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Currently, the design, technological features of voices, and their analysis of various applications are being simulated with the requirement to communicate at a greater distance or more discreetly. The purpose of this study is to explore how voices and their analyses are used in modern literature to generate a variety of solutions, of which only a few successful models exist.

The mel-frequency cepstral coefficient (MFCC), average magnitude difference function, cepstrum analysis and other voice characteristics are effectively modeled and implemented using mathematical modeling with variable weights parametric for each algorithm, which can be used with or without noises. Improvising the design characteristics and their weights with different supervised algorithms that regulate the design model simulation.

Different data models have been influenced by the parametric range and solution analysis in different space parameters, such as frequency or time model, with features such as without, with and after noise reduction. The frequency response of the current design can be analyzed through the Windowing techniques.

A new model and its implementation scenario with pervasive computational algorithms’ (PCA) (such as the hybrid PCA with AdaBoost (HPCA), PCA with bag of features and improved PCA with bag of features) relating the different features such as MFCC, power spectrum, pitch, Window techniques, etc. are calculated using the HPCA. The features are accumulated on the matrix formulations and govern the design feature comparison and its feature classification for improved performance parameters, as mentioned in the results.

As voice search has progressively become a new way of information acquisition and human–computer interaction, this paper aims to explore the users' voice search behavior in human–vehicle interaction.

This study employed mixed research methods, including questionnaires and interviews. A total of 151 Amazon MTurk volunteers were recruited to complete a questionnaire based on their most recent and impressive voice search experience. After the questionnaire, this paper conducted an online interview with the participants.

This paper studied users' voice search behavior characteristics in the context of the human–vehicle interaction and analyzed the voice search content, search need, search motivation and user satisfaction. In addition, this paper studied the barriers and suggestions for voice search in human–vehicle interaction through a content analysis of the interviews.

This paper's analysis of users' barriers and suggestions has a specific reference value for optimizing the voice search interaction system and improving the service.

This study is exploratory research that seeks to identify users' voice search needs and tasks and investigate voice search satisfaction in human–vehicle interaction context.

This study aims to analyze the impact of digital transformation on firm performance within the banking sector, specifically focusing on the Amman Stock Exchange (ASE)-listed banks from 2015 to 2022. Additionally, it explores the influence of gender dynamics on the implementation and outcomes of these digital transformation initiatives.

The study adopts a robust empirical approach, using manual content analysis of annual reports from ASE-listed banks. The Digital Transformation Disclosure Index (DTDI) is used to assess the extent and nature of digital transformation initiatives within these banks. The methodology is designed to provide a comprehensive evaluation of the correlation between digital transformation efforts, firm performance and gender dynamics.

The research reveals that digital transformation initiatives have a significant positive impact on the performance of ASE-listed banks. It also uncovers nuanced insights into the role of gender dynamics, indicating that gender diversity within firms influences the adoption and success of digital transformation strategies in complex ways.

The findings of this study contribute to the understanding of digital transformation in the banking sector, offering empirical evidence on its benefits for firm performance. Additionally, the study illuminates the intricate role of gender dynamics in digital transformation, providing a new perspective on organizational diversity within the context of technological change.

This research pioneers in academically linking digital transformation and gender dynamics within the banking sector, addressing a notable gap and introducing a fresh academic perspective. Practically, it equips banking executives and policymakers with actionable insights for gender-inclusive digital strategies, crucial for enhanced firm performance. Methodologically, the study sets a benchmark in research innovation, using the DTDI to offer a replicable model for future investigations in this evolving field.

This study aims to explore the gendered nature of housing insecurity by investigating how gender affects women’s experience moving from transitional to market housing. By describing women’s pathways out of supportive or transitional housing support, the authors show how patriarchal forces in housing policies and practices affect women’s efforts to find secure housing. The authors argue that gender-neutral approaches to housing will fail to meet women’s needs.

This study explores the narratives from women accessing support services in Halifax, Canada. The first author conducted deep narrative interviews with women seeking to move from transition to market housing.

This research sheds light on the effects of gendered barriers to safe, suitable and affordable housing; how women’s experiences and expectations are shaped by these barriers; and, how housing-based supports must address the uniquely gendered experiences women face as they access market housing. In addition, this research reveals the importance of gender-responsive services that empower women facing a sexist housing market.

