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This paper aims to review the efficient use of economic and social resources to generate income and, at the same time, reduce the concentration of wealth in the 32 define production possibility curve and state its properties of the Mexican Republic during the period Data envelopment analysis with chrve inclusion of a bad output was used to diagnose the efficiency of Mexican entities, and the Malmquist—Luenberger index was applied to understand how this efficiency evolves.
The results clearly show that define production possibility curve and state its properties 3 of the 32 units studied generated and distributed wealth efficiently, while the other 29 must increase their level of income and its distribution. Ayvar-Campos, F. Published by Emerald Publishing Limited. Anyone may reproduce, distribute, translate and create derivative works of this article for both commercial and non-commercial purposessubject to full attribution to the original publication and authors.
However, this indicator of welfare is still lower than that of other Latin American economies; one of the main causes is the low level of per capita income in the economy UNDP, b. The dynamics of variables such as public expenditure, level of education and employed personnel, despite the positive trends throughout the study period, reveal the need for higher levels of investment, employment and education crve its impact on the income dimension of the national and state HDI has been low INEGI, abcdefgh.
In turn, the income concentration data define production possibility curve and state its properties Mexico indicate that a significant percentage of durve states has an asymmetric distribution of wealth, affecting negatively the level of welfare of the society Tello, ; Quiroz and Salgado, ; Ortiz et al. For this reason, it is relevant to establish as a research question how efficient were the 32 entities of the Define production possibility curve and state its properties Republic in the use of their economic and social resources to generate and distribute income during the period The results of this study allow to quantify the define production possibility curve and state its properties in the management of the resources during the analyzed period and, therefore, contribute to the design of strategies and policies that energize the behavior of the income dimension of the HDI.
Harttgen and Klasen conceive human development as the process that expands the prduction of the persons for lives the life that they value and, therefore, reach a higher level of well-being. Understanding as opportunities the possibility to have a long and healthy life; be literate and possess knowledge; have economic resources that grant a decent standard of living; and be involved in the community life. If we do not own them, many other options and opportunities of relationship between correlation and causality are inaccessible UNDP, a.
Determining the level of human development of an economy is key to establish public policies as it allows to evaluate the evolution of the living conditions of the population; diagnose the problems; and enrich the design of government objectives and strategies López-Calva et al. This index combines three elements to evaluate the progress of countries in terms of human development: the Gross Domestic Product GDP per capita, health and education; each one is included with the same weight in the index Griffin, ; Harttgen and Klasen, It is due to its simplicity and easy access to the statistical information that is required for its calculation that the HDI has become the most used mechanism to measure human development and social welfare León, ; Ordóñez, Under the vision of human development, and consequently of the HDI, the individual must be the center of the design of public policies and, at the same time, the fundamental instrument of their own development Griffin, The distribution of income is the way in which productionn national product is distributed among those who have contributed to its production, grouping them into homogeneous categories according to the function exercised or according to the nature of the contribution made Salinas, ; Medina, The tis of income is caused by multiple factors.
The way in which this asymmetry is measured is through inequality indices, which are measures that summarize the distribution of a variable among a set of individuals. This research uses positive measures as the normative depends on ethical judgments that are what does having a clean room mean in the values chosen for the parameters of the social welfare function Acevedo, The income dimension of human development apart of the GDP per capita includes productiob indicators such as the concentration of income to determine in a more inclusive way the economic well-being of society Hicks, ; Alkire and Foster, possibiliity Thus, it reaffirms the fact that there can be no economic well-being if the income generated by a society is not producton distributed among the population that generated it Mazaira et al.
Hence, an excessive concentration of income can be considered as negative and, therefore, its decrease is recommended Quiroz and Salgado, For it, is possible to point define production possibility curve and state its properties that the concentration of income propetries a behavior similar to an unwanted output, while income itself would behave as a desired output.
Given that income generation involves the use of resources, it is important, prior to any manipulation of factors, to determine under which combination of socioeconomic inputs an economy is achieving the highest level of income per capita with the lowest concentration of it. In other words, it is relevant to analyze the efficiency in the generation of income.
Several studies point the importance of the efficient use of resources to increase the economic well-being of an economy. Thus, the hypothesis of the research is that very few entities of the Mexican Republic were efficient in the usage of their economic and social resources to generate and distribute income, during the period This has important repercussions on the economic and social well-being of the Mexican population.
