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The main purpose of this paper is to establish the mediating effect of credit counselling in the relationship between access to microcredit and survival of micro small and medium-sized enterprises (MSMEs) in developing countries in sub-Saharan Africa post COVID-19 pandemic with data collected from rural Uganda.

Structural equation modelling (SEM) through SmartPLS 4.0 was used to generate the standardized parameters to test whether credit counselling mediates the relationship between access to microcredit and survival of MSMEs in developing countries in sub-Saharan Africa post COVID-19 pandemic with data collected from rural Uganda.

The SEM bootstrap results revealed that credit counselling enhances access to microcredit by 27% to promote survival of MSMEs in developing countries in sub-Saharan Africa post COVID-19 pandemic with data collected from rural Uganda.

The current study focused only on women MSMEs. Future studies may possibly collect data from all the MSMEs to draw better generalization of the findings within the sector.

The findings can help public finance policy to ensure provision of credit counselling to microentrepreneurs who borrow from different financial institutions to reduce the problem of loan defaults and delinquency rampant in lending. This could be done through conducting routine business education and counselling sessions for microentrepreneurs who often need credit to grow their businesses.

This study is amongst the first few studies to establish the mediating effect of credit counselling in the relationship between access to microcredit and survival of MSMEs in developing countries in sub-Saharan Africa in the aftermath of COVID-19 pandemic with data collected from rural Uganda. There is a dearth in literature and theory on the rehabilitative and preventive role of credit counselling in reducing repayment defaults amongst borrowers within the credit market to spur survival of MSMEs seen as the main enabler of economic growth, especially in developing countries. In fact, credit counselling acts as a safety net by substituting financial literacy and education to solve the rampant problem of overindebtedness amongst borrowers who are debt illiterate within the credit market.

This study aims to highlight the influence of co-creation experience (CCE) on tourists’ citizenship behavior (TCB), emphasizing the Indonesian ecotourism sector during the post-COVID pandemic.

By using a judgmental sampling, data were collected from 150 visitors who visits Indonesian ecotourism resort and acquired the wildlife experience through co-creation process. To evaluate the relationship model, partial least squares-structural equation modeling by SmartPLS 3rd version was used in this study.

The result indicated that CCE in terms of Indonesian ecotourism had an effect on involvement (INV) and satisfaction (SAT). Result ascertain INV and SAT direct effect on TCB. Multigroup analysis indicated that perceived risk of COVID-19 could moderate insignificantly the relationship among INV, SAT on TCB.

This study focuses on CCE, INV, SAT and TCB in Indonesian ecotourism with wildlife attraction and contributes an insight for tourism research; thus, the results cannot be generalized for other ecotourism worldwide.

The proposed model of this study suggests the need to review the current condition of citizenship behavior at destination level, especially regarding to cleanliness and crowd controlling on post-COVID pandemic to maintain tourists’ health and safety while traveling.

Achieving TCB in different types of destination (ecotourism) requires specific development models concerning environmental conditions.

Though CCE, INV, SAT and TCB have identified as main topics for tourism research especially in ecotourism sector, the related factors of TCB in post-COVID-19 era are remain limited.

本研究旨在强调共创体验（CCE）对游客公民行为（TCB）的影响, 重点是后疫情期间印尼生态旅游中的游客公民行为（TCB）。

通过判断抽样, 从访问印尼生态旅游胜地的 150 名游客收集了数据, 并通过共创过程获得了其野生动物体验。 为了评估关系模型, 本研究使用了 SmartPLS 第三版的偏最小二乘结构方程建模 (PLS-SEM)。

结果表明, 印尼生态旅游的 CCE 对参与度（INV）和满意度（SAT）有影响。 结果确定了INV和SAT对TCB的直接影响。 多组分析表明, covid-19 的感知风险对 INV 和 SAT 与 TCB 的关系影响不大。 本研究还描述了中介作用。

