.07 373.46 Printed 06/14/2020 MedIncome 45177 51888 51379 66081 50999 41562 44196 50975 72808 79070 78497 41245 33003 90988 37950 45206 79312 37345 46226 70024 54982 54932 34097 46593 51893 88162 89016 114353 75366 Median Age % w/ Bachelor's (3 Miles) Degree (3 Miles) MedAge 34.4 41.2 40.3 35.4 31.5 36.3 35.1 37.6 34.9 34.8 36.2 32.2 30.9 37.7 34.3 32.4 32.1 31.4 30.4 33.9 35.6 35.9 33.6 37.9 40.6 37.7 36.4 40.9 35.0 BachDeg% 31 20 24 29 18 30 14 33 28 29 39 23 22 37 24 17 37 22 36 34 26 20 20 26 21 37 34 34 30 Doane/Seward Pastas R Us, Inc. Database (n = 74 restaurants) Per Person Sales Growth Over Loyalty Card % of Annual Sales Median HH Income Square Feet Average Spending Previous Year (%) Net Sales Per Sq Ft (3 Miles) Obs 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 SqFt 2500 3653 2440 2600 2160 2800 2757 2450 2400 2270 2800 2520 2487 2629 3200 2335 2500 2449 2625 3150 2625 2741 2500 2450 2986 2967 3000 2500 2600 Sales/Person 7.03 6.84 6.94 7.07 7.00 7.08 6.75 6.81 7.64 6.62 6.76 7.11 7.05 6.90 7.17 6.75 7.45 7.00 6.96 7.30 6.96 6.71 6.82 6.58 7.56 6.98 7.28 6.76 6.92 Noodles Database - Page 2 of 3 SalesGrowth% 5.98 6.08 6.08 6.13 6.27 6.57 6.90 6.94 7.12 7.39 7.67 7.91 8.08 8.27 8.54 8.58 8.72 8.75 8.79 8.90 9.12 9.47 10.17 10.66 10.97 11.34 11.45 11.51 11.73 LoyaltyCard% 2.05 2.13 2.08 2.73 1.95 2.04 1.62 1.95 1.64 1.78 2.23 2.15 2.83 2.37 3.07 2.19 1.28 1.76 2.51 1.90 1.98 2.41 2.17 2.16 0.29 1.85 1.88 2.19 2.56 Sales/SqFt 235.81 413.08 625.22 274.30 542.62 178.56 375.33 329.09 297.37 323.17 468.84 352.57 380.34 398.12 312.15 452.16 698.64 367.19 431.93 367.06 400.53 414.36 481.11 538.06 330.48 249.93 291.87 517.40 551.58 Printed 06/14/2020 MedIncome 48163 49956 45990 45723 43800 68711 65150 39329 63657 67099 75151 93876 79701 77115 52766 32929 87863 73752 85366 39180 56077 77449 56822 80470 55584 78001 75307 76375 61857 Median Age % w/ Bachelor's (3 Miles) Degree (3 Miles) MedAge 26.4 37.1 30.3 31.3 29.6 32.9 40.7 29.3 37.3 39.8 33.9 35.0 35.0 35.9 33.0 30.9 38.5 40.5 32.1 34.8 38.0 37.0 34.7 36.4 36.8 32.2 34.8 36.7 33.8 BachDeg% 16 28 36 18 36 18 24 22 29 25 28 40 39 30 17 22 29 19 29 18 19 34 25 30 21 30 30 28 31 Doane/Seward Pastas R Us, Inc. Database (n = 74 restaurants) Per Person Sales Growth Over Loyalty Card % of Annual Sales Median HH Income Square Feet Average Spending Previous Year (%) Net Sales Per Sq Ft (3 Miles) Obs 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 SqFt 2800 2986 2223 2300 3799 2700 2650 2500 2994 2718 3700 2000 2400 2450 2575 2400 Sales/Person 6.73 6.91 6.77 7.33 7.87 6.95 7.33 6.95 7.21 7.25 7.65 6.93 6.79 7.37 6.76 7.97 Noodles Database - Page 3 of 3 SalesGrowth% 11.83 11.95 12.47 12.80 13.78 14.09 14.23 14.60 14.88 15.42 16.18 17.23 18.43 20.76 25.54 28.81 LoyaltyCard% 2.16 2.10 1.98 0.87 1.07 3.38 1.17 2.14 0.93 2.22 1.68 2.41 2.81 1.09 0.64 1.77 Sales/SqFt 386.81 427.50 453.94 512.46 345.27 234.04 348.33 348.47 294.95 361.14 467.71 403.78 245.74 339.94 400.82 326.54 Printed 06/14/2020 MedIncome 61312 72040 92414 92602 59599 72453 67925 42631 75652 39650 48033 67403 80597 60928 73762 64225 Median Age % w/ Bachelor's (3 Miles) Degree (3 Miles) MedAge 34.2 39.0 34.9 39.3 35.6 36.0 41.1 24.7 40.5 32.9 30.3 36.2 32.4 43.5 41.6 31.4 BachDeg% 16 31 40 33 28 23 16 25 25 18 15 19 27 21 29 15 Doane/Seward