Patterns of the Distribution of the Demand of End-Consumers among Retailers in the Zone of their Residence
Publié en ligne: 24 sept. 2021
Pages: 145 - 158
© 2021 Andrii Galkin et al., published by Sciendo
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
The amount of energy and time costs in monetary terms, UAH (Source: Own study)
Measurement number |
Route |
Distance, km |
Cost estimation of human time expenses, UAH |
Cost estimate of the amount of human energy consumption, UAH |
General expenses, UAH |
1 |
2 |
3 |
4 |
5 |
6 |
1 |
I-1-A |
0.75 |
21.72 |
1.46 |
23.18 |
2 |
I-1-B |
1.40 |
36.25 |
2.70 |
38.95 |
3 |
I-1-C |
0.40 |
16.36 |
0.96 |
17.32 |
4 |
I-1-D |
0.80 |
20.28 |
1.42 |
21.70 |
5 |
I-1-E |
1.60 |
34.34 |
2.86 |
37.20 |
6 |
I-1-F |
1.60 |
33.48 |
2.86 |
36.34 |
7 |
I-1-G |
1.20 |
26.30 |
2.07 |
28.36 |
8 |
I-1-H |
1.50 |
32.16 |
2.55 |
34.71 |
9 |
I-1-I |
2.20 |
44.17 |
3.87 |
48.04 |
10 |
I-1-K |
1.60 |
29.61 |
2.74 |
32.35 |
11 |
I-2-A |
0.45 |
18.03 |
1.07 |
19.10 |
12 |
I-2-B |
0.55 |
23.38 |
1.36 |
24.74 |
13 |
I-2-C |
1.00 |
25.08 |
1.87 |
26.96 |
14 |
I-2-D |
0.60 |
17.19 |
1.10 |
18.29 |
15 |
I-2-E |
0.70 |
20.89 |
1.45 |
22.34 |
16 |
I-2-F |
0.80 |
20.82 |
1.54 |
22.36 |
17 |
I-2-G |
1.00 |
25.17 |
1.95 |
27.12 |
18 |
I-2-H |
2.00 |
40.22 |
3.39 |
43.61 |
19 |
I-2-I |
2.30 |
46.02 |
4.06 |
50.08 |
20 |
I-2-K |
1.10 |
20.00 |
1.73 |
21.73 |
21 |
I-3-A |
1.10 |
27.27 |
2.04 |
29.30 |
22 |
I-3-B |
0.40 |
21.45 |
1.15 |
22.60 |
23 |
I-3-C |
1.60 |
35.78 |
2.99 |
38.77 |
24 |
I-3-D |
1.30 |
27.30 |
2.15 |
29.45 |
25 |
I-3-E |
0.45 |
16.13 |
0.96 |
17.08 |
26 |
I-3-F |
0.45 |
14.86 |
0.92 |
15.78 |
27 |
I-3-G |
1.60 |
31.28 |
2.59 |
33.87 |
28 |
I-3-H |
2.40 |
47.75 |
4.18 |
51.92 |
29 |
I-3-I |
2.80 |
50.76 |
4.56 |
55.32 |
30 |
I-3-K |
1.00 |
19.91 |
1.72 |
21.63 |
31 |
I-4-A |
1.30 |
28.55 |
2.17 |
30.73 |
32 |
I-4-B |
1.90 |
40.77 |
3.18 |
43.94 |
33 |
I-4-C |
0.40 |
15.94 |
0.92 |
16.85 |
34 |
I-4-D |
0.70 |
20.52 |
1.44 |
21.96 |
35 |
I-4-E |
1.60 |
35.12 |
2.94 |
38.06 |
36 |
I-4-F |
1.60 |
34.26 |
2.95 |
37.20 |
37 |
I-4-G |
0.70 |
19.74 |
1.38 |
21.12 |
38 |
I-4-H |
0.70 |
22.19 |
1.51 |
23.70 |
39 |
I-4-I |
1.60 |
33.60 |
2.77 |
36.37 |
40 |
I-4-K |
1.30 |
26.26 |
2.38 |
28.65 |
41 |
I-5-A |
1.10 |