该研究重点关注印尼生态旅游中野生动物吸引力的CCE、INV、SAT, TCB, 为旅游研究提供见解; 因此, 研究结果不能推广到全世界其他生态旅游。

该研究提出的模型表明, 有必要审查目的地层面公民行为的现状, 特别是在新冠大流行后的卫生和人群控制方面, 以维护游客在旅行时的健康和安全。

在不同类型的目的地（生态旅游）中实现游客的公民行为需要针对不同的环境条件而选择开发模式。

尽管 CCE、INV、SAT 和 TCB 是旅游研究中, 特别是在生态旅游领域的重点研究对象, 但在后疫情旅游过程中, 其与目的地公民行为相关的因素研究仍然有限。

Este estudio pretende poner de relieve la influencia de la experiencia de cocreación (CCE) en el comportamiento ciudadano de los turistas (TCB) haciendo hincapié en el sector del ecoturismo indonesio durante el periodo post-pandémico de la COVID-19.

Mediante el uso de un muestreo de juicio, se recopilaron datos de 150 visitantes que visitaron un centro de ecoturismo en Indonesia y adquirieron la experiencia de la vida silvestre a través del proceso de co-creación. Para evaluar el modelo de relación, en este estudio se utilizó el modelo de ecuaciones estructurales de mínimos cuadrados parciales (PLS-SEM) de SmartPLS 3.^a versión.

El resultado indicó que la CCE en términos de ecoturismo indonesio tuvo un efecto sobre la implicación (INV) y la satisfacción (SAT). El resultado determinó que INV y SAT tienen un efecto directo sobre el TCB. El análisis multigrupo indicó que el riesgo percibido del covid-19 modera de forma insignificante la relación INV y SAT con el TCB. Papel mediador también descrito en este estudio.

el estudio se centra en CCE, INV, SAT, TCB en el ecoturismo indonesio con atracción de vida silvestre y aporta información para la investigación turística; por lo tanto, los resultados no pueden generalizarse para otros ecoturismos en todo el mundo.

el modelo propuesto en el estudio sugiere la necesidad de revisar la condición actual del comportamiento ciudadano a nivel de destino, especialmente en lo relativo a la limpieza y el control de multitudes en la etapa poscovid para mantener la salud y la seguridad de los turistas durante el viaje

lograr un comportamiento ciudadano de los turistas en diferentes tipos de destino (ecoturismo) requiere modelos de desarrollo específicos en relación con las condiciones ambientales.

aunque CCE, INV, SAT y TCB se identifican como una prioridad para la investigación turística, especialmente en el sector del ecoturismo, los factores relacionados en el curso del turismo post-covid-19 que se relacionan con la ciudadanía a nivel de destino siguen siendo limitados.

In tourism live streaming (TLS), streamers strive to capture viewers’ attention by responding quickly to viewers’ requests and providing tourism-related knowledge. However, the effectiveness of such practices in the TLS context remains unclear. Accordingly, based on flow theory, this study aims to uncover the effects of responsiveness and knowledge spillover on viewers’ travelling intentions.

The authors collected 319 valid questionnaires to examine the proposed model. Followingly, the authors used a partial least squares structural equation modelling approach using SmartPLS 4 to analyse the survey data.

The authors found that responsiveness could enhance viewers’ flow experience and destination attachment, fostering travelling intentions. The authors further found that knowledge spillover strengthened the relationship between responsiveness and travelling intentions and responsiveness and flow experience.

This study broadens the scope of extant tourism research by juxtaposing the effects of responsiveness and knowledge spillover on viewers’ travelling intentions in the TLS context. Practically, the findings provide valuable insights for streamers to conduct appropriate viewer–streamer interaction strategies by providing instant responses and tourism-related knowledge to viewers.

