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Full-Text Articles in Business

The Impact Of Digital Transformation On Institutional Growth. A Case Of Zimbabwean Universities, Vusumuzi Maphosa Sep 2023

The Impact Of Digital Transformation On Institutional Growth. A Case Of Zimbabwean Universities, Vusumuzi Maphosa

African Conference on Information Systems and Technology

The pressure for institutions to digitally transform has been building, and COVID-19 accelerated the transition in developing countries. The study evaluated the impact of digital transformation on Zimbabwean universities. The Microsoft digital transformation framework guided the study. Thematic analysis was used to extract meaning and generate themes from qualitative data from university ICT Directors. Results show that digital transformation positively impacted institutional growth and efficiency. Most universities invest in digital technology to increase service reliability and availability. Digital transformation teams were bolstered to support student processes and create personalised learning journeys. The digital transformation led to the adoption of several …


Digital Transformation Of Smes Through Social Media, Georgette Eugenia Otoo, Raphael Amponsah, Eric Afful-Dadzie, Emmanuel Awuni Kolog Sep 2023

Digital Transformation Of Smes Through Social Media, Georgette Eugenia Otoo, Raphael Amponsah, Eric Afful-Dadzie, Emmanuel Awuni Kolog

African Conference on Information Systems and Technology

This research paper explores the strategic integration of social media platforms by Small and Medium-sized Enterprises (SMEs) in Low- and Middle-Income Countries (LMICs) beyond marketing. Drawing from Resource-Based View and Dynamic Capabilities theories, the study investigates how social media enhances management, coordination, and control functions. Through five diverse case studies from Ghana, findings reveal SMEs’ innovative use of platforms like Instagram, WhatsApp, Slack, and Trello. These platforms foster efficient internal communication, customer engagement, project management, and talent acquisition. Challenges such as technical expertise and dynamic digital landscapes are identified.


Internet Of Things Affordance For Open Educational Resources In A Comprehensive Open Distance E-Learning, Lancelord Mncube Sep 2023

Internet Of Things Affordance For Open Educational Resources In A Comprehensive Open Distance E-Learning, Lancelord Mncube

African Conference on Information Systems and Technology

The Internet of Things (IoT) space has dual dimensions of affordance to support open educational resources (OER). The duality of affordance has little or not been well articulated in relation to OER, particularly in a Comprehensive open distance e-learning (CODEL) institution. Such an institution is a mega open distance in South Africa and beyond the continent to accommodate students globally and rely on information and communication technology (ICT) in the provision of tuition. In the CODEL institution, there is a recognizable shift as the institution encourages the appropriation of OER and phasing out the prescription of the prescribed textbooks. The …


Benefits Of Adopting Micro-Credentials For Skills Development, Oyena Nokulunga Mahlasela, Adriana A. Steyn Sep 2023

Benefits Of Adopting Micro-Credentials For Skills Development, Oyena Nokulunga Mahlasela, Adriana A. Steyn

African Conference on Information Systems and Technology

Micro-credential providers are increasing both in diversity and volume. However, employers are still concerned about their role in skill development. This study aimed to understand how micro-credentials can assist employees in skills development. A systematic literature review was conducted for studies published between (2016 to 2023). Thirty-two sources were included in the final review. After that, five recommendations for employers when adopting micro-credentials were constructed first by (1) defining the value of formal and informal education. (2) exploring micro-credentials as a tool for skills development. (3) encouraging organisations to collaborate with other institutions. (4) encouraging continuous personalised learning, known as …


Factors Influencing The Retention Of Millennial Software Developers In South African Companies, Kim Fouche, Maureen Tanner Sep 2023

Factors Influencing The Retention Of Millennial Software Developers In South African Companies, Kim Fouche, Maureen Tanner

African Conference on Information Systems and Technology

South Africa has an Information Technology skills shortage leading to high turnover of Information Technology professionals. Not only do companies face significant costs in replacing software developers, but high mobility also affects staff morale. Millennials are known to be more loyal to their own needs and do not tend to stay at companies for long, increasing the complexities of retention. This study explores the factors that influence the retention of millennial software developers in South African companies. The qualitative study was carried out using online semi-structured interviews. The study found that work environment, lifestyle, and management style, play a key …


Factors Influencing The Establishment Of Technology Innovation Hubs - A Structured Literature Review, Oluwaseun Alexander Dada, Jean-Paul Van Belle Sep 2023