25.18 |
1.82 |
27.00 |
42 |
I-5-B |
1.10 |
30.35 |
2.09 |
32.43 |
43 |
I-5-C |
0.90 |
25.02 |
1.87 |
26.89 |
44 |
I-5-D |
0.50 |
17.71 |
1.15 |
18.85 |
45 |
I-5-E |
0.70 |
20.08 |
1.37 |
21.45 |
46 |
I-5-F |
0.70 |
19.17 |
1.37 |
20.54 |
47 |
I-5-G |
0.50 |
17.09 |
1.10 |
18.20 |
48 |
I-5-H |
1.60 |
34.29 |
2.77 |
37.06 |
49 |
I-5-I |
1.70 |
37.47 |
3.17 |
40.64 |
50 |
I-5-K |
0.50 |
12.51 |
0.95 |
13.46 |
51 |
I-6-A |
1.40 |
30.35 |
2.36 |
32.71 |
52 |
I-6-B |
1.10 |
27.86 |
1.83 |
29.68 |
53 |
I-6-C |
1.60 |
35.31 |
2.94 |
38.25 |
54 |
I-6-D |
1.20 |
27.42 |
2.16 |
29.58 |
55 |
I-6-E |
0.20 |
13.12 |
0.64 |
13.75 |
56 |
I-6-F |
0.20 |
11.84 |
0.60 |
12.44 |
57 |
I-6-G |
1.20 |
27.33 |
2.17 |
29.51 |
58 |
I-6-H |
2.20 |
44.37 |
3.83 |
48.20 |
59 |
I-6-I |
2.30 |
44.58 |
3.91 |
48.49 |
60 |
I-6-K |
0.45 |
13.10 |
1.01 |
14.10 |
61 |
I-7-A |
2.10 |
39.54 |
3.32 |
42.87 |
62 |
I-7-B |
2.60 |
50.58 |
4.20 |
54.79 |
63 |
I-7-C |
1.20 |
27.38 |
2.12 |
29.50 |
64 |
I-7-D |
1.60 |
31.21 |
2.56 |
33.78 |
65 |
I-7-E |
2.00 |
40.93 |
3.55 |
44.47 |
66 |
I-7-F |
2.00 |
40.22 |
3.57 |
43.79 |
67 |
I-7-G |
1.00 |
23.43 |
1.77 |
25.20 |
68 |
I-7-H |
0.40 |
16.87 |
0.95 |
17.83 |
69 |
I-7-I |
0.90 |
22.45 |
1.60 |
24.05 |
70 |
I-7-K |
1.50 |
28.86 |
2.66 |
31.52 |
71 |
I-8-A |
2.30 |
46.38 |
4.03 |
50.41 |
72 |
I-8-B |
2.70 |
55.14 |
4.68 |
59.82 |
73 |
I-8-C |
2.00 |
35.66 |
2.98 |
38.64 |
74 |
I-8-D |
1.70 |
36.75 |
3.14 |
39.89 |
75 |
I-8-E |
2.30 |
44.55 |
3.93 |
48.48 |
76 |
I-8-F |
2.30 |
43.69 |
3.93 |
47.63 |
77 |
I-8-G |
1.20 |
28.09 |
2.25 |
30.34 |
78 |
I-8-H |
0.90 |
24.26 |
1.72 |
25.98 |
79 |
I-8-I |
0.30 |
14.36 |
0.76 |
15.12 |
80 |
I-8-K |
1.70 |
31.45 |
2.93 |
34.37 |
81 |
I-9-A |
1.80 |
37.02 |
3.06 |
40.08 |
82 |
I-9-B |
1.40 |
37.33 |
2.82 |
40.15 |
83 |
I-9-C |
1.90 |
35.99 |
3.02 |
39.01 |
84 |
I-9-D |
1.50 |
29.27 |
2.36 |
31.62 |
85 |
I-9-E |
1.00 |
24.46 |
1.83 |
26.29 |
86 |
I-9-F |
1.00 |
23.28 |
1.80 |
25.08 |
87 |
I-9-G |
1.00 |
23.86 |
1.81 |
25.67 |
88 |
I-9-H |
1.70 |
38.78 |
3.24 |
42.02 |
89 |
I-9-I |
1.60 |
34.69 |
2.88 |
37.57 |
90 |
I-9-K |
0.45 |
12.61 |
0.96 |
13.56 |
Results of consumers’ cash expenditures from online purchases (Source: Own study)
Online store |