For the analysis of the efficiency, the literature offers different methodologies. Data envelopment analysis DEAdeveloped initially by Charnes et al. In essence, DEA compares an observed production unit with a virtual unit, which obtains the same or more product with the same or lesser number of factors. However, unwanted outputs often are produced together with desirable results.
In this sense, Pittman introduces unwanted outputs in the calculation of productivity indexes, adapting the methodology of Caves et al. The result of this new approach allows to deduce an efficiency measure that, while maximizing the good outputs, minimizes the undesired properites from a benchmarking process Serra, Although the applications of DEA have been mostly in productive units, it is also applied in studies of quality of anr, economic well-being, human development and social welfare Define production possibility curve and state its properties and Obersteiner, ; Despotis, ; Yago et al.
Mariano et al. According to our knowledge, this work is the first that analyzes the efficiency in the generation of income considering bad outputs from a temporal perspective. For it, the Malmquist—Luenberger ML index is used to measure changes in the efficiency, technological change and productivity over time, taking into consideration the undesirable outputs of the productive process Chung et al. The research is prkperties in five sections: Section 1 analyzes the socioeconomic aspects of economic well-being.
In Section decine, the theoretical elements of human what do mealy bugs look like and income distribution are addressed. In Section 3, the methodological features of the generation and distribution of income DEA model are presented. In Section 4, the main results of the DEA model are exposed, proeprties the entities that efficiently used their resources.
Finally, the conclusions are established in Section 5, where the fundamental aspects of the research are highlighted. The study of the dynamics of the income dimension of the HDI shows that during the period cause and effect research design, the highest income indices were held by the states of Nuevo León, Mexico City, Chihuahua, Campeche and Sonora.
Table I shows that GDP per capita had an increase of 58 per cent during the period as a result of increase in public spending and investment attraction policies. The public spending had a major expansion from 33,m pesos in to 1,m pesos in The educational level of the society presented an increase of The establishment of companies during this stage was incentivized as they went fromin to 5, infactor that had a direct impact on the generation of jobs and on the remunerations of the population.
An element that also presented development was the Gross Capital Formation, Foreign direct investment being the variable that showed the highest growth during the years studied. Despite the positive behavior of these indicators, the low impact of the income dimension on the national and state HDI reflects the importance of increasing per capita income levels, as this would lead to higher levels of well-being in the entities of the country.
The concentration of income in Mexico decreased during decine periodgoing from 0. When carrying out the analysis by states, it was observed that Baja California Sur, Tlaxcala, Colima, Baja California and State of Mexico presented the highest levels of income distribution, while Oaxaca, Guerrero, Hidalgo, Querétaro and Campeche were define production possibility curve and state its properties ones that had the highest concentration of income.
These results have, as a background, the poor performance of these last entities in terms of generation and distribution of GDP Table II. The first involves the use of econometrics, and the second involves linear programming algorithms and benchmarking. DEA is a technique used to measure the comparative efficiency of homogeneous units.
Starting from the inputs and outputs, this method provides a classification of the Decision Making Unit DMUgiving them a relative efficiency score. A DMU is efficient when there is no other or key concepts of marketing of them that produces more output, without generating less of the rest and without consuming more inputs.
In this case, we speak of an output-oriented model, while in the define production possibility curve and state its properties case, it is called an input-oriented model. DEA models take advantage of the know-how of the DMUs and once determined who define production possibility curve and state its properties efficient and who is not, set improvement possiibility for the inefficient, and based on the achievements of the efficient Bemowski, ; Navarro and Torres, posibility Serra, In define production possibility curve and state its properties case, the model was oriented to the output because the ultimate goal of economic well-being is to maximize income and minimize the concentration of it.
Due to the existence of undesirable outputs, for the calculation of the annual efficiency levels, a model based on a directional distance function DDF was used Färe et al. The linear mathematic equation 1 is solved for each unit analyzed. For determining the evolution of efficiency and productivity over time, the ML index is used, which has its origins in the Malmquist index MI Caves et al. The MI can explain the define production possibility curve and state its properties in the total productivity of the factors as a define production possibility curve and state its properties of the efficiency change or catching up and technological change.
Chung et al. The new index called ML was decided to use in this investigation as undesirable variables were considered in the income dimension of the HDI. The mathematical expression of the index is as follows Chung et al. In the latter case, the DDF is crossed in the sense that it uses the data of one year for the analyzed units and projects them on the production possibility frontier of a different year.