在旅游直播中, 主播常常通过快速响应观众并提供目的地知识, 以吸引观众注意。然而这种策略是否有效地提升了观众的旅游意愿仍需进一步验证。因此, 本研究基于心流理论验证了响应性及知识溢出效应对观众旅游意愿的影响。

我们通过评估319份有效问卷来检验所提出的模型, 采用了SmartPLS软件构建偏最小二乘结构方程模型（PLS-SEM）分析问卷数据。

我们发现, 响应性将增强观众的心流体验和目的地依恋感, 从而促进旅游意愿。此外, 知识溢出效应强化了响应性和旅游意愿及响应性和心流体验之间的关系。

本研究同时关注响应性及知识溢出在旅游直播情境下对观众旅游意愿的影响机制。从实践层面, 本研究为旅游主播提供了高效互动及目的地推广的策略。

En las retransmisiones turísticas en directo (TLS), los organizadores se esfuerzan por captar la atención de los espectadores respondiendo de forma rápida a sus peticiones y aportando conocimientos relacionados con el turismo. Sin embargo, la eficacia de estas prácticas en el contexto de la retransmisión turística en directo sigue sin estar clara. Por consiguiente, este estudio, basado en la teoría del flujo, trata de descubrir los efectos de la capacidad de respuesta y la difusión de conocimientos en la intención de viajar de los espectadores.

Se recogieron 319 cuestionarios válidos para examinar el modelo propuesto. Seguidamente, se aplicó la técnica de ecuaciones estructurales con mínimos cuadrados parciales (PLS-SEM) mediante el software SmartPLS para analizar los datos de la encuesta.

Se concluye que la capacidad de respuesta mejoraría la experiencia de flujo de los espectadores y el apego al destino, fomentando su intención de viajar. Además, se comprueba que la difusión de conocimientos fortalece la relación entre (1) la capacidad de respuesta y la intención de viajar y (2) la capacidad de respuesta y la experiencia de flujo.

La presente investigación amplía el enfoque de los estudios existentes en la investigación turística al aproximar los efectos de la capacidad de respuesta y la difusión de conocimientos sobre la intención de viajar de los espectadores en el contexto de retransmisiones turísticas en directo. Desde el punto de vista práctico, los resultados aportan ideas para que los streamers empleen estrategias de interacción apropiadas con los espectadores, proporcionándoles respuestas instantáneas y transmitiéndoles conocimientos relacionados con el turismo.

The study aims to investigate hotel employees’ intentions to stay in industry with the mediating role of psychological contract fulfilment (PCF) and moderating role of positive emotions and position held (frontline employees vs managers) in post-lockdown era.

The study has followed quantitative approach following the cross-sectional design. 414 respondents of hotel industry were contacted via online and offline method. The data was analysed using partial least square method using SmartPLS 3.0.

The findings suggest that perceived organizational support and supervisor trust had a good impact on psychological contract fulfilment and contributed positively to psychological empowerment. Additionally, psychological empowerment positively impacted psychological well-being and psychological well-being positively impacted intention to stay in hotel industry. PCF positively mediated the relationship between organizational support, trust in supervisor and psychological empowerment. Positive emotions positively moderated the relationship between PCF and psychological empowerment. Multi-group analysis revealed that the managers and frontline employees perceived the PCF and psychological well-being differently.

To the best of the authors’ knowledge, this study is one of the few to explore the intention to stay in hotel industry by integrating social exchange theory, organization support theory and broaden-and-build theory post lockdown circumstances.

本研究旨在探讨后封锁时代心理契约履行的中介作用与积极情绪和职位(一线员工vs管理者)的调节作用影响下酒店员工留任意向。

采用定量方法的横断面设计。通过线上和线下的方式联系了414位酒店行业的受访者。使用Smartpls 3.0软件对数据进行偏最小二乘法分析。

组织支持感和上级信任感对心理契约履行有显著影响, 对心理赋能有正向影响。此外, 心理赋能正向影响心理幸福感, 心理幸福感正向影响酒店业留任意愿。心理契约履行正向中介组织支持、主管信任与心理赋能之间的关系。积极情绪正向调节心理契约履行与心理赋能的关系。多群体分析显示, 管理者和一线员工对心理契约履行和心理幸福感的感知存在差异。

本文结合社会交换理论、组织支持理论和扩宽构建理论, 是为数不多探讨后封锁环境下酒店业留任意愿的研究。

El estudio tiene como objetivo investigar la intención de los empleados de hotel de permanecer en la industria con el papel mediador del cumplimiento del contrato psicológico y el papel moderador de las emociones positivas y la posición ocupada (empleados de primera línea v/s directivos) en la era post-cierre patronal.

