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2018

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On The Exactitude Of Big Data: La Bêtise And Artificial Intelligence, Noel Fitzpatrick, John D. Kelleher Dec 2018

On The Exactitude Of Big Data: La Bêtise And Artificial Intelligence, Noel Fitzpatrick, John D. Kelleher

Articles

This article revisits the question of ‘la bêtise’ or stupidity in the era of Artificial Intelligence driven by Big Data, it extends on the questions posed by Gille Deleuze and more recently by Bernard Stiegler. However, the framework for revisiting the question of la bêtise will be through the lens of contemporary computer science, in particular the development of data science as a mode of analysis, sometimes, misinterpreted as a mode of intelligence. In particular, this article will argue that with the advent of forms of hype (sometimes referred to as the hype cycle) in relation to big data and …


Enhancing Veterans' Access To Stem Education And Careers: A Labor Market Analysis Of Veterans In The Stem Workforce, Rosalinda V. Maury, Nicholas Armstrong, Brice M. Stone Dec 2018

Enhancing Veterans' Access To Stem Education And Careers: A Labor Market Analysis Of Veterans In The Stem Workforce, Rosalinda V. Maury, Nicholas Armstrong, Brice M. Stone

Institute for Veterans and Military Families

This research brief presents key highlights on recent veteran participation in the STEM workforce drawing upon an analysis of the American Community Survey (2012-2016), led by the U.S. Census Bureau.


Enhancing Veterans' Access To Stem Education And Careers: A Labor Market Analysis Of Veterans In The Stem Workforce, Rosalinda V. Maury, Nicholas Armstrong, Brice M. Stone Dec 2018

Enhancing Veterans' Access To Stem Education And Careers: A Labor Market Analysis Of Veterans In The Stem Workforce, Rosalinda V. Maury, Nicholas Armstrong, Brice M. Stone

Institute for Veterans and Military Families

This research technical report presents key highlights on recent veteran participation in the STEM workforce drawing upon an analysis of the American Community Survey (2012-2016), led by the U.S. Census Bureau. From this data, the research team examined veteran participation across 49 distinct STEM occupations, which are grouped into the following five occupational clusters: Engineering, Information Technology and Computer Science, Life and Physical Sciences, Mathematics, and Supervisor/ Management of STEM occupations. Among other analyses, the research team identified year-over-year trends in veteran participation, geographic distribution, and comparisons to non-veterans across all STEM occupations.


Preformed-Particle-Gel Placement And Plugging Performance In Fractures With Tips, Ze Wang, Baojun Bai Dec 2018

Preformed-Particle-Gel Placement And Plugging Performance In Fractures With Tips, Ze Wang, Baojun Bai

Geosciences and Geological and Petroleum Engineering Faculty Research & Creative Works

Preformed-particle gels (PPGs) have been applied for reducing excessive water production caused by fractures in reservoirs. A portion of the fractures existing in reservoirs is composed of a void part and a fracture tip. The PPG placement behavior and plugging performance could be mainly affected by the fracture tips. A fracture with a tip, called a "partially open fracture" in this paper, was designed to investigate the placement and water-plugging performance of PPG. Cylindrical sandstone cores were used to manufacture partially open fractures. Pressure data of PPG injection, post-gel water breakthrough, and stable injection were analyzed to investigate the PPG …


Assessing Multicultural Parenting Values And Practices In Prevention Programs For Latino Youth, Ghaffar Ali Hurtado, Julie Fife, Maria Svetaz, Michele Allen Dec 2018

Assessing Multicultural Parenting Values And Practices In Prevention Programs For Latino Youth, Ghaffar Ali Hurtado, Julie Fife, Maria Svetaz, Michele Allen

Journal of Youth Development

As communities become increasingly diverse, it is important to consider how cultural navigation interacts with adolescent development. We examined immigrant parenting values and practices to promote healthy development when developing Padres Informados/Jóvenes Preparados (Padres). Three focus groups were conducted with Latino immigrant parents (n = 27). Parents strove to foster a strong Latino identity to protect their children from detrimental preconceived notions about Latinos in the broader American culture. They conveyed a Latino identity by speaking Spanish and teaching the values of respect and familism. Parents expressed tremendous stress in parenting while navigating difficult policies, socioeconomic conditions, and unfamiliar systems. …