Factors Influencing The Establishment Of Technology Innovation Hubs - A Structured Literature Review, Oluwaseun Alexander Dada, Jean-Paul Van Belle

African Conference on Information Systems and Technology

The research context focuses on the establishment of innovation hubs within specific geographical locations, aiming to drive innovation and economic development. The research scope encompassed a thorough examination of existing literature to uncover the diverse range of factors influencing AI hub creation and success. Our research was prompted by the need to address the lack of a comprehensive understanding of these factors. With the aim of examining, we adopted the Structured Literature Review (SLR) methodology. Through our comprehensive analysis, we identified a multitude of critical factors. Based on the number of sources in which they were reported, the factors are …


Adoption Of Ict To Support Rural Small-Holder Farmers : A Systematic Review, Abdus Salaam Seat, Shaun Pather Sep 2023

Adoption Of Ict To Support Rural Small-Holder Farmers : A Systematic Review, Abdus Salaam Seat, Shaun Pather

African Conference on Information Systems and Technology

Access to Information and Communication Technologies (ICTs) are slowly becoming more available to rural communities given a number of innovative approaches over recent years such as the implementation of Community Networks (CNs). Consequently, ICTs are able to become more meaningful in support of livelihoods of these communities, such as in agriculture production. Potential benefits to smallholder farmers include increase yields and reduced effort. However, there is very little evidence of smallholder farmers integrating ICTs into their livelihood activity. In this paper a Systematic Literature Review is used to explore the challenges faced in this sector. A total of 83 articles …


Information Technology Decision Makers’ Readiness For Artificial Intelligence Governance In Institutions Of Higher Education In South Africa, John Mangundu Sep 2023

Information Technology Decision Makers’ Readiness For Artificial Intelligence Governance In Institutions Of Higher Education In South Africa, John Mangundu

African Conference on Information Systems and Technology

Artificial intelligence (AI) can enhance the educational experience for academics and students. However, research has inadequately examined AI ethics and governance, particularly in the higher education sector of developing economies such as South Africa. AI governance ensures that envisioned AI benefits are realized while reducing AI risks. Against this backdrop of huge research deficit, the current study reports on a qualitative exploratory study that investigates the state of readiness for AI governance and AI governance maturity in South African higher education institutions. Informed by the combination of the TOE framework, the traditional IT governance model and the adapted IT governance …


Using Business Databases To Inform Data Privacy Practices, James Henry Smith Jul 2023

Using Business Databases To Inform Data Privacy Practices, James Henry Smith

Midwest Business Librarian Summit (MBLS)

Data Privacy is an active practice that requires users to actively participate in informed consenting for their personal data protection. Part of that process is gathering information about the companies that request access to users data. In this lightning talk, an information literacy librarian will walk participants through the metacognitive process of deciding which data to share with companies when interacting with their online interfaces. This process starts with acknowledging the value of personal data collection, then a walk through which business databases users can engage with to better understand how their data exhaust is bought and sold to data …


Young Indigenous Entrepreneurs- Supporting Changemakers Through Entrepreneurship And Advocacy Of Indigenous Issues, Anita Lakra, Emily Wang, Shagufta Farheen Jun 2023

Young Indigenous Entrepreneurs- Supporting Changemakers Through Entrepreneurship And Advocacy Of Indigenous Issues, Anita Lakra, Emily Wang, Shagufta Farheen

ITSA 2022 Gran Canaria - 9th Biennial Conference: Corporate Entrepreneurship and Global Tourism Strategies After Covid 19

Indigenous youth are reclaiming their language, customs and land. They are at the forefront of Canada’s fastest-growing population, yet continue to face barriers in health, education and justice systems. Indigenous tourism often exploits Indigenous communities. However, self-driven Indigenous tourism is an opportunity for Indigenous communities to strengthen their culture and economy. Many Indigenous youth aspire to start businesses. Their products are often sold not just nationally, but also to international customers. Hence, a program that provides financial literacy courses and personalized business advice can support young Indigenous entrepreneurs. Based on the experience of a young Indigenous entrepreneur who sells beadwork …


Public Policies For Tourism Recovery During Covid 19 Pandemic; A Case Study Of Spain, Mónica Pellejero, José Sanabria, Teresa Aguiar, Yazmina Araujo Jun 2023

