Education and Economics Essay

I. Introduction: The conventional theory of human capital developed by Becker (1962) and Mincer (1974) views education and training as the major sources of human capital accumulation that, in turn, have direct and positive effect on individuals’ life time earnings. In the Mincerian earning function, the coefficient of school years indicates the returns to education, i. e. , how much addition in earnings takes place with an additional school year. There exists a wide range of literature that estimated the rates of returns to education for different countries [Pascharapoulos (1980; 1985; and 1994); Pascharapoulos and Chu Ng (1992)]1. In Pakistan, most of the nationally representative household surveys do not contain information on variables, such as, completed years of schooling, age starting school, literacy and numeracy skills, quality of schooling, and technical training. Due to the unavailability of completed school years, one can neither compute the potential experience nor observe the effect of an additional year of schooling on individual earnings. Therefore, the available literature in Pakistan is lacking in estimating the returns to education by using the Mincerian earning function2. In recent years, the government of Pakistan has started nation-wide survey, Pakistan Integrated Household Survey (PIHS), to address the imbalances in the social sector. This survey ? The authors are Senior Research Economist and Research Economist at the Pakistan Institute of Development Economics (PIDE) Islamabad. 1 Pascharapoulos (1994) provide a comprehensive update of the estimated rates of returns to education at a global scale. He observed high social and private profitability of primary education (18%and 9% respectively) in all regions of world. The private rate of returns at this level were found highest in Asia (39%) as compared to other regions. He also noted a considerable increase in total earnings by an additional year of education in all regions of world; 13% in Sub-Saharan Africa; 10% in Asia; 12% in Europe/Middle East/North Africa; and 12% in Latin America/Caribbean. 2 At national level, only two studies are available in Pakistan that used the Mincerian earning function approach to examine the returns to education [see Shabbir and Khan (1991) and Shabbir (1994)]. However, both these studies are based on twenty years old data set. 2 provides rich information on the above mentioned variables that were missing in the earlier household surveys. This study uses the data of PIHS to examine the returns to education by using Mincerian earning function and thus aims to fill the vacuum that, due to the lack of appropriate data, exists in the literature on returns to education in Pakistan. In this paper we will first estimate the earning function with continuous school years with the assumption of uniform rate of returns for all school years. It is argued that different school years impart different skills therefore we extend our analysis to examine the addition in earning associated with extra years of schooling at different levels of education, i. e. , how much increase in earnings takes place with an extra year of schooling at different levels, such as, primary, middle, matric, intermediate, bachelors and masters. By doing so we overcome the problem that exists in the available literature in Pakistan. To our knowledge no study has yet adopted this method to examine the returns to education in Pakistan3. The impact of technical training and school quality on the earnings of fixed salaried and wage earners will be examined in this study. Based on the available data in Pakistan, most of the studies, for example, Haque (1977), Hamdani (1977), Guisinger et al (1984), Khan and Irfan (1985), Ahmad, et al (1991); and Ashraf and Ashraf (1993a, 1993b, and 1996) estimated the earning functions by defining the dummy variables for different levels of education4. These studies observe low rates of returns at different levels of education as compared to other developing countries. However, a positive association between levels of education and earnings and an inverse relationship between the degree of income inequality and educational attainment has been noted. In order to examine the inter- 3 Most of the studies on returns to education in Pakistan used dummy variables for different levels of education where the rates of returns at different levels of education are computed by the estimated coefficients. 4 In Pakistan, the data on education in most of the nationally representative household surveys have been reported in discrete form that denotes the completion of different levels of education, such as, ‘primary but incomplete middle’, ‘middle and incomplete matric’, and so on. 3 provincial differentials in returns to education, Shabbir and Khan (1991) estimated the Mincerian earning function by using a nationally representative sample, drawn from the of Population, Labour Force and Migration Survey (1979) for the literate wage earners and salaried males. Later Shabbir (1994) estimated the earning function on the extended sample of the same data set. These studies found 7 to 8 percent increase in earnings with an additional year of schooling. Although the results are consistent with those of comparable LDCs but may not reflect the recent developments in Pakistan’s economy as these studies are based on the data set which are 20 years old now. Since 1979, the economy of Pakistan has passed through various changes, especially after the inception of the Structural Adjustment Programme in late 1980s. For example, the literacy rate has increased from 26 percent to 45 percent and enrolment at primary level has increased by 67 percent. Public and household expenditures on education have also increased [Economic Survey (1998-99)]. Moreover, due to the fiscal constraints, the employment opportunities in the public sector have started shrinking and the economy is moving towards more openness with stronger role of private sector in recent years. In this scenario, it becomes imperative to re-test the role of human capital as both private and public sectors are moving towards more efficiency and productivity. This study is important from three standpoints. First, in order to estimate the effect of education on earnings, the most recent and nationally representative household survey data is used which provides detailed information on the variables that were missing in previous surveys. Second, it uses the splines of education in the earning function to examine the additional earnings associated with extra school years at different levels. Third, this study investigates the role of some important factors such as, technical training, school quality, and literacy and numeracy skills on earnings for the first time. 4 The rest of the paper is organised as follows: section 2 presents an overview of the education sector. Section 3 outlines the model for empirical estimation and describes data. Section 4 reports the results. Conclusions and policy Implications are presented in the last Section. II. The Education Sector in Pakistan: An Overview: Education plays an important role in human capital formation. It raises the productivity and efficiency of individuals and thus produces skilled manpower that is capable of leading the economy towards the path of sustainable economic development. Like many other developing countries, the situation of