Cleveland State University EngagedScholarship@CSU Urban Publications Maxine Goodman Levin College of Urban Affairs 8-21-2014 Increasing Marginal Revenue Product of Urban Black Men in Public Housing Arthur Frazier How does access to this work benefit you? Let us know! Follow this and additional works at: http://engagedscholarship.csuohio.edu/urban_facpub Part of the Urban Studies and Planning Commons Repository Citation Frazier, Arthur, "Increasing Marginal Revenue Product of Urban Black Men in Public Housing" (2014). Urban Publications. 0 1 2 3 1254. http://engagedscholarship.csuohio.edu/urban_facpub/1254 This Presentation is brought to you for free and open access by the Maxine Goodman Levin College of Urban Affairs at EngagedScholarship@CSU. It has been accepted for inclusion in Urban Publications by an authorized administrator of EngagedScholarship@CSU. For more information, please contact [email protected]. Running Head: INCREASING MARGINAL REVENUE PRODUCT OF URBAN BLACK MEN IN PUBLIC HOUSING Increasing Marginal Revenue Product of Urban Black Men in Public Housing Arthur Frazier Cleveland State University Maxine Goodman Levin College of Urban Affairs 1 INCREASING MARGINAL REVENUE PRODUCT OF URBAN BLACK MEN IN PUBLIC HOUSING 2 Abstract Black male unemployment is a significant reason why urban neighborhoods fail to reach full growth potential. This discussion focuses on marginal revenue product (MRP) and how it impacts employment of Black males living in public housing. MRP is defined as the additional unit of revenue a firm earns when it employs one unit of labor. Lack of job training, soft skills, human capital, and psychological capital translates into low (MRP) which discourages firms from either hiring inner city Black men or relocating near their neighborhoods. This paper will discuss the problem of low MRP and how collaboration between city and state governments, and the private sector to develop soft skills through job training and other activities can begin the process of improving MRP of Black males living in public housing. Evidence suggests job training can increase Black male MRP to a level that could improve odds of obtaining employment. Key Words: marginal revenue product, public housing, employment, soft skills, Armed Forces Qualification Tests INCREASING MARGINAL REVENUE PRODUCT OF URBAN BLACK MEN IN PUBLIC HOUSING 3 Increasing Marginal Revenue Product of Urban Black Men in Public Housing From an economic standpoint, many Black males living in public housing have low productivity. One of the main reasons for low production is the lack of job training, soft skills, human capital, and psychological capital; all which will be addressed later. From a traditional economic perspective, productivity can increase demand for goods and services in an economy, whether it is local, regional, or national. Marginal revenue product (MRP) refers to the additional revenue generated from one additional unit of input whether it is labor and or capital. (McConnell, Brue, & Flynn, 2012). Classic microeconomic theory says employers will pay workers up to the point where wage is equal to marginal product MP. An employer is profitable if a worker is generating more revenue for the firm than the firm is paying the worker (Schiller, 2011). If the end product that the resource is producing is highly valued by society, employers will want to hire more labor to satisfy the demand. Since Black male MRP is not productive, employers have no incentive to demand this resource. Another factor associated with low Black male MRP is the concept and location of public housing. From a historic standpoint, according to Wilson (1987), public housing in urban centers contributed to high Black male unemployment as a form of isolation. After World War I millions of Blacks came north to look for work. Many found employment in the industrial cities such as Chicago, Pittsburgh, Detroit and Cleveland. During the 1920s, over 600,000 Blacks migrated to northern cities (Goodman, 1975). However, Blacks had difficulty finding suitable housing in northern cities as they migrated in search of employment. Many were forced to live in urban ghettos and slums. When the Great Depression occurred in 1929, employment opportunities became limited for Blacks. During this time period, the unemployment rate for INCREASING MARGINAL REVENUE PRODUCT OF URBAN BLACK MEN IN PUBLIC HOUSING 4 Blacks was 30 to 60 percent higher than for Whites (Levine, 1996). When Congress passed the Fair Labor Standards Act in 1938, establishing minimum wage at 40 cents per hour, White employers, realizing they could no longer pay Blacks less than Whites for doing the same job, fired Blacks and replaced them with White workers (Levine, 1996). Consequently, Blacks were isolated from mainstream society, relegated to low paying menial employment and continued to live in public housing ghettos with substandard living conditions, a situation that continues to affect low Black male MRP. Public Housing and Urban