Cost estimate of the amount of time spent in the process of making purchases over the Internet, UAH |
Cost estimate of the energy expenditure of the human body in the process of shopping via the Internet, UAH |
Delivery cost, UAH |
A |
8.25 |
0.27 |
40.00 |
B |
10.44 |
0.34 |
60.00 |
C |
12.64 |
0.41 |
50.00 |
D |
7.70 |
0.26 |
50.00 |
E |
7.70 |
0.26 |
30.00 |
F |
6.60 |
0.22 |
70.00 |
Average meaning |
8.89 |
0.29 |
50.00 |
General information about online stores (Source: Own study)
Online store |
A |
B |
C |
D |
E |
F |
Average meaning |
Delivery cost, UAH |
15 |
25 |
26 |
23 |
12 |
50 |
25.17 |
Assortment, units |
1830 |
22,870 |
11,250 |
10,000 |
1360 |
1960 |
- |
Calories consumption (Source: Own study)
Online store |
The amount of energy consumption when working on a computer, kcal |
Values of energy expenditure during walking (const) |
Values of energy costs during online purchases, kcal |
A |
21.3 |
2.8 |
24.1 |
B |
27.4 |
2.8 |
30.2 |
C |
33.5 |
2.8 |
36.3 |
D |
19.8 |
2.8 |
22.6 |
E |
19.8 |
2.8 |
22.6 |
F |
16.7 |
2.8 |
19.5 |
Average meaning |
23.1 |
2.8 |
25.9 |
Time-consuming results (Source: Own study)
Online store |
Working time at the computer hrs |
Walking time hrs (const) |
Online shopping time hrs |
A |
0.23 |
0.02 |
0.25 |
B |
0.30 |
0.02 |
0.32 |
C |
0.37 |
0.02 |
0.38 |
D |
0.22 |
0.02 |
0.23 |
E |
0.22 |
0.02 |
0.23 |
F |
0.18 |
0.02 |
0.20 |
Average meaning |
0.23 |
0.02 |
0.25 |
Probability of visiting retailers taking into account the online store (Source: Own study)
Retailer |
District number, UAH |
Σ |
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
10 |
11 |
A |
0.0148 |
0.0106 |
0.0076 |
0.0193 |
0.0089 |
0.0051 |
0.0116 |
0.0097 |
0.0013 |
0.0888 |
B |
0.0112 |
0.0093 |
0.0083 |
0.0156 |
0.0079 |
0.0052 |
0.0099 |
0.0085 |
0.0013 |
0.0772 |
C |
0.0159 |
0.0088 |
0.0064 |
0.0238 |
0.0086 |
0.0045 |
0.0137 |
0.0110 |
0.0013 |
0.0940 |
D |
0.0170 |
0.0121 |
0.0083 |
0.0250 |
0.0116 |
0.0058 |
0.0145 |
0.0120 |
0.0016 |
0.1079 |
E |
0.0114 |
0.0096 |
0.0091 |
0.0167 |
0.0095 |
0.0069 |
0.0111 |
0.0097 |
0.0015 |
0.0854 |
F |
0.0130 |
0.0110 |
0.0111 |
0.0189 |
0.0112 |
0.0085 |
0.0124 |
0.0108 |
0.0018 |
0.0986 |
G |
0.0149 |
0.0101 |
0.0077 |
0.0254 |
0.0118 |
0.0059 |
0.0169 |
0.0141 |
0.0018 |
0.1085 |
H |
0.0121 |
0.0070 |
0.0055 |
0.0214 |
