Analysis of Categorical Data at Marada Inn and Pelican Stores

 
 
Guests staying at Marada Inn were asked to rate the quality of
their accommodations as being 
excellent
, 
above average
,
average
, 
below average
, or 
poor
.  The ratings provided by a
sample of 20 guests are:
 
 
Below Average
 Above Average
 Above Average
 Average
 Above Average
 Average
 Above Average
 
 
Average
 Above Average
 Below Average
 Poor
 Excellent
 Above Average
 Average
 
 
Above Average
 Above Average
 Below Average
 Poor
 Above Average
 Average
Example:
  Marada Inn
 
3
 
 
9
 
 
5
 
 
2
 
 1
Categorical Data
 
  1
 
           
Poor
 
Below Average
Average
 
Above Average
Excellent
  
Rating
Frequency
Example:
  Marada Inn
 
Total
 
     20
2
3
5
9
Categorical Data
 
  
Poor
Below Average
Average
Above Average
Excellent
 
   10
   15
   25
   45
   
  5
 100
  Relative
Frequency
  Percent
Frequency
Rating
Example:
  Marada Inn
 
  .05
 
1.00
 
.10
 
.15
 
.25
 
.45
  1
Total
 
     20
2
3
5
9
Frequency
Categorical Data
 
Poor
Below
Average
Average
 Above
Average
Excellent
Frequency
Rating
Categorical Data
Marada Inn Quality Ratings
 
 
   
Below
Average
    15%
 
Average
    25%
  Above
Average
    45%
 
Poor
10%
 
Excellent
      5%
 
Marada Inn
 
Quality Ratings
Categorical Data
 
Pelican Stores
Pelican Stores is chain of women’s apparel stores. It recently ran a promotion in which
discount coupons were set to customers of other National Clothing stores. Data collected for a
sample of 100 in-store credit card transactions at Pelican Stores during one day while the
promotion was running are shown in Table 2.18. Customers who made a purchase using a
discount coupon are referred to as
 promotional customers
 and customers who made a purchase
but did not use a discount coupon are referred to as 
regular customers
. Because the
promotional coupons were not set to regular Pelican Stores  customers, management considers
the sales made to people presenting the promotional coupons as sales it would not otherwise
make.
Customer 5
purchased 2 items,
… which cost her $54
 
Pelican Stores
Pelican Stores is chain of women’s apparel stores. It recently ran a promotion in which
discount coupons were set to customers of other National Clothing stores. Data collected for a
sample of 100 in-store credit card transactions at Pelican Stores during one day while the
promotion was running are shown in Table 2.18. Customers who made a purchase using a
discount coupon are referred to as
 promotional customers
 and customers who made a purchase
but did not use a discount coupon are referred to as 
regular customers
. Because the
promotional coupons were not set to regular Pelican Stores  customers, management considers
the sales made to people presenting the promotional coupons as sales it would not otherwise
make.
Pelican’s management would like to use this sample data to learn about its customer
base and to evaluate the promotion involving discounts.
Managerial Report
1.
Using graphs and tables, summarize the qualitative variables.
 
Example:
  Hudson Auto Repair
 
The manager of Hudson Auto would like to have better
understanding of the cost of parts used in the engine tune-
ups performed in the shop.  She examines 50 customer
invoices for tune-ups.  The costs of parts, rounded to the
nearest dollar.
Quantitative Data
 
sorted
 
minimum
 
maximum
Example:
  Hudson Auto Repair
Quantitative Data
 
 
13
 
 
2
 
16
 
7
 
7
 
   5
50-59
60-69
70-79
80-89
90-99
100-109
  
Cost ($)
 
Frequency
Quantitative Data
 
 
2/50
 
.04
 
Relative Freq
 
1.00
 
13/50
 
16/50
 
7/50
 
7/50
 
5/50
 
.26
 
.32
 
.14
 
.14
 
   .10
 
4
 
Percent Freq
 
100
 
26
 
32
 
14
 
14
 
   10
Quantitative Data
50
50-59
60-69
70-79
80-89
90-99
100-109
  
Cost ($)
 
