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Revista mexicana de ciencias agrícolas

Print version ISSN 2007-0934

Rev. Mex. Cienc. Agríc vol.8 spe 18 Texcoco Aug./Sep. 2017

https://doi.org/10.29312/remexca.v8i18.219 

Articles

Guava market in Aguascalientes: an analysis to reduce price volatility

Ivonne N. Ramos-Sandoval1 

J. Alberto García-Salazar1 

Mercedes Borja-Bravo3 

Lenin G. Guajardo-Hernández2  § 

S. Xochilt Almeraya-Quintero2 

Óscar A. Arana-Coronado1 

1Posgrado en Economía. Colegio de Postgraduados-Campus Montecillo. Carretera México-Texcoco km 36.5.

2Desarrollo Rural. Colegio de Postgraduados-Campus Montecillo. Carretera México-Texcoco km 36.5. Montecillo, Texcoco, Estado de México. CP. 56230. Tel. 01 (595) 95 20200.

3Campo Experimental Pabellón-INIFAP. Carretera. Aguascalientes-Zacatecas km 32.5. Pabellón de Arteaga, Aguascalientes. CP.20660.


Abstract

Seasonality of Guava (Psidium guajava L.) production in the state of Aguascalientes causes price volatility. In the months of higher production, from October to January, guava prices are lower than the annual average and lead to a decrease in the producers’ profit while prices above the average price occur in the remaining months. With the objective of analyzing how some supply control actions could avoid price volatility, the income and profit of guava producers in the average year 2012-2015 (base situation) and under two scenarios were calculated: practices of agronomic management of the culture (calmeo) and storage. The results indicate that in the average year 2012-2015 the gain of the producers of Aguascalientes was 180.3 million pesos. A decrease of 8.5% in production from October to January and a 15% increase from February to September, thanks to the “calmeo”, would increase producers’ profits to 214.1 million pesos. The storage of 10% of production in the months of October to January would increase the producers’ profit to 216.1 million pesos. The two alternatives increase producer gain; however, the strong investment required to achieve storage requires the practice of calmeo to be recommended as the most favorable measure of supply control to avoid price volatility.

Keywords: “calmeo”; guava; prices; profit; supply; volatility

Resumen

La estacionalidad de la producción de guayaba (Psidium guajava L.) en el estado de Aguascalientes origina volatilidad en los precios. En los meses de mayor producción como octubre a enero los precios de la guayaba son menores al promedio anual y originan una disminución en la ganancia de los productores mientras que, precios por encima del valor promedio se presentan en los meses restantes. Con el objetivo de analizar como algunas acciones de control de la oferta podrían evitar la volatilidad en los precios, se calculó el ingreso y la ganancia de los productores de guayaba en el año promedio 2012- 2015 (situación base) y bajo dos escenarios hipotéticos: prácticas de manejo agronómico del cultivo (calmeo) y almacenamiento. Los resultados indican que en el año promedio 2012-2015 la ganancia de los productores de Aguascalientes fue de 180.3 millones de pesos. Una disminución de la producción 8.5% en los meses de octubre a enero y un aumento 15% de febrero a septiembre lograda gracias al “calmeo”, aumentaría la ganancia de los productores a 214.1 millones de pesos. El almacenamiento de 10% de la producción en los meses de octubre a enero aumentaría la ganancia de los productores a 216.1 millones de pesos. Las dos alternativas aumentan la ganancia del productor; sin embargo, la fuerte inversión que se requiere para lograr el almacenamiento determina que se recomiende la práctica del calmeo como la medida de control de la oferta más propicia para evitar la volatilidad en los precios.

Palabras clave: “calmeo”; ganancia; guayaba; oferta; precios; volatilidad

Introduction

Due to its nutritional characteristics and availability throughout the year, guava (Psidium guajava L.) is located within the top ten fruits consumed in Mexico. In 2015, an area of 20.6 thousand hectares was harvested and a production of 293 thousand tons was obtained, generating an economic pledge of 1 330.60 million pesos and representing an important source of temporary jobs in the producing areas. The production of guava is an activity that generates about 4 million wages and has more than 4 500 producers in the 19 producing states of the country (SAGARPA, 2009). The states of greater importance in the production are Aguascalientes, Michoacán, Zacatecas and Jalisco (SIAP, 2016a).