Public Policies For Tourism Recovery During Covid 19 Pandemic; A Case Study Of Spain, Mónica Pellejero, José Sanabria, Teresa Aguiar, Yazmina Araujo

ITSA 2022 Gran Canaria - 9th Biennial Conference: Corporate Entrepreneurship and Global Tourism Strategies After Covid 19

The COVID-19 virus has caused the biggest worldwide economic crisis since the Great Depression of the 1930s and a “zero tourism” situation with catastrophic consequences. Many authors analyzed the economic impacts of the COVID-19 pandemic, but none of them have specifically examined Spain and government actions and public policies taken to fight the pandemic. Through the case study methodology, this paper presents a literature review of the most up-to-date studies on the impacts of the COVID-19 global pandemic. Secondly, we specify the different public intervention measures implemented by national, regional, and local authorities in Spain. Finally, we set out the …


Destinations’ Recovery Marketing Campaigns In Response To Pandemics, Eli Avraham Jun 2023

Destinations’ Recovery Marketing Campaigns In Response To Pandemics, Eli Avraham

ITSA 2022 Gran Canaria - 9th Biennial Conference: Corporate Entrepreneurship and Global Tourism Strategies After Covid 19

The Covid-19 pandemic has altered the paradigm of risk and recovery management but it is just one of many pandemics to have impacted destinations during the last two decades. This study examine how destination officials combated the image crises that followed SARS-2003, H1N1 Swine flu 2009-10, Zika 2016-17 and Covid-19. The literature dealing with combating pandemics has focused on the actual management of either a specific pandemic or regional aspects of a pandemic and less on the recovery marketing and image repair aspect. As a result, tourism academic literature has a shortage of image repair theoretical frameworks addressing multi-case health-related …


Managing E-Mindful Tourism Experiences: A Co-Creation Approach, Uglješa Stankov Jun 2023

Managing E-Mindful Tourism Experiences: A Co-Creation Approach, Uglješa Stankov

ITSA 2022 Gran Canaria - 9th Biennial Conference: Corporate Entrepreneurship and Global Tourism Strategies After Covid 19

No abstract provided.


A Creative Perspective On The Tourism Industry In Romania, Alexandra Zamfirache Jun 2023

A Creative Perspective On The Tourism Industry In Romania, Alexandra Zamfirache

ITSA 2022 Gran Canaria - 9th Biennial Conference: Corporate Entrepreneurship and Global Tourism Strategies After Covid 19

The purpose of this scientific paper is to review various aspects of the negative impact of the COVID-19 outbreak on the tourism sector in Romania. The paper is based on research that combines a analysis of economic indicators, completed a qualitative research, based on in-depth interviews conducted on the population of Brasov on assessing the travel during the pandemic. Based on the results of research and exploratory research in the literature, we have listed in a concise manner several measures to make tourism cleaner, safer and more sustainable after this famous pandemic.


Guest Attitudes In The Covid Era: Does Socioeconomic Status Impact The Acceptance Of Hotels' Green Practices?, Faranak Memarzadeh, Priya Raman Jun 2023

Guest Attitudes In The Covid Era: Does Socioeconomic Status Impact The Acceptance Of Hotels' Green Practices?, Faranak Memarzadeh, Priya Raman

ITSA 2022 Gran Canaria - 9th Biennial Conference: Corporate Entrepreneurship and Global Tourism Strategies After Covid 19

As the hotel industry is one of the sectors that is heavily affected by the pandemic, it is critical to discover which characteristics of guests’ priorities have transformed due to COVID-19, including guests' mindset about hotels’ green practices.

To offer the most effective sustainable service in the pandemic era, hoteliers need a clear perception of guests’ viewpoints on hotels’ green practices. Besides the guests’ demographic information, which helps in understanding their opinion about green service in the COVID-19 time, their socioeconomic status could predict the layout of their mindset and perceptions of the service in this specific period of time.


