| Literature DB >> 30206438 |
Tae Wan Kim1, Chul Wook Kim1, Chi Won Noh2, Sam Woong Kim1, Il-Suk Kim1.
Abstract
To identify correlation between fresh meat and processed meat products, we performed canonical correlation analysis (CCA) to predict the relationship between pork supply and meat product production in Korea. Results of CCA showed a canonical correlation of 0.8576 in the first canonical pair (p<0.01). The production of meat products showed the highest correlation with pork import but the lowest correlation with the production of domestic pork. Although Korean consumer preferred meat products produced by fresh domestic pork, inexpensively imported pork with high share in meat products was supplied in the market. Therefore, securing domestically produced raw meat is important for expanding consumption of domestic meat products. Results of this study suggest that meat processor and pig producer can achieve the 6th industrialization by combining the production of raw pork materials, meat processing, and sales service.Entities:
Keywords: 6th industrialization; consumer needs; market; meat spot sale; processing; value chain
Year: 2018 PMID: 30206438 PMCID: PMC6131369 DOI: 10.5851/kosfa.2018.e20
Source DB: PubMed Journal: Korean J Food Sci Anim Resour ISSN: 1225-8563 Impact factor: 2.622
Fig. 1Production volumes of pork and processed meat products. Amounts of pork (A) and processed meat products (B).
PDP, production of domestic pork; BSDP, beginning stocks of domestic pork; IP, imports of pork; PH, production of ham; PS, production of sausage; PB, production of bacon; PC, production of can ham; PMS, production of mix sausage.
Descriptive statistics for X and Y variable sets in Korea
| Supply variables | Mean±SD | Processed meat production variables | Mean±SD |
|---|---|---|---|
| 61,773±7,908 | 4,927±711 | ||
| 28,772±8,759 | 4,512±929 | ||
| 29,037±10,416 | 403±199 | ||
| 3,061±1,887 | |||
| 2,275±339 | |||
1) Imports of pork are based on custom clearance.
PDP, production of domestic pork; BSDP, beginning stocks of domestic pork; IP, imports of pork; PH, production of ham; PS, production of sausage; PB, production of bacon; PC, production of can ham; PMS, production of mix sausage.
Fig. 2Share of production and sales for processed meat products by item (December 2016).
PH, production of ham; PS, production of sausage; PB, production of bacon; PC, production of can ham; PMS, production of mix sausage.
Correlation matrix for the supply variables of pork and the production variables of processed meat products
| Variables | PDP | BSDP | IP | PH | PS | PB | PC |
|---|---|---|---|---|---|---|---|
| BSDP | 0.3978[ | ||||||
| IP | -0.0651 | 0.1715 | |||||
| PH | 0.0250 | 0.2776[ | 0.2391[ | ||||
| PS | 0.4484[ | 0.5087[ | 0.5503[ | 0.3738[ | |||
| PB | 0.4246[ | 0.5224[ | 0.6755[ | 0.2901[ | 0.8791[ | ||
| PC | 0.1755 | 0.2402[ | 0.2594[ | 0.6034[ | 0.4051[ | 0.3900[ | |
| PMS | -0.0178 | -0.1816 | -0.1948 | 0.2305[ | -0.1464 | -0.2562[ | -0.0232 |
* p<0.01.
PDP, production of domestic pork; BSDP, beginning stocks of domestic pork; IP, imports of pork; PH, production of ham; PS, production of sausage; PB, production of bacon; PC, production of can ham; PMS, production of mix sausage.
Summary of results from canonical correlation analysis
| Canonical variate pair | Canonical correlation | Squared canonical correlation | Eigenvalue | DF | Likelihood ratio | Pr>F |
|---|---|---|---|---|---|---|
| 0.8576 | 0.7356 | 2.7816 | 15 | 0.2253 | <.0001 | |
| 0.3497 | 0.1223 | 0.1394 | 8 | 0.8520 | 0.0010 | |
| 0.1710 | 0.0292 | 0.0301 | 3 | 0.9708 | 0.1853 |
V1, V2 and V3, 1st, 2nd and 3rd supply variables; W, W2, and W3, 1st, 2nd and 3rd processed meat production variables.