Aguascalientes concentrates 0.3% of the agricultural area of the country. The main agricultural products that the entity produces are maize, beans, guava, oats, pastures, alfalfa, nopal, grape and peach, also produces vegetables such as lettuce, garlic and chile. Maize production is the most important in the state, as it occupies 70.9% of the area sown; however, national recognition, determine that guava is one of the most representative crops of Aguascalientes.

The main guava producing area in Aguascalientes is located in Calvillo municipality, which occupies 16.6% of the state’s territory (INEGI, 2009); this municipality is the second producer of guava at the national level and has a planted area of 6 269 hectares that produce, on average, 90 thousand tons annually (SIAP, 2016b). The guava cultivation occupies 4.7% of the state surface and generates more than 5 000 annual jobs directly and indirectly, the annual precipitation in the municipality oscillates between the 500 and 800 mm, and is insufficient for the crop reason why it depends on irrigation (SAGARPA, 2009; González et al., 2000).

As a perennial crop, guava is faced with cyclical behavior patterns that are reflected in price ups and downs. Data from the national market information and integration system (SNIIM, 2016) indicate the existence of high prices in months of low production and low prices in months of high production.

The seasonal variation of prices is not only present in guava, the temporary variation of prices is a problem faced by most Mexican farmers, the behavior of prices fluctuations is the result of disinformation, planning, climatic conditions, pests, yield level and product availability that is introduced to the market (FAO, 1993) . This causes market saturation and the seasonal fall in prices (Fundación Produce Guerrero, 2012).

Based on information obtained from INEGI (2016; SIAP, 2016a; SNIIM, 2016), a function was estimated where the relationship between production as an independent variable and prices was the dependent variable. A linear regression analysis of wholesale prices and production over a four- year period (January 2012 to December 2015) yielded the coefficients of determination, ranging from 0.54 to 0.85. Table 1 shows that, in the case of a 1 000 tonne increase, the wholesale price would decrease by 30, 40, 20, 30, 20, 40, 10, 20 and 10 pesos per ton in Aguascalientes, Chihuahua, Cd. Juárez, Torreón, Durango, Gómez Palacio, Monterrey, Mexico City and Guadalajara, respectively. In addition, it was also observed that there is no control in the production and shipping flows of guava from the state of Aguascalientes, so that wholesale prices can be transmitted to producers causing problems and losses in profits for productive agents.

Table 1 Price-produced quantity ratio in Aguascalientes of guava and wholesale prices in the markets that the state supplies. 

Indicador Aguascalientes Chihuahua Cd. Juárez Torreón Durango Gómez P. Monterrey CDMX Guadalajara
Intercepto 6236.61 13071 12742 9363.66 9413.46 9543.61 6804.46 9392.93 7079.92
Valor de tc 28.64 31.42 34.16 33.57 38.26 40.55 65.06 46.5 36.31
Coef. QAGSt -0.03 -0.04 -0.02 -0.03 -0.02 -0.04 -0.01 -0.02 -0.01
Valor de tc -2.28 -1.44 -0.83 -1.5 -1.27 -2.6 -1.73 -1.41 -0.56
Coef. Dt 1993.29 3560.38 3562.96 3000.24 2075.14 3314.06 1705.5 1731.69 2151.63
Valor de tc 8.96 8.06 8.73 9.43 7.46 11.14 14.65 7.07 10.25
R 2 0.75 0.67 0.65 0.74 0.67 0.77 0.85 0.54 0.72
Prob> F <0.0001 <0.0001 <0.0001 <0.0001 <0.0001 <0.0001 <0.0001 <0.0001 <0.0001
DW 1.38 1.23 0.92 1.17 1.45 1.21 1.13 1.3 1.48
Media Q 7837.68 7837.68 7837.68 7837.68 7837.68 7837.68 7837.68 7837.68 7837.68
Media P 7101.17 14589.13 14554.04 10417.91 10131.6 10391.43 7543.89 10040.21 8234.55

Elaboración con datos de INEGI (2016; SIAP, 2016a; SNIIM, 2016).