Can Digital Marketing On Instagram Help To Promote Sustainable Travel? Abstract, Jacques Bulchand-Gidumal Professor, Armin Brysch Professor Jun 2023

Can Digital Marketing On Instagram Help To Promote Sustainable Travel? Abstract, Jacques Bulchand-Gidumal Professor, Armin Brysch Professor

ITSA 2022 Gran Canaria - 9th Biennial Conference: Corporate Entrepreneurship and Global Tourism Strategies After Covid 19

The contribution of digitalization and digital platforms to tourism sustainability is a timely topic. In this research we analyze if a digital platform such as Instagram could contribute and be used as a tool to promote sustainability by destinations and by travelers. To this aim, we implement a methodology comprised of four steps: identifying the most recognized sustainable destinations in the world (i.e. Slovenia, New Zealand and Costa Rica), downloading and analyzing the last posts from the official accounts of the DMOs of these destinations, identifying the most frequently used hashtags related to sustainable tourism (#ecoturismo, #ecotourism, #sustainabletravel, #ecotravel and …


The Covid-19 And The Stock Market Behaviour Of The Tourism Sector In Spain., Isabel Carrillo-Hidalgo, Juan Ignacio Pulido-Fernández, Jose Luis Durán-Román, Jairo Casado-Montilla Jun 2023

The Covid-19 And The Stock Market Behaviour Of The Tourism Sector In Spain., Isabel Carrillo-Hidalgo, Juan Ignacio Pulido-Fernández, Jose Luis Durán-Román, Jairo Casado-Montilla

ITSA 2022 Gran Canaria - 9th Biennial Conference: Corporate Entrepreneurship and Global Tourism Strategies After Covid 19

The global pandemic caused by COVID-19, declared in March 2020, has had a dramatic impact on tourism, especially in Spain, as it was one of the first countries affected by the pandemic, as well as being one of the world’s biggest tourist destinations. Stock market values are responding to the evolution of the pandemic, especially in the case of tourist companies, so being able to quantify this relationship allows us to predict the effect of the pandemic on shares in the tourism sector, improving the response to the crisis. To this end, a model has been developed to predict the …


What Drives Satisfaction And Dissatisfaction Of Hotel Guests? An Exploratory Analysis Based On Tripadvisor, Carlos Díaz-Santamaría, Jacques Bulchand-Gidumal Professor, Santiago Melián-González Jun 2023

What Drives Satisfaction And Dissatisfaction Of Hotel Guests? An Exploratory Analysis Based On Tripadvisor, Carlos Díaz-Santamaría, Jacques Bulchand-Gidumal Professor, Santiago Melián-González

ITSA 2022 Gran Canaria - 9th Biennial Conference: Corporate Entrepreneurship and Global Tourism Strategies After Covid 19

Understanding the drivers of hotel guest satisfaction and dissatisfaction is basic for hotel managers. In this research, we use a large database of more than 30,000 reviews that were posted on TripAdvisor to investigate this issue. We use Power BI to assign a sentiment score to each review and to extract the main phrases from them. This allows us to create two datasets of words and phrases (one derived from the reviews of satisfied guests and one derived from the reviews of dissatisfied guests) in order to compare them. In order to compare both datasets, we perform a quantitative analysis. …


Tourists’ Meaning Of Sustainability As A Tool For Segmentation. A Biosphere Reserve Case Study, Juan Ignacio Pulido-Fernández, Yaiza López-Sánchez, Isabel Carrillo-Hidalgo, Jose Luis Durán-Román Jun 2023

Tourists’ Meaning Of Sustainability As A Tool For Segmentation. A Biosphere Reserve Case Study, Juan Ignacio Pulido-Fernández, Yaiza López-Sánchez, Isabel Carrillo-Hidalgo, Jose Luis Durán-Román

ITSA 2022 Gran Canaria - 9th Biennial Conference: Corporate Entrepreneurship and Global Tourism Strategies After Covid 19

This paper provides empirical evidence on the potential use of the meaning of sustainability for the tourist in segmentation studies. The analysis has been applied to a nature destination, specifically, in the “Sierras de Cazorla, Segura y Las Villas” Biosphere Reserve. In the first place, this research identifies, through a cluster analysis, three segments of tourists based on what the tourist considers sustainability to be (level of knowledge and commitment, as well as its implications for the destination), analyzing for each segment their sociodemographic and socioeconomic variables and their willingness to pay to improve the sustainability of destinations.