Onward To Opportunity: A Case For Patient Philanthropy, Supporting Jobs And Careers For Military-Connected Americans, Institute For Veterans And Military Families At Syracuse University Dec 2018

Onward To Opportunity: A Case For Patient Philanthropy, Supporting Jobs And Careers For Military-Connected Americans, Institute For Veterans And Military Families At Syracuse University

Institute for Veterans and Military Families

This paper details an exemplar case of partnership and philanthropic engagement, positioned to fundamentally transform the means and expectations associated with the employment transition experience for veterans. The vehicle for this transformation is an innovative transition initiative called Onward to Opportunity (O2O). The design, development, and evolution of the O2O program has been supported by early investment and prolonged commitment on the part of philanthropic partners—led by the Schultz Family Foundation—alongside close collaboration with JPMorgan Chase & Co. as well as other public sector and employer partners. These partnerships have, in turn, mobilized and empowered otherwise disparate stakeholders to come …


Enhancing Veterans' Access To Stem Education And Careers: A Labor Market Analysis Of Veterans In The Stem Workforce - Infographic, Rosalinda Maury, Brice M. Stone, Nicholas Armstrong Dec 2018

Enhancing Veterans' Access To Stem Education And Careers: A Labor Market Analysis Of Veterans In The Stem Workforce - Infographic, Rosalinda Maury, Brice M. Stone, Nicholas Armstrong

Institute for Veterans and Military Families

This research brief presents key highlights on recent veteran participation in the STEM workforce drawing upon an analysis of the American Community Survey (2012-2016), led by the U.S. Census Bureau. From this data, the research team examined veteran participation across 49 distinct STEM occupations, which are grouped into the following five occupational clusters: Engineering, Information Technology and Computer Science, Life and Physical Sciences, Mathematics, and Supervisor/ Management of STEM occupations. Among other analyses, the research team identified year-over-year trends in veteran participation, geographic distribution, and comparisons to non-veterans across all STEM occupations.


Receiver Function Investigations Of Seismic Anisotropy Layering Beneath Southern California, Fansheng Kong, Stephen S. Gao, Kelly H. Liu, Jianguo Song, Weiwei Ding, Yinxia Fang, Aiguo Ruan, Jiabiao Li Dec 2018

Receiver Function Investigations Of Seismic Anisotropy Layering Beneath Southern California, Fansheng Kong, Stephen S. Gao, Kelly H. Liu, Jianguo Song, Weiwei Ding, Yinxia Fang, Aiguo Ruan, Jiabiao Li

Geosciences and Geological and Petroleum Engineering Faculty Research & Creative Works

Seismic azimuthal anisotropy characterized by shear wave splitting analyses using tele seismic XKS phases (including SKS, SKKS, and PKS) is widely employed to constrain the deformation field in the Earth's crust and mantle. Due to the near-vertical incidence of the XKS arrivals, the resulting splitting parameters (fast polarization orientations and splitting times) have an excellent horizontal but poor vertical resolution, resulting in considerable ambiguities in the geodynamic interpretation of the measurements. Here we use P-to-S converted phases from the Moho and the 410- (d410) and 660-km (d660) discontinuities to investigate anisotropy layering beneath Southern California. Similarities between the resulting splitting …


Technology And The Printed Book: Pursuing A Holistic Human Experience With A Sacred Text, Rachel Dugan Dec 2018

Technology And The Printed Book: Pursuing A Holistic Human Experience With A Sacred Text, Rachel Dugan

Masters Theses

There exists a sort of gravitas attached to a book that is printed and bound by hand that gets lost on the production line. When holding a hand-printed (or hand-written), hand-bound codex next to a mass-produced book, there is between the two a visible and tactile difference in quality and harmony between form and content. With the modern technological advancements now available, how can the craftsmanship and beauty — the gravitas — evident in books of the past be replicated in a way that is aesthetically pleasing, harmonious in message, and reflective of the present time? As objects, books are …


Spin-Controlled Wavefront Shaping With Plasmonic Chiral Geometric Metasurfaces, Yang Chen, Xiaodong Yang, Jie Gao Dec 2018

Spin-Controlled Wavefront Shaping With Plasmonic Chiral Geometric Metasurfaces, Yang Chen, Xiaodong Yang, Jie Gao