There are several studies that present alternatives to reduce price volatility and stabilize markets, crop subsidies, financial insurances, technology implementation, crop scheduling, flow control are just some of the solutions that guava producers possess to reduce price volatility generated by the dependence to weather conditions (FAO, 2010; FAO, 2011; García-Vásquez et al., 2011; García-Salazar et al., 2014).

The guava cultivation manages to obtain production all year long using the calmeo technique, which consists of introducing the tree in a period of irrigation suspension for a period of one to six months during the dry season from the end of the previous harvest (González et al., 2002). This technique is used by the producers of Calvillo to achieve a better agronomic management, pursuing as a purpose to conserve their plots or obtain higher prices.

The technique is performed after harvest and its duration defines the time of the next harvest, this technique is used to schedule production, there is also the early calmeo from June to August and late calmeo from January to March (González et al., 2002).

The guava fruits are very susceptible to damage by cold and diseases, resulting in browning (oxidation) (Mata and Rodríguez, 2000). In Aguascalientes there is no cold network that allows the storage of fresh consumption guava that manages to control flows for better profits, storage consists mainly of having control of product availability that is sent to the market.

Storage has been successful in several countries and with certain crops, in the case of highly perishable products such as guava, storage is possible for a short period of time. The guava must have certain characteristics so that the storage is successful, the storage process of guava begins with the selection of the fruit; green guavas with yellow shades to be stored at 5 to 10 °C (SAGARPA, 2008). It is committed to the “late calmeo” as a productive technique for the planning of Calvillo guava production, which would allow reducing price volatility and increasing market share and producer profit. The objective of this paper was to analyze the guava market to give policy recommendations that give elements to achieve market order, and to determine the best strategies to raise the price of guava in Calvillo municipality. The “calmeo” technique and storage were analyzed as main control actions of the supply.

Materials and methods

Indicators were estimated and it was necessary to estimate a regression model using a linear regression model to determine the impact that the quantity of guava produced by Aguascalientes has on wholesale prices at the country's wholesale markets. The analysis is based on the theory of the company, so the profit was determined through the difference between the total revenue from the sale of the state guava and the total costs incurred to achieve yield and marketing (production, transport and storage).

For the analysis, only the state of Aguascalientes was taken as the producing area and nine consumer markets were also considered. The total gain (G) was calculated by discounting to the sales revenue (in the domestic and export market) the production costs, transportation costs and storage costs.

Considering i(I=1) municipalities producing guava and j(J=1, ...9) consumer markets, total sales revenue were obtained as follows:

IT=t=1Ti=1Ij=1Jpcijtxijt+ t=1Ti=1Ie=1Epeietxiet 1)

Where: for the month t; pc ijt= the price of guava in the domestic market j; xijt= the amount of guava sent to the national market j; peiet= the export price at the border e; xiet= the amount of guava sent from the producing area to the foreign market by the border e.

The total cost of production is given by:

CPT=t=1Ti=1Icpit xit 2)

Where: cpit= the production costs of guava in the producing area; xit= the amount of guava produced in Aguascalientes.

The total cost of transportation is equal to:

CTT=t=1Ti=1Ij=1Jctijt xijt+ i=1Ie=1Ectiet xiet 3)

Where: for the month t, ctijt= the transport cost from Aguascalientes to the consumer wholesale markets j; xijt= the amount sent of guava from Aguascalientes to wholesale markets j; ctiet= the transportation cost from Aguascalientes to exit points of exports e.

Finally, the total transportation cost is calculated as follows:

CAT=t=1Tt=1Ti=1Icait,t+1xit, t+1 4)

Where: for the month t, cait, t+1= the cost of storage from the month t to the month t+1; xit, t+1= the guava amount stored from month t to month t+1.