Spatial Theory Wilson (1987) attributes Black male employment isolation to the urban spatial theory, a hypothesis which argues Blacks living in urban core areas are segregated and unable to access high wage jobs because industrial sectors locate in the suburbs. The spatial theory literature can be summarized into four basic areas: (1) residential segregation (2) employment suburbanization (3) inner city residential versus suburbs (4) and other measures such as travel and transportation (Holzer, 1991). Residential segregation refers to fractions of employment in neighborhoods held by Blacks to their residential distributions across neighborhoods. The spatial mismatch hypothesis was first advanced by Kain (1968) who found a larger pool of available workers in urban neighborhoods relative to existing job openings in those areas. Consequently, this mismatch resulted in higher unemployment, longer commutes and increased poverty for urban Blacks. Several studies have tried to identify evidence to support the spatial mismatch hypothesis (vonLockette, 2010). Ihlanfeldt and Sjoquist (1998) evaluated various methodologies researchers have used to test this theory. The focus of their evaluations centered on (1) racial comparisons of commuting times; (2) correlations of labor participation, wages, job accessibility; and (3) comparisons of labor markets between central and suburban residents. INCREASING MARGINAL REVENUE PRODUCT OF URBAN BLACK MEN IN PUBLIC HOUSING 5 Commuting is an issue only if Blacks are willing to apply for jobs outside of the central city. If they are willing, the cost of the commute has to be figured in the decision to accept a job offer. In addition, other factors such as the availability of public transportation can have an affect but differences in black versus white commute times have not been found to be significant. Also, on the issue of labor participation, wages and job accessibility, Blacks may not have complete information on distant jobs. In addition, consideration must be given to whether available jobs are suited for Blacks that have to travel long distances to work. Comparisons of labor markets between central and suburban residents reveal endogenous factors that are associated with residential choices. Consequently, employment cannot be assumed to be spatially uniform when making predictions about labor. (Ihlanfeldt & Sjoquist, 1998). From a historical perspective, Friedlander (1972), using 1960 census data, found, controlling for Standard Metropolitan Statistical Area (SMSA) characteristics, segregation in urban areas do not significantly impact Black unemployment. Mooney (1969) found a negative relationship between the fraction of manufacturing jobs located in the suburbs and inner-city Black unemployment. In addition, Ihlandfeldt and Sjoquist (1989b) associated a one standard deviation change in job decentralization with a $1000 decline in income for both white and Black workers, though inner city less educated Black male residents saw a higher negative impact on earnings. However, Mouw (2000) argues that the problem with the spatial mismatch hypothesis is that residential location is not an exogenous variable. Other factors such as quality of schools, neighborhood safety, and car ownership may be related to location. Consequently, spatial mismatch alone is not the reason for high urban black male unemployment (Covington, 2009). INCREASING MARGINAL REVENUE PRODUCT OF URBAN BLACK MEN IN PUBLIC HOUSING 6 The Impact of Gautreaux Another possible reason for high urban black male unemployment is the role of federal agencies in housing development. Public housing tends to be located in areas where there is a high concentration of minorities. According to Newman and Schnare (1997) more than 60 percent of public housing is located in central metropolitan areas. The opposite is true for suburban areas where public housing accounts for less than 20 percent of all units. There are numerous public housing issues confronting residents on a daily basis. Many inner city units are crime ridden, have high rates of unemployment, located in areas of extreme poverty, and lack quality schools. Consequently, neighborhood quality becomes an important factor when evaluating the impact of residential racial segregation (Holzer, 2009). In Gautreaux v. Chicago Housing Authority1, a federal court ruled the Chicago Housing Authority (CHA) and HUD discriminated against black tenants by placing them in large developments in poor black neighborhoods. The case was eventually resolved by requiring HUD to issue Section 8 vouchers to CHA current and former residents. The vouchers allowed these tenants to move to areas that were less than 30 percent black (Popkin, Buron, Levy, & Cunningham, 2000). After the court’s decision in Gautreaux, HUD began to offer more alternatives for black public housing tenants. Several residential mobility plans were implemented. Section 8 vouchers were used to move tenants into neighborhoods in metropolitan areas experiencing low poverty. Also, in the 1990s, HUD implemented the Moving to Opportunity (MTO) program which allowed tenants to move into middle-class neighborhoods in order to improve their quality of life. In addition, several thousand units of distressed properties were demolished under the Housing Opportunities for People Everywhere (HOPE) IV program (Popkin et al., 2000). 