Standardized canonical coefficients for X and Y variable sets
| PDP | BSDP | IP | PH | PS | PB | PC | PMS | ||
|---|---|---|---|---|---|---|---|---|---|
| 0.4136 | 0.3237 | 0.7578 | 0.0442 | 0.0560 | 0.9382 | -0.0110 | -0.0111 | ||
| 1.0151 | -0.7238 | -0.0675 | -1.2188 | 0.8016 | -0.3627 | 0.5301 | 0.6792 | ||
| -0.1134 | -0.7856 | -0.6888 | -0.2346 | -1.9895 | 1.9270 | 0.0278 | 0.3188 | ||
V1, V2 and V3, 1st, 2nd and 3rd supply variables; W, W2, and W3, 1st, 2nd and 3rd processed meat production variables; PDP, production of domestic pork; BSDP, beginning stocks of domestic pork; IP, imports of pork; PH, production of ham; PS, production of sausage; PB, production of bacon; PC, production of can ham; PMS, production of mix sausage.
Canonical loadings of original variables with their canonical variables
| PDP | BSDP | IP | PH | PS | PB | PC | PMS | ||
|---|---|---|---|---|---|---|---|---|---|
| 0.4931 | 0.6182 | 0.7864 | 0.3281 | 0.8945 | 0.9988 | 0.4045 | -0.2492 | ||
| 0.7316 | -0.3316 | -0.2577 | -0.5480 | 0.1425 | 0.0212 | -0.0377 | 0.3616 | ||
| 0.3911 | -0.7127 | 0.5614 | -0.3290 | -0.4185 | 0.0391 | -0.1755 | 0.0615 | ||
V1, V2 and V3, 1st, 2nd and 3rd supply variables; W1, W2, and W3, 1st, 2nd and 3rd processed meat production variables; PDP, production of domestic pork; BSDP, beginning stocks of domestic pork; IP, imports of pork; PH, production of ham; PS, production of sausage; PB, production of bacon; PC, production of can ham; PMS, production of mix sausage.
Fig. 3Correlations between supply variables set of pork (V1) and production variables set of processed meat products (W1) and among their canonical variables.
PDP, production of domestic pork; BSDP, beginning stocks of domestic pork; IP, imports of pork; PH, production of ham; PS, production of sausage; PB, production of bacon; PC, production of can ham; PMS, production of mix sausage.
Cross loadings of original variables with opposite canonical variables
| PDP | BSDP | IP | PH | PS | PB | PC | PMS | ||
|---|---|---|---|---|---|---|---|---|---|
| 0.4229 | 0.5302 | 0.6744 | 0.2814 | 0.7671 | 0.8566 | 0.3469 | -0.2137 | ||
| 0.2559 | -0.1160 | -0.0901 | -0.1916 | 0.0498 | 0.0074 | -0.0132 | 0.1265 | ||
| -0.0805 | -0.1219 | 0.0960 | -0.0563 | -0.0716 | 0.0067 | -0.0300 | 0.0105 | ||
W1, W2, and W3, 1st, 2nd and 3rd processed meat production variables; V1, V2 and V3, 1st, 2nd and 3rd supply variables; PDP, production of domestic pork; BSDP, beginning stocks of domestic pork; IP, imports of pork; PH, production of ham; PS, production of sausage; PB, production of bacon; PC, production of can ham; PMS, production of mix sausage.
Redundancy analyses for pairs of canonical variables
| Canonical r2 | ||||||||
|---|---|---|---|---|---|---|---|---|
| Shared variance | Redundancy | Shared variance | Redundancy | |||||
| 0.4146 | 0.3049 | 0.7356 | 0.4262 | 0.3135 | ||||
| 0.2372 | 0.0290 | 0.1223 | 0.0906 | 0.0111 | ||||
| 0.3482 | 0.0102 | 0.0292 | 0.0639 | 0.0019 | ||||
V1, V2 and V3, 1st, 2nd and 3rd supply variables, W, W2, and W3, 1st, 2nd and 3rd processed meat production variables.