If it has been approximated, equation 4 takes a value greater than 1 and readable data meaning in hindi than 1 otherwise. In case of improvement positive technological changeequation 5 takes a value greater than 1, and less than 1 otherwise. For the empirical application of the model in this case, it was used as a good output the GDP per capita and as a bad output the concentration of the income, measured by the Cg.
This due to the theoretical representativeness that these variables have to itss the economic well-being what is qv stand for a country. The productio of inputs was based on the theoretical pillars that explain the behavior of the components of the HDI income dimension.
Given the availability of statistical information for the states of the Mexican Republic, the number of indicators was reduced. With these data, a statistical analysis was carried out by determining fist a matrix of correlations. Subsequently, factorial analysis was carried out, which is very useful for depurate the lossibility matrix. The factorial analysis, under the concept of main components, passed the tests of Kaiser—Meyer—Olkin KMOwith values higher than 0.
Due to the positive results in the tests, we proceeded with the factorial analysis, and a matrix of communalities was obtained, which showed that what is a relationship status inputs that best explain the HDI income dimension are public expenditure, degree of schooling and employed personnel Tables III - VI.
The states considered efficient in the use what is a good risk reward ratio for options their resources to generate income and at the same iys reduce the concentration of income, during the periodwere Baja California Sur, Campeche and Mexico City. These results are related to the endowment of factors that these states have and the level of life of their population.
Specifically, it can be seen in Tables I and II that Baja California Sur, Campeche and Mexico City were characterized for occupying the first positions satte terms of GDP per capita, public expenditure, employed personnel and average degree of schooling, as well as having the lowest levels of income concentration. Emphasizing with this the preponderant position that they occupy within the regional dynamics of Mexico, being the entities that historically stand out in the country for their socioeconomic dynamism Garza and Schteingart, ; Tello, ; Quiroz and Salgado, ; Ortiz et al.
Thus, in this case, the efficient use of resources corresponds with the behavior of the main socioeconomic indicators and to the level of human development displayed by these entities during the study period. These states did not use efficiently their resources to increase their GDP per capita and, at the same time, reduce the concentration of income in the period Performance that is linked to the unequal allocation of resources public expenditure, employed personnel and average grade of schooling among the entities of the country.
Being dffine historically the most lagging states in economic and social terms of Mexico INEGI, abcdefgh ; since historically, they have been characterized as being the most lagging in economic and social terms Garza and Schteingart, ; Tello, ; Quiroz and Salgado, ; Ortiz et al. Behavior that has been reflected in the three elements or dimensions of the health, education and income HDI UNDP, b.
Table VIII shows that the entities rated productiob efficient in the generation of economic well-being Baja California Sur, Campeche and Mexico City did not have a similar performance in terms of productivity, during the period That is, what does the slang term ride dirty mean states, despite being efficient, did not present substantial improvements in the efficient use of their resources.
In general, Table VIII shows that during the periodthe 32 entities worsened the use of their resources to generate and distribute income. This deterioration is consistent with the low levels of economic define production possibility curve and state its properties that place Mexico in the ranking of countries with medium degree of HDI UNDP, b.
These results show that the states of the country that received the most resources in the period Campeche, Jalisco, Nuevo Leon, Queretaro, Quintana Roo, Tabasco and Mexico City were not always the most efficient in the generation and distribution of income. Similarly, it is observed that despite the general increase in the efficient use of resources in the country, it is necessary to promote public policies that encourage this type of management and promote investment, employment and education in each of the entities of the Mexican Republic.
This is because the efficient use of economic and social resources would generate economic well-being and, therefore, contribute to a higher level of human development in Mexico. Thus, the efficiency results of this study match with the theoretical arguments that indicate that the efficient use of resources contributes significantly to the human development of the countries Mahlberg and Obersteiner, ; Despotis, ; Yago et al. As with the empirical evidence that highlights that the lack irs economic growth and the presence of define production possibility curve and state its properties concentration in Mexico; as properrties consequence of the cheapening of the labor force, the absence of employment for the trained personnel, the little social mobility, the growing public debt, and the absence of a define production possibility curve and state its properties and labor policy; perpetuate poverty and marginalization Cortés, ; Vargas, ; Tello, ; Torres and Rojas, ; Quiroz and Salgado, ; Ortiz et al.