The results …


Technological Applications In Small Accommodation Businesses, Codruta Adina Baltescu Jun 2023

Technological Applications In Small Accommodation Businesses, Codruta Adina Baltescu

ITSA 2022 Gran Canaria - 9th Biennial Conference: Corporate Entrepreneurship and Global Tourism Strategies After Covid 19

The technological evolution in economic activities determines rapid changes and the need for permanent adaptation. In tourism and, especially in the field of hospitality, these transformations have essential influences on the organizational aspects, managerial decisions and, finally, on the companies' competitiveness. The study aims to assess the current state of use of technological applications in the small accommodation businesses, as well as the perceived advantages and barriers in managers’ views. This study presents the results of a qualitative research conducted on a sample of 20 managers of small hospitality businesses in Brasov County, Romania. The findings point out that the …


A Systematic Literature Review On The Responsible Travel Behavior Of Tourists In Destination Tourism, Ailin Fei, Jonathon G. Day Dr. Jun 2023

A Systematic Literature Review On The Responsible Travel Behavior Of Tourists In Destination Tourism, Ailin Fei, Jonathon G. Day Dr.

ITSA 2022 Gran Canaria - 9th Biennial Conference: Corporate Entrepreneurship and Global Tourism Strategies After Covid 19

Responsible travel can be referenced in a variety of ways in academic literature due to similar terms and synonyms. Responsible travel does not have a formal definition although, it is being researched in a wide range of contexts. This study is a systematic literature review on the responsible travel behavior of tourisms in destination tourism. This study aims to identify what literature exists currently that investigates or aims to promote responsible travel behavior of tourists at a destination. This study is also interested in identifying if there is any literature that measures the responsible travel behavior of tourists. This will …


Shark-Diving Tourism In The Macaronesian Archipelagos: Challenges And Opportunities, Pedro Gonzáles Mantilla Jun 2023

Shark-Diving Tourism In The Macaronesian Archipelagos: Challenges And Opportunities, Pedro Gonzáles Mantilla

ITSA 2022 Gran Canaria - 9th Biennial Conference: Corporate Entrepreneurship and Global Tourism Strategies After Covid 19

The Macaronesian region is typically heavily exploited by fisheries; however, in recent years, marine wildlife tourism has become popular and a shark-diving industry has emerged, potentially presenting an alternative for the sustainable use of sharks. Combining a literature review with interviews with dive operators conducting shark encounters in the Macaronesian archipelagos, we provide an overview of the challenges and conservation potential of shark-diving tourism for these territories. Owing to the regular presence of important shark species for tourism and the growth of the scuba-diving industry, shark-diving has potential to expand over the region. Yet, the overlap between European industrial fishing …


The Path And Enlightenment Of Data-Driven Digital Transformation Of Organizational Learning ——A Case Study Of The Practice Of China Telecom, Siyuan Xu, Wenhao Yu, Guanghua Jiang Jun 2023

The Path And Enlightenment Of Data-Driven Digital Transformation Of Organizational Learning ——A Case Study Of The Practice Of China Telecom, Siyuan Xu, Wenhao Yu, Guanghua Jiang

Adult Education Research Conference

This paper took China Telecom as a case. It has analyzed data-driven digital transformation in organizational learning, and summarized the methods and enlightenments of digital transformation.


The Financial Well-Being Of Households Through Digital Financial Inclusion: Does Age, And Gender Play Any Role? Evidence From Pakistan, Zahid Bashir, Sabeeh Iqbal, Muhammad Aamir May 2023

The Financial Well-Being Of Households Through Digital Financial Inclusion: Does Age, And Gender Play Any Role? Evidence From Pakistan, Zahid Bashir, Sabeeh Iqbal, Muhammad Aamir

3rd IBA SBS International Conference 2024

Purpose: The objective of the study is to examine the impact of a system of digital payment as an indicator of financial inclusion on the financial well-being of vulnerable class of Pakistan having no bank account. Additionally, the study investigates the moderating role of age and gender with a special emphasis on the relationship between digital payment, and financial well-being.

Methodology/Design/Techniques: The study uses quantitative data obtained from users of the digital payment system (Jazz Cash, Easy paisa, U-cash, RAAST, mobile banking apps, etc.) through an online research survey across Pakistan. The study tested the hypothesis using the Smart PLS …


"Church On My Couch": Predicting The Future Impact Of Online Ministry Based On The Impact During Covid-19, Samukeliso Mabarani, Sikhumbuzo Dube May 2023

"Church On My Couch": Predicting The Future Impact Of Online Ministry Based On The Impact During Covid-19, Samukeliso Mabarani, Sikhumbuzo Dube

Adventist Human-Subject Researchers Association

With “everything from home” as the new norm, “how does the use of digital platforms impact Adventist education, community engagement, and spiritual outreach?” Using a quantitative approach, we draw insights from online ministry during Covid-19 and use the insights to predict the future impact of online ministry statistically.