the education sector in Pakistan is not very encouraging. The low enrolment rates at the primary level, wide disparities between regions and gender, lack of trained teachers, deficiency of proper teaching materials and poor physical infrastructure of schools indicate the poor performance of this sector. The overall literacy rate for 1997-98 was estimated at 40 percent; 51 percent for males and 28 percent for females; 60 percent in urban areas and 30 percent in rural areas. These rates are still among the lowest in the world. Due to various measures in recent years, the enrolment rates have increased considerably. However, the high drop-out rate could not be controlled at primary level. Moreover, under-utilisation of the existing educational infrastructure can be seen through low student-institution ratio, (almost 18 students per class per institution) low teacher-institution ratio (2 teachers per institution) and high studentteacher ratio (46 students per teacher). The extremely low levels of public investment are the major cause of the poor performance of Pakistan’s education sector. Public expenditure on education remained less than 2 percent of GNP before 1984-85. In recent years it has increased to 2. 2 percent. In addition, the allocation of government funds is skewed towards higher education so that the benefits of public subsidy on education are largely reaped by the upper income class. Many of the highly educated 5 go abroad either for higher education or in search of better job opportunities. Most of them do not return and cause a large public loss. After mid-1980s, each government announced special programs for the improvement of the education sector. However, due to the political instability, none of these programs could achieve their targets. The Social Action Program was launched in early 1990s to address the imbalances in the social sector. This program aims to enhance education; to improve school environment by providing trained teachers, teaching aids and quality text books; and to reduce gender and regional disparities. The Phase-I of SAP (1993-96) has been completed and Phase-II is in progress. The gains from the Phase-I are still debatable because the rise in enrolment ratio has not been confirmed by the independent sources. Irrespective of this outcome, government has started work on Phase-II of SAP. In this Phase, government is paying special attention to promote technical and vocational education, expanding higher education in public as well as in the private sector, enhancing computer literacy, promoting scientific education, and improving curriculum for schools and teachers training institutions in addition to promoting primary and secondary education. Due to low levels of educational attainment and lack of technical and vocational education, Pakistan’s labour market is dominated by less educated and unskilled manpower. A considerable rise in the number of educational institutions and enrolment after 1980s is not yet reflected in Pakistan’s labour market. This might be due to the fact that most of the bachelor’s and master’s degree programmes emphasise only on academic education without developing specific skills. The sluggish demand for the graduates of these programs in the job markets leads to unemployment among the educated and the job market remains dominated by the less educated. In this scenario, it becomes important to explore the role of education for the economic benefit of individuals. 6 III. Theoretical Model and Estimation Methodology: We start with the human capital model developed by Becker (1964) and Mincer (1974) where natural logarithm of monthly earnings are the linear function of completed school years, experience and its square. In mathematical form the equation can be written as: ln Wi = ? 0 + ? 1 EDU i + ? 2 EXPi + ? 3 ( EXPi ) 2 + Ui (1) where ln Wi stands for natural logarithm of monthly earnings, EDUi represents completed years of schooling, and EXPi is the labor market experience of ith individual. ?1 implies the marginal rate of return to schooling. A positive value of ? 2 and negative value of ? 3 reflects the concavity of the earning function with respect to experience. Ui is the error term, assumed to be normally and identically distributed. It has been argued in the literature that different school years impart different skills and hence affect earnings differently. Therefore, it is misleading to assume a uniform rate of return for all educational levels. Most of the previous studies used dummy variables to capture the effect of different levels of education. In order to examine the effect of school years at different levels of education, van der Gaag and Vijverberg (1989) divided the years of schooling according to the school systems of Cote d’ Ivore. Similarly Khandker (1990) also used years of primary, secondary and post-secondary schooling in wage function for Peru. Both studies found significant differences in returns to education at different levels of education. Following van der Gaag and Vijverberg (1989), we divide the school years into seven categories according to the education system of Pakistan. In Pakistan, the primary education consists of 5 years of schooling; middle requires 3 more years; and by completing 2 more years of schooling after middle, an individual obtains a secondary school certificate i. e., Matric. After matric , i. e. , 10 years of schooling, students have a choice between technical and formal education. Technical education 7 can be obtained from technical institutions which award diploma after 3 years of education while the certificate of intermediate can be obtained after two years of formal education. After the completion of intermediate certificate, students can enter either in the professional colleges for four years or in non-professional bachelors degree program for two years in a college. Those who choose non-professional degree can pursue their studies in a university for masters for two more years. At this stage the graduates of professional and non-professional colleges complete 16 years of education. They can now proceed to the M. Phil. or Ph. D. degrees. In order to examine the returns to education at different splines of education, we estimate the following extended earning function. ln Wi = ? 0 + ? 1Yrs Pr imi + ? 2 YrsMid i + ? 3YrsMati + ? 4 YrsInteri + ? 5 YrsBAi + (2) ? 6 Yrs Pr of i + ? 7 EXPi + ? 8 ( EXPi ) 2 + Ui where YrsPrim, YrsMid, YrsMat YrsInter YrsBA YrsProf are defined as: YrsPrim = D5EDUi YrsMid = D8EDUi YrsMat = D10EDUi YrsInter = D12EDUi YrsBA = D14EDUi YrsProf = D16EDUi where D5 = 1 if where D8 = 1 if where D10 = 1 if where D12 = 1 if where D14 = 1 if where D16 = 1 if 0< EDU ? 5 5< EDU ? 8 8< EDU ? 10 10< EDU ? 12 12< EDU ? 14 EDU > 14 The coefficients associated with YrsPrim, YrsMid, YrsMat YrsInter YrsBA YrsProf in equation 2 imply an increase in income with one year increase in education at respective levels. For example, the returns to five completed years of education at primary level will be 5*? 1. Similarly, the returns to for six, seven and eight of education will be 5*? 1+? 2, 5*? 1+2? 2, and 5*? 1+3? 2 respectively. On the same lines we can compute the returns to education at each level as: 8 Returns to Primary =5*? 1 Returns to Middle =5*? 1+3*? 2 Returns to Matric= 5*? 1+3*? 2+2*? 3 Returns to Intermediate=5*? 1+3*? 2+2*? 3 +2*? 4 Returns to Bachelor’s =5*? 1+3*? 2+2*? 3 +2*? 4 +2*? 5 Returns to MA/Prof=5*? 