A total of nine wholesale markets were considered: Aguascalientes, Chihuahua, Cd. Juárez, Cd. De México, Coahuila, Durango, Gómez Palacio, Guadalajara and Nuevo León, a municipality producing guava (Calvillo) and 12 periods of time (January to December). The impact of the quantity produced on the wholesale price of the guava at the wholesale markets was estimated as follows:

Pcijt=αijt+ βijtt=1Ti=1IXit 5)

Where: αijt= the intercept and βijt= a coefficient that measures the relationship between the price and the quantity of guava produced in Aguascalientes.

The estimation of the total gain was made considering three scenarios: 1) the first shows the situation observed in the average period 2012-2015 (base situation); 2) the second showed a 8.5% decrease in production in months of oversupply (October to January) thanks to the “calmeo” technique and a production increase in the months of February to September according to historical records reported by the SIAP (2012-2016a); and 3) the third scenario considered the storage of 10% of the production in the months of maximum harvest, in order to control the product flow to the market. The consumption of guava produced by Aguascalientes took data from the guiding plan of the national guava product system committee (SAGARPA, 2012), it was considered the shipment of guava from Aguascalientes to the different destination wholesale markets.

Guava production during the analysis period was obtained from SIAP (2016b). Wholesale prices and demand points (wholesale arkets) were obtained from SNIIM (2016), the national index of consumer prices that deflated prices was obtained from INEGI (2016).

Production costs were obtained through a survey to 28 guava producers in the state. Storage and transportation costs were obtained through interviews with marketing agents. Transport costs were obtained by multiplying the average costs (pesos per t-km) by a distance matrix. The unit transport costs were obtained through the following regression ctiet= 220.84+0.77 km+43.69 D, where the dichotomy variable takes value 2 for distances greater than 1000 km, the value of 1 for distances between 501 and 1 000 and 0 for distances less than 500, the coefficient of determination was 0.75.

The monthly exports of Aguascalientes state to the United States of America were obtained from SICAGRO (2016), SE (2016) and USITC (2016). The data considered correspond to the average period from January 2012 to December 2015. The difference in wholesale and producer prices was considered to determine the percentage of participation of producers and marketing agents.

Results and discussion

Guava in Aguascalientes has seasonal patterns that concentrate production, harvest and marketing in the months of October to January; in these months there is a high dynamism in the Calvillo municipality since it harvests approximately 41% of the state production and 75% of the area planted with guava. It is estimated that of the total crop 4.9% is destined for exports and this represented 52.1% of the national exports. 14.4% of the guava production goes to industry and the losses correspond to 5.7% of the total production, which in 2015 was 90 thousand tons.

Scenario 1. Base situation

The first scenario shows the situation observed in the analysis period, it was assumed that all the guava production of Calvillo municipality was destined for national consumption. The analysis used the prices observed in each period. Under this scenario total revenues were 883.9 million pesos, the total gain was 416.0 million pesos, the producer gain of 235.7 million pesos and the producer’s profit was 180.28 million pesos. It should be noted that for the analysis, the data provided by the Instituto Nacional de Investigaciones Forestales, Agrícolas y Pecuarias (INIFAP) were taken as reference, which reports that the average price paid to the producer is 6 586 pesos per ton; while the mean rural average price reported by Agrifood and Fisheries information service SIAP (2012; 2016a), was 3 690 pesos per ton, if taken as a reference the price paid to producers according to data from SIAP, guava producers would have losses of 78.84 million pesos and in no scenario an improvement can be achieved.

Scenario 2. The “calmeo”

The second scenario considers the nature of guava production. The fact that it is a perennial crop does not mean that guava production can be obtained throughout the year. Climatological factors such as the risk of frost and hailstorms in the rainy season physiologically damage the guava tree. Calvillo is a municipality that shows these adverse conditions; therefore, it is risky to harvest in the period from February to September. According to data from the SIAP (2016b), there are some plantations within the same municipality that have a lower risk due to greater technification, the use of anti-hail mesh has allowed guava producers of the state to discern between harvest periods, allowing to produce in times of high prices. In order to obtain fruit outside the traditional season and obtain a higher price, the harvest is programmed by means of the “calmeo”, technique that consists in the irrigation suspension.