El estudio ha seguido un enfoque cuantitativo con un diseño transversal. Se contactó con 414 encuestados del sector hotelero a través de métodos online y offline. Los datos se analizaron mediante el método de mínimos cuadrados parciales con Smartpls 3.0.

Los resultados sugieren que el apoyo organizativo percibido y la confianza del supervisor tuvieron un buen impacto en el cumplimiento del contrato psicológico y contribuyeron positivamente a la capacitación psicológica. Además, el empoderamiento psicológico influyó positivamente en el bienestar psicológico y el bienestar psicológico influyó positivamente en la intención de permanecer en la industria hotelera. El cumplimiento del contrato psicológico medió positivamente en la relación entre el apoyo organizativo, la confianza en el supervisor y el empoderamiento psicológico. Las emociones positivas moderaron positivamente la relación entre el cumplimiento del contrato psicológico y la capacitación psicológica. El análisis multigrupo reveló que los directivos y los empleados de primera línea percibían de forma diferente el cumplimiento del contrato psicológico y el bienestar psicológico.

El estudio es uno de los pocos que exploran la intención de permanecer en la industria hotelera integrando la teoría del intercambio social, la teoría del apoyo organizativo y la teoría de ampliar y construir en circunstancias posteriores al cierre.

This study aims to investigate the indirect effects of workplace ostracism on service performance and on employees’ procrastination behaviour via job insecurity and the intention to sabotage. It further examines the moderating effect of intrinsic motivation between ostracism and job insecurity and ostracism and intention to sabotage.

The empirical data were collected from 256 employees of the hotel industry in metropolitan cities in Uttar Pradesh, India, and for hypothesis testing, SmartPLS was used.

Based on the conservation of resources theory, the findings disclose that job insecurity mediates the link concerning ostracism and service performance to some extent, whereas job insecurity and sabotage intent both partially mediate the affirmative linkages between workplace ostracism and procrastinating behaviour. Furthermore, the study also confirms that intrinsic motivation dampens the positive relationship between ostracism and job insecurity and the intention to sabotage.

To deal with negative work behaviour at the workplace due to ostracism, hospitality establishments may incorporate interpersonal score-based assessment, acknowledge and appreciate intrinsically motivated employees for developing a positive work environment. Apart from this, the learning and development department of the tourism and hospitality industries may introduce “buddy learning” and the “smart buddy” concept to develop a culture of appreciating and accepting colleagues rather than bullying them.

This study investigated the mediating effect of job insecurity and sabotage intention on the association between ostracism and service performance and ostracism and workplace procrastination behaviour for the first time in the tourism and hospitality literature. Furthermore, it is a unique study that investigated the buffering effect of intrinsic motivation on the linkage concerning ostracism, job insecurity and employees’ sabotage intentions.

实证数据收集自印度北方邦大都市的酒店行业的256名员工, 并采用SmartPLS模型进行假设检验。

本研究探讨了工作场所排斥经由工作不安全感和破坏意图对服务绩效及员工拖延行为的间接影响。进一步检验了排斥和工作不安全感与排斥和破坏意图之间的内在动机的调节作用。

基于资源保存理论, 研究发现揭示了工作不安全感在一定程度上中介了排斥与服务绩效之间的关系, 而工作不安全感和破坏意图在部分地中介了工作场所排斥与拖延行为之间的正向联系。进一步地, 该研究证明了内在动机抑制了排斥、工作不安全感和破坏意图之间的正相关关系。

为了处理工作中由于排斥而导致的消极工作行为, 酒店机构可以采用基于人际关系得分的评估, 承认和鼓励受内在激励的员工创造积极的工作环境。此外, 旅游及酒店业的学习及发展(L&D)部门可引入“伙伴学习”和“聪明伙伴”的概念, 建立一种欣赏和接纳同事的文化, 而不是霸凌他们。

本研究在旅游与酒店文献中首次研究了工作不安全感和破坏意图在排斥和服务绩效、排斥与工作拖延行为之间的中介作用。此外, 本研究是一个考察内在动机在排斥、工作不安全感和员工破坏意图之间的缓冲作用的独特的研究。

Los datos empíricos se recogieron de 256 empleados de la industria hotelera de ciudades metropolitanas de Uttar Pradesh, India, y para la comprobación de hipótesis se empleó SmartPLS.