1+3*? 2+2*? 3 +2*? 4 +2*? 5 +2*? 6 The data are drawn from the nationally representative Pakistan Integrated Household Survey 1995-96. In order to assess the performance of the Social Action Programme (SAP), the government of Pakistan has launched the series of Pakistan Integrated Household Surveys (PIHS), a collaborative nation wide data collection effort undertaken by the Federal Bureau of Statistics (FBS). So far two rounds have been completed. The first round of the PIHS is different from other round on two counts. Firstly, the information on employment and wages is available only in this round. Secondly, only 33 percent of the sample used in the first round is being repeated in the subsequent rounds. This implies that all of these rounds are independent cross-section data sets and can not be properly linked with each other to be used as panel data. Therefore, the appropriate sample can only be drawn from the first round of PIHS. This round was conducted in 1995-96, which covers 12,622 households and more than 84,000 individuals. The 1995-96 PIHS provides a detailed information on completed school years5. In addition, this survey contains information on age started school. This information is particularly important for our study to calculate the potential experience of a worker. The indicator for experience used by Mincer (1974) is a good proxy for U. S. workers as they start school at the uniform age of six years6. However, this assumption does not hold in Pakistan, as in this country there is no uniform age to start school. In urban areas, children as young as three years start going to school whereas in rural 5 This is the only nation-wide data set that provides this particular information. Similarly no other survey contains information on public and private school attendence and year starting school. 6 Mincer defined experience as (Age-education-6). 9 areas the school starting age is higher. 7 This information enables us to construct potential experience as (age-schools years-age starting school). Although experience is still a proxy for actual experience but it is relatively better measure than age and the Mincer type potential experience. In addition to education and experience, various other factors, such as quality of schooling, technical training and quality of schooling have significant impact on earning8. It has been argued that because of the market-oriented approach adopted by the private schools, the graduates of these schools earn more as compared to the graduates of public schools9. According to Sabot (1992), Behrman, Ross, Sabot and Tropp (1994), Alderman, Behrman, Ross and Sabot (1996a), Alderman, Behrman, Ross and Sabot (1996b), and Behrman, Khan, Ross and Sabot (1997), the quality of education has positive, significant and substantial impact on cognitive achievements and hence on post school productivity, measured by earnings. These studies observed higher earnings of the graduates of high quality school than those who attended a low quality school. A recent study by Nasir (1999) found considerably higher earnings for the private school graduates. These schools, however, charge higher fees. â€Å"Estimates of average annual expenditure per pupil in both government and private schools indicates that the total cost of primary level in rural areas is Rs. 437 (Rs 355 for government schools and Rs. 1252 for private schools), compared with Rs. 2038 in urban areas (Rs.1315 for government and Rs. 3478 for private schools). This means that the cost of primary schooling is almost three times that of public schools in urban 7 The issue of age starting school has been highlighted by Ashraf and Ashraf (1993) and because of the nonavailability of this information, they used age as proxy for experience. 8 See Summers and Wolf (1977); Rizzuto and Wachtel (1980); Behrman and Birdsall (1983); Booissiere, Knight and Sabot (1985); Knight and Sabot (1990);Behrman, Ross, Sabot, and Tropp (1994); Behrman, Khan, Ross and Sabot (1997). 9 Various studies found the effectiveness of private schools to acquire cognitive skills [Colemen, Hoffer and Kilgore (1982); and Jimenez, Lockheed, Luna and Paqueo (1989)]. For Pakistan, Sabot (1992), Behrman, Ross, Sabot and Tropp (1994), Alderman, Behrman, Ross and Sabot (1996a), Alderman, Behrman, Ross and Sabot (1996b), and Behrman, Khan, Ross and Sabot (1997) found a significant variation in the cognitive skills among children with same number of school years. These studies conclude that some of the differences are due to the family characteristics while some are due to the quality of schooling. 10  areas and nearly four times in rural areas. The differences in cost of schooling also reflect the degree of quality differentials in public and private schools, and between urban and rural schools. A relatively better provision of school facilities and quality of education in private schools is causing a continuous rise in school enrolment in urban areas† [Mehmood (1999) page 20]. The PIHS provides information on the type of school attended10. On the basis of this information we can identify workers according to the school they attended and therefore examine the effect of type of school on individual earnings. In order to capture the quality of education an individual received, a dummy variable is included in the model that takes the value ‘1’ if individual is a graduate of private schools and ‘0’ otherwise. The effect of post-school training on earning has been found positive and substantial in many developing countries [see Jimenez and Kugler (1987); van der Gaag and Vijverberg (1989); Khandker (1990); and Nasir (1999)]. The PIHS contains information on years of technical training. This information helps us to examine the effect of technical training received on individual earnings. We use completed years of technical training as independent variable in the earning function. The existence of vast gender gap in human capital accumulation is evidenced by various studies in Pakistan11. The PIHS reports vast gender disparities in literacy and enrolment rates. The literacy rate among females is half than that of males’ literacy rate for whole Pakistan. This difference has increased to three-folds for rural areas. The gender difference is however smaller for the gross enrolment rate at primary level. For the higher levels of education, this difference 10. The coefficient of private school may also capture the effect of socio-economic background of workers. The data, however, does not contain such information, therefore we are unable to separate the effect of parental characteristics from the effect of private schools in worker’s earnings. 