Text analytics of social media: Sentiment analysis, event detection and summarization

In the last decade, large numbers of social media services have emerged and been widely used in people's daily life as important information sharing and acquisition tools. With a substantial amount of user-contributed text data on social media, it becomes a necessity to develop methods and tools for text analysis for this emerging data, in order to better utilize it to deliver meaningful information to users. ^ Previous work on text analytics in last several decades is mainly focused on traditional types of text like emails, news and academic literatures, and several critical issues to text data on social media have not been well explored: 1) how to detect sentiment from text on social media; 2) how to make use of social media's real-time nature; 3) how to address information overload for flexible information needs. ^ In this dissertation, we focus on these three problems. First, to detect sentiment of text on social media, we propose a non-negative matrix tri-factorization (tri-NMF) based dual active supervision method to minimize human labeling efforts for the new type of data. Second, to make use of social media's real-time nature, we propose approaches to detect events from text streams on social media. Third, to address information overload for flexible information needs, we propose two summarization framework, dominating set based summarization framework and learning-to-rank based summarization framework. The dominating set based summarization framework can be applied for different types of summarization problems, while the learning-to-rank based summarization framework helps utilize the existing training data to guild the new summarization tasks. In addition, we integrate these techneques in an application study of event summarization for sports games as an example of how to better utilize social media data. ^

Text Analytics of Social Media: Sentiment Analysis, Event Detection and Summarization

In the last decade, large numbers of social media services have emerged and been widely used in people's daily life as important information sharing and acquisition tools. With a substantial amount of user-contributed text data on social media, it becomes a necessity to develop methods and tools for text analysis for this emerging data, in order to better utilize it to deliver meaningful information to users. Previous work on text analytics in last several decades is mainly focused on traditional types of text like emails, news and academic literatures, and several critical issues to text data on social media have not been well explored: 1) how to detect sentiment from text on social media; 2) how to make use of social media's real-time nature; 3) how to address information overload for flexible information needs. In this dissertation, we focus on these three problems. First, to detect sentiment of text on social media, we propose a non-negative matrix tri-factorization (tri-NMF) based dual active supervision method to minimize human labeling efforts for the new type of data. Second, to make use of social media's real-time nature, we propose approaches to detect events from text streams on social media. Third, to address information overload for flexible information needs, we propose two summarization framework, dominating set based summarization framework and learning-to-rank based summarization framework. The dominating set based summarization framework can be applied for different types of summarization problems, while the learning-to-rank based summarization framework helps utilize the existing training data to guild the new summarization tasks. In addition, we integrate these techneques in an application study of event summarization for sports games as an example of how to better utilize social media data.

Condições de trabalho e terceiro setor: implicações contemporâneas para o serviço social