For the analysis of the “calmeo” scenario, factors that could influence crop scheduling were considered, observing in this way that it is complicated to homogenize the production in the productive period of the tree, due to factors other than producers. Therefore, in this scenario, statistics reported by SIAP on the maximum and minimum yields obtained through the months were considered, estimating a number of hectares that may be representative.

In the second scenario, there was a reduction of 8.5% in the supply in October to January, when 75% of the state production is obtained, the production considered in these months went from 72.3 to 66.15 thousand tons. In October, November, December and January the prices are below their average of 5.8, 8.7, 8.9 and 7.1%, respectively. The decrease of the guava production can be given through the pruning of the guava tree and with that diminishing the amount of hectares induced to the normal calmeo, technique that can be used to decrease the production in 6.15 thousand tons. González (2002) points out that the previous practice would generate higher incomes for the producers and would allow a better quality product to be obtained. Pruning the trees helps to reduce the fruit load and increase its quality, since there is no competition for nutrients (González et al., 2002).

If production declines 8.5% of October to January, and increases 15% in the remaining months, the total gain would increase by 18.5 million pesos. Because production costs would decrease by 10.8 million pesos, then the producer’s profit would increase by 24.9 million pesos, and the intermediaries’ profit would increase by 21.4 million pesos (Table 2).

Table 2 Gain of the producer in millions of pesos of guava in Aguascalientes under different scenarios. 

Indicador Aguascalientes Chihuahua Cd. Juárez Torreón Durango Gómez P. Monterrey CDMX Guadalajara
Intercepto 6236.61 13071 12742 9363.66 9413.46 9543.61 6804.46 9392.93 7079.92
Valor de tc 28.64 31.42 34.16 33.57 38.26 40.55 65.06 46.5 36.31
Coef. QAGSt -0.03 -0.04 -0.02 -0.03 -0.02 -0.04 -0.01 -0.02 -0.01
Valor de tc -2.28 -1.44 -0.83 -1.5 -1.27 -2.6 -1.73 -1.41 -0.56
Coef. Dt 1993.29 3560.38 3562.96 3000.24 2075.14 3314.06 1705.5 1731.69 2151.63
Valor de tc 8.96 8.06 8.73 9.43 7.46 11.14 14.65 7.07 10.25
R 2 0.75 0.67 0.65 0.74 0.67 0.77 0.85 0.54 0.72
Prob> F <0.0001 <0.0001 <0.0001 <0.0001 <0.0001 <0.0001 <0.0001 <0.0001 <0.0001
DW 1.38 1.23 0.92 1.17 1.45 1.21 1.13 1.3 1.48
Media Q 7837.68 7837.68 7837.68 7837.68 7837.68 7837.68 7837.68 7837.68 7837.68
Media P 7101.17 14589.13 14554.04 10417.91 10131.6 10391.43 7543.89 10040.21 8234.55

The results of this scenario indicate a 4.68% increase in total profit, which would increase from 416.03 to 434.5 million pesos. The profit for guava producers would increase by 33.8 million pesos, which shows the goodness of the “calmeo”. It should be mentioned that the previous results consider the productive processes of the tree, where only in the month of March and June there is an intensive use of production with high risk (Table 2).

Scenario 3. Product storage

Storage is an alternative that helps reduce the volatility of prices in agricultural markets, reducing the flows of the product placed on the market and allowing them to be sent to another period in which prices are increasing. Storing guava is complicated because it is a very perishable product. Guava has an average shelf life of 18 days. Considering that under special conditions guava could be conserved for a longer period of time, a storage scenario was carried out which considered sending 10% of the production to storage during the months of maximum harvest.

By storing only 10% of production in some months, the total gain would increase by 24.7 million pesos, with respect to the base scenario, which would benefit both agents. The higher levels of storage would occur in the months of November and December, because these are the months with greater production, the flows of quantity stored for this product must be very fast for which it is not possible to send a large amount to other periods.