11 Sabot (1992); and Alderman, Behrman, Ross and Sabot (1996b); Sawada (1997); Shabbir (1993); and Ashraf and Ashraf (1993a, 1993b, and 1996) 11 shows an increasing trend. Similarly vast gender gap has been observed in returns to education where males earn more than the female workers [Ashraf and Ashraf (1993a, 1993b and 1996) and Nasir (1999)]. In order to capture the effect of gender, a dummy variable is introduced in the model that takes the value ‘1’ for males and ‘0’ otherwise. The regional imbalances in the provision of limited available social services are more pronounced in Pakistan. Rural areas are not only underdeveloped in terms of physical infrastructure but also neglected in gaining basic amenities. Haq (1997) calculated the disaggregated human development index for Pakistan and its provinces. He noted that nearly 56 percent of population is deprived of basic amenities of life in Pakistan; 58 percent in rural areas and 48 percent in urban areas. According to the 1995-96 PIHS, the literacy rate in urban areas is 57 percent and in rural areas it is 31 percent. The gross enrolment rate was noted 92 percent in urban areas and 68 percent in rural areas. Because of these differences low returns to education are observed in rural areas [Shabbir (1993 and 1994) and Nasir (1999)]. To capture the effect of regional differences, a dummy variable is used that takes the value ‘1’ if individual lives in urban areas and zero otherwise. The four provinces of Pakistan exhibit different characteristics in terms of economic as well as social and cultural values. Significant provincial differentials in rates of returns to education have been noted that reflect not only the differences in market opportunities but also indicate uneven expansion of social services across provinces [Khan and Irfan (1985); Shabbir and Khan (1991); Shabbir (1993); Shabbir (1994); and Haq (1997)]. The effects of these differences are captured through the use of dummy variables for each province in the earning function, Sindh being the excluded category. 12 For the purpose of analysis we restrict our sample to wage earners and salaried persons. Our sample contains 4828 individuals. Among them, 4375 are males and 453 are females. Table 1 presents the descriptive statistics of some of the salient features of the important variables. According to the statistics in table 1, average age of the individuals included in the sample is 34 years with 18 years of experience. A typical worker in the sample has completed approximately 10 years of education. A majority is graduated from public schools. Most of the workers live in urban areas. On average an individual earns Rs. 3163 per month. In our sample, there are only 22 percent individuals who received technical training. The average years spent for training are less than one year. A majority of wage earners belong to Punjab, followed by Sindh and Balochistan. Table1 Mean, Standard Deviation and Brief Definitions of Important Variables Variables W Age EDU EXP RWA MALE Urban Private Training Punjab Sindh NWFP Balochistan Mean SD Variables Definitions 3163. 34 3397. 39 Individual’s monthly earnings in rupees consist of wages and salaries. 34. 07 12. 36 Age of an individual in years. 9. 53 4. 36 Completed years of schooling. 18. 14 11. 80 Total Years of labour market experience calculated as (age-school years-age starting school). 2. 37 1. 07 Categorical variables, contains 4 categories of literacy and numeracy. 0. 91 0. 29 Dichotomous variable equal to 1 if individual is male. 0. 60 0. 49 Dichotomous variable equal to 1 if individual belongs to urban area 0. 04 0. 19 Dichotomous variable equal to 1 if individual is a graduate of private school 0. 35 0. 87 Completed years of technical training 0. 38 0. 49 Dichotomous variable equal to 1 if individual belongs to Punjab 0. 31 0. 46 Dichotomous variable equal to 1 if individual belongs to Sindh 0. 15 0. 36 Dichotomous variable equal to 1 if individual belongs to NWFP 0. 16 0. 36 Dichotomous variable equal to 1 if individual belongs to Balochistan 13 IV. Empirical Results The estimated results of equation 1 and equation 2 are reported in table 2. The highly significant coefficients of school years and experience indicate the applicability of human capital model for Pakistan. An additional year of schooling raises individual’s monthly income by 7. 3 percent, which is very close to the prior studies. 12 13 The coefficient of experience shows substantial increase in wages with each additional year. The concavity of age-earnings profile is evident from the negative and significant coefficient of experience squared. The results reveal that an individual with five years of experience earns 31 percent higher wages as compared to non-experience worker. The highest level of earnings is achieved with approximately 30 years of experience. These estimates are relatively low compared to prior studies14. The positive and significant coefficients of gender (0. 401) and regional dummies (0. 178) strengthens the a priori expectation that males earn more than females and earnings are higher in urban areas as compared to rural areas. These estimates are consistent with earlier studies [see Arshaf and Ashraf (1993), Khan and Irfan (1985)]. Furthermore, significant inter-provincial differences in individual’s earnings can be observed in the estimated model. Many studies indicate substantial differences in earnings across school levels. For example, van der Gaag and Vijverberg (1989) noted that an increase of one year in elementary, high and university education causes an increase of 12 percent, 20 percent and 22 percent respectively in 12 The estimated coefficients of school years by Shabbir and Khan (1991), Shabbir (1991), Shabbir (1993) and Shabbir (1994) are found to be in the range of 6 percent to 9. 7 percent. 13 The returns to education are calculated by taking the anti-log of 0. 092 (estimated coefficient of completed school years) and subtracting from 1. To convert into percentage, multiply the value by 100. For details, please see Gujrati (1988) page 149. 14 The difference in the returns to experience could be due to the approach adopted by these studies. Most of the studies used age as a proxy for experience [see for example Khan and Irfan (1985); Ashraf and Ashraf (1993); and Nasir (1999)]. Shabbir (1991) used the Mincerian approach to calculate experience. The present study uses actual age of starting school and actual years of education. These information enable us to calculate total years of labor market experience. This approach is also not the perfect alternative for actual experience, as we do not have information about the starting time of the first job. But when compared with other approaches, it is more precise in measuring experience. 14 earnings. In order to examine the returns to education across different school years, we include the information on schooling according to the education system of Pakistan (equation 2). The results reported in column 3 of table 2 show a positive and significant impact of school years at each educational level on earnings. For example, an increase of one year in education at primary level increases the earnings by 3 percent. Similarly, at middle level, one year of schooling brings about an increase of 4 percent in earnings and the total returns to schooling at middle level are 27 percent. Table 2 Earning Function with and without Levels of Education Variables Coefficient s 6. 122 0. 072* 0. 058* -0. 001* 0. 178* 0. 401* 0. 127* -0. 113* -0. 203* 0. 412 t-ratios Coefficient s 6. 380 0. 058* -0. 001* 0. 150* 0. 264* 0. 098* -0. 112* -0. 166* 0. 027** 0. 040* 0. 050* 0. 057* 0. 071* 0. 082* 0. 429 t-ratios Coefficient s 6. 342 0. 058* -0. 001* 0. 152* 0. 262* 0. 096* -0. 108* -0. 164* 0. 052* 0. 007 0. 025* 0. 038* 0. 047* 0. 063* 0. 075* 0. 429 t-ratios Constant EDU EXP EXP2 Urban Male Balochistan NWFP Punjab RWA Yrs-Prim Yrs-Mid Yrs-Mat Yrs-Inter Yrs-BA Yrs-Prof Adj R2 148. 91 46. 71 26. 49 -19. 20 10. 31 13. 98 4. 94 -4. 34 -10. 21 – 92. 03 23. 85 -16. 84 7. 87 8. 15 3. 40 -4. 06 -7. 75 2. 03 5. 07 8. 69 11. 41 16. 85 21. 98 – 89. 25 23. 84 -16. 88 7. 98 8. 09 3. 32 -3. 91 -7. 63 2. 41 0. 45 2. 45 5. 