Mechanical and Aerospace Engineering Faculty Research & Creative Works

Metasurfaces, as a two-dimensional (2D) version of metamaterials, have drawn considerable attention for their revolutionary capability in manipulating the amplitude, phase, and polarization of light. As one of the most important types of metasurfaces, geometric metasurfaces provide a versatile platform for controlling optical phase distributions due to the geometric nature of the generated phase profile. However, it remains a great challenge to design geometric metasurfaces for realizing spin-switchable functionalities because the generated phase profile with the converted spin is reversed once the handedness of the incident beam is switched. Here, we propose and experimentally demonstrate chiral geometric metasurfaces based on …


Voting And Commenting Mechanisms In Ongoing Crowdsourcing Platforms: A Case Study Of Lego Ideas Platform, Khalid Murzig M. Alharbi Dec 2018

Voting And Commenting Mechanisms In Ongoing Crowdsourcing Platforms: A Case Study Of Lego Ideas Platform, Khalid Murzig M. Alharbi

Dissertations and Theses Collection (Open Access)

Although crowdsourcing, an innovative online call to help solve problems or generate new ideas, has gained much traction in the business word, not much research has been done on the commenting and voting mechanisms. Most of the research has focussed on the why and how businesses crowdsource. To fill the gap, this research focusses on the commenting and voting mechanisms and aims to analyse the effectiveness of the commenting and voting mechanism in an ongoing crowdsourcing platform, Lego Idea. Using Python software, 8663 comments were extracted from the Lego Ideas platform. These comments were then manually categorised into 10 variables …


Empathetic Computing For Inclusive Application Design, Kenny Choo Tsu Wei Dec 2018

Empathetic Computing For Inclusive Application Design, Kenny Choo Tsu Wei

Dissertations and Theses Collection (Open Access)

The explosive growth of the ecosystem of personal and ambient computing de- vices coupled with the proliferation of high-speed connectivity has enabled ex- tremely powerful and varied mobile computing applications that are used every- where. While such applications have tremendous potential to improve the lives of impaired users, most mobile applications have impoverished designs to be inclusive– lacking support for users with specific disabilities. Mobile app designers today haveinadequate support to design existing classes of apps to support users with specific disabilities, and more so, lack the support to design apps that specifically target these users. One way to resolve …


An Exploratory Comparative Study Of Experts And Generalists As Change Management Leaders In Non-Core Areas Of Organizations, Steven Glenn Burton Dec 2018

An Exploratory Comparative Study Of Experts And Generalists As Change Management Leaders In Non-Core Areas Of Organizations, Steven Glenn Burton

Dissertations and Theses Collection (Open Access)

Large-scale organizational change is a necessary undertaking critical to the ongoing success of most firms. Despite the necessity of such change, it is also an undertaking that fails at approximately twice the rate that it succeeds. Prior work on change leadership primarily looks at characteristics of the individual leader and does not differentiate on areas of the organization where change will be occurring. The work conducted in this research compares categories of change leaders and looks at change within a specific area of a firm, its non-core business area.

This exploratory research compared core-area technical experts to generalists as change …


Essays On The Information Role Of Credit Default Swaps, Hao Cheng Dec 2018

Essays On The Information Role Of Credit Default Swaps, Hao Cheng

Dissertations and Theses Collection (Open Access)

Chapter 1: Credit Default Swaps Pricing Errors and Related Stock Returns

This article investigates the impacts of Credit Default Swaps (CDS) pricing errors on related stock returns. Using a parsimonious CDS valuation model, which produces an above average adjusted R2 of 90%, I find that its pricing errors significantly predict cross-section stock returns. Further investigation reveals that the cross-market return predictability channels via Merton (1974)'s structural prediction and primary dealers' capital risk. This paper provides a novel view of the complex interactions of capital markets and offers insights on the relative market efficiencies.

Chapter 2: CDS Markets Informativeness and Related …


Prospects For Observing And Localizing Gravitational-Wave Transients With Advanced Ligo, Advanced Virgo And Kagra, Benjamin P. Abbott, Marco Cavaglia, For Full List Of Authors, See Publisher's Website. Dec 2018

Prospects For Observing And Localizing Gravitational-Wave Transients With Advanced Ligo, Advanced Virgo And Kagra, Benjamin P. Abbott, Marco Cavaglia, For Full List Of Authors, See Publisher's Website.

