11 results for "Helper ZHOU"
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Journal Article
Do Firms’ Growth Rates Follow a Random Walk? Evidence from Incubated Small and Medium Enterprises in South Africa
Debate on the validity of the Law of Proportionate Effect (LPE) on firm growth is ongoing decades after it was postulated by Gibrat in 1931. The theoretical model which asserts that firm growth follows a random walk has been largely tested in developed economies using data from non-incubated firms…
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Journal Article
The Role of Size and Age on Firm Growth: Evidence from Manufacturing SMMEs in KwaZulu-Natal Province, South Africa
Previous studies in both developed and developing economies have reported that firm growth declines with firm age and size. However, review of literature showed that there are limited studies to empirically assess the validity of this fact on firm growth in developing countries. As such, the…
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Journal Article
Supervised Machine Learning for Predicting SMME Sales: An Evaluation of Three Algorithms
The emergence of machine learning algorithms presents the opportunity for a variety of stakeholders to perform advanced predictive analytics and to make informed decisions. However, to date there have been few studies in developing countries that evaluate the performance of such algorithms—with the…
Also available at: DOAJ
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Journal Article
Detecting Subtle Shifts: Comparing SME Performance Drivers Pre and During the Covid-19 Pandemic
Small and Medium Enterprises (SMEs), especially those in the South African tourism sector, were significantly impacted by the Covid-19 pandemic. Many experienced a decline in performance due to decreased consumer demand resulting from travel restrictions. Understanding these enterprises’…
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Journal Article
The role of data analytics in driving resilient SME performance in South Africa.
Purpose: The COVID-19 pandemic has created unprecedented challenges for businesses worldwide, especially for Small and medium-sized enterprises (SMEs). The pandemic has created new risks and uncertainties that SMEs must navigate to remain operational and competitive. To address these challenges…
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Journal Article Full text
Complexity-Aware Vector-Valued Machine Learning of State-Level Bond Returns: Evidence on South African Trade Spillovers Under SALT and OBBBA
This study examines the impact of international trade shocks from South Africa and recent U.S. federal tax reforms on state-level municipal bond returns within the United States. Employing a unique transaction-level dataset comprising more than 50 million municipal bond trades from 2020 to 2024…
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Journal Article
Renewable energy investments in South Africa: Potentials and challenges for a sustainable transition -
The Republic of South Africa is one of the leading investors in renewable energy in Africa, despite the widespread perception that the country is trapped in the carbon age due to its high dependence on fossil fuels. Renewable energy, rooted in sustainable development, requires the creation of an…