02 7. 28 11. 47 15. 57 – * significant at 99 percent level. ** significant at 95 percent level. One can note higher returns of additional year of schooling for higher educational levels from this table. For example, the returns to masters and professional education (Yrs-Prof) are more than five- 15 times higher than that of primary school years (Yrs-Prim). The results exhibit a difference of 15 percent between primary graduates and illiterates, the excluded category. This category includes illiterates as well as all those who have not obtained any formal schooling but have literacy and numeracy skills15. To further explore the earning differential between primary school graduates and those who never attended school but have literacy and numeracy skills, we have constructed an index RWA that separates illiterates from those who have literacy and numeracy skills. This index takes the value ‘zero’ if individual does not have any skill; ‘1’ if individual has only one skill; ‘2’ if individual has two skills; and ‘3’ if individual has all three skills. We re-estimated equation 2 with this new variable and the results are reported in column 5 of table 2. According to our expectations, the coefficient of RWA is found not only large (0. 05) in magnitude but also statistically significant at 99 percent level. This indicates that the individuals with all three skills earn 15 percent more than those who have no skill. On the other hand, the coefficient of Yrs-Prim dropped to 0. 007 and became insignificant16. The differential in the earnings of illiterates and those having five years of primary education was 15 percent (0. 03*5=0. 15). This differential however, reduced to approximately 9 percent (0. 007*5+0. 053=8. 8) when we include those who have no formal education but have literacy and numeracy skills. These high returns to cognitive skills indicates the willingness of employer to pay higher wages to the able workers as compared to those who have five or less years of schooling but do not have these skills. Now we examine the effect of technical training and quality of schooling on earnings, first in separate equations and then in a single equation. The impact of technical training on earnings is examined by including years of apprenticeship as continuous variable in our model. The results are reported in column 1 of table 3. The results show a positive and significant impact of technical 15 There are 48 wage earners in our sample who have education less than primary but do not have any of these skill. Whereas we found 76 wage earners who do not have any formal education but have at least one of these skills. 16 This result is consistent with van der Gaag and Vijierberg (1989). 16 Table 3 Earning Functions : Impact of Technical Training and School Quality (Separate Functions) Variables Constant EDU EXP EXP2 Urban Male Balochistan NWFP Punjab Tra.

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Movie Reflection - 665 Words

Extra Credit: Electric Shadows Reflection The film makes me recall my childhood and my parents’ childhood. It descried a story in a town of Northwest China happened between 1970s and 1980s. At that time, people could only watch the outdoor movie that cemented by celluloid. This film covers the family love, romantic love between two generations and friendship. Also, it gives me a strong feeling of how the Chinese cultural revolution have changed the people’s lives and ideas. From what I learned from the â€Å"brief history of China† and Spence’s â€Å"the search for modern China†, Mao wanted and desired equal outcomes for all people. Even though the Great Leap Forward and Cultural Revolution caused millions deaths, and it was a miserable†¦show more content†¦I know in the early age of my hometown, if a women get divorced, or she get pregnant before marriage, she will be criticize by the whole people who live in the hometown. Even her parents will break up the relationship with her. However, the Chinese people are more open to those situations, people start understand those single mother’s circumstances and encourage them to find a new partner. Well, I feel the divorce rate is higher than the 70s and 80s. Besides all the changes, the film also reveals the importance of Confucius teaching on filial piety. Even though Ling Ling ran away from home, she still concerned her parents silently. She set a telescope outside of her room that she could observe her parents life (Xiao). As mentioned in Teiser’s â€Å"the spirits of Chinese religion†, filial piety is the foundation of all virtues in China (Teiser). For me, I have arguments with my parents, also received punishments from my parents. I know it is not easy to raising me up, I always feel gratitude and I have the responsibility to take care of my parents and treat them nicely. At the end, the film helps me recall all the changes that happened in my li fe such as technology and people’s attitude to single mothers. It also gives me reminder of how important the filial piety is. It is a great movie to watch. Works Cited Brief Story of China. HUM 103 Reading Materials. N.p., n.d. Web. 7Show MoreRelatedMovie Reflection1301 Words   |  6 Pagesthing that I will mention are the different acts and how the outcomes would’ve been different if they would have been in act at this time. The first movie I will be talking about is Matewan. Matewan is a movie about the mines in Mingo County, WV. In the beginning, I wasn’t sure if I would end up liking the video or not. The further it got into the movie, I really enjoyed it. I loved learning about what the â€Å"miner’s 3life† was like. It showed what they went through as they worked in the mines and itRead MoreMovie Reflection2707 Words   |  11 PagesWhat is in your movie? ENG 225 Hannah Judson March 15, 2010 What is in your movie? How does one analysis a movie? How does one watch a movie? What are you looking for in the movie? 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I was tasked after thinking it over the answer the question of â€Å"How could someone’s conscience allow them to treat another human being so horribly?† I find this answer very obvious throughout the film. These men performing these heinous acts of injustice against these AfricanRead MoreEmojis Movie Reflection1252 Words   |  6 PagesThe film starts with a bunch of high school students walking around, all immersed in their smartphones. We travel inside the world of a smartphone belonging to a freshman named Alex (Jake T. Austin). The Emojis live in the city of Textopolis, and each of them performs the same function they were designed for. Gene (TJ Miller) is supposed to be a meh Emoji like his parents Mel and Mary (Steven Wright and Jennifer Coolidge), but unlike all the other Emojis, Gene has multiple expressions and feelingsRead MoreMy Movie Reflection1314 Words   |  6 PagesThis movie changed my outlook on everything. 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Spielberg, unlike other historical directors, has successfully portrayed Abraham Lincoln from several angles; the fatherly Lincoln who cares

Gawain s Knightly Status Noble Or Failure - 907 Words

