Parenting During COVID-19: A Sentiment Analysis of Reddit Data

2021 ◽  
Author(s):  
Kaitlin P. Ward

The coronavirus disease 2019 (COVID-19) pandemic has caused significant disruption and disturbance in the lives of individuals across the globe. Especially during the early parts of the pandemic, parents took on increased caregiving responsibilities with little to no guidance from federal organizations. Further, economic strain made it difficult for parents meet their children's physical and emotional needs. Much of the research that has examined parenting during COVID-19 has stemmed from survey data. However, self-presentation biases may prevent survey researchers from obtaining authentic and accurate experiences from parents. Therefore, this study examined parents’ sentiment and emotional wellbeing during COVID-19 using Reddit data—specifically, posts from the Mommit and Daddit subreddits. Data were scraped using Python, and analyzed in R. Sentiment analysis was conducted using the NRC Word-Emotion Association Lexicon (i.e., EmoLex). Results suggested mothers and fathers were less trusting and angrier in late-summer 2020 compared to 2019. Additionally, mothers were more negative in March 2020 compared to March 2019, and mothers’ anticipation increased from March 2020-April 2020 (which did not occur in 2019). This suggests mothers in particular may have experienced initial distress due to the COVID-19 pandemic. Future research should continue to monitor the emotional wellbeing of parents as the COVID-19 pandemic continues.

Author(s):  
Robin Banerjee ◽  
Gail D. Heyman ◽  
Kang Lee

Children come to recognize that the impressions one makes on other people can be controlled and managed. In this chapter, the authors situate the development of such “self-presentation” in the moral context, with attention to a range of relevant social, cultural, cognitive, motivational, and emotional processes. Children’s appreciation of self-presentational tactics such as self-promotion, modesty, and ingratiation is reviewed before turning specifically to the factors involved in deception and truth-telling. The authors analyze the emergence of children’s self-presentational competencies in shaping both their own individual reputations and the reputations of the social groups with which they identify, especially in contexts where moral and social-conventional rules have been transgressed. Key goals for future research that illuminates the nature and implications of children’s moral self-presentation are identified.


2016 ◽  
Vol 5 (1) ◽  
pp. 80-101 ◽  
Author(s):  
Giulia Ranzini ◽  
Christoph Lutz

The emergence of location-based real-time dating (LBRTD) apps such as Tinder has introduced a new way for users to get to know potential partners nearby. The design of the apps represents a departure from “old-school” dating sites as it relies on the affordances of mobile media. This might change the way individuals portray themselves as their authentic or deceptive self. Based on survey data collected via Mechanical Turk and using structural equation modeling, we assess how Tinder users present themselves, exploring at the same time the impact of their personality characteristics, their demographics, and their motives of use. We find that self-esteem is the most important psychological predictor, fostering real self-presentation but decreasing deceptive self-presentation. The motives of use—hooking up/sex, friendship, relationship, traveling, self-validation, and entertainment—also affect the two forms of self-presentation. Demographic characteristics and psychological antecedents influence the motives for using Tinder, with gender differences being especially pronounced. Women use Tinder more for friendship and self-validation, while men use it more for hooking up/sex, traveling, and relationship seeking. We put the findings into context, discuss the limitations of our approach and provide avenues for future research into the topic.


1983 ◽  
Vol 16 (3) ◽  
pp. 209-219 ◽  
Author(s):  
Russell A. Ward ◽  
Harold Kilburn

Community access can be expected to have an important influence on the life satisfaction of the aged because of age-linked restrictions in social life space. Such access may be less important for older blacks, however, as a consequence of lifelong “ghettoization.” These hypotheses are tested using national survey data. Community mobility is found to have a stronger association with life satisfaction for older whites, while having only an indirect effect through social interaction for older blacks. Directions for future research are suggested.


2021 ◽  
pp. 030751332110435
Author(s):  
Hannah Pethen

This paper presents the results of the 2017 mobile-GIS survey of 1 km2 around the Hatnub Egyptian alabaster quarries and analysis of the accuracy of the remote-survey of the same area, which was completed in 2016 using satellite imagery. The analysis revealed that remote-survey was a very accurate method for recording archaeological features in clear and unobstructed parts of the desert, while targeted mobile-GIS survey of obscure areas and questionable features was an effective method for reducing inaccuracies in remote-survey data. The results will inform future phases of the Hatnub Industrial Landscape Project and the fieldwork also identified several avenues of future research into routes and roads across the desert.


