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The main aim of this paper is to establish a reasonable and scientific evaluation index system to assess the high quality and full employment (HQaFE).

This paper uses a novel Technique for Order of Preference by Similarity to Ideal Solution (TOPSIS) multi-criteria framework to evaluate the quality and quantity of employment, wherein the integrated weights of attributes are determined by the combined the Criteria Importance Through Inter-criteria Correlation (CRITIC) and entropy approaches.

Firstly, the gap in the Yangtze River Delta in employment quality is narrowing year by year; secondly, employment skills as well as employment supply and demand are the primary indicators that determine the HQaFE; finally, the evaluation scores are clearly hierarchical, in the order of Shanghai, Jiangsu, Zhejiang and Anhui.

A scientific and reasonable evaluation index system is constructed. A novel CRITIC-entropy-TOPSIS evaluation is proposed to make the results more objective. Some policy recommendations that can promote the achievement of HQaFE are proposed.

Limited by the types of sensors, the state information available for musculoskeletal robots with highly redundant, nonlinear muscles is often incomplete, which makes the control face a bottleneck problem. The aim of this paper is to design a method to improve the motion performance of musculoskeletal robots in partially observable scenarios, and to leverage the ontology knowledge to enhance the algorithm’s adaptability to musculoskeletal robots that have undergone changes.

A memory and attention-based reinforcement learning method is proposed for musculoskeletal robots with prior knowledge of muscle synergies. First, to deal with partially observed states available to musculoskeletal robots, a memory and attention-based network architecture is proposed for inferring more sufficient and intrinsic states. Second, inspired by muscle synergy hypothesis in neuroscience, prior knowledge of a musculoskeletal robot’s muscle synergies is embedded in network structure and reward shaping.

Based on systematic validation, it is found that the proposed method demonstrates superiority over the traditional twin delayed deep deterministic policy gradients (TD3) algorithm. A musculoskeletal robot with highly redundant, nonlinear muscles is adopted to implement goal-directed tasks. In the case of 21-dimensional states, the learning efficiency and accuracy are significantly improved compared with the traditional TD3 algorithm; in the case of 13-dimensional states without velocities and information from the end effector, the traditional TD3 is unable to complete the reaching tasks, while the proposed method breaks through this bottleneck problem.

In this paper, a novel memory and attention-based reinforcement learning method with prior knowledge of muscle synergies is proposed for musculoskeletal robots to deal with partially observable scenarios. Compared with the existing methods, the proposed method effectively improves the performance. Furthermore, this paper promotes the fusion of neuroscience and robotics.

The criteria importance through intercriteria correlation (CRITIC) and range of value (ROV) combined methods were used to determine a single index for all multiple responses.

This paper used cold metal transfer (CMT) and pulse metal-inert gas (MIG) welding processes to study the weld-on-bead geometry of AA2099-T86 alloy. This study used Taguchi's approach to find the optimal setting of the input welding parameters. The welding current, welding speed and contact-tip-to workpiece distance were the input welding parameters for finding the output responses, i.e. weld penetration, dilution and heat input. The L9 orthogonal array of Taguchi's approach was used to find out the optimal setting of the input parameters.

The optimal input welding parameters were determined with combined output responses. The predicted optimum welding input parameters were validated through confirmation tests. Analysis of variance showed that welding speed is the most influential factor in determining the weld bead geometry of the CMT and pulse MIG welding techniques.

The heat input and weld bead geometry are compared in both welding processes. The CMT welding samples show superior defect-free weld beads than pulse MIG welding due to lesser heat input and lesser dilution.

This study aims to explore the challenges faced by the tourism and hospitality industry following the COVID-19 pandemic and to propose effective strategies for recovery and resilience of this sector.

The study analysed the challenges encountered by the tourism and hospitality industry post-pandemic and identified key strategies for overcoming these challenges. The study utilised the modified Delphi method to finalise the challenges and employed the Best-Worst Method (BWM) to rank these challenges. Additionally, solution strategies are ranked using the Criteria Importance Through Intercriteria Correlation (CRITIC) method.