1 304 F. Supp.736 (N.D. Ill. 1969) INCREASING MARGINAL REVENUE PRODUCT OF URBAN BLACK MEN IN PUBLIC HOUSING 7 One of the renovated public housing complexes that benefitted from HUD’s new initiatives was Lake Parc Place in Chicago. Lake Parc Place was different from other Chicago public housing units in that it was managed by a private real estate company (Rosenbaum, Stroh, & Flynn, 1998). The complex had 282 apartments, a security desk, day-care center, and landscaping. Gautreaux and other HUD programs offered the opportunity for minorities to enter new labor markets through improved housing. The overall objective of the design was integration with suburban middle-class residents that would eventually lead low-income residents to higher-paying jobs. However, with all the changes instituted by HUD to improve public housing, the issue of black male productivity still needed to be addressed. Rosenbaum et al (1998) acknowledged upscale changes at urban public housing complexes such as Lake Parc Place would not solve the underlying issues many Black males faced such as low job skills and high unemployment. A significant investment in public housing properties does not transcend into better public schools, lower rates of poverty or a reduction in discriminatory hiring practices. As a result, the issue of human capital and black male productivity needs to be analyzed. Human Capital A key issue when discussing MRP is why differences in productivity exist between groups. When reviewing economic models, an assumption is that workers have identical productivity. However, in reality, this is not the case. Consequently, from a labor perspective, human capital becomes important. Goldsmith, Darity & Veum (1998) believe human capital, which includes education, intelligence, and experience, has a major impact on MRP. Glaeser and Shapiro (2001) suggest human capital, through education, is vital for urban city growth. Highly educated workers have a INCREASING MARGINAL REVENUE PRODUCT OF URBAN BLACK MEN IN PUBLIC HOUSING 8 spillover effect which can spread new ideas and innovation across a broad spectrum of industries. At its core, human capital is a fundamental resource that is acquired through formal education which allows individuals to be exposed to markets and technology (Baptista, Karaoz, & Mendonca, 2014). A key element of human capital is the ability to transfer this resource into work experience. Ucbasaran, Westhead and Wright (2007) see human capital as a transferable commodity that can be categorized in terms of “inputs” and “outputs”. Highly skilled workers have the ability to have more quality inputs which will result in more productive outputs. As a result, cities and regions will benefit from this resource. From a neighborhood perspective, growth and prosperity will primarily be determined by the work efficiency of the resident population. Studies have found that a 25 percent gap in earnings and education of Black men can be accounted for in variation in neighborhood quality (Rosenbaum et al., 1998). Local productivity is a significant contributor to positive neighborhood growth. According to Ellen and Turner (1997), public schools are very important to neighborhood quality and nurturing productivity at an early age because they are close to residential areas where children live who are likely to attend public schools. If these schools lack resources to effectively teach, children will not acquire basic math and reading skills needed to be competitive in the job market and be productive members in a capitalistic economic system. Consequently, Black males in urban public housing neighborhoods face severe obstacles when it comes to acquiring the human capital needed to improve employment prospects. One of the obstacles that will be discussed next is the perception that urban Black lack soft skills needed to succeed in the labor force. INCREASING MARGINAL REVENUE PRODUCT OF URBAN BLACK MEN IN PUBLIC HOUSING 9 Soft Skills Very little research has focused on the relationship between black male unemployment and the importance of soft skills even though employer surveys indicate it is the most important hiring component for entry level jobs (Cappelli, 1995). Soft skill measurement is not an objective assessment because the definition of what constitutes a soft skill is difficult to quantify. Because these skills are not universally defined, several views emerge from an employment perspective. Conrad (1999) identifies four workplace competencies considered necessary soft skills: Think/cognitive skills Oral communication Personal qualities/work ethic Interpersonal/teamwork