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The study aimed to address how recruits perceive their roles and develop professional identities during in-classroom and in-field training.

This study explored the professional identity formation process by analysing asynchronous surveys with recruits from 13 municipal police departments in British Columbia, Canada. The participants were surveyed twice: after classroom-based training following Block I at the British Columbia Police Academy (BCPA) and after their departmental field training following Block II.

The analysis revealed that police recruits lacking public safety experience transformed their occupation and lifestyle. The training at the police academy helped develop recruits' muscle memory as they applied their knowledge to the situation through hands-on practice. Moreover, teamwork at the police academy and during field training allowed recruits to form their police identity. The study was conducted between 2020 and 2021 during the COVID-19 pandemic, thus revealing how the recruits learnt effectively whilst facing continuous challenges and adjusting.

This study relied solely on the respondents' language in text-based answers; therefore, it was not possible to ask follow-up questions or seek clarification. Consequently, several inputs were excluded from the analysis. This would not have been the case if a quantitative method, where answers can be selected accurately, had been used.

This study demonstrates that police recruits acquire diverse competencies and skill sets through rigorous formal requirements, nuanced informal aspects and comprehensive training at the BCPA and during field training, all of which pivotal in shaping their professional identities.

This study explored whether women could “have it all,” both at home and in the workplace. Using neoliberal feminism, mental load theory and intergenerational perspective as theoretical frameworks, this study explored how neoliberal ideologies which emphasized individual agency, economic empowerment and self-responsibility interact with persistent gendered expectations/norms to influence women’s experiences in navigating familial commitments and career aspirations.

Around 140 (N = 140) women living in Australia were recruited to participate in a qualitative, open-ended questionnaire that aimed to explore their: (1) perceptions and (2) expectations about (a) how gender roles evolved for them from youth to adulthood in various contexts, (b) how their family structures and dynamics, such as attitudes toward marriage, caregiving and/or household responsibilities, have changed and (c) what has/have influenced their career aspirations and family choices.

Results revealed a trend of women who worked hard at home and professionally. Unlike women who in the past lived more traditional lives, women in our cohort focused on their career as an important part of their identity and self-fulfillment. However, many women did report heightened mental load, stress and a lack of physical exercise in their daily lives.

This study revealed complex interplay between societal norms, intergenerational influences and the cognitive burdens associated with managing multiple roles. By examining these dynamics and using an integrated theoretical framework, the article aimed to holistically explain the challenges women in Australia encounter as they try to balance familial obligations with career ambitions within changing socioeconomic contexts.

This study examines the dynamics of the modesty-conscious market within the global fashion industry. Specifically, the research aims to understand and analyse the preferences of consumers in this market segment and provide guidance for fashion companies seeking to engage with this sizable audience consumer demand for modest fashion, such as loose-fitting garments and headscarves for women.

Employing a mono-method quantitative research approach, this study uses a comprehensive big data analytics framework to analyseashion data sets obtained from e-commerce websites.

The findings highlight a persistent and growing demand for modest fashion; that demand proved resilient in the face of challenges presented by the COVID-19 pandemic. Modest shoppers demonstrate price sensitivity, and their preference for premium brands over affordable ones varies considerably. Crucial factors contributing to the success of modest clothing as best-sellers include price, retailer, colour and fabric, while the discount feature is less important.

While this research provides significant insights, it is important to acknowledge its limitations. This study relies on data gathered from certain e-commerce websites, and specific nuances of consumer behaviour may not be fully captured. In addition, the scope is limited to a specific timeframe and may not account for long-term market shifts.

Fashion companies could use the results of this study to customise their strategy for engaging the modesty-conscious demographic. Comprehending the significance of elements such as price, retailer, colour and fabric can allow firms to enhance their product offerings and marketing strategies.

This study highlights the social ramifications of the modesty-focused industry, stressing the changing tastes and requirements of customers within this sector. By aligning their strategies with these societal shifts, fashion companies can contribute to a more inclusive and diverse industry landscape.

This research contributes to the academic literature on modest fashion by using a unique combination of exploratory data analysis and machine learning techniques with fashion e-commerce data sets. This study addresses a gap in the use of big data within this field, and provides novel insights into consumer demand for modest garments. This study challenges the prevailing assumption that consumers of modest fashion prioritise premium pricing, and offers fresh insights into their price sensitivity across both mass-market and luxury segments. It contributes to the literature on consumer behaviour in niche fashion markets and introduces a theoretical framework for understanding the intersection of fashion, culture and consumer economics within the context of modest fashion.