Este estudio analiza los efectos indirectos del ostracismo laboral en el rendimiento del servicio y en el comportamiento de procrastinación de los empleados a través de la inseguridad laboral y la intención de sabotaje. Asimismo, examina el efecto moderador de la motivación intrínseca entre el ostracismo y la inseguridad laboral y el ostracismo y la intención de sabotaje.

Basándose en la teoría de la conservación de los recursos (COR), los resultados revelan que la inseguridad laboral media en cierta medida el vínculo relativo al ostracismo y el rendimiento en el servicio, mientras que tanto la inseguridad laboral como la intención de sabotaje median parcialmente los vínculos afirmativos entre el ostracismo laboral y el comportamiento procrastinador. Adicionalmente, el estudio también confirma que la motivación intrínseca modera la relación positiva entre el ostracismo y la inseguridad laboral y la intención de sabotaje.

Para hacer frente a los comportamientos laborales negativos en el lugar de trabajo debidos al ostracismo, los establecimientos hosteleros pueden incorporar una evaluación basada en la puntuación interpersonal, reconocer y apreciar a los empleados intrínsecamente motivados para desarrollar un entorno laboral positivo. Además, el departamento de Aprendizaje y Desarrollo (L&D) del sector turístico y hotelero puede introducir el concepto de “Aprendizaje de compañero/as” y el de “Compañero/a inteligente” para desarrollar una cultura de aprecio y aceptación de los compañero/as en lugar de intimidarlos.

Este estudio investiga por primera vez en la literatura del turismo y la hostelería el efecto mediador de la inseguridad laboral y la intención de sabotaje en la asociación entre el ostracismo y el rendimiento del servicio, y el ostracismo y el comportamiento de procrastinación en el lugar de trabajo. Además, se trata de un estudio único que investiga el efecto moderador de la motivación intrínseca en la relación entre el ostracismo, la inseguridad laboral y las intenciones de sabotaje de los empleados.

This study aims to examine the negative effects of excessive product packaging (EPP), greenwashing and green confusion on green brand equity (GBE). Furthermore, the moderating role of brand credibility in mitigating the negative effects of green marketing was investigated.

A within-subject experiment was conducted to evaluate excessive versus minimal product packaging to test the proposed hypotheses. Data analysis was performed with SmartPLS 3.3.3, which analyzed data from 206 consumers.

The results showed that EPP positively predicts greenwashing and green confusion. However, greenwashing has a negative impact on GBE. Brand credibility was also discovered to moderate the negative relationship between greenwashing and GBE, thereby reducing the negative effect of greenwashing.

The findings imply that marketing managers should understand the consumers’ concerns for the environment, making product and brand strategies that promote environmental protection and sustainability.

This study contributes to the green marketing literature by empirically validating the positive impacts of EPP on greenwashing and green confusion, as well as the negative influence of greenwashing on GBE. Furthermore, it reveals how brand credibility can reduce the harmful effects of greenwashing on GBE.

Examinamos los efectos negativos del embalaje excesivo de los productos, el “greenwashing” y la confusión verde sobre el valor de la marca verde. Además, se investigó el papel moderador de la credibilidad de la marca para mitigar los efectos negativos del marketing ecológico.

Se llevó a cabo un experimento intra-sujeto para evaluar el embalaje excesivo de los productos frente al mínimo envase posible, con el fin de comprobar las hipótesis propuestas. El análisis de los datos se realizó con SmartPLS 3.3.3, con una muestra de 206 consumidores.

Los resultados mostraron que el embalaje excesivo de los productos predice positivamente el greenwashing y la confusión ecológica. Sin embargo, el greenwashing tiene un impacto negativo en el valor de la marca verde. También se descubrió que la credibilidad de la marca modera la relación negativa entre el greenwashing y el valor de la marca verde, reduciendo así el efecto negativo del greenwashing.

