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The purpose of this paper is to explore the push-pull factors and motivations of African and Asian international students in Chinese universities.

Concurrent mixed methods (qualitative and quantitative) design was used. The quantitative component included 537 Africans and Asians from five notable universities, while the qualitative aspect consisted of 30 participants in Wuhan and few other cities in China.

Findings revealed availability of scholarship opportunities, China’s flexibility (visa and program entry) and perception of better education quality as important push-pull factors. It also discovered several new pull factors, including citizens’ attitude and good report, development potential and hospitality and receptiveness, while career development and entertainment were found to be the most and least significant motivational factors, respectively. The study also found a significant relationship between push-pull factors and study abroad motivation (SAM) as well as cross-cultural differences between African and Asian students.

Most of the participants were drawn from Wuhan city. Hence, the findings cannot be outrightly generalized to other contexts.

This research provides valuable knowledge for policy makers, higher education institutions, international students and other stakeholders in China to inform better student experience.

There was no study found that combines push-pull factors and SAM or comparatively investigates African and international students in China. Knowledge about sojourners push-pull factors and motivations, their relationship and cross-cultural differences is essential for evidence-based interventions.

Data science lacks a distinctive identity and a theory-informed approach, both for its own sake and to properly be applied conjointly to the social sciences. This paper’s purposes are twofold: to provide (1) data science an illustration of theory adoption, able to address explanation and support prediction/prescription capacities and (2) a rationale for identification of the key phenomena and properties of data science so that the data speak through a contextual understanding of reality, broader than has been usual.

A literature review and a derived conceptual research model for a push–pull approach (adapted for a data science study in the management field) are presented. A real location–allocation problem is solved through a specific algorithm and explained in the light of the adapted push–pull theory, serving as an instance for a data science theory-informed application in the management field.

This study advances knowledge on the definition of data science key phenomena as not just pure “data”, but interrelated data and datasets properties, as well as on the specific adaptation of the push-pull theory through its definition, dimensionality and interaction model, also illustrating how to apply the theory in a data science theory-informed research. The proposed model contributes to the theoretical strengthening of data science, still an incipient area, and the solution of the location-allocation problem suggests the applicability of the proposed approach to broad data science problems, alleviating the criticism on the lack of explanation and the focus on pattern recognition in data science practice and research.

The proposed algorithm requires the previous definition of a perimeter of interest. This aspect should be characterised as an antecedent to the model, which is a strong assumption. As for prescription, in this specific case, one has to take complementary actions, since theory, model and algorithm are not detached from in loco visits, market research or interviews with potential stakeholders.

This study offers a conceptual model for practical location–allocation problem analyses, based on the push–pull theoretical components. So, it suggests a proper definition for each component (the object, the perspective, the forces, its degrees and the nature of the movement). The proposed model has also an algorithm for computational implementation, which visually describes and explains components interaction, allowing further simulation (estimated forces degrees) for prediction.

First, this study identifies an overlap of push–pull theoretical approaches, which suggests theory adoption eventually as mere common sense, weakening further theoretical development. Second, this study elaborates a definition for the push–pull theory, a dimensionality and a relationship between its components. Third, a typical location–allocation problem is analysed in the light of the refactored theory, showing its adequacy for that class of problems. And fourth, this study suggests that the essence of a data science should be the study of contextual relationships among data, and that the context should be provided by the spatial, temporal, political, economic and social analytical interests.

The study aims to introduce a comprehensive segmentation instrument that incorporates the push–pull winescape attributes, providing a new perspective of the wine tourist profile and explaining their behavioural intentions in the Australian winescape.

A literature review, focus groups and expert panels generated an extensive list of push–pull winescape attributes. Pen-and-paper surveys conveniently sampled 739 wine tourists at three wineries across three wine regions in Australia. Adopting push–pull winescape attributes as the segmentation base, cluster analysis identified four segments, namely, inspireds, self-drivens, market-drivens and inerts, and their behavioural intentions were examined.

Inspireds demonstrate both self- and market-motivation. Self-drivens exhibit self-motivation but limited market-motivation, whereas Market-drivens characterise market-motivation but limited self-motivation. Inerts are limited in both market- and self-motivations. At the Swan Valley, all four segments were identified, with Inspireds being the most willing to revisit and recommend to others and Inerts, the least willing. At the Barossa Valley, only two segments emerged. Again, Inspireds and Inerts were the most and least willing to revisit and recommend to others respectively. Finally, at the Yarra Valley, three segments were identified. Market-drivens were most willing to revisit and recommend to others, followed by self-drivens and lastly, by inerts.

A comprehensive push–pull winescape segmentation base of wine tourists is introduced, which provides a more sophisticated profile of wine tourist segments than otherwise would be attained with conventional measures.

