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Unlocking the potential of Big Data Analytics (BDA) has proven to be a transformative factor for the Architecture, Engineering and Construction (AEC) industry. This has prompted researchers to focus attention on BDA in the AEC industry (BDA-in-AECI) in recent years, leading to a proliferation of relevant research. However, an in-depth exploration of the literature on BDA-in-AECI remains scarce. As a result, this study seeks to systematically explore the state-of-the-art review on BDA-in-AECI and identify research trends and gaps in knowledge to guide future research.

This state-of-the-art review was conducted using a mixed-method systematic review. Relevant publications were retrieved from Scopus and then subjected to inclusion and exclusion criteria. A quantitative bibliometric analysis was conducted using VOSviewer software and Gephi to reveal the status quo of research in the domain. A further qualitative analysis was performed on carefully screened articles. Based on this mixed-method systematic review, knowledge gaps were identified and future research agendas of BDA-in-AECI were proposed.

The results show that BDA has been adopted to support AEC decision-making, safety and risk assessment, structural health monitoring, damage detection, waste management, project management and facilities management. BDA also plays a major role in achieving construction 4.0 and Industry 4.0. The study further revealed that data mining, cloud computing, predictive analytics, machine learning and artificial intelligence methods, such as deep learning, natural language processing and computer vision, are the key methods used for BDA-in-AECI. Moreover, several data acquisition platforms and technologies were identified, including building information modeling, Internet of Things (IoT), social networking and blockchain. Further studies are needed to examine the synergies between BDA and AI, BDA and Digital twin and BDA and blockchain in the AEC industry.

The study contributes to the BDA-in-AECI body of knowledge by providing a comprehensive scope of understanding and revealing areas for future research directions beneficial to the stakeholders in the AEC industry.

This case is intended for use in undergraduate, MBA and Executive Education courses in Strategy, Business in Africa, Entrepreneurship and Investing in Emerging Markets.

Strategy, Business in Africa, Entrepreneurship and Investing in Emerging Markets.

Eric Kyere founded Brouges in 2015, an African brand, with the objective of designing, manufacturing and selling great shoes. His original plan was to produce Brouges’ shoes in Africa, but had several problems with suppliers (e.g. poor quality, poor raw materials, etc.). Therefore, Brouges had to partner with a European manufacturer to produce its first batch of shoes. Shortly thereafter, Eric partnered with Michael Asare Bediako, a young Ghanaian investor and entrepreneur, who had advanced plans to build a shoemaking factory in Ghana. The factory was likely to open in early 2021, following major delays caused by the COVID-19 pandemic. This would be a major milestone for Brouges and a key step in Eric’s entrepreneurial journey. However, how can Eric and Brouges manage the challenge of growing and building a manufacturing and retail organization? How could they succeed where others had failed?

This case has five pedagogical objectives: strategic choices: evaluate the strategic choices that companies need to make (based on their predefined goals and aspirations) and show that they are effectively an integrated cascade of choices that need to be consistent and coherent; strategic planning: apply and analyze the key steps and key decision to be made as part of a high-level strategic plan; value proposition: apply and analyze the concept and key components of a company’s value proposition, leveraging Tovstiga’s framework; doing business in Africa: evaluate the specific generic challenges of doing business in Africa, particularly in the manufacturing sector; generalizability of frameworks: this case shows that the same frameworks that are used to analyze large firms and mature markets can be applied to smaller firms in less developed markets.

This case is intended for use in undergraduate, MBA and Executive Education courses in Strategy, Business in Africa, Entrepreneurship and Investing in Emerging Markets.

Teaching notes are available for educators only.

CSS: 3 Entrepreneurship.

The purpose of this paper is to examine the spatial patterns of gender inequality in junior high school enrollment and the educational resource investments associated with the spatial trends.

The paper uses data on 170 districts in Ghana and hot spot analysis based on the Getis-Ord Gi statistic, linear regression, and geographically weighted regression to assess spatial variability in gender parity in junior high school enrollment and its association with resource allocation.

The results reveal rural-urban and north-south variability in gender parity. Results show that educational resources contribute to gender parity. At the national level, educational expenditure, and the number of classrooms, teachers, and available writing places have the strongest positive associations with girls’ enrollment. These relationships are spatially moderated, such that predominantly rural and Northern districts experience the most substantial benefits of educational investments.

The findings show that strategic allocation of infrastructure, financial, and human resources through local governments holds promise for a more impactful and sustainable educational development of all children, regardless of gender. Besides seeking solutions that address the lack of resources at the national level, there is a need for locally tailored efforts to remove the barriers to equitable distribution of educational resources across gender and socioeconomic groups.

This paper’s use of advanced spatial analysis techniques allows for in-depth examination of gender parity and investments in educational resources, and highlights the spatial nuances in how such investments predict gender disparities in junior high school enrollment. The findings speak to the need for targeted and localized efforts to address gender and geographical disparities in educational opportunities.