skills Cognitive skills are difficult to measure because they are often based on mathematical standardized tests but usually classified as soft skills. They include the ability to identify problems, evaluate alternative solutions, reaching decisions in a logical manner, and being able to adjust to unanticipated situations by applying established rules. Oral skills are based on the ability to communicate messages appropriate to the audience, being able to understand instruction and give direction, and verify information. Personal qualities/work ethics include the attributes associated with self-esteem and the willingness to work. However, this attribute as a soft skill has been debated. O’Neil, Allred, and Baker (1993) argue that these qualities are not soft skills per se but are the product of soft skills. Interpersonal skills include the ability to negotiate, being a team player, participate in group decisions, and be able to resolve conflict (Conrad, 1999). When addressing these competencies in the context of employment three common elements emerge: 1) soft skills relate to interaction between individuals; 2) soft skills are likely to be environmental specific; and 3) soft skills are difficult to define (Conrad, 1999). INCREASING MARGINAL REVENUE PRODUCT OF URBAN BLACK MEN IN PUBLIC HOUSING 10 Giloth (1990) identifies a sector paradigm and a place-based paradigm when discussing soft skills, workforce strategies and job training. A sector-based paradigm is a belief that development begins where the jobs are, and community connections to lower-income job seekers follow. This method of job creation relies on clusters as a tool of economic development. Technology, retail, and manufacturing firms would fall into this category. However, a cluster based approach could create a bias toward employing black males because of the perception that they lack the soft skills needed to attract firms to the cluster. Consequently, this approach is qualification-based and acts to “weed-out” applicants that don’t possess the skills needed for employment. According to Goldsmith, Darity & Veum (1998) soft skills measured by cognitive skill tests including the Armed Forces Qualification Tests (AFQT) are commonly used to determine intelligence and consequently wage levels. Some economists look at innate intelligence versus acquired intelligence when discussing cognitive ability and come to the conclusion that employers will not discriminate if both Black and White applicants have similar cognitive ability unless the employer is risk adverse to hiring minorities (Goldsmith, Darity, & Veum, 1998). Adopting an innate intelligence perspective means that Whites are biologically smarter than Blacks. On the other hand, O’Neill (1990) finds that AFQT tests are a measure of learned intelligence that reflects quality of schooling received as opposed to innate intelligence. Goldsmith, Darity & Veum (1998) argue that tests such as AFQT present important policy questions. If intelligence is innate and based on heredity, then any policy considerations are moot and unnecessary because they are irrelevant to wage differences. However, if intelligence is learned behavior, policy is important because it can reinforce a place-based paradigm that focuses on the needs of the individual job-seeker and seeks to improve job INCREASING MARGINAL REVENUE PRODUCT OF URBAN BLACK MEN IN PUBLIC HOUSING 11 prospects through community development. In terms of raising Black male MRP, this would be the most desired approach because performance issues and the possibility of being eliminated from job opportunities are not as likely as it would be in a sector-based paradigm and real or perceived deficiencies will not be considered a barrier to employment opportunities. If a community and or employers adopt a place-based theory, the sector-based paradigm will lose support. However, sector-based strategies are still the dominate form of evaluation. As a result, Moss and Tilly (1996) argue that this creates a bias in the eyes of employers from hiring Black men for entry-level jobs. In support of their argument, between 1991 and 1992, Moss and Tilly (1996) interviewed 75 employer representatives at 56 firms from four industries: auto parts manufacturing, retail, insurance companies, and public agencies such as hospitals and local governments. The employers were located in the Los Angeles and Detroit metro areas. The interviewers gathered information on primarily entry level jobs requiring only a high school diploma. Employers in this survey were asked to identify the most important skill needed in their industries. Over 84 percent of respondents indicated soft skills as the most important criteria (Moss & Tilly, 1996). Next, Moss and Tilly (1996) expanded the survey to include questions about the relationship between soft skills and Black males as it pertains to hiring. Moss and Tilly (1996) argue that the emphasis placed on soft skills in the labor market disadvantages Black male applicants. “The