The study identified significant challenges faced by the tourism and hospitality industry, highlighting the lack of health and hygiene facilities as the foremost concern, followed by increased operational costs. Moreover, it revealed that attracting millennial travellers emerged as the top priority strategy to mitigate the impact of COVID-19 on this industry.

This research contributes to understanding the challenges faced by the tourism and hospitality industry in the wake of the COVID-19 pandemic. It offers valuable insights into practical strategies for recovery. The findings provide beneficial recommendations for policymakers aiming to revive and support these industries.

This secondary source case is based mainly on legislative documents (that tracked the initiation and progress of the Parental Rights in Education bill that later became an Act), corporate documents (published by The Walt Disney Company) and news articles from publications such as The New York Times and Bloomberg. All sources are cited in the case narrative and as end notes.

In April 2022, The Walt Disney Company and its CEO, Robert Chapek, were at the center of a controversy over the company’s opposition to the State of Florida’s Parental Rights in Education bill. The bill, dubbed “Don’t Say Gay” by its critics, prohibited instruction on sexual identity and gender orientation in the state’s elementary schools. The controversy stemmed from Disney’s initial non-reaction to the bill and its later strident opposition and call for its repeal. Chapek was pressured by negative media publicity and employee disgruntlement on the one hand and adverse economic consequences for opposing the bill by the state’s Governor, Ron DeSantis. Chapek and the Board had to respond to the political threats to Disney’s economic well-being while appeasing its employees and other stakeholders who wanted the company to be a corporate champion in diversity, equity and inclusion.

The case is best suited for advanced undergraduate or graduate leadership, strategic management and marketing courses. From a leadership and strategic management perspective, the case is well-suited for demonstrating the evolving expectations of leaders and corporate social responsibility, as well as the concepts of issue framing and nonmarket management. Instructors may also leverage the case in marketing courses (e.g. brand management), as CEO activism (i.e. messaging and practice) is one characteristic of brand activism (Animation Guild, 2022).

This paper aims to determine the impact of mentorship on the development of self-directedness among beginner teachers in their initial years of teaching.

The researcher adopted a positivist paradigm to explore the situation of concern. Quantitative research was conducted, involving the collection and analysis of numerical data. Two closed-ended structured questionnaires were utilised, derived from the 40-item self-directed learning readiness scale (SDLRS) developed by Fisher and King, and a pre-determined questionnaire by Glazerman focused on the first-year teaching experience, induction and mentoring of beginner teachers.

Beginner teachers merely relying on the knowledge obtained from their studies is insufficient to achieve a satisfactory level of self-directedness when starting a teaching career. Most beginner teachers faced significant challenges in their early years of teaching due to the absence of mentoring support. In addition, most indicated that they resume their teaching duties and rely on their district for general support, guidance and orientation. Finally, the results have shown that mentoring positively impacts beginner teachers’ self-directedness.

The first limitation was that this study was narrowed to one South Africa University part-time B.Ed honours students working as beginner teachers in different provinces at primary and secondary schools. As a result, the findings of this research might be interpreted by some critics as one-sided and not representative of the views of most beginner teachers in South Africa who are working. The second limitation of this study is the sample size. In this study, 222 responses were received. As a result, the findings of this research might be considered not representative of the target sample size.

The presence and effective implementation of mentoring programmes in schools can positively impact beginner teachers' professional development and retention during their first years of teaching.

We contend that our research holds significance for international readership as it aims to garner attention towards potential research endeavours in diverse settings concerning mentorship programs for beginner teachers, specifically promoting self-directed learning. Our research offers opportunities to compare our findings with studies conducted in more comprehensive, comparative contexts and foster research possibilities in broader, contrasting contexts.

Based on the findings of this research, the availability and effective use of mentoring programmes would significantly affect beginner teachers' self-directedness, improve their retention rate and alleviate their teaching challenges. This study was the first research on the perceptions of the influence of mentoring on the self-directedness of beginner teachers.