Storage generally has a positive impact since it allows regulating the price in the market; however, this practice is not always feasible because of the investment required to achieve product conservation (Davis and Pagoulatos, 1992) . In the case of guava, SAGARPA (2009) points out that 3 million dollars are required for the installation of cold storage rooms with the sole intention of increasing the shelf life of the fruit. The previous figure indicates that storage is not profitable for producers; in addition, the cost of renting warehouses is high.

Another alternative to avoid seasonal excesses of guava production would be through exports. An increase in exports would reduce production destined for the domestic market thus raising prices in the wholesale markets. The industrialization of guava is an alternative that must also be considered, there are several studies that show that the trend towards industrialization is a viable option due to the increased demand for canned and industrialized products. There is a growing demand for products that bridle new flavors and textures, besides saving time, the commercialization of industrialized guava, canned, in juice, purees, jellies, etc, has greater acceptance by the consumer market (Pro Ecuador, 2013). It is estimated that in Mexico 10 thousand tons of guava production are destined to juice industries such as Pascual and Jumex, which buy the fruit of third class, there are other agribusinesses in charge of making guava candies which are sold as traditional candies. Guava is a very versatile fruit that allows to explore alternatives such as the elaboration of desserts and porridge.

Conclusions

Currently the guava producers of Aguascalientes face the problem of price volatility that diminishes their levels of income and profits. Volatility in prices is a consequence of the lack of planning in the product harvesting throughout the year. Some control actions of the supply would allow to avoid the fall of the prices improving the income and the gain of the guava producers. The “calmeo” technique would significantly increase the income and profit of guava producers in the entity. Although it would not be advisable because of the heavy investment required, a more uniform flow to the market could be achieved by storing a percentage (eg 10%) of the yield obtained in the peak harvest months. Both actions require the organization of the producers, since their dispersion explains to a large extent the situation of price volatility they are currently experiencing.

Literatura citada

David, L. D. and Pagoulatos, A. 1992. Research in agricultural economics 1919-1990: seventy -two years of change. Appl. Econ. Perspect. Pol. 14:1-22. [ Links ]

FAO (Food and Agriculture Organization of the United Nations). 1993. Prevención de pérdidas de alimentos poscosecha: frutas, hortalizas, raíces y tubérculos -importancia para la comercialización y Almacenamiento. http://www.fao.org/docrep/t0073s/T0073s00.htm#contents. [ Links ]

FAO (Food and Agriculture Organization of the United Nations). 2010. Price volatily in agricultural markets. Evidence, impact on food security and policy responses. 68 p. http://www.fao.org/fileadmin/templates/est/volatility/interagency-report-to-the-g20-on-food-price-volatility.pdf. [ Links ]

FAO (Food and Agriculture Organization of the United Nations). 2011. Volatilidad de los precios de los alimentos y derecho a la alimentación. Informe Temático 1: 4. http://www.fao.org/docrep/016/i2417s/i2417s.pdf. [ Links ]

Fundación Produce de Guerrero. 2012. Agenda de innovación guayaba. Guerrero. http://www.innovacion.gob.sv/inventa/attachments/article/4331/10-guayaba.pdf. [ Links ]

García-Salazar, J. A.; Skaggs, R. K. and Clawford, T. L. 2014. Excess supply and price volatility in the Mexican potato market: A decision making framework. Am. J. Potato Res. 91(3):291-303. [ Links ]

García-Vázquez, A.; García-Salazar, J. A.; Guzmán -Soria, E. y Portillo-Vázquez, M. 2011. El mercado de la sandía en México: un estudio de caso sobre excesos de oferta y volatilidad de precios. Región y Sociedad. Revista del Colegio de Sonora. 54:239-260 [ Links ]

González, G. E.; Padilla, R. J. S.; Reyes, M. L.; Esquivel, V. F.; Robles, E. F. J. y Perales, C. M. A. 2000. Tecnología para producir guayaba en Calvillo, Aguascalientes. Campo Experimental Pabellón, CIRNOC. INIFAP. Folleto para productores Núm. 28. 7-10 p. [ Links ]