Maxx Mainzer Ms. Hinshaw H Brit. Lit-Period F November 30, 2014 Gawain’s Knightly Status: Noble or Failure? Sir Gawain, nephew to the well-known King Arthur of the Round Table, is regarded as the most elite and noble of all the knights in the poem Sir Gawain and the Green Knight. Yet, like anyone else in the world, Sir Gawain is far from perfect. Gawain, a courteous knight living a life dedicated to honor, courage, and self-preservation, is tested on his chivalrous code throughout his journey; a search for the Green Knight. Throughout the tests, Gawain’s actions reveal that even the best of men can be selfish and are subject to guilt and sin. In the beginning of Sir Gawain and the Green Knight, Gawain is introduced as a courtly knight with a sense of perfection. The author does this to compare it to his failures, which are later displayed through Gawain’s acts at Morgan le Fay’s castle. Gawain is portrayed to be a chivalrous knight with honor and courage. Gawain is presented with a challenge: accept the game to cut off the Green Knight’s head, and in a test of courage and honor, set out to allow the Green Knight to return the favor to him in a year and a day. This initially shows the knightly characteristics of Gawain which presents him as noble and honorable, which allows the author to shock the audience when Gawain falls under pressure to actions that contradict the chivalrous code. The first of these actions taken by Gawain in opposition to his morals is the temptationShow MoreRelatedThe Pentangle Of Sir Gawain And The Green Knight1947 Words   |  8 PagesThe pentangle in Sir Gawain and the Gree n Knight which is displayed on the front side of Gawain’s shield, represents his knighthood and all that Gawain stands for. â€Å"In particular, Gawain s courtesy is associated with his virtue in the symbolic device of the pentangle in his shield (Morgan, p.770).† One of the points of the pentangle represents courtesy, which means a knight has to be courteous to not only women, but also men, in order to be able to be seen as reaching this pillar. Courtesy is anRead MoreSir Gawain And The Green Knight3517 Words   |  15 PagesCora Orme Kapelle Medieval Literature 16 April 2015 Sir Gawain’s Performative Identity and Antifeminist Diatribe in Sir Gawain and the Green Knight Medieval scholars continually inspect the particularities of Sir Gawain and the Green Knight (SGGK) within the context of the preexisting Gawain literary tradition, and the issue of Gawain’s sudden antifeminist diatribe repeatedly comes to the forefront of these textual investigations. Often, literary critics claim that Gawain’s antifeminist outburst

Eulogy -Robert Frost Free Essays

Robert Frost Robert Frost once debated whether the world ended in fire, or ice. It is a sad thought that the world will end without him; that the future generations will be privy to such events made for people like Robert. He was an inspirational, American poet who questioned the very core of our beliefs, he chose paths that few had took, and that is why today he is remembered today. We will write a custom essay sample on Eulogy -Robert Frost or any similar topic only for you Order Now Robert Frost was born in San Francisco on March 26, 1874. His family moved to New England when he was eleven; he became interested in reading and writing poetry during his high school years in Lawrence, Massachusetts. He earned his formal degree at the arguably the most prestigious University, Harvard. He later worked through various occupations, ranging from teacher to editor of the Lawrence Sentinel. His first professional poem, â€Å"My Butterfly†, was published on November 8, 1894, in The Independent newspaper. In a 1970 review of The Poetry of Robert Frost, the poet Daniel Hoffman describes Frost’s early work as â€Å"the Puritan ethic turned astonishingly lyrical and enabled to say out loud the sources of its own delight in the world,† and comments on Frost’s career as The American Bard: â€Å"He became a national celebrity, our nearly official Poet Laureate, and a great performer in the tradition of that earlier master of the literary vernacular, Mark Twain. † About Frost, President John F. Kennedy said, â€Å"He has bequeathed his nation a body of imperishable verse from which Americans will forever gain joy and understanding. Though his work is predominantly associated with the life and scenery of New England, and though he was a poet of traditional verse forms and metrics who remained unfalteringly detached from the poetic movements and fashions of his time, Frost is anything but a merely regional or minor poet. The author of searching and often dark medit ations on universal themes he is essentially a modern poet who spoke truthfully in all that encompasses, his work inspired psychological battles inside ourselves, his works were fused with layers of obscurity and irony. Robert Frost lived and taught for many years in Massachusetts and Vermont, and died in Boston on January 29, 1963. Two poems that debatably epitomize what Robert Frost stood for, what he believed in, how he opened the minds of many people to what is; These two poems are ‘fire and ice’, and ‘the road not taken’. The short poem ‘fire and ice’, outlines the familiar question about the destiny of the end of world, wondering if it is more likely to be devastated by fire or ice. People are on both sides of the debate, and Frost introduces the narrator to provide his personal take on the question of the end of the world. The narrator first determines that the world must end in fire after bearing in mind his personal experiences with desire and passion, the emotions of fire. Yet, after considering his experience with â€Å"ice,† or hatred, the narrator acknowledges that ice would be equally destructive. A reading will now be done of the poem: Some say the world will end in fire, Some say in ice. From what I’ve tasted of desire I hold with those who favor fire. But if it had to perish twice, I think I know enough of hate To say that for destruction ice Is also great And would suffice. Only nine lines, this miniature poem is a vivid example of Frost’s concisely ironic literary style. The poem varies between two meter lengths (either eight syllables or four syllables) and uses three collections of interwoven rhymes, based on â€Å"-ire,† â€Å"-ice,† and â€Å"-ate. † In the first two lines of the poem, Frost creates a clear dichotomy between fire and ice and the two groups of people that believe in each element. By using the term â€Å"some† instead of â€Å"I† or â€Å"an individual,† Frost emphasizes that the distinction between the two elements is a universal truth, not just an idea promoted by an individual. In addition to the unavoidable contradiction between fire and ice, these first lines also outline the prerogative that the world will end as a direct result of one of these elements. It is made unclear which element will lead to the destruction of the world, but it is noteworthy to know that these are the only two options given. The poem does not allow for any other possibilities in terms of the world’s fate, just as there are not any other opinions allowed in the black-and-white debate between fire and ice. Remarkably, the two prospects for the world’s destruction correspond directly to a common scientific debate during the time Frost wrote the poem. Much like this poem, scientists also debated the eventual end to the Earth, on one side; some believed the Earth will be destroyed by the burning magma core, incinerating the Earth to nothing, while others believed that a new Ice Age would wither all livings things on the earth’s surface. Instead of preserving a strictly scientific perspective on this debate, Frost introduces a more emotional side, associating passionate