New insights into who the wine tourist is and what it is they seek from the winescape are vital to smaller wine producers whose best access to the domestic retail and export markets is through direct selling at the cellar door.

The empirically tested 18-item push–pull winescape instrument presents a comprehensive segmentation approach, which profiles wine tourists and predicts their behavioural intentions based on an extensive investigation of push–pull winescape attributes.

The purpose of this paper is to identify a group of Irish graduates who decided to emigrate following the global financial crash of 2008. The paper explores how the economic crisis in Ireland (2008-2014) framed the experience of this group of migrants. Specifically, the paper examines the push/pull factors leading to migration; the experience of the graduate migrants in the host country; and decisions regarding repatriation.

This paper adopts a qualitative approach to study the experiences of graduates. The paper utilises narrative structuring to provide an enhanced understanding of the migration experience of the graduates.

The data collected during depth interviews indicates a mixed experience. There are a wide range of push/pull factors that result in migration. However, the range of push/pull factors that might result in repatriation are blurred by: personal experiences in the host country, changing family circumstances and the performance of the economy in Ireland.

This research highlights complex patterns of graduate mobility which reflect the multifaceted push/pull factors shaping graduate movements. Economic conditions drive migration but they also frame the migrant experience in the host country and repatriation decisions.

A review of the literature indicates that most of the empirical studies on the experience of graduates are quantitative. This paper argues other softer outcomes must also be studied to help fully understand the experiences of graduates.

This study explores how entrepreneurs modify their financial path(s) and go beyond job security to attain greater financial freedom. The present work examines the cash-flow quadrant (CFQ) attributes and demonstrates the importance of the push-pull factors for an individual's quadrant transition in achieving financial freedom.

A hypothetical model and an abductive approach were used through regression models in a population sample of 260 Bahraini entrepreneurs. Fuzzy participatory cognitive mapping was also used to develop a conceptual model of financial path transition's decision making among entrepreneurs and study the impact of certain push-pull factors on the entrepreneurs' decisions.

The triangulated study identifies six categories of variables: financial freedom, workplace condition, independence, salary level, family life-building and retirement savings as key pull-push factors that significantly impact financial path transition's decision. Fuzzy cognitive mapping (FCM) extends our knowledge of the dynamics of CFQ transitions from a push-pull factor perspective. The results indicate no significant differences between the variables listed in the regression model and the fuzzy cognitive map model. Four categories of pull-push factors appeared as the entrepreneurs' top rankings when ordered by complexity, centrality scores and impact weight. These categories were workplace conditions, financial freedom, independence and salary level. The findings widen the scope of knowledge of each quadrant and rationalize how and why such factors impact quadrant decisions among Bahraini entrepreneurs.

Many studies discuss the CFQ model and consider its quadrants a specific method for identifying a unique financial path to generate income. A shifting quadrant occurs when individuals want to change their financial path and move beyond job security to achieve more financial freedom. Although this transition is well-established in the literature, the factors accounting for the individual's transition across quadrants have not received enough attention. This study fills this gap and calls for more in-depth investigations of this area to better understand the dynamics of CFQ transitions from a push-pull factor perspective.

Recently, it has been recognized that production control systems for multi‐stage manufacturing processes can be classified into push‐type and pull‐type systems. The push‐type systems are commonly defined as those types of materials requirements planning system which utilize the forecast of demands. The pull‐type systems, on the other hand, are those where order quantities are determined on the basis of real demand. Describes a hybrid push/pull production control system, operated periodically, which combines the benefits of both systems. Discusses theoretical arguments in support of this system and numerical studies are shown to give insight into the system′s performance. Hybrid push/pull‐type systems can attain a higher degree of effectiveness if they are appropriately operated.

American and Lebanese women may feel they have different needs and therefore have different wants. This distinction brings to the fore the importance of an integrative analysis of forced and voluntary (push-pull) factors that influence entrepreneurship. The purpose of this paper is to compare Lebanese and American women to determine their push-pull drive for entrepreneurship. Background: women entrepreneurship is developing in various cultural settings internationally as well as domestically. This research paper attempts to address the inference of autonomy, creativity, and non-conformity in comparing American and Lebanese women entrepreneurs with respect to the push-pull framework of entrepreneurship.

An interpretive analysis of 102 extensive in-depth interviews with women entrepreneurs from the USA and Lebanon allows the exploration of the relevance and salience of the proposed push-pull gender related entrepreneurship framework. Contrasting American and Lebanese women responses explains why the number and rate of women entrepreneurs is greater in the USA than in the Arab world, and attempts to answer why American women are more entrepreneurial and how the environment impacts them.