In the contemporaneity, due to the implementation of the neoliberal project in which one verifies the withdrawal of the State in regard to the development of social policies, it is observed a new way of responding to the multifaceted expressions of the social issue, which is the emergence and expansion of a supposed "third sector" in society. Thus, the productive restructuring process has led to the deterioration of labor relations, as well as a super exploration of human labor power, also triggering structural unemployment. By being delineated in classist interests, the emergence of the "third sector" brings contradictory aspects to the society, one of these being the very concept of "third sector", more ideological than real. By seeking to answer the expressions of the social issue, demands the intervention of social workers in the institutions that "composes it". This way, arises the interest in researching what are the current conditions and labor relations of the social workers who work in the institutions of the "third sector" in Mossoró-RN. Therefore, this study is constituted by a survey for the conclusion of a Master's degree in Social Service at the Universidade Federal do Rio Grande do Norte. Therefore, it was listed out as general objective to identify and analyze the conditions and labor relations of the social workers entered in the institutions of the "third sector" in Mossoró-RN. And by specific objectives: to map the institutions that are part of the "third sector" in the city of Mossoró, which have social workers on its professional staff, in order to profile the same; and, analyze the main challenges presented to the work of the social worker in these institutions. We used the bibliographic and documental research to enlighten the knowledge of the topic approached and the development of the field research, in which for the analysis of the data obtained, through field research, it was used the quantitative and qualitative approach. The search results confirmed that half of the institutions was identified as philanthropics, and most of them are funded by the federal government and that such organizations develop activities in several areas, particularly health and welfare. Concerning the conditions and labor relations, was highlighted the fact that half of the professionals insert themselves within the institutions by appointment; regarding the salary, 57.1% of employees receive between 3 and 4 minimum wages, which is considered relatively low. Was satisfactory the analysis related to the labor rights, because almost all offer a formal contract, which ensures, in great measure, the effectuation of such rights. Now with regard to the workload, 5 of 6 institutions implemented the Law Nº. 12.317/2010 ensuring 30 hours a week for social workers. However, it were cited many challenges relating the reality of the "third sector" to the conditions and labor relations, among them stands out: the delay of salary and non-salary adjustment; the realization of activities that do not relate to professionals, functions and duties; the development of many activities by a single professional. Two important data are the not incentive to a postgraduate and the charging of the fulfillment of the goals for the professional productivity. Here, it is worth to reflect that, although this study presents elements that provide to identify some aspects of labor relations and conditions of social workers in the "third sector" in Mossoró- RN, as well as some challenges that permeate this space of professional insertion, is meant that there is much to be unveiled, and other studies can later do so in an attempt to a better understanding of the complexity of processes that permeate the "third sector"

Essays on the Role of Government Incentives in the Private Provision of Social Goods

The economic rationale for public intervention into private markets through price mechanisms is twofold: to correct market failures and to redistribute resources. Financial incentives are one such price mechanism. In this dissertation, I specifically address the role of financial incentives in providing social goods in two separate contexts: a redistributive policy that enables low income working families to access affordable childcare in the US and an experimental pay-for-performance intervention to improve population health outcomes in rural India. In the first two papers, I investigate the effects of government incentives for providing grandchild care on grandmothers’ short- and long-term outcomes. In the third paper, coauthored with Manoj Mohanan, Grant Miller, Katherine Donato, and Marcos Vera-Hernandez, we use an experimental framework to consider the the effects of financial incentives in improving maternal and child health outcomes in the Indian state of Karnataka.

Grandmothers provide a significant amount of childcare in the US, but little is known about how this informal, and often uncompensated, time transfer impacts their economic and health outcomes. The first two chapters of this dissertation address the impact of federally funded, state-level means-tested programs that compensate grandparent-provided childcare on the retirement security of older women, an economically vulnerable group of considerable policy interest. I use the variation in the availability and generosity of childcare subsidies to model the effect of government payments for grandchild care on grandmothers’ time use, income, earnings, interfamily transfers, and health outcomes. After establishing that more generous government payments induce grandmothers to provide more hours of childcare, I find that grandmothers adjust their behavior by reducing their formal labor supply and earnings. Grandmothers make up for lost earnings by claiming Social Security earlier, increasing their reliance on Supplemental Security Income (SSI) and reducing financial transfers to their children. While the policy does not appear to negatively impact grandmothers’ immediate economic well-being, there are significant costs to the state, in terms of both up-front costs for care payments and long-term costs as a result of grandmothers’ increased reliance on social insurance.

The final paper, The Role of Non-Cognitive Traits in Response to Financial Incentives: Evidence from a Randomized Control Trial of Obstetrics Care Providers in India, is coauthored with Manoj Mohanan, Grant Miller, Katherine Donato and Marcos Vera-Hernandez. We report the results from “Improving Maternal and Child Health in India: Evaluating Demand and Supply Side Strategies” (IMACHINE), a randomized controlled experiment designed to test the effectiveness of supply-side incentives for private obstetrics care providers in rural Karnataka, India. In particular, the experimental design compares two different types of incentives: (1) those based on the quality of inputs providers offer their patients (inputs contracts) and (2) those based on the reduction of incidence of four adverse maternal and neonatal health outcomes (outcomes contracts). Along with studying the relative effectiveness of the different financial incentives, we also investigate the role of provider characteristics, preferences, expectations and non-cognitive traits in mitigating the effects of incentive contracts.