views employers hold of Black men in this regard were partly, stereotype, partly cultural gap, and partly an accurate perception of the skills that many less educated Black men bring to the labor market” (Moss & Tilly, 1996, p. 260). When discussing Black male interaction skills, 32 percent of the respondents stated that Black men were hostile, defensive, and had negative attitudes. Forty percent of respondents INCREASING MARGINAL REVENUE PRODUCT OF URBAN BLACK MEN IN PUBLIC HOUSING 12 indicated a belief that black males were not motivated to work. In addition, over 80 percent of employers surveyed in Detroit and Los Angeles believed immigrants had a stronger work ethic than Black men (Moss & Tilly, 1996). Many of these beliefs were based on perception as well as past work experience. However, one manager stated the following: I think it’s how you motivate each group. Two or three years ago, I would have probably said, well, the Black race isn’t as motivated as the Oriental or the Hispanic. But I’ve seen that if you motivate, that you have to motivate each group differently (Moss & Tilly, 1996, p. 267) What this survey portrays is discouraging for Black men in public housing. Various perceptions seem to indicate biases that need to be overcome in order to advance past the first interview. However, the survey also provides hope from an employer perspective. If employers are willing to assist Black men in overcoming serious soft skill challenges, which include employer bias, Black male public housing MRP could increase to productive levels. Method Research Question: Whether programs addressing soft skills and job training increase employment opportunities Table 1 Employment EPUBHSE ELKWRK EWRKEXP3 EWELACT1 EWELAC21 EWELAC22 EWELAC23 EWELACT3 EWELACT4 Black ESEX THEARN Employment last month Residence in public housing project Spent time looking for work Worked in a work experience program Attend classes to improve basic reading Attend job readiness to learn Attend job search program or job club Attend training to learn a specific job skill Did ... attend job training Participate in a work experience Race Sex of this person Total household earned income INCREASING MARGINAL REVENUE PRODUCT OF URBAN BLACK MEN IN PUBLIC HOUSING 13 Table 1 displays the definitions for the variables used in factor analysis and logistic regression from the longitudinal data set Survey of Income and Program Participation (SIPP) 2004 Panel. Employment refers to participants in the study who had worked in the past 30 days during the study period. EPUBHSE represents participants living in a public housing project. ELKWRK refers to participants that spent time looking for work. EWRKEXP3 refers to participants that worked in a work experience program to prepare for employment. EWELACT1 refers to participants who attended classes to improve reading skills. EWELAC21 measures participants that attended a job readiness seminar during the study. EWELAC22 refers to participants that attended a job search program or job club activities. EWELAC23 describes participants that attended training to learn a specific job skill. EWELACT3 refers to participants that attended job training workshops. EWELACT4 describes individuals in the study that participated in a work experience program. Black (1=white 2=black 3=other) was recoded from ERACE (1-5 1=white 4=residual). ESEX refers to the sex of the participant (1=male 2= female). THEARN measures total household earned income. INCREASING MARGINAL REVENUE PRODUCT OF URBAN BLACK MEN IN PUBLIC HOUSING 14 Table 2 Factor Loadings 3 4 -0.019 0.037 0.063 0.065 0.393 0.017 0.098 0.142 0.218 -0.021 0.800 -0.045 -0.617 0.328 -0.566 -0.309 -0.203 0.693 1 0.820 0.681 0.558 0.102 0.001 0.131 -0.159 0.353 0.056 2 -0.034 0.113 -0.54 0.872 0.616 0.159 -0.229 0.127 0.216 -0.225 0.265 -0.043 0.341 -0.3 0.162 -0.148 -0.004 0.238 -0.077 Eigenvalue Percent of Total Variance Percent of Common Variance 2.210 17.003 26% 1.953 15.022 23% KMO measure of sampling adequacy = Bartlett's Test of Sphericity n = 124 0.515 Approx. Chi-Square =333.389, df= 78, p<.001 Participate in a work experience Spent time looking for work Worked in a work experience program Attend job search program or job club Black Did ... attend job training Attend classes to improve basic reading Sex of this person Attend training to learn a specific job skill Residence in public housing project Attend job readiness to learn Total household earned income Employment last month 5 Communalities 0.23 0.728 -0.002 0.485 -0.052 0.760 0.016 0.801 -0.266 0.498 0.101 0.695 0.154 0.590 0.033 0.558 -0.32 0.674 -0.12 0.691 0.683 -0.018 0.044 0.234 0.074 0.868 0.754 0.730 0.574 0.784 0.701 1.725 13.266 20% 1.542 11.859 18% 1.149 8.840 13% 65.989 100% Table 2 describes a set of 13 employment measures that were submitted to an exploratory factor analysis, with principal components factoring, orthogonal rotation and an extraction cutoff of Eigen value= 1.0 (i.e. latent root criterion). The KMO measure of