This paper investigates the interplay between consequences in restorative practices (RP) and the synergies with responsive classroom, particularly in international schools. Addressing critics who deem RP a “soft option”, the study defines “restorative consequences” within the RP framework. It analyses literature and three school policies, focusing on international school needs. Emphasising the importance of accountability, the paper explores the role of logical consequences in preventing perceived permissiveness. By comparing RP and Responsive Classroom, it seeks to guide school leaders in aligning transformative change with their vision and values. This paper aims to enhance understanding, offer practical insights and address challenges in RP implementation.

This research delves into the relationship between RP and consequences in international schools, addressing concerns about RP’s perceived lack of accountability. It defines “restorative consequences” within the RP framework, examining RP integration into school policies. Through a literature review and analysis of three RP policies, the study extracts insights for international schools, emphasising the role of logical consequences in preventing perceived permissiveness. In addition, a comparative evaluation of responsive classroom and RP identifies effective models for transformative change. The research aims to empower international school leaders with informed decision-making, offering insights into challenges and strategies for effective RP implementation in alignment with institutional values.

In delving into the positive discipline approach advocated by responsive classroom, it becomes evident that there exists a potential synergy between various disciplinary systems. Emphasising logical consequences as a pivotal component in school behaviour policies, it is crucial to apply them through the lens of social discipline window (SDW), specifically the “with” approach, incorporating both high levels of support and accountability. Recognizing this dynamic is essential as the authors endeavour to construct effective policies that not only align with responsive classroom values and methods but also prove practical in real-world application. Furthermore, within the international context, responsive classroom has demonstrated its ability to address the social and emotional needs of third culture kids. This revelation presents compelling grounds for the adoption of responsive classroom in international schools contemplating systemic transformations.

The study acknowledges limitations stemming from the reviewed RP policies, primarily the exceptional one derived from a large, well-supported school district, which may not be universally applicable, especially in diverse international schools. The potential for reputational damage to RP exists if policies lack comprehensive detailing and troubleshooting for varied classroom scenarios. Teacher testimonials carry significant weight, necessitating greater involvement in RP training and research. International schools face unique challenges in achieving staff “buy-in”, requiring culturally responsive training to overcome Western-centric perceptions. The clash of RP with authoritarian cultures poses challenges, emphasising the need for clear values.

While the exemplary RP policy reviewed is from a large, well-supported school district, this may not apply universally, particularly in international schools with diverse affiliations. To safeguard RP’s reputation, detailed policies addressing classroom nuances are crucial. Recognising the influence of teacher testimonials and involving educators in RP training and research is pivotal. International schools face a unique challenge in ensuring staff alignment with RP, requiring culturally responsive training to dispel Western-centric perceptions. Acknowledging RP’s clash with authoritarian cultures, schools must establish clear values. Drawing from educational theorists, future RP research should explicitly explore the consequences–RP relationship, enhancing the understanding of the SDW

The research’s social implications emphasise the need for transparent and detailed RP policies to prevent reputational damage and rejection. Recognising the influence of teacher testimonials, active involvement of educators in RP training is crucial. For international schools, culturally responsive training is vital to overcome Western-centric perceptions and ensure staff alignment. The study underscores the challenge of RP conflicting with authoritarian cultures, emphasising the importance of clear values. Furthermore, it advocates for a nuanced dialogue on the consequences–RP relationship to enhance understanding within the SDW. These implications stress context-specific and inclusive approaches for effective RP implementation in diverse educational settings.

The research offers significant originality by addressing the underdeveloped literature on the role of RP in international schools. It contributes novel insights by defining “restorative consequences” within the RP framework and examining the interplay between consequences and RP in school policies. The comparative evaluation of Responsive Classroom and RP adds a distinctive dimension, guiding international school leaders in transformative decision-making. Moreover, the study advocates for a culturally responsive approach, challenging Western-centric perceptions. This unique focus on consequences, accountability and cultural considerations positions the research as a pioneering contribution, offering valuable perspectives for effective RP implementation and policymaking in diverse educational settings.