The Impact of Age and Gender Diversity on Oganisational Commitment

Sentiment analysis is a rapidly growing field of research due to the explosive growth in digital information. In the modern world of artificial intelligence, sentiment analysis is one of the essential tools to extract emotion information from massive data. Sentiment analysis is applied to a variety of user data from customer reviews to social network posts. To the best of our knowledge, there is less work on sentiment analysis based on the categorization of users by demographics. Demographics play an important role in deciding the marketing strategies for different products. In this study, we explore the impact of age and gender in sentiment analysis, as this can help e-commerce retailers to market their products based on specific demographics. The dataset is created by collecting reviews on books from Facebook users by asking them to answer a questionnaire containing questions about their preferences in books, along with their age groups and gender information. Next, the paper analyzes the segmented data for sentiments based on each age group and gender. Finally, sentiment analysis is done using different Machine Learning (ML) approaches including maximum entropy, support vector machine, convolutional neural network, and long short term memory to study the impact of age and gender on user reviews. Experiments have been conducted to identify new insights into the effect of age and gender for sentiment analysis.

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Estimation of liver size for liver transplantation: The impact of age and gender

Liver Transplantation ◽

10.1002/lt.20113 ◽

2004 ◽

Vol 10 (5) ◽

pp. 678-685 ◽

Cited By ~ 69

Author(s):

Alexander Choukèr ◽

André Martignoni ◽

Martin Dugas ◽

Wolfgang Eisenmenger ◽

Rolf Schauer ◽

...

Keyword(s):

Liver Transplantation ◽

Liver Size ◽

Age And Gender ◽

And Gender ◽

The Impact

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Bargaining over Remittances in Tajik Extended Families

Central Asian Affairs ◽

10.30965/22142290-12340003 ◽

2021 ◽

Vol 8 (3) ◽

pp. 229-250

Author(s):

Sabiha Yeasmin Rosy ◽

Fatemeh Nejati

Keyword(s):

International Migration ◽

Labor Migration ◽

Gender Norms ◽

Transnational Families ◽

Age And Gender ◽

Extended Families ◽

And Gender ◽

The Impact ◽

Gender Specific

Abstract This study investigates the impact of male labor migration upon wives living among their husbands’ extended families in Tajikistan. It studies the risks and choices available to such wives in bargaining for remittances, with a particular focus on the risks that daughters-in-law (kelin in Tajik) undertake when negotiating remittances with their mothers-in-law. This paper explores age and gender-specific norms in Tajik transnational families and their minimal opportunities for kelins to bargain and negotiate the risks associated with making “claims” on remittances by using Deniz Kandiyoti’s “patriarchal bargain” and Bina Agarwal’s household bargain framework, as well as extensive fieldwork conducted in Tajikistan. The study concludes that international migration and remittances have had a complex impact on gender norms in Tajikistan, with emerging new forms of passive negotiation by kelins unlikely to undermine patriarchal gender norms in their favor.

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Re-examining the Impact of Educational and Gender Diversity in Ventures in Business

Academy of Management Proceedings ◽

10.5465/ambpp.2021.11218abstract ◽

2021 ◽

Vol 2021 (1) ◽

pp. 11218

Author(s):

Violetta Gerasymenko ◽

Yohan Choi ◽

Samyul Cho ◽

Jonathan D. Arthurs

Keyword(s):

Gender Diversity ◽

And Gender ◽

The Impact

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Diversity and safety on campus @ Western: Heterosexism and cissexism in higher education

International Review of Victimology ◽

10.1177/0269758018799032 ◽

2018 ◽

Vol 25 (3) ◽

pp. 320-340 ◽

Cited By ~ 3

Author(s):

Nicole L. Asquith ◽

Tania Ferfolia ◽

Brooke Brady ◽

Benjamin Hanckel

Keyword(s):

Higher Education ◽

Gender Diversity ◽

Diverse Students ◽

University Campus ◽

Gender Diverse ◽

Sexuality And Gender ◽

Research Findings ◽

And Gender ◽

The University ◽

The Impact

Discrimination, harassment and violence can vitiate staff and students’ experiences of education and work. Although there is increasing knowledge about these experiences in primary and secondary education, very little is known about them in higher education. This paper draws from landmark research that examines the interpersonal, educational and socio-cultural perspectives that prevail about sexuality and gender diversity on an Australian university campus. In this paper we focus on three aspects of the broader research findings: the heterosexism and cissexism experienced by sexuality and gender diverse students and staff at the university; their actions and responses to these experiences; and the impact of these experiences on victims. The research demonstrates that although the university is generally safe, sexuality and gender diverse students and staff experience heterosexist and cissexist discrimination, which can have negative ramifications on their workplace and learning experiences.