Emerging patterns of female business entrepreneurship in this analysis demonstrate that forced push entrepreneurship is more prevalent among women from a developing economy such as Lebanon than in industrially advanced USA. By contrast voluntary pull entrepreneurship claims more global validity as discovered in the US business culture. Entrepreneurial dimensions analyzed include autonomy, creativity, and non-conformity.

The dynamic interplay of micro, meso, and macro levels of the integrated framework of gender entrepreneurship is taken into further depth by exploring the gender autonomy debate, and highlighting creativity and non-conformity within the push-pull framework of entrepreneurship. This research contributes to reach scopes of practice and research. At the practice level the results show that the economic need is more than the self-satisfaction need to the initiation of new start-up business enterprises for Lebanese women compared to American women. This research sheds a new light on the balancing act of women entrepreneurs between tradition and modernity, between Oriental and Western cultures, and between Americans and Lebanese Arabs.

The two major entrepreneurial motivations of being “pushed” or “pulled” to start a business have been frequently explored in the entrepreneurship literature. In the global wine industry, thousands of small entrepreneurial wine businesses are flourishing, but few have been started by Black entrepreneurs. What is missing from the research is an exploration of the motivations of these entrepreneurs and what the industry can do to encourage the entrance of more minority entrepreneurs. The purpose of this study is to apply push–pull theory to better understand the motivations and challenges of what prompts Black entrepreneurs to start and succeed in the wine industry.

This exploratory study uses a qualitative methodology of 42 in-depth interviews with US Black winemakers, retailers, and other wine business owners conducted over Zoom. The data were analyzed using Otter software and a thematic coding process for 2,120 pages of rich text.

Findings included 12 motivation themes and 12 challenges for Black wine entrepreneurs, with more emphasis on “push” versus “pull” motivation factors. Many of these entrepreneurs were “pushed” to participate in the industry to create a more inclusive space for Black wine consumers and to create opportunities for other Black professionals and minorities in the industry. Managerial implications include solutions for more inclusive marketing and workplace culture.

This study contributes to push–pull theory by offering a unique perspective on the motivations of Black wine entrepreneurs, as well as being the first study, to the best of the authors’ knowledge, to focus on this issue.

Much of what we know about work from home (WFH) is based on data collected in routine times, where WFH is applied on a partial and voluntary basis. This study leverages the conditions of mandatory WFH imposed by COVID-19 lockdowns to shed new light on factors that relate to well-being and performance among employees who WFH. Specifically, the authors explore how boundary control and push–pull factors (constraints and benefits that employees associate with WFH) interact to shape employees' exhaustion and goal setting/prioritization.

Surveys were administered in Israel and in the USA to 577 employees in “teleworkable” roles who were mandated to WFH shortly after the COVID-19 outbreak (March–April 2020).

(1) Boundary control is negatively related to exhaustion and positively related to goal setting/prioritization. (2) These associations are weakened by perceptions of high WFH constraints (push factors). (3) WFH benefits (pull factors) attenuate the moderating effect of WFH constraints.

Organizations may benefit from identifying and boosting the saliency of WFH benefits, while considering and remedying WFH constraints.

The authors contribute theoretically by integrating push–pull factors into the discussion about WFH and boundary management. We also make a contextual contribution by drilling down into the specificities of nonvoluntary WFH. The expected upward trends in nonvoluntary WFH rates underscore the need to understand factors that improve outcomes among individuals who lack agency in the decision to WFH.

Previous studies on cyberloafing have so far not focused on the interlinkages among push factors, pull factors, consequences of actions and value orientations of the employees in a comprehensive manner. The purpose of this study is to close that gap by integrating push-pull theory with means-end chain framework.

Using a soft-laddering technique, semi-structured interviews were conducted with 21 Indian employees from various organizations with prior written consent. After performing the content analysis and preparation of ladders, an implication matrix and a hierarchical value map were constructed using the LadderUX tool.

“Upholding conversational conformity,” “achieving efficiency through noise cancellation,” “addressing occasional requirements,” “social networking as a coping mechanism,” “staying informed and sharing opinions,” “attempting job or profile alteration” and “fulfilling transactional obligations” turned out to be the seven prominent means-end chain patterns, with their respective push-pull factors, consequences and value orientations. This study also suggested the multifaceted character of cyberloafing in a continuum, from “serious-destructive” to “minor-positive” to “facilitative-productive.”

This study has been conducted by focusing on cyberloafing at physical workplaces and not in the context of distributed work environments.

The findings of this study will enable organizations to frame an appropriate set of guidelines to control this behavior.

To the best of the authors’ knowledge, this study is the first to integrate the push-pull theory and means-end chain framework to explore the nuances of cyberloafing among employees.