Frequency
13
2
16
7
7
   5
 
  Parts
Cost ($)
Frequency
50        60         70       
 
 
80        90       100     110
Tune-up Parts Cost
Quantitative Data
 
 
Moderately Skewed Left
Symmetric
 
Highly Skewed Right
Quantitative Data
 
Ogive
 for Hudson Auto Repair
 
  < 60
 < 70
  < 80
  < 90
  < 100
< 110
 
Cost ($)
 
 Cumulative
Frequency
 
    50-59
    60-69
    70-79
    80-89
    90-99
  100-109
 
           2
         13
         16
           7
           7
          
 5
 
Parts
  
Cost ($)
 
Parts
 
Frequency
 
50
 
2
 
15
 
31
 
38
 
45
 
50
Quantitative Data
 
 
 Cumulative
Relative
Frequency
 
Cumulative
Percent
 Frequency
 
       4
     30
     62
     76
     90
      100
 
.04
 
.30
 
.62
 
.76
 
.90
 
1.00
Quantitative Data
Ogive
 for Hudson Auto Repair
 
  
Parts
Cost ($)
Cumulative Percent Frequency
50        60       70       80       90      100      110
($90, 76%)
Tune-up Parts Cost
Example:  Hudson Auto Repair
($50, 0%)
($60, 4%)
($70, 30%)
($80, 62%)
($100, 90%)
($110, 100%)
Quantitative Data
 
Pelican Stores -- continued
Pelican Stores is chain of women’s apparel stores. It recently ran a promotion in which
discount coupons were set to customers of other National Clothing stores. Data collected for a
sample of 100 in-store credit card transactions at Pelican Stores during one day while the
promotion was running are shown in Table 2.18. Customers who made a purchase using a
discount coupon are referred to as
 promotional customers
 and customers who made a purchase
but did not use a discount coupon are referred to as 
regular customers
. Because the
promotional coupons were not set to regular Pelican Stores  customers, management considers
the sales made to people presenting the promotional coupons as sales it would not otherwise
make.
Pelican’s management would like to use this sample data to learn about its customer
base and to evaluate the promotion involving discounts.
Managerial Report
1.
Using graphs and tables, summarize the qualitative variables.
2.
Using graphs and tables, summarize the quantitative variables.
 
Summarizing Two variables
Finger Lakes Homes.xls
Example:
 
18              6          19          12
 
55
 
30
 
100
 
12            14          16            3
Quantitative
 variable
qualitative
 variable
 
45
 
20
 
35
 
15
 
Price
Range
  Colonial     Log     Split   A-Frame
Total
<
 $99,000
> $99,000
18              6          19          12
55
30
Total
100
12            14          16            3
  
Home Style
45
20
35
15
Summarizing Two variables
 
Finger Lakes Homes.xls
Example:
 
Price
Range
  Colonial    Log     Split    A-Frame
Total
<
 $99,000
> $99,000
  
Home Style
Price
Range
  Colonial     Log     Split   A-Frame
Total
<
 $99,000
> $99,000
18              6          19          12
55
30
Total
100
12            14          16            3
  
Home Style
45
20
35
15
 
0.3273
 
1.0000
 
0.1091
 
0.3455
 
0.2182
 
0.2667
 
1.0000
 
0.3111
 
0.3556
 
0.0667
Summarizing Two variables
 
Price
Range
  Colonial    Log     Split    A-Frame
Total
<
 $99,000
> $99,000
  
Home Style
Price
Range
  Colonial     Log     Split   A-Frame
<
 $99,000
> $99,000
18              6          19          12
30
Total
12            14          16            3
  
Home Style
20
35
15
 
0.6000
 
1.0000
 
0.4000
 
0.30
 
1.0000
 
0.70
 
0.5429
 
1.0000
 
0.4571
 
0.8000
 
1.0000
 
0.2000
Summarizing Two variables
 
Summarizing Two variables
 
Dividing all of the frequencies above by the number of observations yields
what the joint probability table below
The crosstabulation for the aggregated UC-Berkley data is
Male acceptance rate
is higher when data is
aggregated.
 