Las conclusiones implican que los directores de marketing deben comprender las preocupaciones de los consumidores por el medio ambiente, elaborando estrategias de producto y de marca que promuevan la protección del medio ambiente y la sostenibilidad.

Este estudio contribuye a la bibliografía sobre el marketing ecológico al validar empíricamente los efectos positivos del embalaje excesivo de los productos sobre el greenwashing y la confusión ecológica, así como la influencia negativa del greenwashing sobre el valor de la marca ecológica. Además, revela cómo la credibilidad de la marca puede reducir los efectos perjudiciales del greenwashing sobre el valor de la marca verde.

我们研究了产品过度包装、洗绿和绿色混淆对绿色品牌资产的负面影响。此外, 我们还研究了品牌信誉在减轻绿色营销负面影响中的调节作用。

我们进行了一项受试者内实验, 以评估产品过度包装和最小包装, 从而检验所提出的假设。用SmartPLS 3.3.3进行数据分析, 该软件分析了206来自名消费者的数据。

结果显示, 过度的产品包装正向预测了洗绿和绿色混淆。然而, 洗绿对绿色品牌资产有负面的影响。品牌信誉也被发现可以调节洗绿和绿色品牌资产之间的负面关系, 从而减少洗绿的负面影响。

研究结果表明, 营销经理应该了解消费者对环境的关注, 制定促进环境保护和可持续发展的的产品和品牌战略。

本研究通过实证验证产品过度包装对洗绿和绿色混淆的积极影响, 以及洗绿对绿色品牌资产的负面影响, 为绿色营销文献做出了贡献。此外, 它还揭示了品牌信誉如何减少洗绿对绿色品牌资产的有害影响。

绿色营销, 洗绿, 绿色混淆, 品牌资产, 品牌信誉, 以及产品过度包装

文章类型： 研究型论文

The present study aims to investigate the relationship between innovative leadership and sustainable performance in the education sector. The present study also tested the moderation role of personality traits agreeableness, extraversion, emotional stability, conscientiousness and openness in the relationship.

Data for the present study were collected from 209 university teachers. The employed sampling technique was convenience, and the sample size was calculated through the Kerjis–Morgan method. Furthermore, a survey method using a questionnaire was used in this study. For the data analysis, SPSS and SmartPLS were used.

The present study found that innovative leadership has a significantly positive relationship with sustainable performance. Results also confirmed the moderating effects of personality traits such as agreeableness, extraversion, emotional stability, conscientiousness and openness.

The relationship between innovative leadership and sustainable performance for the first time in the education sector’s context. Secondly, this study contributed to the moderating role of personality traits such as agreeableness, extraversion, emotional stability, conscientiousness and openness between innovative leadership and sustainable performance, which was a yet-to-explored phenomenon. The study model was tested through the combination of the big five-factor model and the theory of planned behaviour, which is another novelty of the study.

Currently, consumers of financial products and services have become more vulnerable to predatory financial institutions, especially in the aftermath of Covid-19 pandemic. Therefore, financial consumers like the persons with disabilities (PWDs) should be equipped with knowledge and skills to help them to evaluate complex financial products on offer in financial markets, especially in developing countries to avoid being victims of fraudulent lending. The purpose of this study is to establish whether customized financial literacy mediates the relationship between financial consumer protection and financial inclusion of PWDs’ owned MSMEs in rural Uganda post Covid-19 pandemic.

SmartPLS 4.0 was used to construct the measurement and structural equation models to test whether customized financial literacy significantly mediates the relationship between financial consumer protection and financial inclusion of PWDs’ owned MSMEs in rural Uganda post Covid-19 pandemic.

The results revealed a partial mediating effect of customized financial literacy in the relationship between financial consumer protection and financial inclusion of PWDs’ owned MSMEs in rural Uganda post Covid-19 pandemic. Conducting customized financial literacy increases financial consumer protection by 12 percentage points to promote financial inclusion of PWDs’ owned MSMEs in rural Uganda post Covid-19 pandemic.

