scholarly journals Gender bias in sentiment analysis

2018 ◽  
Vol 42 (1) ◽  
pp. 45-57 ◽  
Author(s):  
Mike Thelwall
Keyword(s):  
Sentiment Analysis ◽  
Gender Bias ◽  
Design Methodology ◽  
Data Sets ◽  
Men And Women ◽  
Content Type ◽  
Males And Females ◽  
The Uk ◽  
Gender Specific ◽  
Practical Implications

Purpose The purpose of this paper is to test if there are biases in lexical sentiment analysis accuracy between reviews authored by males and females. Design/methodology/approach This paper uses data sets of TripAdvisor reviews of hotels and restaurants in the UK written by UK residents to contrast the accuracy of lexical sentiment analysis for males and females. Findings Male sentiment is harder to detect because it is less explicit. There was no evidence that this problem could be solved by gender-specific lexical sentiment analysis. Research limitations/implications Only one lexical sentiment analysis algorithm was used. Practical implications Care should be taken when drawing conclusions about gender differences from automatic sentiment analysis results. When comparing opinions for product aspects that appeal differently to men and women, female sentiments are likely to be overrepresented, biasing the results. Originality/value This is the first evidence that lexical sentiment analysis is less able to detect the opinions of one gender than another.

scholarly journals Gender bias in machine learning for sentiment analysis

2018 ◽  
Vol 42 (3) ◽  
pp. 343-354 ◽  
Author(s):  
Mike Thelwall
Keyword(s):  
Machine Learning ◽  
Sentiment Analysis ◽  
Gender Bias ◽  
Training Data ◽  
Data Sets ◽  
Content Type ◽  
Female Authors ◽  
Gender Biases ◽  
Mixed Gender ◽  
Gender Specific

Purpose The purpose of this paper is to investigate whether machine learning induces gender biases in the sense of results that are more accurate for male authors or for female authors. It also investigates whether training separate male and female variants could improve the accuracy of machine learning for sentiment analysis. Design/methodology/approach This paper uses ratings-balanced sets of reviews of restaurants and hotels (3 sets) to train algorithms with and without gender selection. Findings Accuracy is higher on female-authored reviews than on male-authored reviews for all data sets, so applications of sentiment analysis using mixed gender data sets will over represent the opinions of women. Training on same gender data improves performance less than having additional data from both genders. Practical implications End users of sentiment analysis should be aware that its small gender biases can affect the conclusions drawn from it and apply correction factors when necessary. Users of systems that incorporate sentiment analysis should be aware that performance will vary by author gender. Developers do not need to create gender-specific algorithms unless they have more training data than their system can cope with. Originality/value This is the first demonstration of gender bias in machine learning sentiment analysis.

scholarly journals Implications of divergences in adult protection legislation

2016 ◽  
Vol 18 (3) ◽  
pp. 149-160 ◽  
Author(s):  
Lorna Montgomery ◽  
Janet Anand ◽  
Kathryn Mackay ◽  
Brian Taylor ◽  
Katherine C. Pearson ◽  
...  
Keyword(s):  
Design Methodology ◽  
Elder Abuse ◽  
Consensus Model ◽  
Content Type ◽  
Legal Responses ◽  
The Usa ◽  
Protection Legislation ◽  
The Uk ◽  
Practical Implications ◽  
Adult Protection

Purpose – The purpose of this paper is to explore the similarities and differences of legal responses to older adults who may be at risk of harm or abuse in the UK, Ireland, Australia and the USA. Design/methodology/approach – The authors draw upon a review of elder abuse and adult protection undertaken on behalf of the commissioner for older people in Northern Ireland. This paper focusses on the desk top mapping of the different legal approaches and draws upon wider literature to frame the discussion of the relative strengths and weaknesses of the different legal responses. Findings – Arguments exist both for and against each legal approach. Differences in defining the scope and powers of adult protection legislation in the UK and internationally are highlighted. Research limitations/implications – This review was undertaken in late 2013; while the authors have updated the mapping to take account of subsequent changes, some statutory guidance is not yet available. While the expertise of a group of experienced professionals in the field of adult safeguarding was utilized, it was not feasible to employ a formal survey or consensus model. Practical implications – Some countries have already introduced APL and others are considering doing so. The potential advantages and challenges of introducing APL are highlighted. Social implications – The introduction of legislation may give professionals increased powers to prevent and reduce abuse of adults, but this would also change the dynamic of relationships within families and between families and professionals. Originality/value – This paper provides an accessible discussion of APL across the UK and internationally which to date has been lacking from the literature.