 
Compute the row percentages to show the Simpson’s Paradox
Summarizing Two variables
 
A Negative Relationship
 
 
x
 
y
 
Q
BigMacs
 
P
BigMacs
 
0.50
 
21
 
5.00
 
2
Summarizing Two variables
 
 
No Apparent Relationship
 
y
 
Q
NoseHairTrimmers
 
x
 
P
BigMacs
Summarizing Two variables
 
Example:  Panthers Football Team
1
3
2
1
3
14
24
18
17
30
x
 = Number of
Interceptions
y
 = Number of
 
Points Scored
     The Panthers football team is interested in
investigating the relationship, if any, between
interceptions made and points scored.
Summarizing Two variables
 
 
y
 
x
 
Number of Interceptions
 
Number of Points Scored
Summarizing Two variables
 
Pelican Stores -- continued
Pelican Stores is chain of women’s apparel stores. It recently ran a promotion in which
discount coupons were set to customers of other National Clothing stores. Data collected for a
sample of 100 in-store credit card transactions at Pelican Stores during one day while the
promotion was running are shown in Table 2.18. Customers who made a purchase using a
discount coupon are referred to as
 promotional customers
 and customers who made a purchase
but did not use a discount coupon are referred to as 
regular customers
. Because the
promotional coupons were not set to regular Pelican Stores  customers, management considers
the sales made to people presenting the promotional coupons as sales it would not otherwise
make.
Pelican’s management would like to use this sample data to learn about its customer
base and to evaluate the promotion involving discounts.
Managerial Report
1.
Using graphs and tables, summarize the qualitative variables.
2.
Using graphs and tables, summarize the quantitative variables.
3.
Using pivot tables and scatter plots, summarize the variables.
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The analysis includes rating frequencies and relative frequencies for quality ratings at Marada Inn, as well as customer transaction data at Pelican Stores during a promotion. Graphs and tables summarize qualitative variables for evaluation and managerial reporting.

  • Categorical data
  • Qualitative variables
  • Customer transactions
  • Promotional coupons
  • Managerial report

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  1. Categorical Data Example: Marada Inn Guests staying at Marada Inn were asked to rate the quality of their accommodations as being excellent, above average, average, below average, or poor. The ratings provided by a sample of 20 guests are: 3 9 Above Average Above Average Below Average Poor Above Average Average Below Average Above Average Above Average Average Above Average Average Above Average Average Above Average Below Average Poor Excellent Above Average Average 2 5 1

  2. Categorical Data Example: Marada Inn Rating Frequency 2 3 5 9 Poor Below Average Average Above Average Excellent 1 Total 20

  3. Categorical Data Example: Marada Inn Relative Frequency .10 .15 .25 .45 Percent Frequency Rating Frequency 10 Poor Below Average Average Above Average Excellent 2 3 5 9 15 25 45 5 100 1 .05 1.00 Total 20

  4. Categorical Data Marada Inn Quality Ratings 10 9 8 7 Frequency 6 5 4 3 2 1 Rating Average Above Below Average Excellent Poor Average

  5. Categorical Data Marada InnQuality Ratings Excellent 5% Poor 10% Below Average 15% Above Average 45% Average 25%

  6. Pelican Stores Pelican Stores is chain of women s apparel stores. It recently ran a promotion in which discount coupons were set to customers of other National Clothing stores. Data collected for a sample of 100 in-store credit card transactions at Pelican Stores during one day while the promotion was running are shown in Table 2.18. Customers who made a purchase using a discount coupon are referred to as promotional customers and customers who made a purchase but did not use a discount coupon are referred to as regular customers. Because the promotional coupons were not set to regular Pelican Stores customers, management considers the sales made to people presenting the promotional coupons as sales it would not otherwise make. purchased 2 items, Customer 5 which cost her $54

