Large-Scale and Online Retailer Assortment: The Case of Plant-Based Beverages as Alternatives to Cow’s Milk
Abstract
:1. Introduction
Definition of Research Aims
2. Materials and Methods
2.1. Case Study
2.2. Statistical Analysis
3. Results
3.1. Product Variable Analysis
3.1.1. Brand
3.1.2. PBB Specialties
3.2. Packaging Analysis
3.3. Claims Analysis
3.4. Ordered Logit Regression Analysis
4. Discussion
5. Conclusions
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
Abbreviations
Adepth | Assortment depth, which is the number of product varieties that appeared in the offer list designation (price, items, references, or SKUs) within a product category |
Asize | Assortment size, which is the number of product categories present in the portfolio offer |
DB | Distributor brand or private label |
LB | Leader brand or leading producers |
OB | Other brands (brands that are not market leaders, such as small producers) |
Rs | Retailers |
PBB | Plant-based beverage |
SKU | Stock Keeping Units or variants |
LRd | Large retail distribution |
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Retail Format | Format Characteristics | Rs/Retail Format (No.) | Stores (No.) | References (No.) |
---|---|---|---|---|
Hypermarkets | Surface: >2500 m2; wide assortment of products (food and non-food) | 4 | 7 | 342 |
Supermarkets | Surface: >400 m2; wide assortment of food (especially pre-packaged) or grocery products | 12 | 25 | 978 |
Convenience stores | Surface: 100–400 m2; proximity service and limited assortment | 7 | 12 | 269 |
Hard-discount stores | Surface: 200–1000 m2; limited product line, usually no branded products. The selected discounters were hard discount stores that also offered branded products | 5 | 14 | 130 |
Organic supermarkets | Specialized supermarket offering a wide variety of organic products | 2 | 4 | 370 |
Organic convenience stores | Convenience stores where the ranges of products for sale are of organic origin | 2 | 3 | 104 |
Product Category | Raw Materials |
---|---|
1 | Only oats |
2 | Oat + other (coconut, cocoa, or vanilla) |
3 | Oat + almond |
4 | Only coconut |
5 | Coconut + almond |
6 | Coconut + rice |
7 | Only almond |
8 | Almond + other (cocoa, mint, hazelnut, pistachio, or vanilla) |
9 | Almond + rice or rice and oats |
10 | Only rice |
11 | Rice + other (soy; cocoa; cocoa and hazelnut; cocoa and quinoa; chestnuts; hazelnut; hazelnut and almond and barley; barley; rice and soy; vanilla; or quinoa) |
12 | Only soy |
13 | Soy + other (cocoa; barley and malt; or vanilla) |
14 | Other raw materials (e.g., only chestnuts, only chickpeas, or only walnut, etc.) |
15 | Only hazelnut or hazelnut + other |
Dimensions | Included Claims |
---|---|
Organic certification claims | “Organic”, “100% organic soybean”, “from organic farming” |
Vegan certification claims | “Vegan” |
“Lactose-free” claims | “naturally lactose-free”, “lactose-free”, “to lactose intolerant” |
“Free-from” claims | “without colorants or preservatives”, “additive-free”, “no OGM” |
“Free-from nutritional” claims | “cholesterol-free”, “no added sugar”, “free from hydrogenated fats” |
“Italian origin” claims | “made in Italy”, “100% Italian almonds”, “spelt grown in Italy” |
“Sicilian origin” claims | “100% Sicilian fruit”, “11% Sicilian almonds”, “organic farmers in Sicily” |
“Not-Italian origin” claims | “rice grown in India”, “EU agriculture”, “made in Spain” |
“Territoriality and tradition” claims | “from our lands in Emilia Romagna”, “Mediterranean beverage”, “Mediterranean almonds” |
Claims about protein | “high protein content”, “protein source”, “50g protein for 1L” |