Gender in management: differences in male and female evaluations in leadership

2018 ◽  
Vol 32 (6) ◽  
pp. 22-24
Author(s):  
Kelly Dutton
Keyword(s):  
Gender Bias ◽  
Design Methodology ◽  
Reading Time ◽  
Career Progression ◽  
Performance Ratings ◽  
Male And Female ◽  
Content Type ◽  
Gender Perception ◽  
Pertinent Information ◽  
Practical Implications

Purpose This paper aims to review the latest management developments across the globe and pinpoint practical implications from cutting-edge research and case studies. Design/methodology/approach This briefing is prepared by an independent writer who adds their own impartial comments and places the articles in context. Findings Gender equality is increasing; however, in the higher management levels of organizations, there persists a bias toward male management. Investigating how bosses and peers rated managers showed that males provide lower job evaluations than females, regardless of sex, but at the same time, male peers provided higher ratings toward their own gender. Bosses were indifferent to gender in their ratings. Affecting the evaluation could be factors of social homophily and interpersonal familiarity. Lower performance ratings and a gender bias could hold back female career progression and create an overall atmosphere of gender perception within the workplace. Practical implications The paper provides strategic insights and practical thinking that have influenced some of the world’s leading organizations. Originality/value The briefing saves busy executives and researchers hours of reading time by selecting only the very best, most pertinent information and presenting it in a condensed and easy-to-digest format.

scholarly journals Work-nonwork conflict: an urgent situation for Brazilian women

2021 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Érica Custódia de Oliveira ◽  
Tania Casado
Keyword(s):  
Design Methodology ◽  
Descriptive Statistics ◽  
Men And Women ◽  
Content Type ◽  
Aging Society ◽  
New Family ◽  
Individual Choices ◽  
Probabilistic Sample ◽  
Practical Implications ◽  
Broad Understanding

Purpose Going further on a broad understanding of nonwork besides family, this study aims to analyze differences between women and men considering work-nonwork conflict (WNWC) in the Brazilian context, investigating time spent in eight nonwork dimensions and the dimensions more affected. Design/methodology/approach The study was quantitative and descriptive. A survey was conducted, based on a validated WNWC scale. The sample consisted of 338 professionals working in Brazil. Data analysis was conducted through descriptive statistics and analysis of variance. Findings Compared to men, women declare higher levels of WNWC considering the eight nonwork dimensions, present greater differences in stress-based conflicts and in more collective dimensions and have marriage or no children associated with more WNWC. Research limitations/implications The study highlights the need to include more nonwork aspects into career and management studies to influence organizational practices and individual choices. The main limitation is the non-probabilistic sample (results not generalizable). Practical implications Know more about WNWC will help organizations to improve lives by creating practices and a cultural environment to preserve women’s and men’s nonwork times. It may also help people to choose places to work for, matching their nonwork needs. Social implications The study reinforces demands from new family arrangements, more couples in dual-career and an aging society: organizations must prepare to have workers that want or need to dedicate time to other interests besides family or children. Originality/value It goes further on a broad understanding of nonwork besides family to understand WNWC and how it may affect differently men and women.

scholarly journals Foresight in cities: on the possibility of a “strategic urban intelligence”

foresight ◽  
2016 ◽  
Vol 18 (5) ◽  
pp. 469-490 ◽  
Author(s):  
Joe Ravetz ◽  
Ian Douglas Miles
Keyword(s):  
Complex Systems ◽  
Analytical Method ◽  
Design Methodology ◽  
Content Type ◽  
Work In Progress ◽  
Strategic Policy ◽  
The Uk ◽  
The City ◽  
Practical Implications ◽  
Practical Recommendations

Purpose This paper aims to review the challenges of urban foresight via an analytical method: apply this to the city demonstrations on the UK Foresight Future of Cities: and explore the implications for ways forward. Design/methodology/approach The methodology is based on the principles of co-evolutionary complex systems, a newly developed toolkit of “synergistic mapping and design”, and its application in a “synergy foresight” method. Findings The UK Foresight Future of Cities is work in progress, but some early lessons are emerging – the need for transparency in foresight method – and the wider context of strategic policy intelligence. Practical implications The paper has practical recommendations, and a set of propositions, (under active discussion in 2015), which are based on the analysis. Originality/value The paper aims to demonstrate an application of “synergy foresight” with wide benefits for cities and the communities within them.