  7. Pelican Stores Pelican Stores is chain of women s apparel stores. It recently ran a promotion in which discount coupons were set to customers of other National Clothing stores. Data collected for a sample of 100 in-store credit card transactions at Pelican Stores during one day while the promotion was running are shown in Table 2.18. Customers who made a purchase using a discount coupon are referred to as promotional customers and customers who made a purchase but did not use a discount coupon are referred to as regular customers. Because the promotional coupons were not set to regular Pelican Stores customers, management considers the sales made to people presenting the promotional coupons as sales it would not otherwise make. Pelican s management would like to use this sample data to learn about its customer base and to evaluate the promotion involving discounts. Managerial Report 1.Using graphs and tables, summarize the qualitative variables. data_pelican.xls

  8. Quantitative Data Example: Hudson Auto Repair The manager of Hudson Auto would like to have better understanding of the cost of parts used in the engine tune- ups performed in the shop. She examines 50 customer invoices for tune-ups. The costs of parts, rounded to the nearest dollar. 91 71 104 85 62 78 69 74 97 82 93 72 62 88 98 57 89 68 68 101 75 66 97 83 79 52 75 105 68 105 99 79 77 71 79 80 75 65 69 69 97 72 80 67 62 62 76 109 74 73

  9. Quantitative Data Example: Hudson Auto Repair minimum 52 68 74 79 97 57 68 74 80 97 62 69 75 80 97 62 69 75 82 98 62 69 75 83 99 62 71 76 85 101 104 105 105 109 65 71 77 88 66 72 78 89 67 72 79 91 68 73 79 93 maximum

  10. Quantitative Data Frequency Cost ($) 2 50-59 60-69 70-79 80-89 90-99 100-109 13 16 7 7 5 52 68 74 79 97 57 68 74 80 97 62 69 75 80 97 62 69 75 82 98 62 69 75 83 99 62 71 76 85 101 104 105 105 109 65 71 77 88 66 72 78 89 67 72 79 91 68 73 79 93

  11. Quantitative Data Percent Freq Relative Freq Frequency 2 Cost ($) 2/50 .04 13/50 16/50 7/50 7/50 5/50 .10 4 50-59 60-69 70-79 80-89 90-99 100-109 26 32 14 14 .26 .32 .14 .14 13 16 7 7 10 5 100 50 1.00

  12. Quantitative Data Tune-up Parts Cost 18 16 14 12 Frequency 10 8 6 4 2 Parts Cost ($) 50 60 70 80 90 100 110

  13. Quantitative Data Symmetric Moderately Skewed Left Highly Skewed Right

  14. Quantitative Data Ogive for Hudson Auto Repair Parts Cost ($) Parts Cumulative Frequency 2 15 31 38 45 50 Frequency Cost ($) 2 50-59 60-69 70-79 80-89 90-99 100-109 < 60 < 70 < 80 < 90 < 100 < 110 13 16 7 7 5 50

  15. Quantitative Data Ogive for Hudson Auto Repair Cumulative Relative Frequency .04 .30 .62 .76 .90 Cumulative Percent Frequency Cumulative Frequency 2 15 31 38 45 50 Cost ($) < 60 < 70 < 80 < 90 < 100 < 110 4 30 62 76 90 100 1.00

  16. Quantitative Data Example: Hudson Auto Repair ($110, 100%) Tune-up Parts Cost 100 Cumulative Percent Frequency ($100, 90%) 80 60 ($90, 76%) ($50, 0%) 40 ($80, 62%) ($70, 30%) 20 Parts Cost ($) 50 60 70 80 90 100 110 ($60, 4%)

  17. Pelican Stores -- continued Pelican Stores is chain of women s apparel stores. It recently ran a promotion in which discount coupons were set to customers of other National Clothing stores. Data collected for a sample of 100 in-store credit card transactions at Pelican Stores during one day while the promotion was running are shown in Table 2.18. Customers who made a purchase using a discount coupon are referred to as promotional customers and customers who made a purchase but did not use a discount coupon are referred to as regular customers. Because the promotional coupons were not set to regular Pelican Stores customers, management considers the sales made to people presenting the promotional coupons as sales it would not otherwise make. Pelican s management would like to use this sample data to learn about its customer base and to evaluate the promotion involving discounts. Managerial Report 1.Using graphs and tables, summarize the qualitative variables. 2.Using graphs and tables, summarize the quantitative variables. data_pelican.xls