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An Empirical Study on the Impact of Design Brief Information on the Creativity of Design Outcomes With Consideration of Gender and Gender Diversity

Journal of Mechanical Design ◽

10.1115/1.4043207 ◽

2019 ◽

Vol 141 (7) ◽

Cited By ~ 3

Author(s):

Georgios Koronis ◽

Pei Zhi Chia ◽

Jacob Kang Kai Siang ◽

Arlindo Silva ◽

Christine Yogiaman ◽

...

Keyword(s):

Empirical Study ◽

Undergraduate Student ◽

Contextual Information ◽

Gender Diversity ◽

First Year ◽

Main Effect ◽

And Gender ◽

The Impact ◽

Collaborative Sketching

This study aims to understand how information in design briefs affects the creativity of design outcomes. We tested this during a Collaborative Sketching (C-Sketch) ideation exercise with first-year undergraduate student designers. We focus on four types of stimuli—quantitative requirements, a visual example (video), a physical example, and contextual information—and we measure creativity according to three metrics—novelty, appropriateness, and usability with either the participants’ gender or the gender diversity of the participants’ groups. The findings suggest that the main effect of providing a video example results in high appropriateness and usability scores but low novelty scores and that physical-contextual briefs have high novelty and usability scores. In addition, we did not find any correlation between gender or gender diversity and creativity scores.

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Patients’ general satisfaction with the appearance of anterior maxillary teeth

Vojnosanitetski pregled ◽

10.2298/vsp151110248l ◽

2017 ◽

Vol 74 (6) ◽

pp. 520-525 ◽

Cited By ~ 1

Author(s):

Vlatka Lajnert ◽

Daniela Kovacevic-Pavicic ◽

Hrvoje Pezo ◽

Aleksandra Stevanovic ◽

Tatjana Jovic ◽

...

Keyword(s):

Dental Plaque ◽

Negative Influence ◽

Cross Sectional ◽

Age And Gender ◽

Tooth Shape ◽

General Satisfaction ◽

Anterior Teeth ◽

Dental Appearance ◽

And Gender ◽

The Impact

Background/Aim. Dental appearance plays an important role in practically all personal social interactions. The main factors that define the dental appearance are tooth colour, shape and position, quality of restoration, and the general position of the teeth in arch, especially in the anterior region. The aim of this study was to evaluate the impact of dental status (tooth shape, fracture, dental and prosthetic restorations and presence of plaque) on patient''s satisfaction with the dental appearance, controlling for the age and gender. Methods. A total of 700 Caucasian subjects (439 women) aged 18?86 (median 45 years) participated in the cross-sectional study. Study included clinical examination and self-administrated questionnaire based on selfperceived aesthetics and satisfaction with the appearance of their maxillary anterior teeth. Results. A regression analysis demonstrated that presence of dental plaque, tooth fracture, composite fillings and crowns had significant independent contribution and were negative predictors of satisfaction with teeth appearance. Participants with presence of plaque on upper teeth (p < 0.001), fractures (p = 0.005), composite fillings (p < 0.001) and crowns (p = 0.032) were less satisfied than those without it. Model explains 12% or variance of general satisfaction with the appearance of maxillary frontal teeth (p < 0.001) and the major contributors are composite fillings (5.3%) and plaque (3.2%). Tooth shape, age and gender were not significant predictors of satisfaction. Conclusion. Satisfaction with the teeth appearance is under the influence of many factors with significant negative influence of presence of dental plaque, fractures, composite restorations, and crowns.