Agency costs in the market for corporate control: evidence from UK takeovers

2021 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Edward Jones ◽  
Bing Xu ◽  
Konstantin Kamp
Keyword(s):  
Agency Costs ◽  
Design Methodology ◽  
Corporate Control ◽  
Sales Growth ◽  
Content Type ◽  
Market For Corporate Control ◽  
The Uk ◽  
Practical Implications ◽  
Theory Framework ◽  
Made In

Purpose This paper aims to examine whether agency costs predict disciplinary takeover likelihood for the UK listed companies between 1986 and 2015. Design/methodology/approach Using survival analysis, the approach is to identify candidates for disciplinary takeover on the basis of Tobin’s Q (TQ), which is consistent with the approach advocated by Manne (1965). This study then examines how indicators of agency costs affect takeover likelihood within the set of disciplinary candidates. Findings This paper provides evidence of the effectiveness of TQ, rather than excess return, in identifying disciplinary takeover candidates. Takeover hazard for disciplinary candidates is higher for companies with higher levels of asset utilization and sales growth in particular. Companies with stronger agency problems are relatively less susceptible to disciplinary takeover. Practical implications Given the UK context of the study, where anti-takeover provisions are disallowed and when compared to findings of US studies, the results imply some support for the effectiveness of an open merger policy. Originality/value While the connection between takeover likelihood and the market for corporate control has been made in previous studies, the study adopts a more explicit agency theory framework than previous studies of takeover likelihood. A key component of the contribution follows from differentiating candidates for disciplinary takeovers from other forms of mergers and acquisitions.

Morality in the era of smart devices

2021 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Jiarui Sui ◽  
Tiantian Mo
Keyword(s):  
Emerging Markets ◽  
Design Methodology ◽  
Preventive Measures ◽  
Smart Devices ◽  
Moral Foundations ◽  
Content Type ◽  
Developed Markets ◽  
Moral Standards ◽  
The Uk ◽  
Practical Implications

PurposeDoes using smart devices change people's moral standards? The objective of this paper is to investigate how people's moral behavioral intentions while employing smart devices are modulated by their socioeconomic status (SES; as measured by educational level and income).Design/methodology/approachParticipants were randomly assigned to either the smart devices condition or the non-smart devices condition, and their moral standards was measured by the adapted Moral Foundations Questionnaire. Data were collected from both China and the UK.FindingsIndividuals' SES moderated people's moral standards when using smart devices. Specifically, when employing smart devices (vs non-smart devices), moral standards declined for low-SES individuals. However, the effect of employing smart devices was not significant for high-SES individuals. This suggests that certain demographics may be more inclined to harm others with smart devices.Practical implicationsIn emerging markets, the widespread of smart devices in workplace may lower consumers' and employees' moral standards for certain demographics. Managers and marketers need to be aware of this erosion of morality and employ some preventive measures in advance.Originality/valueThis paper examined morality in the era of smart devices. Even though the use of smart devices has become a norm in developed markets, smart devices usage is still on the rise in emerging markets. The authors findings enhance the understanding of moral behaviors and contribute to the knowledge of how smart devices are changing human behaviors.