0.0075 |
0.0040 |
0.0173 |
0.0136 |
0.0012 |
0.0897 |
I |
0.0109 |
0.0070 |
0.0057 |
0.0192 |
0.0078 |
0.0044 |
0.0173 |
0.0193 |
0.0015 |
0.0930 |
K |
0.0124 |
0.0098 |
0.0085 |
0.0195 |
0.0112 |
0.0069 |
0.0134 |
0.0118 |
0.0020 |
0.0954 |
L |
0.0089 |
0.0059 |
0.0051 |
0.0131 |
0.0057 |
0.0036 |
0.0095 |
0.0087 |
0.0010 |
0.0614 |
Σ |
0.1423 |
0.1011 |
0.0832 |
0.2179 |
0.1016 |
0.0607 |
0.1477 |
0.1292 |
0.0163 |
1 |
Matrix of distances from neighborhood to retailers (Source: Own study)
Retailer (TO) |
Marking |
Neighborhood number |
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
By air, km |
Silpo |
A |
0.68 |
0.45 |
1.05 |
1.11 |
0.88 |
1.23 |
1.83 |
2.29 |
1.67 |
Market |
B |
1.39 |
0.55 |
0.44 |
1.66 |
0.99 |
0.79 |
2.30 |
2.61 |
1.46 |
Digma |
C |
0.40 |
0.96 |
1.66 |
0.35 |
0.97 |
1.63 |
1.10 |
1.62 |
1.65 |
ATB |
D |
0.66 |
0.44 |
1.12 |
0.70 |
0.53 |
1.14 |
1.38 |
1.76 |
1.24 |
Digma |
E |
1.57 |
0.70 |
0.36 |
1.63 |
0.64 |
0.20 |
2.00 |
2.23 |
0.92 |
ATB |
F |
1.60 |
0.77 |
0.35 |
1.65 |
0.66 |
0.17 |
2.04 |
2.26 |
0.92 |
ATB |
G |
1.08 |
1.02 |
1.40 |
0.66 |
0.50 |
1.16 |
0.89 |
1.21 |
0.92 |
Chudo |
H |
1.35 |
1.88 |
2.38 |
0.73 |
1.50 |
2.16 |
0.36 |
0.85 |
1.80 |
ATB |
I |
2.20 |
2.32 |
2.62 |
1.51 |
1.77 |
2.22 |
0.77 |
0.22 |
1.58 |
Grocer |
K |
1.54 |
0.89 |
0.90 |
1.33 |
0.41 |
0.48 |
1.50 |
1.66 |
0.44 |
Online store |
L |
0.66 |
1.63 |
2.48 |
2.20 |
2.16 |
2.89 |
2.64 |
3.30 |
3.20 |
By road, km |
Silpo |
A |
0.83 |
0.50 |
1.21 |
1.43 |
1.21 |
1.54 |
2.31 |
2.53 |
1.98 |
Market |
B |
1.54 |
0.61 |
0.44 |
2.09 |
1.21 |
1.21 |
2.86 |
2.97 |
1.54 |
Digma |
C |
0.44 |
1.10 |
1.76 |
0.44 |
0.99 |
1.76 |
1.32 |
2.20 |
2.09 |
ATB |
D |
0.88 |
0.66 |
1.43 |
0.77 |
0.55 |
1.32 |
1.76 |
1.87 |
1.65 |
Digma |
E |
1.76 |
0.77 |
0.50 |
1.76 |
0.77 |
0.22 |
2.20 |
2.53 |
1.10 |
ATB |
F |
1.76 |
0.88 |
0.50 |
1.76 |
0.77 |
0.22 |
2.20 |
2.53 |
1.10 |
ATB |
G |
1.32 |
1.10 |
1.76 |
0.77 |
0.55 |
1.32 |
1.10 |
1.32 |
1.10 |
Chudo |
H |
1.65 |
2.20 |
2.64 |
0.77 |
1.76 |
2.42 |
0.44 |
0.99 |
1.87 |
ATB |
I |
2.42 |
2.53 |
3.08 |
1.76 |
1.87 |
2.53 |
0.99 |
0.33 |
1.76 |
Grocer |
K |
1.76 |
1.21 |
1.10 |
1.43 |
0.55 |
0.50 |
1.65 |
1.87 |
0.50 |
Online store |
L |
0.66 |
1.63 |
2.48 |
2.20 |
2.16 |
2.89 |
2.64 |
3.30 |
3.20 |