sampling adequacy (MSA) was .515 and the Bartlett’s test of sphericity resulted in a highly significant chi-square (333.389, p < .001), indicating the appropriateness of factor analysis for this set of 13 items. Communalities ranged from a low of .485 to a high of .801, indicating a moderate amount of shared variance of all items. INCREASING MARGINAL REVENUE PRODUCT OF URBAN BLACK MEN IN PUBLIC HOUSING 15 The analysis resulted in five factors with Eigen values ranging from 2.210 (17% of total variance to 1.149 (8.8% of total variance). The full five-factor solution explained 66% of the total variance of the pool of 13 items. The five factors did not have cross-loadings. Factor 1 had high loadings on items that measured participation in a work experience program, time spent looking for work, and participants actually working in a work experience program. Factor 2 had high positive loadings pertaining to attending job search and job club programs. Factor 3 had high loadings associated with attendance at job training, attending classes to improve reading, and a demographic measurement of the participant’s sex. Factor 4 loaded high on attendance to receive training for a specific job, attendance at a job readiness program, and a demographic measurement of residence in public housing. Factor 5 loaded high with total household earned income and whether participants were employed during the past month that they were surveyed. Given an n of 124, a loading of .45 may be considered significant. Table 3 r Block 1: Black ESEX Block 2 EPUBHSE Block 3 ELKWRK EWELACT3 EWELAC23 EWELAC22 Block 4 EWELACT4 EWELAC21 EWELACT1 Block 5 THEARN -0.031** -0.117** Exp (B) in Final Exp (B) 0.646 2.033 1.320 4.259 0.191** 1.328 0.616 -0.133** 0.100** -0.047** -0.070** 2.733* 1.096 0.693 0.731 4.313* 1.933 0.935 0.488 Block Chi-Sq Model Chi-Sq 3.027 3.027 136.432 0.024 0.036 5.699 0.316 3.343 136.116 0.027 0.039 7.490 5.385 8.729 130.730 0.068 0.101 12.314 115.639 0.175 0.259 7.405 89.295 0.333 0.493 8.349 15.092** 0.003 -0.024** 0.031** 6.046** 1.492 2.950 1.002 Cox & Snell R² Nag. R² Hosmer & Lemeshow Chi-Sq 3.651 2.426 5.560* 26.343** 0.251** 23.820** Model -2LL 1.002** 50.164** INCREASING MARGINAL REVENUE PRODUCT OF URBAN BLACK MEN IN PUBLIC HOUSING EWRKEXP3 0.155** 0.789 16 0.789 **p < 0.01 * p < 0.05 Table 3 displays the results from logistic regression predicting the variable Employment (0=no 1 =yes) which was recoded from RMESR which measures whether a participant held a job during a one month period (1-8, 1=yes, 8=no). Two blocks in the model achieved statistical significance bringing the total model to -2LL = 89.295, Cox & Snell R ²= 0.333, Nag. R ² =. 0.493. Block 4 predictors measured job preparation activities and were significant (ChiSquare=15.092, p < 0.01). Also, Block 5, which contains variables that measure earning potential, such as working in a work experience program, and total household earned income, was significant (Block Chi-Square=26.343, p < 0.01, Model Chi-Square=50.164, p < 0.01). The total model with four blocks in is significant at p < .01. Each Exp(B) indicates a decrease or increase in the odds of the occurrence of the dependent value, assuming all other IVs are controlled for. The final Exp(B) statistics revealed significant unique contributions of ELKWRK, spent time looking for work, (Exp(B)= 4.313, p < 0.05), EWELACT1, a measure of class attendance to improve reading, (Exp(B)= 5.560, p < 0.05), and THEARN, a measure of household earned income, (Exp(B)= 1.002, p < 0.01) to the dependant variable Employment. As a result, spending time looking for work, taking classes to improve reading, and additional household earned income all increase the odds of holding a job for a one month period. Other final Exp(B) statistics, EWELACT3, worked in a work experience program (Exp(B)= 1.933, EWELACT4, participate in a work experience (Exp(B)=3.651, and EWELAC21, attend job readiness to learn (Exp(B)= 2.426, although not significant, also increased the odds of being employed within the past 30 days. INCREASING MARGINAL REVENUE PRODUCT OF URBAN BLACK MEN IN PUBLIC HOUSING 17 Discussion Urban Black males living in public housing have traditionally had low MRP. As shown in Table 3, a one unit increase of EPUBHSE reduces the odds of employment by 62 percent. Consequently, their services are not in high demand from employers. Several theories have been presented as to the cause of this problem, but there has not been a consensus of the source of low productivity in black urban males. Giloth (2000) argues that the added barriers of racial discrimination and criminal backgrounds have a significant impact. Also, lack of Black male employment increases the number of Black female headed households qualifying for voucher and certificate assistance (Pendall, 2000). Research has identified several factors that contribute to this problem. However, the solutions are difficult to implement because of a variety of political and economic consequences. One