Physics Faculty Research & Creative Works

We present possible observing scenarios for the Advanced LIGO, Advanced Virgo and KAGRA gravitational-wave detectors over the next decade, with the intention of providing information to the astronomy community to facilitate planning for multi-messenger astronomy with gravitational waves. We estimate the sensitivity of the network to transient gravitational-wave signals, and study the capability of the network to determine the sky location of the source. We report our findings for gravitational-wave transients, with particular focus on gravitational-wave signals from the inspiral of binary neutron star systems, which are the most promising targets for multi-messenger astronomy. The ability to localize the sources …


Search For Subsolar-Mass Ultracompact Binaries In Advanced Ligo's First Observing Run, B. P. Abbott, Marco Cavaglia, For Full List Of Authors, See Publisher's Website. Dec 2018

Search For Subsolar-Mass Ultracompact Binaries In Advanced Ligo's First Observing Run, B. P. Abbott, Marco Cavaglia, For Full List Of Authors, See Publisher's Website.

Physics Faculty Research & Creative Works

We present the first Advanced LIGO and Advanced Virgo search for ultracompact binary systems with component masses between 0.2 M⊙-1.0 M⊙ using data taken between September 12, 2015 and January 19, 2016. We find no viable gravitational wave candidates. Our null result constrains the coalescence rate of monochromatic (delta function) distributions of nonspinning (0.2 M⊙, 0.2 M⊙) ultracompact binaries to be less than 1.0 x 106 Gpc-3 yr-1 and the coalescence rate of a similar distribution of (1.0 M⊙, 1.0 M⊙) ultracompact binaries to be less …


Author Correction: Femtosecond Laser Mass Spectrometry And High Harmonic Spectroscopy Of Xylene Isomers (Scientific Reports (2018) Doi: 10.1038/S41598-018-22055-9), Abdullah Alharbi, Andrewy E. Boguslavskiy, Dane Austin, Nicolas Thire, D. Wood, P. Hawkins, Felicity Mcgrath, A. S. Johnson, I. Lopez-Quintas, Bruno Schmidt, Francois Legare, J. P. Marangos, Anh-Thu Le, Ravi Bhardwaj Dec 2018

Author Correction: Femtosecond Laser Mass Spectrometry And High Harmonic Spectroscopy Of Xylene Isomers (Scientific Reports (2018) Doi: 10.1038/S41598-018-22055-9), Abdullah Alharbi, Andrewy E. Boguslavskiy, Dane Austin, Nicolas Thire, D. Wood, P. Hawkins, Felicity Mcgrath, A. S. Johnson, I. Lopez-Quintas, Bruno Schmidt, Francois Legare, J. P. Marangos, Anh-Thu Le, Ravi Bhardwaj

Physics Faculty Research & Creative Works

The original version of this Article contained a typographical error in the spelling of the author Nicolas Thiré, which was incorrectly given as Nicholas Thiré. Nicolas Thiré was also incorrectly affiliated with 'Instituto de Química Física Rocasolano, IQFR-CSIC, Serrano 119, 28006, Madrid, Spain'. The correct affiliation is listed below.

INRS-EMT, Advanced Laser Light Source, 1650 Lionel-Boulet Bvd, Varennes, J3X1S2, Canada.

This has now been corrected in the PDF and HTML versions of the Article and in the accompanying Supplementary Information file.


A Note Of Thanks To John Halloran, William Fahrenholtz Dec 2018

A Note Of Thanks To John Halloran, William Fahrenholtz

Materials Science and Engineering Faculty Research & Creative Works

No abstract provided.


New Orleans: A Living Laboratory Dueling Narratives-Tourism Vs. Freight, Peter Alexander Webb Dec 2018

New Orleans: A Living Laboratory Dueling Narratives-Tourism Vs. Freight, Peter Alexander Webb

LSU New Orleans Theses and Dissertations

This research concerns the history of how the stories—narratives—which people tell about the Port of New Orleans and its related freight transportation have impacted Port-related traffic congestion on the last mile. “Last mile” refers to the last segment of a freight journey. In the context of the Port, it is the distance between the Tchoupitoulas Street exit ramp on US 90 and the entrance/exit of the Clarence Henry Truckway. The Clarence Henry Truckway is a 3.5-mile one way in/one way out dedicated truck route behind the floodwall of the Port on Tchoupitoulas street. Its access is threatened by proposed tourism-related …