We find that both contract types input incentive contracts reduce rates of post-partum hemorrhage, the leading cause of maternal mortality in India by about 20%. We also find some evidence of multitasking as output incentive contract providers reduce the level of postnatal newborn care received by their patients. We find that patient health improvements in response to both contract types are concentrated among higher trained providers. We find improvements in patient care to be concentrated among the lower trained providers. Contrary to our expectations, we also find improvements in patient health to be concentrated among the most risk averse providers, while more patient providers respond relatively little to the incentives, and these difference are most evident in the outputs contract arm. The results are opposite for patient care outcomes; risk averse providers have significantly lower rates of patient care and more patient providers provide higher quality care in response to the outputs contract. We find evidence that overconfidence among providers about their expectations about possible improvements reduces the effectiveness of both types of incentive contracts for improving both patient outcomes and patient care. Finally, we find no heterogeneous response based on non-cognitive traits.

Brazilian Social Segurity and Social Work: reflections on the Continuous Cash Benefit Programme

Guaranteed under the Federal Constitution of 1988, Brazilian social security covers rights relating to health, social welfare and social care. The Continuous Cash Benefit Programme (BPC) was approved as part of social care policy and is regulated under the Social Care Act (Ley Orgánica de Asistencia Social) of 1993. This benefit guarantees a minimum monthly income for persons with disabilities and for older adults. Certain requirements must be satisfied in order to obtain the assistance: medical and social assessment of disabled persons, a minimum age of 65 years for older adults, and, in both cases, the value of per capita income for the nuclear family in question, which must be lower than a quarter of the minimum wage. Regulation of the BPC has incorporated advances and setbacks in terms of legislation and implementation. In this framework, this article presents a theoretical reflection, an analysis of the legislation on the matter, and some reflections on the challenges that it poses for social workers.

Utilizing ICT to prevent loneliness and social isolation of the elderly. A literature review

Ageing of the population is a worldwide phenomenon. Numerous ICT-based solutions have been developed for elderly care but mainly connected to the physiological and nursing aspects in services for the elderly. Social work is a profession that should pay attention to the comprehensive wellbeing and social needs of the elderly. Many people experience loneliness and depression in their old age, either as a result of living alone or due to a lack of close family ties and reduced connections with their culture of origin, which results in an inability to participate actively in community activities (Singh & Misra, 2009). Participation in society would enhance the quality of life. With the development of information technology, the use of technology in social work practice has risen dramatically. The aim of this literature review is to map out the state of the art of knowledge about the usage of ICT in elderly care and to figure out research-based knowledge about the usability of ICT for the prevention of loneliness and social isolation of elderly people. The data for the current research comes from the core collection of the Web of Science and the data searching was performed using Boolean? The searching resulted in 216 published English articles. After going through the topics and abstracts, 34 articles were selected for the data analysis that is based on a multi approach framework. The analysis of the research approach is categorized according to some aspects of using ICT by older adults from the adoption of ICT to the impact of usage, and the social services for them. This literature review focused on the function of communication by excluding the applications that mainly relate to physical nursing. The results show that the so-called ‘digital divide’ still exists, but the older adults have the willingness to learn and utilise ICT in daily life, especially for communication. The data shows that the usage of ICT can prevent the loneliness and social isolation of older adults, and they are eager for technical support in using ICT. The results of data analysis on theoretical frames and concepts show that this research field applies different theoretical frames from various scientific fields, while a social work approach is lacking. However, a synergic frame of applied theories will be suggested from the perspective of social work.