The Extent Of Faculty Development In Private Higher Institutions In Ghana, Isaac Ohene Ankomah, Sanderson Kyeraa Yeboah May 2023

The Extent Of Faculty Development In Private Higher Institutions In Ghana, Isaac Ohene Ankomah, Sanderson Kyeraa Yeboah

Adventist Human-Subject Researchers Association

The success of every higher education institution is evidenced by its effectiveness in achieving its institutional goals as specified in the form of attributes or institutional outcomes. Guided by the Institutional Outcomes Mapping of a private university as the framework, this research assessed the achievement of how faculties are developed in the three core attributes: Training, Coaching, and Mentoring in the private tertiary institutions in Ghana.


A Model Of Talent Management In A Faith-Based Institution: An Appreciative Inquiry, Kepha O. Pondi, Edivaldo S. Abel May 2023

A Model Of Talent Management In A Faith-Based Institution: An Appreciative Inquiry, Kepha O. Pondi, Edivaldo S. Abel

Adventist Human-Subject Researchers Association

Higher Educational Institutions (HEI) struggle to attract and retain talented employees to remain competitive. An appreciative inquiry using theory of attractive quality was conducted to develop a Talent Management Model (TM) to attract and retain talents. The themes that emerged included transparency in recruitment, workforce diversity, institutional mission, values and image, and work environment.


The Critical But Overlooked Player Protection Tool: Self Care For Customer Facing Staff, Stacy Shaw, Jay Robinson May 2023

The Critical But Overlooked Player Protection Tool: Self Care For Customer Facing Staff, Stacy Shaw, Jay Robinson

International Conference on Gambling & Risk Taking

BACKGROUND

Like many things, the need for self-care for staff came to light because of the pandemic. Every day, Oregon Lottery staff would go out and deal with angry, frightened, confused, frustrated, and sometimes aggressive players and retailers. People struggling with all kinds of stress, acting out and exhibiting behaviors that might normally suggest the need for an RG conversation. We started to hear that the staff was feeling overwhelmed, burned out, powerless, unheard, unappreciated, unable to connect. We were asking them to promote RG during this difficult time - but we had not given them the tools they needed …


Finding The Invisible At-Risk Player - Using Technology To Help Identify Customers Spending Beyond Affordable Limits, Tony Schellinck Dr. May 2023

Finding The Invisible At-Risk Player - Using Technology To Help Identify Customers Spending Beyond Affordable Limits, Tony Schellinck Dr.

International Conference on Gambling & Risk Taking

Abstract:

This session will highlight the value of a new EGM Affordability Model specifically adapted for changes in play due to COVID-19. Affordability of play has become a critical regulatory priority that is gaining greater traction worldwide as a gaming provider responsibility. The research presented here can inform a more sophisticated approach that is easy to operationalize, does not require a burden of proof on operators, and simultaneously yields greater results in identifying players spending beyond their abilities. The authors conducted research from 2014-2020, interviewing 10,500 regular electronic machine gamblers in land-based casinos in three countries administering the PGSI and …


Covid-19 In Casinos: Analysis Of Covid-19 Contamination And Spread With Economic Impact Assessment, Anastasia (Stasi) D. Baran, Jason D. Fiege May 2023

Covid-19 In Casinos: Analysis Of Covid-19 Contamination And Spread With Economic Impact Assessment, Anastasia (Stasi) D. Baran, Jason D. Fiege

International Conference on Gambling & Risk Taking

Abstract:

The COVID-19 pandemic caused tremendous disruption for casinos, with the virus causing various lengths of shutdowns, capacity restrictions, and social distancing strategies such as machine removals or section closures. Although most of the world has now eased off these measures, it is important to review lessons learned to understand, and better prepare for similar circumstances in the future. We present Monte Carlo slot floor simulation software customized to simulate players spreading COVID-19 on the slot floor. We simulate the amount of touch surface contamination; the number of potential surface contact exposure events per day, and a proximity exposures statistic …