Author(s):  
Janusz Kirenko ◽  
Piotr Alfred Gindrich

In order to address the main research problem, the authors determined the correlation between personal predictors, i.e. the level of self-esteem measured by Fitts’ Tennessee Self-Concept Scale, the styles of coping with stress examined by Endler & Parkers’ Coping Inventory for Stressful Situations, the intensity of social support measured by Norbeck Social Support Questionnaire, and the level of educational aspirations of parents of children with disabilities, assessed by K. Parental Aspirations Questionnaire. The research involved 247 mothers and fathers of children with visual, auditory, motor and intellectual disabilities. Only full families were investigated. The research relied on multiple step-wise regression analysis, factor analysis, and path analysis for mothers and fathers separately. The high level of aspirations for the education of children with disabilities was dependent on the positive self-esteem of both mothers and fathers. The article presents a discussion of the results, study limitations, practical implications and future research areas.


2018 ◽  
Vol 12 (2) ◽  
pp. A36-A44
Author(s):  
Aaron Saiewitz

SUMMARY Recent research suggests that an auditor's choice to conduct audit inquiry via email versus in person can adversely impact both auditor and client behavior. In this study, I review recent research on this important topic, and I present additional survey-based evidence that describes how clients perceive auditor email versus in-person inquiries. I find that clients generally view auditors' in-person requests as more important and urgent than email requests, and clients feel they can more carefully craft their responses to support their company's preferred reporting position via email compared to in person. Further, clients expect that auditors will question an aggressive response more quickly in person than over email. Although audit partners have expressed concerns that email communication could impede auditor-client relationship building, I find no differences in how much clients like the auditor or in clients' willingness to work again with the auditor after receiving an email or in-person request. However, recent research suggests that email requests can lead to more negative feelings toward the auditor, which could affect the auditor-client relationship over time. I discuss implications for audit firms and provide suggestions for future research.


2021 ◽  
Vol 24 (2) ◽  
pp. 168-183
Author(s):  
Juan L. Gandía ◽  
David Huguet

A pesar del relativamente escaso uso de técnicas de análisis textual y de análisis del sentimiento en finanzas y contabilidad, éstas tienen un gran potencial en contabilidad, tanto por el elevado volumen de documentos utilizados para la comunicación de información financiera como por el crecimiento en el uso de herramientas digitales y medios de comunicación social. En este sentido, estas técnicas de análisis pueden ayudar a los investigadores a analizar pistas ocultas o buscar información adicional a la observada a través de los estados financieros, incrementando la cantidad y calidad de la información tradicionalmente utilizada, y proporcionando una nueva perspectiva de análisis. Por ello, el objetivo de este estudio es realizar una revisión del uso del análisis textual y del análisis del sentimiento en contabilidad. Tras presentar los conceptos de análisis textual y análisis del sentimiento y justificar teóricamente su papel en la investigación en contabilidad, llevamos a cabo una revisión de la literatura previa en el uso de estas técnicas en finanzas y contabilidad y describimos las principales técnicas de análisis del sentimiento, así como el procedimiento a seguir para el uso de esta metodología. Finalmente, sugerimos tres líneas de investigación futura que pueden beneficiarse del uso del análisis textual y del análisis del sentimiento. In spite of the relatively scarce use of textual analysis and sentiment analysis techniques in finance and accounting, they have great potential in accounting, both because of the volume of documents used for the communication of information and due to the growth in the use of digital tools and social media. In that regard, these techniques of analysis may help researchers to analyse hidden clues or look for additional information to that one observed through financial information, increasing the quantity and quality of the information traditionally used, and providing a new perspective of analysis. The aim of this study is to review the use of textual analysis and sentiment analysis in accounting. After presenting the concepts of textual analysis and sentiment analysis and expose their interest in accounting, we perform a review of the previous literature on the use of these techniques in finance and accounting and describe the main techniques of sentiment analysis, as well as the procedure to be followed for the use of this methodology. Finally, we suggest three lines of future research that may benefit from the use of textual and sentiment analysis.