desire with fire and hatred with ice. Within this metaphorical view of the two elements, the â€Å"world† can be recognized as a metaphor for and consequently foregrounding to the audience, a relationship. Too much fire and passion can quickly consume a relationship, while cold indifference and hate can be equally destructive Although the first two lines of the poem insist that there can only be a single choice between fire and ice, the narrator further details that a combination or a concurring sequence of both elements would destroy the Earth. Furthermore, the fact that he has had personal experience with both (in the form of desire and hate) reveals that fire and ice are not mutually exclusive, as the first two lines of the poem assert. In fact, though the narrator first concludes that the world will end in fire, he ultimately admits that the world could just as easily end in ice; fire and ice, it seems, are strikingly similar. This further highlights what Frost believes in relationships. That, although a concentration of one emotion, passion or hatred can be destructive he poses that one cannot be without both of them existing. The second poem analysed will be ‘The road not taken’. The narrator comes upon a fork in the road while walking through a yellow wood. He considers both paths and concludes that each one is equally well-travelled and appealing. After choosing a path, the narrator when he will come back to the fork to choose the different path, he later realises this will possibly never happen but that he will only come to new forks (new decisions), his mind then ponders on how different his life would have been if he chose the different path, a reading will now be done. Two roads diverged in a yellow wood, And sorry I could not travel both And be one traveler, long I stood And looked down one as far as I could To where it bent in the undergrowth; Then took the other, as just as fair, And having perhaps the better claim, Because it was grassy and wanted wear; Though as for that the passing there Had worn them really about the same, And both that morning equally lay In leaves no step had trodden black. Oh, I kept the first for another day! Yet knowing how way leads on to way, I doubted if I should ever come back. I shall be telling this with a sigh Somewhere ages and ages hence: Two roads diverged in a wood, and I— I took the one less travelled by, And that has made all the difference. This poem is made up of four stanzas of five lines, each with a rhyme scheme of ABAAB. This poem is one of Frost’s most adored works and is used many times in English studies. Since its publication, many readers have analysed the poem as a nostalgic observation on life choices. The narrator decided to seize the day and express himself as an individual by choosing the road that was â€Å"less travelled by. As a result of this decision, the narrator claims that his life was essentially different, that it would have been had he chosen the well-travelled path. This reading of the poem is tremendously popular because every reader can commiserate with the narrator’s decision: having to choose between two paths without having any knowledge of where each road will lead. Moreover, the narrator†™s decision to choose the â€Å"less travelled† path demonstrates his courage. Rather than taking the safe path that others have travelled, the narrator prefers to make his own way in the world. However, when we look closer at the text of the poem, it becomes clear that such an idealistic analysis is largely inaccurate. The narrator only distinguishes the paths from one another after he has already selected one and travelled many years through life. When he first comes upon the fork in the road, the paths are described as being fundamentally identical. In terms of beauty, both paths are equally â€Å"fair,† and the overall â€Å"†¦passing there / Had worn them really about the same. † It is only as an old man that the narrator looks back on his life and decides to place such importance on this particular decision in his life. During the first three stanzas, the narrator shows no sense of remorse for his decision nor might any acknowledgement that such a decision be important to his life. Yet, as an old man, the narrator attempts to give a sense of order to his past and perhaps explain why certain things happened to him. Of course, the excuse that he took the road â€Å"less travelled by† is false, but the narrator still clings to this decision as a defining moment of his life, not only because of the path that he chose but because he had to make a choice in the first place. So now, we will remember American poet, Robert Frost for his ingenious input into such universal truths and how such knowledge can be extracted from his points of view. He is now gone from this Earth, but let us remember him, for his works, for inspiring us to take the road less taken when we come to our own cross roads, to temper our relationships with fire and ice. With these works, dear Robert has left us with enough knowledge and understanding to replace the hole that he has made. How to cite Eulogy -Robert Frost, Papers

Darren Heath Essay Example For Students

Darren Heath Essay Simon, a character in the novel Lord of the Flies written byWilliam Golding is brave, helpful, shy, dependable, and quiet. Simon is brave. Simon demonstrates himself to be brave over and overthroughout the novel. He shows this bravery by going into the jungle,numerous times, by himself and having no way of defending himself ifanything happens. He also leaves the group (in chapter seven) and goesand tells Piggy that the group will not be back by dark, this is done allby himself again with no way of defending himself if anything shouldhappen. Simon also proves himself to be brave by facing the Lord of theFlies and telling that it was only a pig head on a stick. Simon continuesto demonstrate that he is brave numerous times throughout the novel. Simon is helpful. He shows his ability to help his fellow man bybeing the only one who helps Ralph build the shelters. Also, instead offighting with the group (in chapter seven) he leaves to go and tell Piggythat the group will not be back by dark. Definitely, these actions showthat Simon is helpful. Simon is also shy. He clearly demonstrates this throughout the novel. He does not like to speak in front of people on the island. Also, he isusually by himself and likes to be alone. He continues to demonstrate thathe is shy by wanting to be alone. Simon is very dependable. He defiantly demonstrates this by being theone who was working on the shelters, usually by himself, and never givingup even though nobody else, but Ralph, helps him. Also he is there whensomeone needs something done, and volunteers to do the job. Defiantly, heshows that he is dependable and wants to help others. Simon is quiet. He shows that he is quiet throughout the novel by notspeaking in front of the group, and when he does he speak he speaks veryquietly and shyly. He never yells or challenges anyone. He also goes intothe jungle and does not talk or do anything. This all shows that Simon isquiet. Simon is a very complex character with a number of differentpersonality traits. He is clearly complex by demonstrating himself to bebrave, helpful, shy, dependably, and quiet. These traits are in contrast tothe traits found in most of the other characters in the novel. This maybethe reason why the other boys killed him.