solution would involve identifying Black males that would be attractive to economic clusters near their neighborhood by increasing psychological capital. According to Goldsmith, Darity & Veum (1998), psychological capital is an extension of human capital and refers to the degree in which personality influences productivity. Specifically, psychological capital is associated with a sense of self-esteem, health and well-being. Luthans (2012) identifies four components of psychological capital: self-efficacy, optimism, hope, and resilience. Individuals with high self-efficacy are more likely to be more confident to handle unexpected problems and control outcomes. Optimism is associated with a positive mental attitude. Hope is goal directed and individuals that have this characteristic are able to adapt to changes along the path to accomplishing a goal. Resilience is the ability to successfully respond to adversity. When discussing productivity, economists typically exclude references to psychological capital as an unmeasurable variable. INCREASING MARGINAL REVENUE PRODUCT OF URBAN BLACK MEN IN PUBLIC HOUSING 18 However, Newman, Ucbasaran, Zhu, and Hirst (2014) argue that psychological capital is measurable and can be developed. It can be measurable through psychological and biological testing procedures. In addition, it can be measured through survey questionnaires given to supervisors, associates, and others with knowledge of an applicant’s skill level. Psychological capital can be developed through training and other work related activities. Chen and Lim (2012) found that positive psychological capital can reduce absenteeism and improve job search skills. Applying the concepts of psychological capital to the models discussed in this study, evidence supports the idea that job training in areas such as time looking for work, attending classes to improve reading skills and work experience activities increase actual work opportunities. As a result, the findings of this study suggest positive Black male psychological capital can be developed within job training opportunities. As a result, referring back to the previous discussion on place-based paradigm job training, an increase in MRP for Black males living in public housing can be inferred from exposure to job training activities. However, when addressing urban employment issues, Porter (1995) advocates a sectorbased approach but from a different perspective than what was earlier discussed. He realizes the hurdles urban residents face when they attempt to apply for high paying jobs created by economic development opportunities. Many do not have psychological capital or high MRP to attract potential employers. Nevertheless Porter (1995) believes urban entrepreneurs have the capacity to increase local MRP, but their talent must be redirected from the social sector to the private sector. As a result, inner cities can become export communities and increase prosperity by attracting clusters. Porter (1998) defines clusters as a concentration of interconnected companies and industries such as suppliers of equipment and service industries. Clusters are more common in INCREASING MARGINAL REVENUE PRODUCT OF URBAN BLACK MEN IN PUBLIC HOUSING 19 economically advanced regions but they exist on the local level (Porter, 1998). Raising Black male MRP would attract clusters, but not all companies are willing to train Black men on some of the soft skills needed to be successful in a cluster environment, such as dressing and communicating in a business manner. Consequently, there must be a mechanism that will improve the employment skills of urban Black men to the level that will attract clusters. Porter (1998) believes that national and local governments have an obligation to make sure clusters have a supply of resources available to compete which would include labor. As a result, training urban Black men to compete in this environment would improve the overall quality of neighborhoods. A consensus between national, state and local governments collaborating with neighborhood groups such as community development corporations would be a start towards addressing the issue of chronic male unemployment in the Black community. Conclusion Black men living in public housing face several challenges which do not have clear solutions. Many live in poverty and have criminal records that exclude them from various occupations such as health and education. In addition, inadequate education results in low-level job skills that fail to attract employers. However, evidence indicates job training and other activities such as classes to improve reading and job readiness skills increase the odds of employment. Soft skills, human capital and psychological capital are attributes that can be developed with job training. With a collaborative effort from private and public sectors, Black males living in public housing can improve MRP and become productive members of their community. 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