London Fire Brigade's screen and treat approach to the Grenfell Tower incident

2021 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Craig Steel ◽  
Zoe Travers ◽  
Lynette Meredith ◽  
Deborah Lee ◽  
Michael Conti ◽  
...  
Keyword(s):  
Mental Health ◽  
Design Methodology ◽  
Stress Disorder ◽  
National Guidelines ◽  
Line Managers ◽  
Content Type ◽  
Health Response ◽  
The Uk ◽  
Post Disaster ◽  
Practical Implications

PurposeThe purpose is to report on the mental health response to the Grenfell incident within the London Fire Brigade (LFB).Design/methodology/approachThe LFB implemented screening for the symptoms of posttraumatic stress disorder (PTSD) at 28 days, 3 months and 6 months for all personnel directly involved in the incident.FindingsThe prevalence of PTSD within frontline personnel was 13.4% at 28 days, falling to 7.6% at 6 months. The LFB's internal Counselling and Wellbeing Service offered treatment to those scoring above the cut-off for PTSD along with accepting self-referral and referrals from line managers and occupational health. There were 139 referrals within the 12-month period following the incident.Research limitations/implicationsThe outcomes for those who engaged in treatment are broadly in line with other studies evaluating post-disaster interventions. Issues for consideration within national guidelines are discussed.Practical implicationsThe screen and treat approach adopted by LFB was shown to be a feasible approach to use within such a scenario.Originality/valueThe current study reports on a screen and treat approach to one of the largest single incidents in the UK in recent years.

“Give it a Try”: experiences of black, Asian and minority ethnic young men in a prison-based offender personality disorder service

2019 ◽  
Vol 21 (1) ◽  
pp. 14-26
Author(s):  
Stephanie Hunter ◽  
Eleanor Craig ◽  
Jake Shaw
Keyword(s):  
Personality Disorder ◽  
Thematic Analysis ◽  
Design Methodology ◽  
Policy Implications ◽  
Future Research ◽  
Content Type ◽  
The Uk ◽  
Minority Ethnic ◽  
Practical Implications ◽  
Insight Into

Purpose Within the current offender personality disorder (OPD) pathway in the UK, black, Asian and minority ethnic (BAME) populations are underrepresented. Fewer BAME offenders are engaging with services despite being proportionately identified for inclusion and referred on to the pathway. The paper aims to discuss this issue. Design/methodology/approach This qualitative study explored the experiences of 11 BAME men engaged in a prison-based OPD service for young offenders to identify the highlights and challenges of engagement within the service and to what extent they experienced a sense of inclusion/belonging. Findings Thematic analysis was used to identify three overarching themes and sub-themes. Why am I going to be an Outcast? describes the barriers to engagement encountered by the participants; and Give it a Try and Nothing but Respect describe the process of overcoming these barriers. Barriers revolved around the experiences of judgement, alienation and hopelessness. These were overcome through peer encouragement, developing relationships with staff and freedom to regulate levels of engagement. Practical implications Practice and policy implications are considered to support similar services in addressing the barriers to engagement faced by BAME individuals. Areas for future research are also recommended. Originality/value Currently, no research has directly explored the under-representation of young BAME offenders with emerging personality disorder in the OPD pathway. The findings provided an insight into some of the difficulties these young BAME offenders faced when accessing this service, alongside aspects which maintained their engagement.

Beyond placement, layering and integration – the perception of trade-based money laundering risk in UK financial services

2019 ◽  
Vol 22 (4) ◽  
pp. 614-625 ◽  
Author(s):  
Mario Menz
Keyword(s):  
Money Laundering ◽  
Financial Services ◽  
Design Methodology ◽  
Banking Sector ◽  
Trade Finance ◽  
Content Type ◽  
Proceeds Of Crime ◽  
The Uk ◽  
Practical Implications ◽  
Insight Into

Purpose The purpose of this study was to investigate the perception of trade-based money laundering in Letters of Credit (“L/C”) transactions among trade finance practitioners in the UK banking sector and to compare it to the perception of the same risk by the Financial Conduct Authority (“FCA”), the regulator of the UK’s banking sector. Design/methodology A survey was used to carry out research among financial services professionals engaged in trade finance in the UK. Findings This paper contributes to the existing literature in a number of ways. First, it investigates the perception of trade-based money laundering risk from the perspective of financial services professionals, which has not previously been done. Second, it argues that the perception of trade-based money laundering in financial services is overly focussed on placement, layering and integration, and that the full extent of the offence under the Proceeds of Crime Act 2002 is less well known. It further found that financial services firms need to improve their understanding of the nature of trade-based money laundering under UK law. Practical implications This study argues that the financial services sector’s perception of trade-based money laundering risk in trade finance is underdeveloped and makes suggestions on how to improve it. Originality/value It provided unique insight into the perception of trade-based money laundering risk among financial services professionals.

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