  18. Summarizing Two variables Home Style Price Range Total Colonial Log Split A-Frame < $99,000 > $99,000 18 6 19 12 12 14 16 3 55 45 100 Total 30 20 35 15 Example: Finger Lakes Homes.xls qualitative variable Quantitative variable

  19. Summarizing Two variables Home Style Price Range Total Colonial Log Split A-Frame < $99,000 > $99,000 18 6 19 12 12 14 16 3 55 45 100 Total 30 20 35 15 Example: Finger Lakes Homes.xls

  20. Summarizing Two variables Home Style Price Range Total Colonial Log Split A-Frame < $99,000 > $99,000 18 6 19 12 12 14 16 3 55 45 100 Total 30 20 35 15 Price Range Home Style Total Colonial Log Split A-Frame 1.0000 1.0000 0.3273 0.2667 0.1091 0.3455 0.2182 0.3111 0.3556 0.0667 < $99,000 > $99,000

  21. Summarizing Two variables Home Style Price Range Colonial Log Split A-Frame < $99,000 > $99,000 18 6 19 12 12 14 16 3 Total 30 20 35 15 Price Range Home Style Colonial Log Split A-Frame 0.6000 0.4000 0.30 0.70 0.5429 0.4571 0.8000 0.2000 < $99,000 > $99,000 Total 1.0000 1.0000 1.0000 1.0000

  22. Summarizing Two variables The crosstabulation for the aggregated UC-Berkley data is Admitted 3738 1494 5232 Denied 4704 2827 7531 Total 8442 4321 12763 Male Female Total Male acceptance rate is higher when data is aggregated. Dividing all of the frequencies above by the number of observations yields what the joint probability table below Admitted 0.2929 0.1171 0.4099 Denied 0.3686 0.2215 0.5901 Total 0.6614 0.3386 1.0000 Male Female Total

  23. Summarizing Two variables Female Male Admitted 89 17 106 Denied 19 8 27 Total 108 25 133 Admitted 512 313 825 Denied 313 207 520 Total 825 520 1345 A B A B Total Total Compute the row percentages to show the Simpson s Paradox Female Male Admitted 0.8241 0.6800 Denied 0.1759 0.3200 Total 1.0000 1.0000 Admitted 0.6206 0.6019 Denied 0.3794 0.3981 Total 1.0000 1.0000 A B A B data_simpson.xls

  24. Summarizing Two variables A Negative Relationship y QBigMacs 21 2 x PBigMacs 5.00 0.50

  25. Summarizing Two variables No Apparent Relationship y QNoseHairTrimmers xPBigMacs

  26. Summarizing Two variables Example: Panthers Football Team The Panthers football team is interested in investigating the relationship, if any, between interceptions made and points scored. x = Number of Interceptions y = Number of Points Scored 1 3 2 1 3 14 24 18 17 30

  27. Summarizing Two variables y 35 Number of Points Scored 30 25 20 15 10 5 0 x 1 0 2 3 4 Number of Interceptions

  28. Pelican Stores -- continued Pelican Stores is chain of women s apparel stores. It recently ran a promotion in which discount coupons were set to customers of other National Clothing stores. Data collected for a sample of 100 in-store credit card transactions at Pelican Stores during one day while the promotion was running are shown in Table 2.18. Customers who made a purchase using a discount coupon are referred to as promotional customers and customers who made a purchase but did not use a discount coupon are referred to as regular customers. Because the promotional coupons were not set to regular Pelican Stores customers, management considers the sales made to people presenting the promotional coupons as sales it would not otherwise make. Pelican s management would like to use this sample data to learn about its customer base and to evaluate the promotion involving discounts. Managerial Report 1.Using graphs and tables, summarize the qualitative variables. 2.Using graphs and tables, summarize the quantitative variables. 3.Using pivot tables and scatter plots, summarize the variables. data_pelican.xls

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