Quantile Treatment Effects And Bootstrap Inference Under Covariate-Adaptive Randomization, Xin Zheng, Yichong Zhang Dec 2018

Quantile Treatment Effects And Bootstrap Inference Under Covariate-Adaptive Randomization, Xin Zheng, Yichong Zhang

Research Collection School Of Economics

This paper studies the estimation and inference of the quantile treatment effect under covariate-adaptive randomization. We propose three estimation methods: (1) the simple quantile regression (QR), (2) the QR with strata fixed effects, and (3) the inverse propensity score weighted QR. For the three estimators, we derive their asymptotic distributions uniformly over a set of quantile indexes and show that the estimator obtained from inverse propensity score weighted QR weakly dominates the other two in terms of efficiency, for a wide range of randomization schemes. For inference, we show that the weighted bootstrap tends to be conservative for methods (1) …


Coarse Revealed Preference, Gaoji Hu, Jiangtao Li, John K. Quah, Rui Tang Dec 2018

Coarse Revealed Preference, Gaoji Hu, Jiangtao Li, John K. Quah, Rui Tang

Research Collection School Of Economics

We identify necessary and sufficient conditions under which a coarse data set canbe coarsely rationalized by a linear order (or weak order). The conditions are easy tocheck, and efficient algorithms are provided. We apply our theory to investigate theobservable restrictions of several economic models including (1) rational choice withimperfect observation; (2) multiple preferences; (3) monotone multiple preferences; and(4) minimax regret.


Root-N Consistency Of Intercept Estimators In A Binary Response Model Under Tail Restrictions, Lili Tan, Yichong Zhang Dec 2018

Root-N Consistency Of Intercept Estimators In A Binary Response Model Under Tail Restrictions, Lili Tan, Yichong Zhang

Research Collection School Of Economics

The intercept of the binary response model is irregularly identified when the supports of both the special regressor V and the error term ε are the whole real line. This leads to the estimator of the intercept having potentially a slower than √n convergence rate, which can result in a large estimation error in practice. This paper imposes addition tail restrictions which guarantee the regular identification of the intercept and thus the √n-consistency of its estimator. We then propose an estimator that achieves the √n rate. Finally, we extend our tail restrictions to a full-blown model with endogenous regressors.


Semiparametric Maximum Likelihood Inference For Nonignorable Nonresponse With Callbacks, Zhong Guan, Denis H. Y. Leung, Jing Qin Dec 2018

Semiparametric Maximum Likelihood Inference For Nonignorable Nonresponse With Callbacks, Zhong Guan, Denis H. Y. Leung, Jing Qin

Research Collection School Of Economics

We model the nonresponse probabilities as logistic functions ofthe outcome variable and other covariates in the survey sampling study withcallback. The identification aspect of this callback model is investigated. Semiparametricmaximum likelihood estimators of the parameters in the responseprobabilities are proposed and studied. As a result, an efficient estimator ofthe mean of the outcome variable is constructed using the estimated responseprobabilities. Moreover, if a regression model for conditional mean of the outcomevariable given some covariate is available, then we can obtain an evenmore efficient estimate of the mean of the outcome variable by fitting the regressionmodel using an adjusted least squares …


Mild-Explosive And Local-To-Mild-Explosive Autoregressions With Serially Correlated Errors, Yiu Lim Lui, Weilin Xiao, Jun Yu Dec 2018

Mild-Explosive And Local-To-Mild-Explosive Autoregressions With Serially Correlated Errors, Yiu Lim Lui, Weilin Xiao, Jun Yu

Research Collection School Of Economics

This paper firstly extends the results of Phillips and Magdalinos (2007a) by allowing for anti-persistent errors in mildly explosive autoregressive models. It is shown that the Cauchy asymptotic theory remains valid for the least squares (LS) estimator. The paper then extends the results of Phillips, Magdalinos and Giraitis (2010) by allowing for serially correlated errors of various forms in local-to-mild-explosive autoregressive models. It is shown that the result of smooth transition in the limit theory between local-to-unity and mild-explosiveness remains valid for the LS estimator. Finally, the limit theory for autoregression with intercept is developed.