Little research has explored questions related to gender and housing among those seeking to move from transitional to marker housing, and existing research focuses on women’s housing insecurity as it relates to domestic violence. The sample of women included those having housing insecurity for a variety of reasons, including substance use and young motherhood.

As women perform most household chores and other nonproductive work, gender-based division of labor in the home has now been identified as a barrier to gender equality. The objective of this study is to assess the effects of gender distribution of housework especially for women and investigate the factors influencing the total hours spent on house chores in Bangladesh.

This study adopted a quantitative approach based on survey data obtained from 200 households in the Madaripur and Gopalganj districts of Bangladesh. To analyze the obtained data, the partial least squares (PLS) regression was used.

According to this study, demographic and socioeconomic factors of women, and gender are influencing the total hours spent in housework. Women were observed to have a positive relationship with empowerment but a negative relationship with social perception. Social perception was further observed to have a significant impact on the total number of hours expended by women on house chores.

The study suggests that the importance of sharing the burden of household work be taught in schools and community-based awareness programs so that it becomes ingrained as a social and cultural practice. Furthermore, the government should conduct a proper assessment that recognizes unpaid housework by women as an important factor in inclusive sustainable development.

Issues of inequality in the division of labor in household activities are barely recognized in Bangladesh. Therefore, this study collected primary data to assess the effects of gender on the distribution of housework. The findings of the study will help policymakers and academicians to better understand the gender-based division of household labor.

The peer review history for this article is available at: https://publons.com/publon/10.1108/IJSE-03-2023-0195.

There is an emerging interest in Lesbian, Gay, Bisexual, Transgender and Queer (LGBTQ) inclusion among researchers and practitioners. However, the interplay of macro-, meso- and micro-level factors that influence the behavior of various agencies, systems, structures and practices in different national, cultural and social contexts still needs to be researched. This paper aims to examine how organizations meaningfully engage with the marginalized and underrepresented workforce, especially the LGBTQ community, to promote diversity and inclusion through comprehensive policies and practices, thereby developing a sustainable inclusivity culture.

Adopting a practice theory lens and using a case study design, including multilevel interviews with 28 different stakeholders, this study examines how organizations institutionalize LGBTQ inclusion practices in an emerging market context with a historically low acceptance of the LGBTQ community.

Findings indicate that macro influences, such as regulatory, societal and market pressures and adopting international standards and norms, impact meso-level structures and practices. At the organizational level, leadership evangelism and workforce allyship serve as relational mechanisms for institutionalizing LGBTQ-inclusive practices. Furthermore, collaboration, partnerships and enabling systems and processes provide the structural frameworks within which organizations build an LGBTQ-inclusive culture. Lastly, at the micro level, cisgender allyship and the LGBTQ micro work environments provide the necessary psychological safety to build trust for authentic LGBTQ self-expressions. This study also indicates that organizations evolve their LGBTQ inclusion practices along a trajectory, with multiple external and internal forces that work simultaneously and recursively to shape HRM policies and practices for building an inclusive culture.

This study addresses the significant gaps in diversity and inclusivity research on LGBTQ employees and contributes to the literature in three significant ways. First, this study examines the diversity management mechanisms at the organizational level and explicates their interplay at the micro, meso and macro levels to create congruence, both internally and externally, for engaging with LGBTQ talent. Second, this study adopts a practice theory lens to examine the behavior of various actors, their agencies, the “flow” of underlying and emerging structures and processes, the continuous interplay between structure and action and how they enable inclusive culture for the LGBTQ community as a whole. Last, it addresses the call by diversity researchers for context-specific multilevel research design, including qualitative research, focusing on national, cultural and institutional contexts, where socio-organizational and historical factors and interactions among them shape diversity practices. Much of the literature on LGBTQ inclusion has, thus far, been within the Western context. By examining the emergence of inclusion practices in emerging markets like India, this study contributes to diversity and inclusion research.

This paper examines gender diversity in the Australian valuation industry from the perspective of valuers in senior management and leadership roles and discusses gender diversity policies and practices in their organisations. Then, it explores the initiatives that can be implemented to improve gender diversity in the Australian valuation industry.

A focus group discussion was conducted with valuers in senior management and leadership roles from selected large valuation firms and government valuation agencies in Melbourne, Australia. Data collected through the focus group discussion was combined with secondary data sourced from journals, online articles and archival materials.