OMD GEESE Essay Research Paper Running Head free essay sample

OMD GEESE Essay, Research Paper Runing Head: OMD GEESE ORGANIZATIONAL MANAGEMENT DEVELOPMENT GEESE GROUP # 97 Anita Clark OMD # 97 Dr. Betsy Summerfield October 14, 1999 Lessons about teamwork can be learned from geese. As each goose flaps its wings it creates upheaval for the birds that follow. By winging in a V formation, the whole flock adds greater winging scope than if each bird flew entirely. When a goose falls out of formation, it instantly feels the retarding force and opposition of winging entirely. It rapidly moves back into formation to take advantage of the raising power of the bird instantly in forepart of it. When the lead goose tyres, it rotates back into the formation and another goose flies to the point place. While winging in formation, geese honk to promote those up front to maintain up their velocity. When a goose gets ill or wounded, two geese bead out of formation and follow it down to assist and protect it. We will write a custom essay sample on OMD GEESE Essay Research Paper Running Head or any similar topic specifically for you Do Not WasteYour Time HIRE WRITER Only 13.90 / page They stay with it until it dies or is able to wing once more. They launch out with another formation or catch up with the flock ( Lessons on Teamwork from Geese, 1999 ) . Bluefield College has a alone flock of geese that meet every Thursday dark in the Science edifice on the 2nd floor in room # 222. These peculiar geese honk in every category and are trying to go a squad. OMD # 97 members are a premier illustration of how group intercession can be transformed into a squad. Team edifice creates a civilization that enables communicating, trust and committedness. Critical accomplishments for squad success are factors such as communicating and appreciating differences. Communication and appreciating differences When a group of people becomes genuinely effectual and execute to their possible, each one should possess a constitutional assurance for each other. Understanding how ends can be served by a group attempt is of import. During passage from a group to a squad, communicating accomplishments need to be developed. Talking and listening are important signifiers of communicating. The failing in our group is non speaking. Our geese honk about prep, documents and trials. They fall out of formation when they do non listen or seek to understand what is happening and go disquieted when questioned about their presentations. The group is affected when peculiar members: engage in distractions ( composing, reading, flicking through books, banging book screens, zipping and unzipping notebooks ) ; verbally assail personalities ; make non take part in squad determinations ; make non take the procedure earnestly ; and offer putdowns at every chance. These actions weaken the squad. Listening of others thoughts and sentiments are good to larning and growing. Open communicating helps a squad to raising and construct self-awareness for single squad members. Many of the squad members have opened his or her lines of communicating and begun advancement toward the squad ends. Learning to pass on and appreciating squad members are uninterrupted battles for everyone. Group members are non cognizant they are mutualist on each other # 8217 ; s accomplishments, capablenesss and have a alone agreement of gifts, endowments and resources ( LOTFG, 1999 ) . If these members had any goose sense , they would recognize by remaining in squad formation, they can larn from one another. When squad members portion common ends, they reach their finish quicker by going on the impulse of one another. Working together within the squad has a big impact on public presentation. Bettering relationships between members enables the squad to accomplish their ends. Each member has their ain strength and failings but it is up to the squad to develop the positive traits and transform the negatives traits into positive 1s. Trying to understand the strengths and qualities of each group member takes clip and forbearance. Questioning other members about their values, beliefs and undertakings besides encourage team growing. It is of import for all squad members to hold a voice in what is accomplished each hebdomad. Everyone has alone parts to the squad and members should admit that diverseness is valuable. Diversity helps to do a squad strong and flexible ( Teamworks Module, 1999 ) . Assortment in OMD # 97 is portrayed through accomplishments of a secretary, clerk, safety director, block builder, physical healer, buying agent, two freelance workers and two bankers. We are different, yet similar in our ends and aims. Effective squads build on the experience of others and dispute members to alter their behaviours. Groups frequently have a hard clip admiting and deciding struggles. The better the dealingss among group members, the greater the force per unit area to avoid or minimise struggle. Personality struggles are evident in our geese. Certain members want to be in control and non work as a group. They merely care about voicing their thoughts and beliefs. Some battle to be unbeatable and criticize others for holding better classs. Classs are a large factor in this category and they should no n be. Everyone should assist one another alternatively of seeking to surpass the other. Even the lead goose in formation rotates back into the V and gives another goose a opportunity to be in charge. In OMD # 97, several members do non desire to give up the lead. The ends of the group should be constructing on one another alternatively of working against each other. Interaction within the squad gives everyone a opportunity to voice his or her sentiments. Differences of sentiment frequently create chances for the group to do certain that nil of import has been overlooked. Appropriate behaviour for squad members is leting a figure of different people to hold a voice in what is accomplished. It is besides of import to esteem a fellow squad member in what they have to state. Respect and trust are effectual types of communicating vital to team edifice ; without these signifiers, a squad is neither strong nor effectual. Geese communicate, interact and cognize that by going together, they reach their finish. Decision One of the keys to constructing effectual squads is to understand the strengths, accomplishments, and motives each single brings to the squad. Successful squads are mutualist and acknowledge joint parts of squad members will bring forth better solutions than single parts could. Group members committed to common ends need to understand their squad members # 8217 ; places. An effectual squad is one that accepts the strengths and failings of its members and seeks to capitalise on each member # 8217 ; s strengths. It takes ownership of the undertaking and sees that each member # 8217 ; s thoughts are accepted into the procedure. OMD # 97 has changed from a group to a squad but continuously needs work on squad edifice accomplishments. The group was come oning as a squad, but one cackly gander has become a nuisance. It is evident that this bird is out of formation and is non willing to accept aid to acquire back on path. Several solutions to this job are to overlook the squawk or turn to the issues. The goose solution would be to assist the gander catch up with the flock. The consensus of the squad is to hit the bird and acquire it over with. Mentions Lessons on Teamwork from Geese, 1999. Available hypertext transfer protocol: //www.tpa.org/geese.htm. Teamworks Module, 1999. Fixing to Join a Team, 1999. Available: hypertext transfer protocol: //www.vta.spcomm.uiuc.edu/TBG/tbgt1-ov.html. Teamworks Module, 1999. Team Building. Available hypertext transfer protocol: //www.vta.spcomm.uicu.edu/TBG/tbg-ov.html.