2016 ◽  
Author(s):  
Sunir Gohil ◽  
Sabine Vuik ◽  
Ara Darzi

BACKGROUND Twitter is a microblogging service where users can send and read short 140-character messages called “tweets.” There are several unstructured, free-text tweets relating to health care being shared on Twitter, which is becoming a popular area for health care research. Sentiment is a metric commonly used to investigate the positive or negative opinion within these messages. Exploring the methods used for sentiment analysis in Twitter health care research may allow us to better understand the options available for future research in this growing field. OBJECTIVE The first objective of this study was to understand which tools would be available for sentiment analysis of Twitter health care research, by reviewing existing studies in this area and the methods they used. The second objective was to determine which method would work best in the health care settings, by analyzing how the methods were used to answer specific health care questions, their production, and how their accuracy was analyzed. METHODS A review of the literature was conducted pertaining to Twitter and health care research, which used a quantitative method of sentiment analysis for the free-text messages (tweets). The study compared the types of tools used in each case and examined methods for tool production, tool training, and analysis of accuracy. RESULTS A total of 12 papers studying the quantitative measurement of sentiment in the health care setting were found. More than half of these studies produced tools specifically for their research, 4 used open source tools available freely, and 2 used commercially available software. Moreover, 4 out of the 12 tools were trained using a smaller sample of the study’s final data. The sentiment method was trained against, on an average, 0.45% (2816/627,024) of the total sample data. One of the 12 papers commented on the analysis of accuracy of the tool used. CONCLUSIONS Multiple methods are used for sentiment analysis of tweets in the health care setting. These range from self-produced basic categorizations to more complex and expensive commercial software. The open source and commercial methods are developed on product reviews and generic social media messages. None of these methods have been extensively tested against a corpus of health care messages to check their accuracy. This study suggests that there is a need for an accurate and tested tool for sentiment analysis of tweets trained using a health care setting–specific corpus of manually annotated tweets first.


Author(s):  
Reevasha Pillay ◽  
Aden-Paul Flotman ◽  
Jeremy Mitonga-Monga

The opinion that the workplace should be viewed as a rational environment is being swiftly dismantled by acknowledging and harnessing the power of emotions in favour of individual and organisational outcomes. This study explored the lived experiences of emotional labour among women leaders in the consulting industry in South Africa. A qualitative study was conducted and informed by the hermeneutic phenomenological perspective. Data were gathered through in-depth, unstructured interviews with eight women leaders resident in the Gauteng Province, South Africa. The data gathered were analysed by applying a hermeneutic phenomenological analysis, and interpreted from a work- and personally related emotional labour stance. The empirical findings suggest that these women leaders enjoy very little work-life balance, which is accepted as common practice in this industry. Role complexity and personal life obligations result in role conflict. Their emotional wellbeing is adversely affected, which manifests in guilt, loneliness, loss of identity, alienation, shame and the emotional exhaustion they experience. Furthermore, it seems that adequate organisational support is not experienced by women leaders in this volatile, highly pressured emotional context. This study contributes to the field of Industrial and Organisational Psychology, the literature on emotional labour, as well as human resource practices such as talent management, retention strategies and the career management of women leaders in the consulting industry by making suggestions for human resource practices and future research.


2016 ◽  
Vol 21 (4) ◽  
pp. 186-198 ◽  
Author(s):  
Hannah Young

Purpose Bereavement and loss are key factors in poor emotional wellbeing among people with profound and multiple learning disabilities (PMLD). However, little attention has been drawn to this group in the grief and disability literature. The purpose of this paper is to make sense of bereavement and loss in people with PMLD, with reference to theoretical contributions to the field and studies of grief reactions. Design/methodology/approach A systematic review revealed 34 relevant published works. These were analysed for relevant contributions. Findings Three main types of theoretical contributions have been made; traditional grief theories, cognitive approaches and attachment-based perspectives. Although a limited number of case studies exist, a range of grief reactions have been reported in people with PMLD. Traditional grief theories and cognitive approaches are somewhat limited in making sense of grief responses in this group, while attachment-based perspectives may prove useful in providing theoretical and therapeutic direction. Research limitations/implications Further research is required to more accurately describe the nature of relationships in people with PMLD. Practical implications Major contributions to the field point to the value of facilitating engagement with the grieving process, through communication around the loss and training for staff. In addition, attachment-based perspectives are offering routes for establishing therapeutic relationships that may help to resolve behavioural difficulties. Originality/value This paper provides an overview of the perspectives within bereavement and disability, drawing together clear theoretical frameworks for future research and practice.


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