This study focused only on customized financial literacy and financial consumer protection to promote universal financial inclusion of PWDs’ owned MSMEs post Covid-19 pandemic. Future studies may use data collected from other vulnerable groups amongst the unbanked population in developing countries, Uganda inclusive. In addition, this study also collected only quantitative data from the selected population. Further studies can be conducted using key informant interviews and focused group discussion to get the perceptions of the PWDs on being protected from exploitation by unscrupulous financial institutions.

The findings from this study can help policymakers in developing countries like Uganda to revise the existing consumer protection law to include strong clauses on protection of people with special needs like the PWDs. The law must ensure that they are not exploited by financial institutions because of their conditions. The law ought to make sure that the PWDs are educated about their rights in the financial market place and all information on financial products offered by financial institutions should be simplified and interpreted to them before they make consumption decisions.

To the best of the authors’ knowledge, the present study is amongst the first few studies to provide a meticulous and unique discourse on the ever increasing role of financial literacy combined with consumer protection to reduce consumption risks within the financial markets, especially in developing countries in the aftermath of global pandemic shocks. This study uses the social learning theory, theory of reasoned action and theory of planned behaviour to elucidate how customized financial literacy can enhance consumer protection to increase financial inclusion of groups with special needs like the PWDs who have become more susceptible to exploitation by unscrupulous financial institutions in under-developed financial markets, especially in post Covid-19 pandemic.

Supply chain (SC) management is more challenging than ever. Significantly, the pandemic has provoked global and economic destruction that appeared in the manufacturing industry as a “black swan.” Therefore, the purpose of this study was to examine the role of information processing and digital supply chain in supply chain resilience through supply chain risk management.

This study examines SC risk management and resilience from an information processing theory perspective. The authors used data collected from 251 SC professionals in the manufacturing industry, and the authors used a quantitative method to analyze the data. The data was analyzed using partial least squares-structural equation modeling. To confirm the higher-order measurement model, the authors used SmartPLS version 4 software.

This study found that information processing capability (disruptive orientation and visibility in high-order) and digital SC significantly and positively affect SC risk management and resilience. Similarly, SC risk management positively mediates the relationship between information processing capability and digital SC. However, information processing capability was found to have a more substantial effect on SC risk management than the digital SC.

This study has both academic and practical contributions. It contributed to existing information processing theory, and manufacturing firms can improve their performance by proactively responding to SC disruptions by recognizing the pivotal role of study variables in risk management for a resilient SC.

The conceptual model of this study is based on information processing theory, which asserts that synchronizing information processing capabilities and digital SCs allows a firm to deal with unplanned events. SC disruption orientation and visibility are considered risk controllers as they allow the firms to be more proactive. An integrated model of conceptualizing the disruption orientation, visibility (higher-order) and digital SC with information processing theory makes this research novel.

The study explored various dimensions of overconfidence bias (OB) among retail investors in Indian financial markets. Further, these dimensions were validated through formative assessments for OB.

The study applied exploratory factor analysis (EFA) to 764 respondents to explore dimensions of OB. These were validated with formative assessments on 489 respondents by the partial least square path modeling (PLS-PM) approach in SmartPLS 4.0 software.

The major findings of EFA explored four dimensions for OB, i.e. accuracy, perceived control, positive illusions and past investment success. The formative assessments revealed that positive illusions followed by past investment success among retail investors played an instrumental role in orchestrating the OBs that affect investment decisions in financial markets.

The formative index of OB has several practical implications for registered financial and investment advisors, bank advisors, business media companies and portfolio managers, besides individual investors in the domain of behavioral finance.

This research provides a novel approach to provide a formative index of OB with four dimensions. This formative index can acts as an overview for upcoming researchers to investigate the OB of retail individual investors.

1. Overconfidence bias is an important predictor of retail investors' behavior

2. Formative dimensions of the overconfidence bias index.

3. Accuracy, perceived control, positive illusions and past investment success are important dimensions of overconfidence bias.

4. Modern portfolio theory and illusion of control theory support this study.

Overconfidence bias is an important predictor of retail investors' behavior

Formative dimensions of the overconfidence bias index.

Accuracy, perceived control, positive illusions and past investment success are important dimensions of overconfidence bias.

Modern portfolio theory and illusion of control theory support this study.