Claims about the “naturalness” of the product | “100% natural ingredients”, “natural”, “100% taste of nature” |
Claims about the “plant origin” of the product | “100% plant-based”, “all plant”, “with calcium by plant-based origin” |
“Micro-macronutrients” claims | “source of fibre”, “with vitamin B12”, “source of omega-3” |
Claims about ingredients | “with brown rice”, “with high oleic sunflower oil”, “with mountain water” |
“Low in” claims | “low in sugar content”, “low in saturated fat”, “low sodium content” |
“Intolerances/allergies” claims | “gluten-free”, “without allergens”, “naturally nut-free” |
“Health” claims | “antioxidant properties”, “linoleic acid, which helps to maintain normal cholesterol levels” |
“Certification” claims | “Fairtrade”, “sustainable farming methods”, “carbon trust” |
“Product quality” claims | “pure organic quality”, “produced from selected almonds” |
Claims about sustainable packaging | “new packaging, 74% from renewable sources”, “new sugarcane cap”, “88% of packaging from renewable sources” |
Claims about organoleptic characteristics | “milk taste”, “enveloping taste”, “that doesn’t taste like plant-based beverages” |
Claims about methods of use | “perfect for cappuccino”, “great for breakfast”, “ready to drink” |
Variable | Scale |
---|---|
Sales channel type | 1, LRd 2, online channel |
Product type | 1–15 |
Packaging materials | 1, Tetra Pak 2, plastic bottle 3, glass bottle 4, carton box |
Organic certification claim | 1, presence of the claim 0, absence of the claim |
Vegan certification claim | 1, presence of the claim 0, absence of the claim |
“Lactose-free” claim | 1, presence of the claim 0, absence of the claim |
“Free-from” claims | 1, presence of the claim 0, absence of the claim |
“Sicilian origin” claim | 1, presence of the claim 0, absence of the claim |
“Italian origin” claim | 1, presence of the claim 0, absence of the claim |
“Territoriality and tradition” claims | 1, presence of the claim 0, absence of the claim |
Claims about certifications | 1, presence of the claim 0, absence of the claim |
“Health” claims | 1, presence of the claim 0, absence of the claim |
Category Type | References (No.) | Frequency out of the Total (%) |
---|---|---|
Only soy | 669 | 25% |
Only oats | 434 | 16% |
Only rice | 427 | 16% |
Only almond | 401 | 15% |
Other raw materials (e.g., only chestnuts, only chickpeas, or only walnut, etc.) | 134 | 5% |
Coconut + rice | 94 | 4% |
Soy + other 2 | 94 | 4% |
Only coconut | 83 | 3% |
Almond + rice or rice and oats | 88 | 3% |
Rice + other 1 | 86 | 3% |
Only hazelnut or hazelnut + other | 63 | 2% |
Oat + other (coconut, cocoa, or vanilla) | 22 | 1% |
Oat + almond | 29 | 1% |
Coconut + almond | 14 | 1% |
Almond + other 3 | 16 | 1% |
Category Type | Distribution Channel | X-Squared | p-Value | |
---|---|---|---|---|
LRd | Shop Online | |||
Only oats | 365 (17%) | 69 (15%) | 0.829 | n.s |
Oat + other (coconut, cocoa, or vanilla) | 20 (1%) | 2 (0.4%) | 1.069 | n.s |
Oat + almond | 22 (1%) | 7 (2%) | 0.922 | n.s |
Only coconut | 71 (3%) | 12 (3%) | 0.521 | n.s |
Coconut + almond | 12 (1%) | 2 (0.4%) | 0.96 | n.s |
Coconut + rice | 78 (4%) | 16 (4%) | 0.010 | n.s |
Only almond | 305 (14%) | 96 (21%) | 13.989 | *** |
Almond + other 1 | 8 (0.4%) | 8 (2%) | 11.885 | *** |
Almond + rice or rice and oats | 74 (3%) | 13 (3%) | 0.382 | n.s |
Only rice | 349 (16%) | 78 (17%) | 0.257 | n.s |
Rice + other 2 | 67 (3%) | 19 (4%) | 1.353 | n.s |
Only soy | 578 (26%) | 91 (20%) | 9.038 | ** |
Soy + other 3 | 74 (3%) | 20 (4%) | 1.011 | n.s |
