The increasing prevalence of private tutoring has received minimal scholarly attention in the United States. We use over 25 years of geocoded data on the universe of U.S. private tutoring centers to estimate the size and growth of this industry and to identify predictors of tutoring center locations. We document four important facts. First, from…

This article examines how shadow education is changing with digital platforms. Using the case of Egyptian education, it argues that digital learning platforms and social media platforms are profoundly penetrating Egypt's private tutoring landscape in a process of platformization. Rather than adding an online type of tutoring to an already-existing…

In the academic literature, private supplementary tutoring is widely called shadow education because much of its content mimics that of schooling. The author of this paper wrote the first global study of the phenomenon, which was published in 1999 and set the agenda for much subsequent research. The present paper considers research emphases over…

This study individually estimates and analyzes the contribution of public schools and fee-paid private tutoring classes to academic performance of students in Sri Lanka. Econometric models and measures of descriptive statistics were estimated and instructional time was graphically compared to test whether the private tutoring classes significantly…

Shadow education has burgeoned into a global phenomenon, and over the last 30 years, a substantial body of literature has emerged to explore this trend. Drawing on bibliometric data from 377 articles retrieved from the Web of Science (WOS), this study investigates the evolving landscape of shadow education research. It examines historical…

The recent dynamic turn in second language acquisition research has called for an investigation in learner agency by taking its complex dynamic nature into account. Informed by complex dynamic systems theory (CDST), this study investigated the agency of learners in a complex educational context where mainstream schooling and private tutoring…

Purpose: In Korea, private tutoring is considered a social evil that damages the capacity of public schooling and undermines social justice. Although the government has implemented various policies to reduce private tutoring, ranging from improving the quality of education to providing "quasi-private tutoring" programs and regulating the…

The relationship between private tutoring (PT) and mainstream education is among the complex themes characterizing PT discourses in the literature. This study examined the complications of practices and processes in tutoring and schooling to elucidate different roles played by PT and its relationship with mainstream education.…

The so-called shadow education system of private supplementary tutoring has in some contexts been described as privatization by default rather than by government policy. An allied literature shows that while such tutoring claims to supplement, it may also undermine schooling. This paper, with data from Myanmar, identifies ways in which shadow…

Research on the instructional quality of private tutoring is scarce. Meanwhile, poor instructional quality may be a reason for the minimal or null effects of private tutoring on academic achievement reported in many studies. It is also not clear what makes a good private tutor. To fill in these gaps, the study examined whether the structure of…

This study aims to map the literature on shadow education using metadata extracted from 488 publications indexed in the Web of Science database. It is termed as shadow education because much of its content mimics what is learned in schools. The study uses bibliometric procedures to describe and visually represent available literature on shadow…

This scientometric review takes 351 documents from 1992-2021 as the research object based on the Web of Science database. With the help of CiteSpace, this study aims to construct visualization mapping knowledge domains, display the research status in shadow education more intuitively, contribute opportunities for further research, and provide a…

Purpose: Education can be classified into formal and informal sectors--the first category as a regular schooling system and the latter category as private tutoring. After completing secondary education, students in many countries receive education from private tutoring to get admission into the university. This study examines the effect of private…

Private supplementary tutoring (PT) has expanded significantly and attracted widespread public interest in China in recent years. It deserves systematic empirical research and reflection, given its crucial theoretical and practical implications. Based on the data of a large-scale survey and testing project, this study examined its effects on the…

Private tuition (PT) is a common phenomenon in India. Today, it is a multi-billion U.S. dollar (USD) market and the third major contributor of household expenses in India. However, "the effect of PT on academic achievement of the students" is a subjective statement and is being questioned by its very outcomes. Literature reveals that PT…