The findings reveal that whilst gender diversity in the Australian valuation industry has improved over the years, females remain underrepresented. Nonetheless, whilst some valuation companies have recognised the need to address the underrepresentation of women and introduced specific gender-focussed human resource policies and practices, these initiatives are not streamlined and implemented across the industry.

The study highlights the need for closer collaboration between key stakeholders such as universities, professional associations, valuation companies and government agencies in devising strategies to attract female talents into the valuation industry.

The paper is the first empirical study to assess gender diversity in the Australian valuation industry from the perspective of valuers in management and leadership roles. The proposed policies can inform future initiatives to improve gender diversity in the valuation industry.

A perusal of extant literature suggests asymmetric devotions in empirical research that overlooks unique social and industrial dynamics of married working women in highly competitive male-dominated industries. Drawing on the social role theory, the study addressed this asymmetry by proposing a multivariate regression model that examined performance drivers of married female real estate brokers, as mediated by organizational, cognitive and social influences.

The study employed a descriptive design. A structured electronic questionnaire was used to collect data from a sample of 256 married female brokers who are active on online messaging platforms. Snowball sampling was used to reach the research participants. Collected data were subjected to multivariate regression analysis.

The results infer that social influences were the most significant drivers of married female brokers in the real estate industry (r = 0.932, p < 0.05, F = 556.581). Significant interventions of diversity management, work-life balance, family support and access to economic opportunities were found.

In acknowledging the societal stereotype and culturally imposed burdens married women face in emerging economies, the study advanced theoretical, practical and policy initiatives for a more inclusive, supportive and learning-oriented work environment.

The novelty of the paper lies in its exposition of the unregulated real estate brokerage market in an emerging economy and the dynamic organizational, cognitive and societal influences of married female brokers.

This paper aims to examine how organisational values affect diversity in terms of different competencies in rural family Small and Medium-sized Enterprises (SMEs). Recruiting a diverse workforce in rural family SMEs can be particularly difficult due to the prevalence of internal family values and the lack of available local specialised competencies. A deficiency of diversity in employment and competence acquisition and development can create problems, as it often prevents rural family SMEs from recruiting employees with a wide variety of qualifications and skills.

The study takes on a multi-case method of Swedish rural family SMEs, applying a qualitative content analysis approach. In total, 20 in-depth structured interviews are conducted with rural family SME owners and 2 industries were investigated and compared – the tourism and the manufacturing industries.

Rural family SMEs lack long-term employment strategies, and competence diversity does not appear to be a priority for rural family SMEs, as they often have prematurely decided who they will hire rather than what competencies are needed for their long-term business development. It is more important to keep the team of employees tight and the family spirit present than to include competence diversity and mixed qualifications in the employment acquisition and development.

Contrary to prior research, our findings indicate that rural family SMEs apply short-term competence diversity strategies rather than long-term prospects regarding competence acquisition and management, due to their family values and rural setting, which strictly narrows the selection of employees and competencies. Also, a general reluctance towards competence diversity is identified, which originates from the very same family values and rural context.

The existing gaps and knowing about the truth inspired the researchers to select this area and to know more about various initiatives taken for their liberation by an individual self-propagating effort, the faith-based communities, the government, the organizations dealing with educationalists as researchers, banking, media and the revealing role of women in handling poverty concerns.

The current study is compiled after the review of seventy-seven research articles. This study adopted a descriptive research design essentially because it appears more appropriate for the study. Data were collected mainly through the secondary sources such as electronic databases like Scopus, Web of Science, EBSCO, Google Scholars. The study is conducted through a qualitative approach.

Hence based on the extensive literature review and its synthesis, this research work explores the meaning of poverty, its effects, root cause, measurement tools, associated theories and models and stakeholders' role in poverty alleviation.

This study reflects that there is a huge gap in designing standardized tools that can bring more income equality, ethics in operations, cooperation and environmental sustainability.

For poverty alleviation, individuals need to work towards perfection and improving their own skill sets. Leading Faith groups encouraging individuals about their divine duties to help the poor community and promote debt forgiveness. Government provides funds to develop certain tools and app that can help in checking the distribution of wealth. Banks to introduce flexible microcredit scheme education sector need to develop more financial literacy and innovative thinking courses. Social media and Information communications technology (ICT) provide connectivity services with high affordability.

Poverty will remain be an ongoing societal challenge if not handled by various stakeholders strategically by contributing in their own fields with their unique ideas.

The proposed idea explained through qualitative inquiry promotes compassion and hope needed for poverty alleviation through various stake holders.