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The Impact of Air Pollution (PM2.5) on Atherogenesis in Modernizing Southern versus Northern China

Atmosphere ◽

10.3390/atmos12121552 ◽

2021 ◽

Vol 12 (12) ◽

pp. 1552

Author(s):

Kamsang Woo ◽

Changqing Lin ◽

Yuehui Yin ◽

Dongshuang Guo ◽

Ping Chook ◽

...

Keyword(s):

Risk Factors ◽

Air Pollution ◽

Northern China ◽

Age And Gender ◽

Carotid Imt ◽

Southern Chinese ◽

Northern Chinese ◽

Traditional Risk Factors ◽

And Gender ◽

The Impact

To evaluate the impact of PM2.5 air pollution on atherogenic processes in modernizing Southern versus Northern China, we studied 1323 asymptomatic Chinese in Southern and Northern China in 1996–2007. PM2.5 exposure and metabolic syndrome (MS) were noted. Brachial flow-mediated dilation (endothelial function FMD) and carotid intima-media thickness (IMT) were measured by ultrasound. Although age and gender were similar, PM2.5 was higher in Northern China than in Southern China. The Northern Chinese were characterized by lower lipids, folate and vitamin B12, but higher age, blood pressures, MS and homocysteine (HC) (p = 0.0015). Brachial FMD was significantly lower and carotid IMT was significantly greater (0.68±0.13) in Northern Chinese, compared with FMD and IMT (0.57 ± 0.13, p < 0.0001) in Southern Chinese. On multivariate regression, for the overall cohort, carotid IMT was significantly related to PM2.5, independent of location and traditional risk factors (Model R2 = 0.352, F = 27.1, p < 0.0001), while FMD was inversely related to gender, age, and northern location, but not to PM2.5. In Southern Chinese, brachial FMD was inversely correlated to PM2.5, independent of age, whereas carotid IMT was significantly related to PM2.5, independent of age and gender. In Northern Chinese, brachial FMD was inversely related to gender only, but not to PM2.5, while carotid IMT was related to traditional risk factors. Despite a higher PM2.5 pollution in Northern China, PM2.5 pollution was more significantly associated with atherogenic surrogates in Southern compared to Northern Chinese. This has potential implications for atherosclerosis prevention.

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DAMPAK PENAMBANGAN EMAS TERHADAP LINGKUNGAN DI DESA TAMILOUW KECAMATAN AMAHAI, KABUPATEN MALUKU TENGAH

JURNAL HUTAN PULAU-PULAU KECIL ◽

10.30598/jhppk.2021.5.1.90 ◽

2021 ◽

Vol 5 (1) ◽

pp. 90-96

Author(s):

Debbi V Pattimahu ◽

Antho Netty Siahaya ◽

Terezia V Pattimahu

Keyword(s):

Gold Mining ◽

Economic Aspect ◽

Social Aspects ◽

Environmental Damage ◽

Mining Activities ◽

Age And Gender ◽

The Social ◽

And Gender ◽

Traditional Processing ◽

The Impact

Natural resource management that does not pay attention to the principles of conservation of natural resources and the environment will have negative implications for environmental sustainability. With the discovery of gold on the coast of Tamiouw Village at this time, residents' activities have shifted to gold mining activities in the coastal area of Tamilouw. This study aims to determine the impact of gold mining on the physical environment in Tamilouw Village, Amahai District, Central Maluku Regency, as well as to determine the impact of gold mining on the social and economic environment of the local community. The research was conducted using non-experimental methods, namely exploratory descriptive, field observations and literature study. The results showed that gold mining carried out in Tamilouw Village uses mercury in the process of separating gold from sand, although there are also some people who carryout traditional processing. What some people are worried about is that the disposal of mercury waste is not carried out according to the required procedures, so that it will have an impact on environmental damage. The existence of mining activities does not affect the social aspects, namely education, health and age and gender; while from the economic aspect, it also contributes to increasing people's income. Keywords : Gold mining, environment, Tamilouw Villageout traditional processing. What some people are worried about is that the disposal of mercury waste is not carried out according to the required procedures, so that it will have an impact on environmental damage. The existence of mining activities does not affect the social aspects, namely education, health and age and gender; while from the economic aspect, it also contributes to increasing people's income.

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