Sources Of Health Financing And Health Outcomes: A Panel Data Analysis, Tomoki Fujii Dec 2018

Sources Of Health Financing And Health Outcomes: A Panel Data Analysis, Tomoki Fujii

Research Collection School Of Economics

We study the differential impacts of public and private sources of health spending on health outcomes using a triple difference approach. We find that private health spending has on average a higher health-promoting effect than public health spending. This result is robust with respect to the choice of outcome measure and covariates in the regression and driven primarily by the countries with ineffective governments. Once we restrict our sample to countries with effective governments, private health spending is no better than public health spending for improving the health outcome.


Forecasting Large Covariance Matrix With High-Frequency Data: A Factor Correlation Matrix Approach, Yingjie Dong, Yiu Kuen Tse Dec 2018

Forecasting Large Covariance Matrix With High-Frequency Data: A Factor Correlation Matrix Approach, Yingjie Dong, Yiu Kuen Tse

Research Collection School Of Economics

We propose a factor correlation matrix approach to forecast large covariance matrix of asset returns using high-frequency data. We apply shrinkage method to estimate large correlation matrix and adopt principal component method to model the underlying latent factors. A vector autoregressive model is used to forecast the latent factors and hence the large correlation matrix. The realized variances are separately forecasted using the Heterogeneous Autoregressive model. The forecasted variances and correlations are then combined to forecast large covariance matrix. We conduct Monte Carlo studies to compare the finite sample performance of several methods of forecasting large covariance matrix. Our proposed …


Deep Unsupervised Pixelization, Chu Han, Qiang Wen, Shengfeng He, Qianshu Zhu, Yinjie Tan, Guoqiang Han, Tien-Tsin Wong Dec 2018

Deep Unsupervised Pixelization, Chu Han, Qiang Wen, Shengfeng He, Qianshu Zhu, Yinjie Tan, Guoqiang Han, Tien-Tsin Wong

Research Collection School Of Computing and Information Systems

In this paper, we present a novel unsupervised learning method for pixelization. Due to the difficulty in creating pixel art, preparing the paired training data for supervised learning is impractical. Instead, we propose an unsupervised learning framework to circumvent such difficulty. We leverage the dual nature of the pixelization and depixelization, and model these two tasks in the same network in a bi-directional manner with the input itself as training supervision. These two tasks are modeled as a cascaded network which consists of three stages for different purposes. GridNet transfers the input image into multi-scale grid-structured images with different aliasing …


The Gabriel Revelation (Hazon Gabriel): A Reused Masseba Forgery?, Kenneth Atkinson Dec 2018

The Gabriel Revelation (Hazon Gabriel): A Reused Masseba Forgery?, Kenneth Atkinson

Faculty Publications

The Gabriel Revelation (Hazon Gabriel) is a large limestone stele that contains a lengthy Hebrew text in two columns. The smooth side of the stone with the composition known as the Gabriel Revelation has forty-seven horizontal guidelines, four vertical lines bordering the columns, and eighty-seven lines of writing in ink on stone. Much of the composition is incomplete or partially preserved. The Gabriel Revelation is of unknown provenance. Its current owner purchased the artifact from a Jordanian antiquities dealer around the year 2000.


Increasing Parent Volunteers In Head Start Classrooms, Anali Fuentes Dec 2018

Increasing Parent Volunteers In Head Start Classrooms, Anali Fuentes

Capstone Projects and Master's Theses

The Head Start Program in Monterey County serves children from birth to 5 years of age and their families. In 2015, a senate bill was passed by California stating, parents who volunteer in a public school must be fully immunized against various diseases, including measles, pertussis, influenza and tuberculosis. The new policy rapidly became a barrier to many Head Start parents who desire to volunteer in their child’s classroom, creating additional obstacles for accessibility to receive the required immunizations. The purpose of this capstone is to support parents in overcoming the challenges to volunteering by connecting parents to appropriate clinics …


Together We Play, Together We Learn, Josefina Mosqueda Dec 2018

Together We Play, Together We Learn, Josefina Mosqueda

Capstone Projects and Master's Theses

The Monterey County Free Library increase the knowledge of how important it is for parents to interact by reading and playing with their children at an early age. The program "Together We Play; Together We Learn" will raise awareness about illiteracy. There is a high illiteracy rate in the Greenfield Community. According to the Literacy Campaign, focus on Early Childhood Literacy can help children to read at grade level by third grade. According to the US Census (2010). 78.7% speak Spanish highly of many students do not speak English when they enter school and 19.3% of the Greenfield population speaks …