Mediation and the Social Work profession: particularly in the community context

In 2008, the European Union published its Directive on mediation in civil and commercial matters, offering general regulation of this conflict resolution system, its principles, and its objectives. Social workers have for some time defended their role as mediators, but this reality has changed and mediation appears to have taken shape as an independent profession due to existing regulation, its introduction to universities and the implementation of training courses. This article analyses the differences between the two professions: mediator and social worker. It also considers the mediation that is carried out in the community context. Community mediation is a perfect tool for achieving a changed understanding of public social services, seeking to encourage citizens to participate in and take responsibility for community life and thereby to become active citizens as envisaged by the 2012 Global Agenda for Social Work. However, mediation in this context has certain peculiarities, and at times confusion may arise between the figures of social worker and mediator.

Circular migration and the Internet: The role of social networks in the sociocultural context of Mexican residents in Barcelona

This work focuses on the study of the circular migration between America and Europe, particularly in the discussion about knowledge transfer and the way that social networks reconfigure the form of information distribution among people, that due to labor and academic issues have left their own country. The main purpose of this work is to study the impact of social media use in migration flows between Mexico and Spain, more specifically the use by Mexican migrants who have moved for  multiple years principally for educational purposes and then have returned to their respective locations in Mexico seeking to integrate themselves into the labor market. Our data collection concentrated exclusively on a group created on Facebook by Mexicans who mostly reside in Barcelona, Spain or wish to travel to the city for economic, educational or tourist reasons.  The results of this research show that while social networks are spaces for exchange and integration, there is a clear tendency by this group to "narrow lines" and to look back to their homeland, slowing the process of opening socially in their new context.

Flexibele Leerroutes voor Propedeusestudenten: Grounded Theory Onderzoek naar het Identificeren van Studentkenmerken in de Matching, ten behoeve van een Vraaggerichte, Gepersonaliseerde Leerroute in de Propedeuse Social Work

De Groot, D. (2016). Flexibele Leerroutes voor Propedeusestudenten: Grounded Theory Onderzoek naar het Identificeren van Studentkenmerken in de Matching, ten behoeve van een Vraaggerichte, Gepersonaliseerde Leerroute in de Propedeuse Social Work. Juli, 26, 2016, Heerlen, Nederland: Open Universiteit.

Making meaningful connections: Using insights from social pedagogy in statutory child and family social work practice

Reports into incidents of child death and serious injury have highlighted consistently concern about the capacity of social workers to communicate skilfully with children. Drawing on data collected as part of an Economic and Social Research Council funded UK-wide research project exploring social workers’ communicative practices with children, this paper explores how approaches informed by social pedagogy can assist social workers in connecting and communicating children. The qualitative research included data generated from 82 observations of social workers’ everyday encounters with children. Social pedagogical concepts of ‘haltung’ (attitude), ‘head, heart and hands’ and ‘the common third’ are outlined as potentially helpful approaches for facilitating the intimacies of inter-personal connections and enhancing social workers’ capacity to establish and sustain meaningful communication and relationships with children in the face of austere social, political and organisational contexts.

“I am in a constant state of insecurity trying to make ends meet, like our service users”: Shared austerity reality between social workers and service users: Towards a preliminary conceptualization

This article introduces the concept of an emerging shared austerity reality, which refers to the socio-economic context of austerity that is shared both by social workers and service users, albeit to different degrees. Traditionally, the concept of the shared reality has been utilized to encompass the experiences of welfare professionals working in situations where both they and service users are exposed to the adverse effects of a natural disaster, war or terrorist attack. Here, the concept of shared reality is expanded through the introduction of the context of austerity. Drawing on 21 in-depth interviews with public sector social work practitioners in Greece it discusses, among other things, social anxieties about their children’s future, and their inability to take care of their elderly relatives that suggest an emerging shared austerity reality, reflecting the deterioration of socio-economic conditions. The paper ends with a discussion about the possibilities of alliance and division that emerge from the concept and future research directions. Moreover, it concludes with a reflection on the role of the social work profession and recent political developments in Greece in anti-austerity struggles.

