Any data model in Big Data must be designed and developed to meet the needs of the business, and for this, it is necessary to know the objectives and goals of the organization, so that it effectively has the necessary functionalities to facilitate the decision-making process in the company.
What is a data model applied to business?
It is a type of language, an abstract representation of information oriented to talk about the relationships that a company's data have with each other. It makes it possible to describe the type of data that exists, and all the real elements involved in a problem or situation.
Through geospatial data analysis techniques, CentralAmericaData carried out an analysis of five Walmart distribution centers in Florida, United States, with the aim of identifying patterns in the supply chains of these five centers and their relationships with commercial establishments and other logistics complexes in the State.
Through this analysis, whose objective is to show how geospatial data science techniques can be applied to solve problems in the logistics sector, the existing relationships between Walmart distribution centers and their supply sites were identified and characterized, so that different large commercial chains can evaluate and at the same time improve processes in their respective supply chains.
By analyzing the large volumes of anonymous data generated by mobile devices, it is possible to establish whether a distribution center has a commercial relationship with other logistics complexes, and even with establishments that serve the end consumer.
Using the most advanced Big Data tools, it is possible to understand the behavior of the supply chains of companies in the retail sector, since by monitoring delivery parts and counting mutual visits between suppliers and vendors, it is possible to identify and establish which are the most important relationships between distribution centers and points of sale to the end consumer, such as stores.
Through the management of large volumes of data, it is possible to understand the pedestrian mobility of an area or city, and from this, predict the sales potential of a business according to its location and the characteristics of consumers who pass through the surrounding area.
Currently, companies in the retail and mass consumption sector that have opted to develop "data driven" work teams have found in Business Intelligence and Geomarketing solutions a new way to understand the dynamics of their business models.
Following Costa Rica's decision to impose requirements on the entry of avocados grown in Honduras, Costa Rican businessmen believe that these unilateral measures could generate trade retaliation for the country.
Arguing that molecular biology tests detected the presence of the Avocado Sunblotch viroid in shipments from Honduras, the Costa Rican State Phytosanitary Service (SFE) decided to start taking samples to analyze Honduran avocados.
As a result of the blockade to the entrance to the Panamanian market of products of animal origin coming from Costa Rica, on January 11 the Costa Rican government requested to the WTO the application of the mechanism of consultation with Panama.
The trade conflict began in July 2020, when Panama informed the National Animal Health Service (SENASA), an agency of the Costa Rican Ministry of Agriculture and Livestock (MAG), of the decision not to extend the export authorization to a list of Costa Rican establishments previously authorized and which have been trading in the Panamanian market for many years.
Although in Costa Rica during December 2020 most businesses increased their sales by about 10%, the expectations of the sector's entrepreneurs for the first quarter of 2021 are still uncertain.
The year 2020 was marked by an economic crisis, which was generated by the outbreak of covid-19 at a global level. In this context, the Costa Rican commercial sector managed to oxygenate its finances with the end of the year celebrations.
In the context of the economic crisis that Costa Rica is going through due to the pandemic, businessmen from the commercial sector reported that the "Black Friday" sales of 2020 were similar to those of 2019.
Despite the drop in commercial activity generated by the covid-19 outbreak, executives of the Chamber of Commerce reported that sales reached an acceptable level, which can be explained, in part, by the commercial strategies applied by the establishments.
Due to changes in people's habits, energy consumption in commercial establishments, offices and industrial complexes has decreased, contrasting with the rise in demand in residential areas.
The quarantines and restrictions on mobility that Central America has experienced due to the covid-19 outbreak and the latent risk of contagion, has caused radical changes in the region's electricity market.
From January to June 2020, 57 environmental impact studies were presented for the construction of commercial buildings in Central American countries, and most of them are concentrated in Costa Rica and El Salvador.
The interactive platform "Construction in Central America", of the Trade Intelligence Unit of CentralAmericaData, includes an updated list of public and private construction projects that present environmental impact studies (EIS) to the respective institutions in each country.
Once Panama blocked the entry of animal products from Costa Rica, discussions at the technical level progressed, but when the issue was brought to the political arena, the process to solve the trade conflict stalled.
In early July of this year, Panama informed the National Animal Health Service (SENASA), an agency of the Costa Rican Ministry of Agriculture and Livestock (MAG), about the decision not to extend the authorization for export to a list of Costa Rican establishments previously authorized and that have been commercializing in the Panamanian market for many years.
Following Panama's blockade of the entry of animal products from Costa Rica, arguing that the permits have expired, Costa Rican authorities decided to notify the World Trade Organization of the dispute.
On July 10, Panama informed the National Animal Health Service (SENASA) of Costa Rica's Ministry of Agriculture and Livestock (MAG) of the decision not to extend export permits to a list of previously authorized Costa Rican establishments that have been exporting to Panama for many years.
In the region, it is estimated that more than 4 million people show interest in the digital environment for supermarkets, being Walmart, Pricesmart, Paiz, La Torre, La Colonia and Super Selectos, some of the chains that have better positioned in the minds of consumers.
An analysis of the interests and preferences of consumers in Central America, prepared by the Trade Intelligence Unit of CentralAmericaData, gives interesting results on the preferences and tastes of people in various products, services, store chains, brands and activities.
Using technology to measure the flow of visitors, reducing the furniture available in the food courts and implementing product deliveries in the parking area are part of the changes that the region's shopping centers must apply in this new reality.
Because of the threat of the spread of covid-19, since mid-March in Central America, the authorities agreed to close the shopping centers.
At the beginning of the covid-19 outbreak in most of the region's real estate markets, interest in commercial investments decreased, but in recent weeks the decline stopped and in some countries increases are already being reported.
Through a system that monitors changes in consumer interests and preferences in Central American countries in real time, developed by CentralAmericaData, it is possible to project short and long term demand trends for the different products, sectors and markets operating in the region.