González, G. E. ; Padilla, R. J. S. ; Reyes, M. L. ; Perales, C. M. A. y Esquivel, V. F 2002. Guayaba: su cultivo en México. Campo Experimental Pabellón, CIRNOC. INIFAP. Libro técnico Núm. 182. 1. p. [ Links ]

INEGI. (Instituto Nacional de Estadística y Geografía). 2009. Sistemas/ México cifras/datos geográficos. Prontuario de información geográfica municipal de los Estados Unidos Mexicanos, Calvillo,Aguascalientes. http://www3.inegi.org.mx/sistemas/mexicocifras/datos-geograficos/01/01003.pdf. [ Links ]

INEGI. (Instituto Nacional de Estadística y Geografía). 2016. Estadística/ bancos de datos/ banco de información económica/ precios e inflación/inpc. http://www.inegi.org.mx/sistemas/bie/Links ]

Mata, I. y Rodríguez, A. 2000. Cultivo y producción del guayabo. Trillas. México, DF. 170 p. [ Links ]

Pro Ecuador (Instituto de promoción de exportaciones e inversiones). 2013. Purés y pastas de frutas en Alemania, 2013, boletín informativo. http://www.proecuador.gob.ec/pubs/perfil-de-pure-y-pastas-de-frutas-en-alemania-/. [ Links ]

SAGARPA (Secretaría de Agricultura, Ganadería, Desarrollo Rural, Pesca y Alimentación). 2008. Agronegonegocios/ documentos/ estudios promercado/. [ Links ]

SAGARPA (Secretaría de Agricultura, Ganadería, Desarrollo Rural, Pesca y Alimentación). 2009. Estudio orientado a identificar las necesidades de infraestructura logística en la cadena de suministro de la guayaba para la exportación a USA. Aguascalientes: Agronegocios. 12 p. http://www.sagarpa.gob.mx/agronegocios/documents/estudiospromercado/frucasare.pdf. [ Links ]

SE (Secretaría de Economía). 2016. Comercio exterior/ información estadística y arancelaria/ siavi/ fracción 08045003. http://www.economia-snci.gob.mx/. [ Links ]

SIAP (Sistema de Información Agrícola y Pesquera). 2016a. Acciones programas/producción agrícola/resumen nacional por estado http://infosiap.siap.gob.mx:8080/agricola-siap-gobmx/ resumenproducto.do. [ Links ]

SIAP (Sistema de Información Agrícola y Pesquera). 2016b. Acciones programas/producción agrícola/resumen nacional por Cultivo. http://infosiap.siap.gob.mx:8080/agricola-siap-gobmx/avancenacionalsinprograma.do. [ Links ]

SICAGRO (Sistema de Información Comercial del Sector Agroalimentario). 2016. Exportación/grupo de productos/frutales/guayaba. http://sicagro.sagarpa.gob.mx/sicagro_consulta/filtros.aspx. [ Links ]

SNIIM (Sistema Nacional de Información e Integración de Mercados). 2016. Mercados nacionales / precios de mercado/ mercados agrícolas/frutas y hortalizas/guayaba. http://www.economia-sniim.gob.mx/SNIIM-AN/estadisticas/e-fyhAnuarioa.asp?Links ]

TOC consultores. ‘2013’. Diagnóstico de las necesidades de infraestructura estratégica para impulsar el mercado de exportación de guayaba. 271 p. http://www.sagarpa.gob.mx/agronegocios/documents/estudios-promercado/diagn%c3%b3stico%20de%20necesidades%20de%20infraestructura%20para%20impulsar%20la%20export.%20 de%20guayaba.pdf. [ Links ]

USTIC (United States International Trade Commission). 2016. Tariff afairs/tariff databases/tariff database 1997-2017. htpp://www.usitc.gov/tariff-affairs/documents/tariff-data/tariff-database2011-2016.txt. [ Links ]

Received: May 00, 2017; Accepted: July 00, 2017

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