Applying Trained Skills on the Job: The Importance of the Work Environment

The influence of the work environment on the transfer of newly trained supervisory skills was examined. Participants were 505 supermarket managers from 52 stores. The work environment was operationalized in terms of transfer of training climate and continuous-learning culture. Climate and culture were hypothesized to have both direct and moderating effects on posttraining behaviors. Accounting for pretraining behaviors and knowledge gained in training, the results from a series of LISREL analyses showed that both climate and culture were directly related to posttraining behaviors. In particular, the social support system appeared to play a central role in the transfer of training. Moderating effects were not found. Implications for enhancing the transfer of training are discussed.

Knowledge Workers and Associative Activity: An Examination of Knowledge Work Systems and Settings

Thesis (Ph.D.)--University of Washington, 2016-08

Financing local development through crowdfunding: An empirical analysis of social projects in Portugal

Crowdfunding (CF) is an increasingly attractive source to fund social projects. However, to our best knowledge, the study of CF for social purposes has remained largely unexplored in the literature. This research envisages a detailed examination of the role of CF on the early-stage of the social projects at regional level. By comparing the characteristics of the projects available in the Portuguese Social Stock Exchange (PSSE) platform with others that did not use this source of financial support, we explore its role on regional development. The results we got show that, in most cases, both PSSE and Non-Governmental Organizations projects complemented the services offered by the State or by the private sector. Furthermore, about a quarter of the projects present in PSSE operated in areas that were not being addressed neither by the services offered by the State nor by the ones of the private sector. The results attained show that more recent social ventures have a greater propensity to use PSSE. The same is find in those organizations which work closely with the target audience. We also observed that the use of PSSE was correlated with the geographical scope of the Social Venture. The circumstance of having the social organization acting at a local or regional level seems to be strongly associated with the possibility of using social crowdfunding for financing social projects.

Essays on the Effects of Social Insurance for Disability

This dissertation examines how social insurance, family support and work capacity enhance individuals' economic well-being following significant health and income shocks. I first examine the extent to which the liquidity-enhancing effects of Worker's Compensation (WC) benefits outweigh the moral hazard costs. Analyzing administrative data from Oregon, I estimate a hazard model exploiting variation in the timing and size of a retroactive lump-sum WC payment to decompose the elasticity of claim duration with respect to benefits into the elasticity with respect to an increase in cash on hand, and a decrease in the opportunity cost of missing work. I find that the liquidity effect accounts for 60 to 65 percent of the increase in claim duration among lower-wage workers, but less than half of the increase for higher earners. Using the framework from Chetty (2008), I conclude that the insurance value of WC exceeds the distortionary cost, and increasing the benefit level could increase social welfare. Next, I investigate how government-provided disability insurance (DI) interacts with private transfers to disabled individuals from their grown children. Using the Health and Retirement Study, I estimate a fixed effects, difference in differences regression to compare transfers between DI recipients and two control groups: rejected applicants and a reweighted sample of disabled non-applicants. I find that DI reduces the probability of receiving a transfer by no more than 3 percentage points, or 10 percent. Additional analysis reveals that DI could increase the probability of receiving a transfer in cases where children had limited prior information about the disability, suggesting that DI could send a welfare-improving information signal. Finally, Zachary Morris and I examine how a functional assessment could complement medical evaluations in determining eligibility for disability benefits and in targeting return to work interventions. We analyze claimants' self-reported functional capacity in a survey of current DI beneficiaries to estimate the share of disability claimants able to do work-related activity. We estimate that 13 percent of current DI beneficiaries are capable of work-related activity. Furthermore, other characteristics of these higher-functioning beneficiaries are positively correlated with employment, making them an appropriate target for return to work interventions.