Other raw materials (e.g., only chestnuts, only chickpeas, or only walnut, etc.) | 113 (5%) | 21 (5%) | 0.298 | n.s |
Only hazelnut or hazelnut + other | 55 (3%) | 8 (2%) | 0.998 | n.s |
Sub-Categories | Distribution Channel | X-Squared | p-Value | |
---|---|---|---|---|
LRd | Shop Online | |||
LB | 1697 (78%) | 243 (53%) | 119.946 | *** |
OB | 161 (7%) | 115 (25%) | 125.985 | *** |
DB | 333 (15%) | 104 (23%) | 14.828 | *** |
Sub-Categories | Distribution Channel | X-Squared | p-Value | |
---|---|---|---|---|
LRd | Shop Online | |||
Organic | 1076 (49%) | 291 (63%) | 29.417 | *** |
Vegan | 473 (22%) | 152 (33%) | 27.112 | *** |
Lactose-free | 1044 (48%) | 171 (37%) | 17.389 | *** |
“Free from” | 1620 (74%) | 354 (77%) | 1.444 | n.s. |
Sub-Categories | Distribution Channel | X-Squared | p-Value | |
---|---|---|---|---|
LRd | Shop Online | |||
Tetra Pak | 2062 (94%) | 414 (90%) | 12.419 | *** |
Plastic bottle | 117 (5%) | 6 (1%) | 14.094 | *** |
Glass bottle | 12 (1%) | 35 (8%) | 108.298 | *** |
Carton box | 0 (0%) | 7 (2%) | 33.285 | *** |
Sub-Category | Distribution Channel | X-Squared | p-Value | |
---|---|---|---|---|
LRd | Shop Online | |||
Sicilian origin | 27 (1%) | 29 (6%) | 46.994 | *** |
Italian origin | 1081 (50%) | 210 (45%) | 2.151 | n.s |
Non-Italian origin | 71 (3%) | 34 (7%) | 17.028 | *** |
Territoriality and tradition | 160 (7%) | 15 (3%) | 10.187 | ** |
Variable | Coefficient | Std. Error | p-Value | 95% Confidence Interval |
---|---|---|---|---|
Product type | −0.031 | 0.008 | *** | −0.048 to −0.015 |
Packaging materials | 0.595 | 0.148 | *** | 0.305 to 0.885 |
Biological certification claims | −0.231 | 0.102 | * | −0.431 to −0.032 |
Vegan certification claims | −0.246 | 0.093 | ** | −0.429 to −0.063 |
“Lactose-free” claims | −0.769 | 0.097 | *** | −0.960 to −0.579 |
“Sicilian origin” claims | 3.626 | 0.371 | *** | 2.899 to 4.352 |
“Italian origin” claims | 0.185 | 0.086 | * | 0.016 to 0.354 |
“Territoriality and tradition” claims | 0.311 | 0.143 | * | 0.032 to 0.591 |
Claims about certifications | 0.636 | 0.212 | ** | 0.219 to 1.052 |
“Health claims” | −0.659 | 0.248 | ** | −1.145 to −0.173 |
“Free from” claims | 0.056 | 0.907 | n.s. | −0.121 to 0.234 |
Sales channel type | 0.185 | 0.119 | n.s. | −0.048 to 0.417 |
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Mastromonaco, G.; Merlino, V.M.; Massaglia, S.; Peano, C.; Sparacino, A.; Caltagirone, C.; Borra, D.; Sottile, F. Large-Scale and Online Retailer Assortment: The Case of Plant-Based Beverages as Alternatives to Cow’s Milk. Beverages 2023, 9, 40. https://doi.org/10.3390/beverages9020040
Mastromonaco G, Merlino VM, Massaglia S, Peano C, Sparacino A, Caltagirone C, Borra D, Sottile F. Large-Scale and Online Retailer Assortment: The Case of Plant-Based Beverages as Alternatives to Cow’s Milk. Beverages. 2023; 9(2):40. https://doi.org/10.3390/beverages9020040
Chicago/Turabian StyleMastromonaco, Giulia, Valentina Maria Merlino, Stefano Massaglia, Cristiana Peano, Antonina Sparacino, Chiara Caltagirone, Danielle Borra, and Francesco Sottile. 2023. "Large-Scale and Online Retailer Assortment: The Case of Plant-Based Beverages as Alternatives to Cow’s Milk" Beverages 9, no. 2: 40. https://doi.org/10.3390/beverages9020040
APA StyleMastromonaco, G., Merlino, V. M., Massaglia, S., Peano, C., Sparacino, A., Caltagirone, C., Borra, D., & Sottile, F. (2023). Large-Scale and Online Retailer Assortment: The Case of Plant-Based Beverages as Alternatives to Cow’s Milk. Beverages, 9(2), 40. https://doi.org/10.3390/beverages9020040